From 9e8b7fc6c0de23cfad5fb8dadef5130efd79e01f Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 30 Aug 2023 11:44:13 +0300 Subject: [PATCH 01/22] Add convergence analyze --- examples/experiment_analyzer.py | 7 +++ experiments/ExperimentAnalyzer.py | 82 +++++++++++++++++++++++++++++++ 2 files changed, 89 insertions(+) create mode 100644 examples/experiment_analyzer.py create mode 100644 experiments/ExperimentAnalyzer.py diff --git a/examples/experiment_analyzer.py b/examples/experiment_analyzer.py new file mode 100644 index 00000000..954470a4 --- /dev/null +++ b/examples/experiment_analyzer.py @@ -0,0 +1,7 @@ +import os + +from experiments.ExperimentAnalyzer import ExperimentAnalyzer + +if __name__ == '__main__': + path_to_root = os.path.join('Z:/Pinchuk/MetaAutoML/') + analyzer = ExperimentAnalyzer(path_to_root=path_to_root) diff --git a/experiments/ExperimentAnalyzer.py b/experiments/ExperimentAnalyzer.py new file mode 100644 index 00000000..0b5ad7a4 --- /dev/null +++ b/experiments/ExperimentAnalyzer.py @@ -0,0 +1,82 @@ +import os + +from typing import Dict, List + +from golem.core.optimisers.opt_history_objects.opt_history import OptHistory + + +class ExperimentAnalyzer: + """ Class to analyze results of experiment. + To use this class folder hierarchy must be organized as following: + + setup (e.g. configuration of framework) + \ + dataset + \ + launch + \ + all collected data (metrics.csv, history, saved_pipeline, etc) + + :param path_to_root: path to dir with experiment setups + """ + + def __init__(self, path_to_root: str): + self.path_to_root = path_to_root + + def analyze_convergence(self, history_folder: str = 'history', is_raise: bool = False) \ + -> Dict[str, Dict[str, List[float]]]: + """ Method to analyze convergence with the use of histories. + + :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') + :param is_raise: bool specifying if exception must be raised if there is no history folder + """ + convergence = dict() + for setup in os.listdir(self.path_to_root): + # add to result dict + if setup not in convergence.keys(): + convergence[setup] = dict() + path_to_setup = os.path.join(self.path_to_root, setup) + for dataset in os.listdir(path_to_setup): + # add to result dict + if dataset not in convergence[setup].keys(): + convergence[setup][dataset] = [] + path_to_dataset = os.path.join(path_to_setup, dataset) + for launch in os.listdir(path_to_dataset): + path_to_launch = os.path.join(path_to_dataset, launch) + if history_folder not in os.listdir(path_to_launch): + if is_raise: + raise ValueError(f"There is no history folder with name {history_folder}") + path_to_history_folder = os.path.join(path_to_launch, history_folder) + history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] + + # if there is no history + if len(history_files) == 0: + continue + + # load the first history in the folder + history = OptHistory.load(os.path.join(path_to_history_folder, history_files[0])) + convergence[setup][dataset].append(self._analyze_convergence(history=history)) + return convergence + + @staticmethod + def _analyze_convergence(history: OptHistory) -> float: + """ Method to get time in what individual with the best fitness was firstly obtained. """ + best_fitness = history.final_choices.data[0].fitness + first_gen_with_best_fitness = history.generations_count + for i, gen_fitnesses in enumerate(history.historical_fitness): + if best_fitness in gen_fitnesses: + first_gen_with_best_fitness = i + break + total_time_to_get_best_fitness = 0 + for i, gen in enumerate(history.individuals): + if i == first_gen_with_best_fitness: + break + for ind in gen.data: + total_time_to_get_best_fitness += ind.metadata['computation_time_in_seconds'] + return total_time_to_get_best_fitness + + def analyze_metrics(self): + pass + + def analyze_structural_complexity(self): + pass From c88edfb9720aff73adc84934d62ec6a8426cb80a Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 30 Aug 2023 12:02:41 +0300 Subject: [PATCH 02/22] unify iteration through paths --- examples/experiment_analyzer.py | 3 +- experiments/ExperimentAnalyzer.py | 65 ++++++++++++++++++------------- 2 files changed, 41 insertions(+), 27 deletions(-) diff --git a/examples/experiment_analyzer.py b/examples/experiment_analyzer.py index 954470a4..1c534c48 100644 --- a/examples/experiment_analyzer.py +++ b/examples/experiment_analyzer.py @@ -3,5 +3,6 @@ from experiments.ExperimentAnalyzer import ExperimentAnalyzer if __name__ == '__main__': - path_to_root = os.path.join('Z:/Pinchuk/MetaAutoML/') + path_to_root = os.path.join('Z:\Pinchuk\MetaAutoML') analyzer = ExperimentAnalyzer(path_to_root=path_to_root) + analyzer.analyze_convergence(history_folder='histories') \ No newline at end of file diff --git a/experiments/ExperimentAnalyzer.py b/experiments/ExperimentAnalyzer.py index 0b5ad7a4..d2cff43c 100644 --- a/experiments/ExperimentAnalyzer.py +++ b/experiments/ExperimentAnalyzer.py @@ -1,6 +1,6 @@ import os -from typing import Dict, List +from typing import Dict, List, Tuple from golem.core.optimisers.opt_history_objects.opt_history import OptHistory @@ -31,31 +31,25 @@ def analyze_convergence(self, history_folder: str = 'history', is_raise: bool = :param is_raise: bool specifying if exception must be raised if there is no history folder """ convergence = dict() - for setup in os.listdir(self.path_to_root): - # add to result dict - if setup not in convergence.keys(): - convergence[setup] = dict() - path_to_setup = os.path.join(self.path_to_root, setup) - for dataset in os.listdir(path_to_setup): - # add to result dict - if dataset not in convergence[setup].keys(): - convergence[setup][dataset] = [] - path_to_dataset = os.path.join(path_to_setup, dataset) - for launch in os.listdir(path_to_dataset): - path_to_launch = os.path.join(path_to_dataset, launch) - if history_folder not in os.listdir(path_to_launch): - if is_raise: - raise ValueError(f"There is no history folder with name {history_folder}") - path_to_history_folder = os.path.join(path_to_launch, history_folder) - history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] - - # if there is no history - if len(history_files) == 0: - continue - - # load the first history in the folder - history = OptHistory.load(os.path.join(path_to_history_folder, history_files[0])) - convergence[setup][dataset].append(self._analyze_convergence(history=history)) + for setup, dataset, path_to_launch in self._get_path_to_launch(): + convergence = self._extend_result_dict(result_dict=convergence, setup=setup, dataset=dataset) + + if history_folder not in os.listdir(path_to_launch): + if is_raise: + raise ValueError(f"There is no history folder with name {history_folder}") + else: + continue + + path_to_history_folder = os.path.join(path_to_launch, history_folder) + history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] + + # if there is no history + if len(history_files) == 0: + continue + + # load the first history in the folder + history = OptHistory.load(os.path.join(path_to_history_folder, history_files[0])) + convergence[setup][dataset].append(self._analyze_convergence(history=history)) return convergence @staticmethod @@ -80,3 +74,22 @@ def analyze_metrics(self): def analyze_structural_complexity(self): pass + + def _get_path_to_launch(self) -> Tuple[str, str, str]: + """ Yields setup name, dataset name + paths to dirs with experiment results. """ + for setup in os.listdir(self.path_to_root): + path_to_setup = os.path.join(self.path_to_root, setup) + for dataset in os.listdir(path_to_setup): + path_to_dataset = os.path.join(path_to_setup, dataset) + for launch in os.listdir(path_to_dataset): + path_to_launch = os.path.join(path_to_dataset, launch) + yield setup, dataset, path_to_launch + + @staticmethod + def _extend_result_dict(result_dict: dict, setup: str, dataset: str) -> Dict[str, Dict[str, list]]: + """ Extends result dictionary with new setup and dataset name. """ + if setup not in result_dict.keys(): + result_dict[setup] = dict() + if dataset not in result_dict[setup].keys(): + result_dict[setup][dataset] = [] + return result_dict From e1653b27f38e7f427b4d3b939f259ff75efb41af Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 30 Aug 2023 12:19:47 +0300 Subject: [PATCH 03/22] add metrics analyze --- ...mentAnalyzer.py => experiment_analyzer.py} | 37 +++++++++++++++++-- 1 file changed, 34 insertions(+), 3 deletions(-) rename experiments/{ExperimentAnalyzer.py => experiment_analyzer.py} (68%) diff --git a/experiments/ExperimentAnalyzer.py b/experiments/experiment_analyzer.py similarity index 68% rename from experiments/ExperimentAnalyzer.py rename to experiments/experiment_analyzer.py index d2cff43c..53b0360c 100644 --- a/experiments/ExperimentAnalyzer.py +++ b/experiments/experiment_analyzer.py @@ -2,6 +2,9 @@ from typing import Dict, List, Tuple +import pandas as pd + +from golem.core.log import default_log from golem.core.optimisers.opt_history_objects.opt_history import OptHistory @@ -22,6 +25,7 @@ class ExperimentAnalyzer: def __init__(self, path_to_root: str): self.path_to_root = path_to_root + self._log = default_log('ExperimentAnalyzer') def analyze_convergence(self, history_folder: str = 'history', is_raise: bool = False) \ -> Dict[str, Dict[str, List[float]]]: @@ -69,14 +73,41 @@ def _analyze_convergence(history: OptHistory) -> float: total_time_to_get_best_fitness += ind.metadata['computation_time_in_seconds'] return total_time_to_get_best_fitness - def analyze_metrics(self): - pass + def analyze_metrics(self, metric_names: List[str], file_name: str, is_raise: bool = False): + """ Method to analyze specified metrics. + :param metric_names: names of metrics to analyze. e.g. ['f1', 'inference_time'] + :param file_name: name of the file with metrics (e.g. 'metrics.csv') + :param is_raise: bool specifying if exception must be raised if there is no history folder + """ + dict_with_metrics = dict() + for setup, dataset, path_to_launch in self._get_path_to_launch(): + + if file_name not in os.listdir(path_to_launch): + if is_raise: + raise ValueError(f"There is no metric file with name {file_name}") + else: + continue + + df_metrics = pd.read_csv(os.path.join(path_to_launch, file_name)) + + for metric in metric_names: + if metric not in dict_with_metrics.keys(): + dict_with_metrics[metric] = dict() + dict_with_metrics[metric] = self._extend_result_dict(result_dict=dict_with_metrics[metric], + setup=setup, dataset=dataset) + if metric not in df_metrics.columns: + self._log.warning(f"There is no column in {file_name} with {metric}") + dict_with_metrics[metric][setup][dataset].append(df_metrics[metric][0]) + return dict_with_metrics def analyze_structural_complexity(self): pass def _get_path_to_launch(self) -> Tuple[str, str, str]: - """ Yields setup name, dataset name + paths to dirs with experiment results. """ + """ Yields setup name, dataset name + paths to dirs with experiment results. + If experiment saving configuration/files structure somehow differs from the structure implied in this class + this method can be used externally to get paths to launches. + """ for setup in os.listdir(self.path_to_root): path_to_setup = os.path.join(self.path_to_root, setup) for dataset in os.listdir(path_to_setup): From e081a4b3917aaabe6a6b60ee206576b870cd6f5f Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Thu, 31 Aug 2023 10:40:35 +0300 Subject: [PATCH 04/22] add mean, folders_to_ignore --- examples/experiment_analyzer.py | 19 +++++-- experiments/experiment_analyzer.py | 83 ++++++++++++++++++++++++++++-- 2 files changed, 95 insertions(+), 7 deletions(-) diff --git a/examples/experiment_analyzer.py b/examples/experiment_analyzer.py index 1c534c48..cc2a3eac 100644 --- a/examples/experiment_analyzer.py +++ b/examples/experiment_analyzer.py @@ -1,8 +1,21 @@ import os -from experiments.ExperimentAnalyzer import ExperimentAnalyzer +from experiments.experiment_analyzer import ExperimentAnalyzer if __name__ == '__main__': path_to_root = os.path.join('Z:\Pinchuk\MetaAutoML') - analyzer = ExperimentAnalyzer(path_to_root=path_to_root) - analyzer.analyze_convergence(history_folder='histories') \ No newline at end of file + + path_to_save = os.path.join(path_to_root, 'result_analysis') + analyzer = ExperimentAnalyzer(path_to_root=path_to_root, folders_to_ignore=['result_analysis', + 'Thumbs.bd']) + convergence = analyzer.analyze_convergence(history_folder='histories', is_raise=False, + path_to_save=path_to_save) + + metrics_dict = analyzer.analyze_metrics(metric_names=['roc_auc'], file_name='evaluation_results.csv', + is_raise=False, path_to_save=path_to_save) + print(metrics_dict) + + # path_to_save = os.path.join('Z:\Pinchuk') + # if not os.path.exists(path_to_save): + # os.makedirs(path_to_save) + # analyzer.plot_convergence(history_folder='histories', path_to_save=path_to_root) \ No newline at end of file diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 53b0360c..abaea261 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,11 +1,14 @@ import os +from statistics import mean from typing import Dict, List, Tuple import pandas as pd +from tqdm import tqdm from golem.core.log import default_log from golem.core.optimisers.opt_history_objects.opt_history import OptHistory +from golem.visualisation.opt_history.fitness_line import MultipleFitnessLines class ExperimentAnalyzer: @@ -20,18 +23,23 @@ class ExperimentAnalyzer: \ all collected data (metrics.csv, history, saved_pipeline, etc) - :param path_to_root: path to dir with experiment setups + :param path_to_root: path to dir with experiment setups. + :param folders_to_ignore: folders without experiment data to ignore. """ - def __init__(self, path_to_root: str): + def __init__(self, path_to_root: str, folders_to_ignore: List[str] = []): self.path_to_root = path_to_root + self._folders_to_ignore = folders_to_ignore self._log = default_log('ExperimentAnalyzer') - def analyze_convergence(self, history_folder: str = 'history', is_raise: bool = False) \ + def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = True, + path_to_save: str = None, is_raise: bool = False) \ -> Dict[str, Dict[str, List[float]]]: """ Method to analyze convergence with the use of histories. :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') + :param is_mean: bool flag to specify just storing all the results or calculating mean values + :param path_to_save: path to save results. :param is_raise: bool specifying if exception must be raised if there is no history folder """ convergence = dict() @@ -54,6 +62,16 @@ def analyze_convergence(self, history_folder: str = 'history', is_raise: bool = # load the first history in the folder history = OptHistory.load(os.path.join(path_to_history_folder, history_files[0])) convergence[setup][dataset].append(self._analyze_convergence(history=history)) + + if is_mean: + for setup in convergence.keys(): + for dataset in convergence[setup].keys(): + convergence[setup][dataset] = mean(convergence[setup][dataset]) + + # save results per metric + if path_to_save: + df = pd.DataFrame(convergence) + df.to_csv(os.path.join(path_to_save, f'convergence_results.csv')) return convergence @staticmethod @@ -73,10 +91,13 @@ def _analyze_convergence(history: OptHistory) -> float: total_time_to_get_best_fitness += ind.metadata['computation_time_in_seconds'] return total_time_to_get_best_fitness - def analyze_metrics(self, metric_names: List[str], file_name: str, is_raise: bool = False): + def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool = True, + path_to_save: str = None, is_raise: bool = False): """ Method to analyze specified metrics. :param metric_names: names of metrics to analyze. e.g. ['f1', 'inference_time'] :param file_name: name of the file with metrics (e.g. 'metrics.csv') + :param is_mean: bool flag to specify just storing all the results or calculating mean values + :param path_to_save: path to save results :param is_raise: bool specifying if exception must be raised if there is no history folder """ dict_with_metrics = dict() @@ -98,8 +119,58 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_raise: boo if metric not in df_metrics.columns: self._log.warning(f"There is no column in {file_name} with {metric}") dict_with_metrics[metric][setup][dataset].append(df_metrics[metric][0]) + + if is_mean: + for metric in metric_names: + for setup in dict_with_metrics[metric].keys(): + for dataset in dict_with_metrics[metric][setup].keys(): + dict_with_metrics[metric][setup][dataset] = mean(dict_with_metrics[metric][setup][dataset]) + + # save results per metric + if path_to_save: + for metric in dict_with_metrics.keys(): + df = pd.DataFrame(dict_with_metrics[metric]) + df.to_csv(os.path.join(path_to_save, f'{metric}_results.csv')) return dict_with_metrics + def plot_convergence(self, path_to_save: str, + history_folder: str = 'history', is_raise: bool = False): + """ Method to analyze convergence with the use of histories. + + :param path_to_save: path to save the results. + :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') + :param is_raise: bool specifying if exception must be raised if there is no history folder + """ + histories = dict() + for setup, dataset, path_to_launch in self._get_path_to_launch(): + histories = self._extend_result_dict(result_dict=histories, setup=setup, dataset=dataset) + + if history_folder not in os.listdir(path_to_launch): + if is_raise: + raise ValueError(f"There is no history folder with name {history_folder}") + else: + continue + + path_to_history_folder = os.path.join(path_to_launch, history_folder) + history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] + + # if there is no history + if len(history_files) == 0: + continue + + # load the first history in the folder + history = OptHistory.load(os.path.join(path_to_history_folder, history_files[0])) + histories[setup][dataset].append(history) + + histories_to_compare = dict() + # plot convergence pics + for dataset in histories[list(histories.keys())[0]]: + for setup in histories.keys(): + histories_to_compare[setup] = histories[setup][dataset] + multiple_fitness_plot = MultipleFitnessLines(histories_to_compare=histories_to_compare) + cur_path_to_save = os.path.join(path_to_save, f'{dataset}_convergence_without_confidence') + multiple_fitness_plot.visualize(save_path=cur_path_to_save) + def analyze_structural_complexity(self): pass @@ -109,8 +180,12 @@ def _get_path_to_launch(self) -> Tuple[str, str, str]: this method can be used externally to get paths to launches. """ for setup in os.listdir(self.path_to_root): + if setup in self._folders_to_ignore: + continue path_to_setup = os.path.join(self.path_to_root, setup) for dataset in os.listdir(path_to_setup): + if dataset in self._folders_to_ignore: + continue path_to_dataset = os.path.join(path_to_setup, dataset) for launch in os.listdir(path_to_dataset): path_to_launch = os.path.join(path_to_dataset, launch) From a4f5e9dfe10fdfc6267d5b65467db607818b49d0 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Thu, 31 Aug 2023 11:47:23 +0300 Subject: [PATCH 05/22] add analyze structural complexity --- examples/experiment_analyzer.py | 21 --------------- experiments/experiment_analyzer.py | 43 +++++++++++++++++++++++++----- 2 files changed, 37 insertions(+), 27 deletions(-) delete mode 100644 examples/experiment_analyzer.py diff --git a/examples/experiment_analyzer.py b/examples/experiment_analyzer.py deleted file mode 100644 index cc2a3eac..00000000 --- a/examples/experiment_analyzer.py +++ /dev/null @@ -1,21 +0,0 @@ -import os - -from experiments.experiment_analyzer import ExperimentAnalyzer - -if __name__ == '__main__': - path_to_root = os.path.join('Z:\Pinchuk\MetaAutoML') - - path_to_save = os.path.join(path_to_root, 'result_analysis') - analyzer = ExperimentAnalyzer(path_to_root=path_to_root, folders_to_ignore=['result_analysis', - 'Thumbs.bd']) - convergence = analyzer.analyze_convergence(history_folder='histories', is_raise=False, - path_to_save=path_to_save) - - metrics_dict = analyzer.analyze_metrics(metric_names=['roc_auc'], file_name='evaluation_results.csv', - is_raise=False, path_to_save=path_to_save) - print(metrics_dict) - - # path_to_save = os.path.join('Z:\Pinchuk') - # if not os.path.exists(path_to_save): - # os.makedirs(path_to_save) - # analyzer.plot_convergence(history_folder='histories', path_to_save=path_to_root) \ No newline at end of file diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index abaea261..13973980 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,10 +1,9 @@ import os from statistics import mean -from typing import Dict, List, Tuple +from typing import Dict, List, Tuple, Any import pandas as pd -from tqdm import tqdm from golem.core.log import default_log from golem.core.optimisers.opt_history_objects.opt_history import OptHistory @@ -32,7 +31,7 @@ def __init__(self, path_to_root: str, folders_to_ignore: List[str] = []): self._folders_to_ignore = folders_to_ignore self._log = default_log('ExperimentAnalyzer') - def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = True, + def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = False, path_to_save: str = None, is_raise: bool = False) \ -> Dict[str, Dict[str, List[float]]]: """ Method to analyze convergence with the use of histories. @@ -42,6 +41,7 @@ def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = T :param path_to_save: path to save results. :param is_raise: bool specifying if exception must be raised if there is no history folder """ + convergence = dict() for setup, dataset, path_to_launch in self._get_path_to_launch(): convergence = self._extend_result_dict(result_dict=convergence, setup=setup, dataset=dataset) @@ -91,7 +91,7 @@ def _analyze_convergence(history: OptHistory) -> float: total_time_to_get_best_fitness += ind.metadata['computation_time_in_seconds'] return total_time_to_get_best_fitness - def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool = True, + def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool = False, path_to_save: str = None, is_raise: bool = False): """ Method to analyze specified metrics. :param metric_names: names of metrics to analyze. e.g. ['f1', 'inference_time'] @@ -171,8 +171,39 @@ def plot_convergence(self, path_to_save: str, cur_path_to_save = os.path.join(path_to_save, f'{dataset}_convergence_without_confidence') multiple_fitness_plot.visualize(save_path=cur_path_to_save) - def analyze_structural_complexity(self): - pass + def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_to_load: Any, + is_raise: bool = False): + """ Method to save pictures of final graphs in directories to compare it visually. + :param path_to_save: root path to pictures per setup. + :param dir_name: name of directory in which final graph is saved. + :param class_to_load: class of objects to load + :param is_raise: bool specifying if exception must be raised if there is no history folder + """ + for setup, dataset, path_to_launch in self._get_path_to_launch(): + if dir_name not in os.listdir(path_to_launch): + if is_raise: + raise ValueError(f"There is no folder with name {dir_name}") + else: + continue + + path_to_json = None + for address, dirs, files in os.walk(path_to_launch): + for name in files: + if '.json' in name: + path_to_json = os.path.join(address, name) + break + + # final result was not saved in this launch + if not path_to_json: + continue + final = class_to_load.load(path_to_json) + path_to_save = os.path.join(path_to_save, setup) + + if not os.path.exists(path_to_save): + os.makedirs(path_to_save) + saved_results = [file_name.split("_")[0] for file_name in os.listdir(path_to_save)] + max_saved_num = max(saved_results) if saved_results else 0 + final.show(os.path.join(path_to_save, f'{max_saved_num}_result.png')) def _get_path_to_launch(self) -> Tuple[str, str, str]: """ Yields setup name, dataset name + paths to dirs with experiment results. From b704e7066d818c92aa917b55455bd3781596f9b3 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Fri, 1 Sep 2023 10:42:47 +0300 Subject: [PATCH 06/22] add logging info --- experiments/experiment_analyzer.py | 28 +++++++++++++++++++--------- 1 file changed, 19 insertions(+), 9 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 13973980..fc31badf 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,7 +1,7 @@ import os from statistics import mean -from typing import Dict, List, Tuple, Any +from typing import Dict, List, Tuple, Any, Callable import pandas as pd @@ -71,7 +71,9 @@ def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = F # save results per metric if path_to_save: df = pd.DataFrame(convergence) - df.to_csv(os.path.join(path_to_save, f'convergence_results.csv')) + path_to_save = os.path.join(path_to_save, f'convergence_results.csv') + df.to_csv(path_to_save) + self._log.info(f"Convergence table was saved to {path_to_save}") return convergence @staticmethod @@ -130,7 +132,9 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool if path_to_save: for metric in dict_with_metrics.keys(): df = pd.DataFrame(dict_with_metrics[metric]) - df.to_csv(os.path.join(path_to_save, f'{metric}_results.csv')) + path_to_save = os.path.join(path_to_save, f'{metric}_results.csv') + df.to_csv(path_to_save) + self._log.info(f"Metric table was saved to {path_to_save}") return dict_with_metrics def plot_convergence(self, path_to_save: str, @@ -170,14 +174,16 @@ def plot_convergence(self, path_to_save: str, multiple_fitness_plot = MultipleFitnessLines(histories_to_compare=histories_to_compare) cur_path_to_save = os.path.join(path_to_save, f'{dataset}_convergence_without_confidence') multiple_fitness_plot.visualize(save_path=cur_path_to_save) + self._log.info(f"Convergence plot for {dataset} dataset was saved to {cur_path_to_save}") - def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_to_load: Any, - is_raise: bool = False): + def analyze_structural_complexity(self, path_to_save: str, dir_name: str, + class_to_load: Any = None, load_func: Callable = None, is_raise: bool = False): """ Method to save pictures of final graphs in directories to compare it visually. :param path_to_save: root path to pictures per setup. :param dir_name: name of directory in which final graph is saved. - :param class_to_load: class of objects to load - :param is_raise: bool specifying if exception must be raised if there is no history folder + :param class_to_load: class of objects to load. + :param load_func: function that load object. Can be used in case method 'load' is not defined for the object. + :param is_raise: bool specifying if exception must be raised if there is no history folder. """ for setup, dataset, path_to_launch in self._get_path_to_launch(): if dir_name not in os.listdir(path_to_launch): @@ -196,14 +202,18 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ # final result was not saved in this launch if not path_to_json: continue - final = class_to_load.load(path_to_json) + + result = class_to_load.load(path_to_json) if class_to_load \ + else load_func(path_to_json) if load_func else None path_to_save = os.path.join(path_to_save, setup) if not os.path.exists(path_to_save): os.makedirs(path_to_save) saved_results = [file_name.split("_")[0] for file_name in os.listdir(path_to_save)] max_saved_num = max(saved_results) if saved_results else 0 - final.show(os.path.join(path_to_save, f'{max_saved_num}_result.png')) + cur_path_to_save = os.path.join(path_to_save, f'{max_saved_num}_result.png') + result.show(cur_path_to_save) + self._log.info(f"Resulting graph was saved to {cur_path_to_save}") def _get_path_to_launch(self) -> Tuple[str, str, str]: """ Yields setup name, dataset name + paths to dirs with experiment results. From 3574993df96fb8d7e6e254b65d3aa4d4557e6fdb Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Fri, 1 Sep 2023 11:41:44 +0300 Subject: [PATCH 07/22] add stat test analysis --- experiments/experiment_analyzer.py | 49 +++++++++++++++++++++++++++--- 1 file changed, 45 insertions(+), 4 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index fc31badf..7fc344be 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -132,9 +132,9 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool if path_to_save: for metric in dict_with_metrics.keys(): df = pd.DataFrame(dict_with_metrics[metric]) - path_to_save = os.path.join(path_to_save, f'{metric}_results.csv') - df.to_csv(path_to_save) - self._log.info(f"Metric table was saved to {path_to_save}") + cur_path_to_save = os.path.join(path_to_save, f'{metric}_results.csv') + df.to_csv(cur_path_to_save) + self._log.info(f"Metric table was saved to {cur_path_to_save}") return dict_with_metrics def plot_convergence(self, path_to_save: str, @@ -170,12 +170,53 @@ def plot_convergence(self, path_to_save: str, # plot convergence pics for dataset in histories[list(histories.keys())[0]]: for setup in histories.keys(): - histories_to_compare[setup] = histories[setup][dataset] + histories_to_compare[setup] = histories[setup][dataset] if dataset in histories[setup].keys() else [] multiple_fitness_plot = MultipleFitnessLines(histories_to_compare=histories_to_compare) cur_path_to_save = os.path.join(path_to_save, f'{dataset}_convergence_without_confidence') multiple_fitness_plot.visualize(save_path=cur_path_to_save) self._log.info(f"Convergence plot for {dataset} dataset was saved to {cur_path_to_save}") + def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, List[float]]], + stat_tests: List[Callable], path_to_save: str = None, + test_format: List[str] = None): + """ Method to perform statistical analysis of data. Metric data obtained with 'analyze_metrics' and + convergence data obtained with 'analyze_convergence' can be simply analyzed, for example. + :param data_to_analyze: data to analyze. NB! data must have the specified format + :param stat_tests: list of functions of statistical tests to perform. + :param path_to_save: path to save results + :param test_format: argument to specify what every test function must return. default: ['statistic', 'pvalue'] + """ + if not test_format: + test_format = ['statistic', 'pvalue'] + + stat_dict = dict.fromkeys(test_format, None) + datasets = list(data_to_analyze[list(data_to_analyze.keys())[0]].keys()) + for dataset in datasets: + values_to_compare = [] + for setup in data_to_analyze.keys(): + values_to_compare.append(data_to_analyze[setup][dataset]) + for test in stat_tests: + try: + cur_test_result = test(*values_to_compare) + except Exception as e: + self._log.critical(f"Statistical test ({test}) failed with exception: {e}") + cur_test_result = [None]*len(test_format) + for i, arg in enumerate(test_format): + if not stat_dict[arg]: + stat_dict[arg] = dict.fromkeys([t.__name__ for t in stat_tests], None) + if not stat_dict[arg][test.__name__]: + stat_dict[arg][test.__name__] = dict.fromkeys(datasets, None) + stat_dict[arg][test.__name__][dataset] = cur_test_result[i] + + # save results for all tests + if path_to_save: + for arg in test_format: + df = pd.DataFrame(stat_dict[arg]) + cur_path_to_save = os.path.join(path_to_save, f'stat_{arg}_results.csv') + df.to_csv(cur_path_to_save) + self._log.info(f"Stat test table for {arg} was saved to {cur_path_to_save}") + return stat_dict + def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_to_load: Any = None, load_func: Callable = None, is_raise: bool = False): """ Method to save pictures of final graphs in directories to compare it visually. From 6f177030b53d26febc665e62a1e9acb831296794 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Fri, 1 Sep 2023 12:58:32 +0300 Subject: [PATCH 08/22] add confidence interval --- experiments/experiment_analyzer.py | 11 +++++++---- golem/visualisation/opt_history/fitness_line.py | 4 +++- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 7fc344be..336bce1d 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -137,11 +137,12 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool self._log.info(f"Metric table was saved to {cur_path_to_save}") return dict_with_metrics - def plot_convergence(self, path_to_save: str, + def plot_convergence(self, path_to_save: str, with_confidence: bool = True, history_folder: str = 'history', is_raise: bool = False): """ Method to analyze convergence with the use of histories. :param path_to_save: path to save the results. + :param with_confidence: bool param specifying to use confidence interval or not. :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') :param is_raise: bool specifying if exception must be raised if there is no history folder """ @@ -172,8 +173,10 @@ def plot_convergence(self, path_to_save: str, for setup in histories.keys(): histories_to_compare[setup] = histories[setup][dataset] if dataset in histories[setup].keys() else [] multiple_fitness_plot = MultipleFitnessLines(histories_to_compare=histories_to_compare) - cur_path_to_save = os.path.join(path_to_save, f'{dataset}_convergence_without_confidence') - multiple_fitness_plot.visualize(save_path=cur_path_to_save) + file_name = f'{dataset}_convergence_with_confidence' if with_confidence \ + else f'{dataset}_convergence_without_confidence' + cur_path_to_save = os.path.join(path_to_save, file_name) + multiple_fitness_plot.visualize(save_path=cur_path_to_save, with_confidence=with_confidence) self._log.info(f"Convergence plot for {dataset} dataset was saved to {cur_path_to_save}") def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, List[float]]], @@ -244,7 +247,7 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, if not path_to_json: continue - result = class_to_load.load(path_to_json) if class_to_load \ + result = class_to_load.load(path_to_json) if class_to_load is not None \ else load_func(path_to_json) if load_func else None path_to_save = os.path.join(path_to_save, setup) diff --git a/golem/visualisation/opt_history/fitness_line.py b/golem/visualisation/opt_history/fitness_line.py index 7b82f792..44ca12ed 100644 --- a/golem/visualisation/opt_history/fitness_line.py +++ b/golem/visualisation/opt_history/fitness_line.py @@ -281,11 +281,13 @@ def __init__(self, def visualize(self, save_path: Optional[Union[os.PathLike, str]] = None, + with_confidence: bool = True, metric_id: int = 0, dpi: Optional[int] = None): """ Visualizes the best fitness values during the evolution in the form of line. :param save_path: path to save the visualization. If set, then the image will be saved, and if not, it will be displayed. + :param with_confidence: bool param specifying to use confidence interval or not. :param metric_id: numeric index of the metric to visualize (for multi-objective opt-n). :param dpi: DPI of the output figure. """ @@ -294,7 +296,7 @@ def visualize(self, fig, ax = plt.subplots(figsize=(6.4, 4.8), facecolor='w') xlabel = 'Generation' - self.plot_multiple_fitness_lines(ax, metric_id) + self.plot_multiple_fitness_lines(ax, metric_id, with_confidence) setup_fitness_plot(ax, xlabel) plt.legend() show_or_save_figure(fig, save_path, dpi) From 6d24ec09e304f4868421b82fd36637abf940b544 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 11:05:57 +0300 Subject: [PATCH 09/22] add example of usage --- examples/experiment_analyzer/__init__.py | 0 .../experiment_analyzer.py | 78 +++++++++++++++++++ experiments/experiment_analyzer.py | 1 + 3 files changed, 79 insertions(+) create mode 100644 examples/experiment_analyzer/__init__.py create mode 100644 examples/experiment_analyzer/experiment_analyzer.py diff --git a/examples/experiment_analyzer/__init__.py b/examples/experiment_analyzer/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/examples/experiment_analyzer/experiment_analyzer.py b/examples/experiment_analyzer/experiment_analyzer.py new file mode 100644 index 00000000..3c4835be --- /dev/null +++ b/examples/experiment_analyzer/experiment_analyzer.py @@ -0,0 +1,78 @@ +import os + +import matplotlib.pyplot as plt +from scipy.stats import mannwhitneyu, kruskal, ttest_ind + +from experiments.experiment_analyzer import ExperimentAnalyzer +from golem.core.paths import project_root + + +def create_if_not_exists(path: str): + if not os.path.exists(path): + os.makedirs(path) + + +if __name__ == '__main__': + + path_to_root = os.path.join(project_root(), 'examples', 'experiment_analyzer') + path_to_experiment_data = os.path.join(path_to_root, 'data') + path_to_save = os.path.join(path_to_root, 'result_analysis') + + analyzer = ExperimentAnalyzer(path_to_root=path_to_experiment_data, folders_to_ignore=['result_analysis', + 'Thumbs.db']) + + # to get convergence table with mean values + path_to_save_convergence = os.path.join(path_to_save, 'convergence') + create_if_not_exists(path_to_save_convergence) + + convergence_mean = analyzer.analyze_convergence(history_folder='histories', is_raise=False, + path_to_save=path_to_save_convergence, + is_mean=True) + + # to get convergence boxplots + convergence = analyzer.analyze_convergence(history_folder='histories', is_raise=False) + path_to_save_convergence_boxplots = os.path.join(path_to_save_convergence, 'convergence_boxplots') + create_if_not_exists(path_to_save_convergence_boxplots) + + for dataset in convergence[list(convergence.keys())[0]].keys(): + to_compare = dict() + for setup in convergence.keys(): + to_compare[setup] = [i for i in convergence[setup][dataset]] + plt.boxplot(list(to_compare.values()), labels=list(to_compare.keys())) + plt.title(f'Convergence on {dataset}') + plt.savefig(os.path.join(path_to_save_convergence_boxplots, f'convergence_{dataset}.png')) + plt.close() + + # to get metrics table with mean values + path_to_save_metrics = os.path.join(path_to_save, 'metrics') + create_if_not_exists(path_to_save_metrics) + metric_names = ['roc_auc', 'f1'] + metrics_dict_mean = analyzer.analyze_metrics(metric_names=metric_names, file_name='evaluation_results.csv', + is_raise=False, path_to_save=path_to_save_metrics, + is_mean=True) + + # to get metrics boxplots + metrics_dict = analyzer.analyze_metrics(metric_names=metric_names, file_name='evaluation_results.csv', + is_raise=False) + path_to_save_metrics_boxplots = os.path.join(path_to_save_metrics, 'metrics_boxplot') + create_if_not_exists(path_to_save_metrics_boxplots) + + for metric in metric_names: + for dataset in metrics_dict[metric][list(metrics_dict[metric].keys())[0]].keys(): + to_compare = dict() + for setup in metrics_dict[metric].keys(): + to_compare[setup] = [-1*i for i in metrics_dict[metric][setup][dataset]] + plt.boxplot(list(to_compare.values()), labels=list(to_compare.keys())) + plt.title(f'{metric} on {dataset}') + cur_path_to_save = os.path.join(path_to_save_metrics_boxplots, metric) + if not os.path.exists(cur_path_to_save): + os.makedirs(cur_path_to_save) + plt.savefig(os.path.join(cur_path_to_save, f'{metric}_{dataset}.png')) + plt.close() + + # to get stat test results table + path_to_save_stat = os.path.join(path_to_save, 'statistic') + create_if_not_exists(path_to_save_stat) + stat_dict = analyzer.analyze_statistical_significance(data_to_analyze=metrics_dict['roc_auc'], + stat_tests=[mannwhitneyu, kruskal, ttest_ind], + path_to_save=path_to_save_stat) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 336bce1d..4cee4a25 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -12,6 +12,7 @@ class ExperimentAnalyzer: """ Class to analyze results of experiment. + The example of usage can be found here: ~/GOLEM/examples/experiment_analyzer/ To use this class folder hierarchy must be organized as following: setup (e.g. configuration of framework) From a11112038fbe6df03e269a44c2585384aae8fd38 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 12:37:17 +0300 Subject: [PATCH 10/22] add title for results plots --- .../experiment_analyzer.py | 2 +- experiments/experiment_analyzer.py | 41 ++++++++++++++----- 2 files changed, 31 insertions(+), 12 deletions(-) diff --git a/examples/experiment_analyzer/experiment_analyzer.py b/examples/experiment_analyzer/experiment_analyzer.py index 3c4835be..e7c92ecd 100644 --- a/examples/experiment_analyzer/experiment_analyzer.py +++ b/examples/experiment_analyzer/experiment_analyzer.py @@ -61,7 +61,7 @@ def create_if_not_exists(path: str): for dataset in metrics_dict[metric][list(metrics_dict[metric].keys())[0]].keys(): to_compare = dict() for setup in metrics_dict[metric].keys(): - to_compare[setup] = [-1*i for i in metrics_dict[metric][setup][dataset]] + to_compare[setup] = [-1 * i for i in metrics_dict[metric][setup][dataset]] plt.boxplot(list(to_compare.values()), labels=list(to_compare.keys())) plt.title(f'{metric} on {dataset}') cur_path_to_save = os.path.join(path_to_save_metrics_boxplots, metric) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 4cee4a25..34cb5abe 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,8 +1,9 @@ import os from statistics import mean -from typing import Dict, List, Tuple, Any, Callable +from typing import Dict, List, Tuple, Any, Callable, Optional +import matplotlib.pyplot as plt import pandas as pd from golem.core.log import default_log @@ -106,13 +107,9 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool dict_with_metrics = dict() for setup, dataset, path_to_launch in self._get_path_to_launch(): - if file_name not in os.listdir(path_to_launch): - if is_raise: - raise ValueError(f"There is no metric file with name {file_name}") - else: - continue - - df_metrics = pd.read_csv(os.path.join(path_to_launch, file_name)) + df_metrics = self._get_metrics_df_from_path(path=path_to_launch, file_name=file_name, is_raise=is_raise) + if not df_metrics: + continue for metric in metric_names: if metric not in dict_with_metrics.keys(): @@ -221,14 +218,17 @@ def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, self._log.info(f"Stat test table for {arg} was saved to {cur_path_to_save}") return stat_dict - def analyze_structural_complexity(self, path_to_save: str, dir_name: str, - class_to_load: Any = None, load_func: Callable = None, is_raise: bool = False): + def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_to_load: Any = None, + load_func: Callable = None, is_raise: bool = False, + file_name: str = None, metrics_to_display: List[str] = None): """ Method to save pictures of final graphs in directories to compare it visually. :param path_to_save: root path to pictures per setup. :param dir_name: name of directory in which final graph is saved. :param class_to_load: class of objects to load. :param load_func: function that load object. Can be used in case method 'load' is not defined for the object. :param is_raise: bool specifying if exception must be raised if there is no history folder. + :param file_name: name of the file with metrics (e.g. 'metrics.csv') + :param metrics_to_display: list of metrics to display in the title of the picture with result. """ for setup, dataset, path_to_launch in self._get_path_to_launch(): if dir_name not in os.listdir(path_to_launch): @@ -250,6 +250,14 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, result = class_to_load.load(path_to_json) if class_to_load is not None \ else load_func(path_to_json) if load_func else None + + # load metrics for title if specified + df_metrics = self._get_metrics_df_from_path(path=path_to_launch, file_name=file_name, is_raise=is_raise) + title = '' + for metric in metrics_to_display: + self._log.warning(f"There is no column in {file_name} with {metric}") \ + if metric not in df_metrics.columns else title += f'{metric}={df_metrics[metric][0]}' + title = 'Best metric for launch: ' + title path_to_save = os.path.join(path_to_save, setup) if not os.path.exists(path_to_save): @@ -257,7 +265,7 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, saved_results = [file_name.split("_")[0] for file_name in os.listdir(path_to_save)] max_saved_num = max(saved_results) if saved_results else 0 cur_path_to_save = os.path.join(path_to_save, f'{max_saved_num}_result.png') - result.show(cur_path_to_save) + result.show(cur_path_to_save, title=title) self._log.info(f"Resulting graph was saved to {cur_path_to_save}") def _get_path_to_launch(self) -> Tuple[str, str, str]: @@ -285,3 +293,14 @@ def _extend_result_dict(result_dict: dict, setup: str, dataset: str) -> Dict[str if dataset not in result_dict[setup].keys(): result_dict[setup][dataset] = [] return result_dict + + @staticmethod + def _get_metrics_df_from_path(path: str, file_name: str, is_raise: bool) -> Optional[pd.DataFrame]: + if file_name not in os.listdir(path): + if is_raise: + raise ValueError(f"There is no metric file with name {file_name}") + else: + return None + + df_metrics = pd.read_csv(os.path.join(path, file_name)) + return df_metrics From a459e0b5b70f7ff5e276081dc2c1b8533e6b51ff Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 12:39:38 +0300 Subject: [PATCH 11/22] lend title arg --- golem/visualisation/graph_viz.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/golem/visualisation/graph_viz.py b/golem/visualisation/graph_viz.py index aa4a1f99..fac8bd78 100644 --- a/golem/visualisation/graph_viz.py +++ b/golem/visualisation/graph_viz.py @@ -57,6 +57,7 @@ def visualise(self, save_path: Optional[PathType] = None, engine: Optional[str] node_color: Optional[NodeColorType] = None, dpi: Optional[int] = None, node_size_scale: Optional[float] = None, font_size_scale: Optional[float] = None, edge_curvature_scale: Optional[float] = None, + title: Optional[str] = None, nodes_labels: Dict[int, str] = None, edges_labels: Dict[int, str] = None): engine = engine or self.get_predefined_value('engine') @@ -67,7 +68,7 @@ def visualise(self, save_path: Optional[PathType] = None, engine: Optional[str] self.__draw_with_networkx(save_path=save_path, node_color=node_color, dpi=dpi, node_size_scale=node_size_scale, font_size_scale=font_size_scale, edge_curvature_scale=edge_curvature_scale, - nodes_labels=nodes_labels, edges_labels=edges_labels) + title=title, nodes_labels=nodes_labels, edges_labels=edges_labels) elif engine == 'pyvis': self.__draw_with_pyvis(save_path, node_color) elif engine == 'graphviz': @@ -166,7 +167,7 @@ def __draw_with_networkx(self, save_path: Optional[PathType] = None, node_color: Optional[NodeColorType] = None, dpi: Optional[int] = None, node_size_scale: Optional[float] = None, font_size_scale: Optional[float] = None, edge_curvature_scale: Optional[float] = None, - graph_to_nx_convert_func: Optional[Callable] = None, + graph_to_nx_convert_func: Optional[Callable] = None, title: Optional[str] = None, nodes_labels: Dict[int, str] = None, edges_labels: Dict[int, str] = None): save_path = save_path or self.get_predefined_value('save_path') node_color = node_color or self.get_predefined_value('node_color') @@ -180,6 +181,7 @@ def __draw_with_networkx(self, save_path: Optional[PathType] = None, fig, ax = plt.subplots(figsize=(7, 7)) fig.set_dpi(dpi) + plt.title(title) self.draw_nx_dag(ax, node_color, node_size_scale, font_size_scale, edge_curvature_scale, graph_to_nx_convert_func, nodes_labels, edges_labels) if not save_path: From df3ac1838afaa331d88f6035ec3d737ac722d322 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 12:41:23 +0300 Subject: [PATCH 12/22] fix conditional expression --- experiments/experiment_analyzer.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 34cb5abe..74ae6b52 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -255,8 +255,10 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ df_metrics = self._get_metrics_df_from_path(path=path_to_launch, file_name=file_name, is_raise=is_raise) title = '' for metric in metrics_to_display: - self._log.warning(f"There is no column in {file_name} with {metric}") \ - if metric not in df_metrics.columns else title += f'{metric}={df_metrics[metric][0]}' + if metric not in df_metrics.columns: + self._log.warning(f"There is no column in {file_name} with {metric}") + else: + title += f'{metric}={df_metrics[metric][0]}' title = 'Best metric for launch: ' + title path_to_save = os.path.join(path_to_save, setup) From 8bd181664df2e664a5c2bcf40a0a764a3a5507ee Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 13:03:10 +0300 Subject: [PATCH 13/22] add title to plots --- experiments/experiment_analyzer.py | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 74ae6b52..eb8d5e85 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -3,7 +3,6 @@ from typing import Dict, List, Tuple, Any, Callable, Optional -import matplotlib.pyplot as plt import pandas as pd from golem.core.log import default_log @@ -258,15 +257,16 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ if metric not in df_metrics.columns: self._log.warning(f"There is no column in {file_name} with {metric}") else: - title += f'{metric}={df_metrics[metric][0]}' - title = 'Best metric for launch: ' + title - path_to_save = os.path.join(path_to_save, setup) - - if not os.path.exists(path_to_save): - os.makedirs(path_to_save) - saved_results = [file_name.split("_")[0] for file_name in os.listdir(path_to_save)] + title += f'{metric}={df_metrics[metric][0]} ' + title = 'Best metrics for launch: ' + title + cur_path_to_save = os.path.join(path_to_save, setup) + + if not os.path.exists(cur_path_to_save): + os.makedirs(cur_path_to_save) + saved_results = [int(cur_name.split("_")[0]) for cur_name in os.listdir(cur_path_to_save) + if cur_name not in self._folders_to_ignore] max_saved_num = max(saved_results) if saved_results else 0 - cur_path_to_save = os.path.join(path_to_save, f'{max_saved_num}_result.png') + cur_path_to_save = os.path.join(cur_path_to_save, f'{max_saved_num+1}_result.png') result.show(cur_path_to_save, title=title) self._log.info(f"Resulting graph was saved to {cur_path_to_save}") From 001f4e08340a3a625e98a0ffe4ec4865c8fed823 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 14:38:52 +0300 Subject: [PATCH 14/22] minor --- golem/core/dag/graph.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/golem/core/dag/graph.py b/golem/core/dag/graph.py index 19a13773..8c64280b 100644 --- a/golem/core/dag/graph.py +++ b/golem/core/dag/graph.py @@ -206,6 +206,7 @@ def show(self, save_path: Optional[Union[PathLike, str]] = None, engine: Optiona node_color: Optional[NodeColorType] = None, dpi: Optional[int] = None, node_size_scale: Optional[float] = None, font_size_scale: Optional[float] = None, edge_curvature_scale: Optional[float] = None, + title: Optional[str] = None, nodes_labels: Dict[int, str] = None, edges_labels: Dict[int, str] = None): """Visualizes graph or saves its picture to the specified ``path`` @@ -217,6 +218,7 @@ def show(self, save_path: Optional[Union[PathLike, str]] = None, engine: Optiona font_size_scale: use to make font size bigger or lesser. Supported only for the engine 'matplotlib'. edge_curvature_scale: use to make edges more or less curved. Supported only for the engine 'matplotlib'. dpi: DPI of the output image. Not supported for the engine 'pyvis'. + title: title for plot nodes_labels: labels to display near nodes edges_labels: labels to display near edges """ @@ -224,6 +226,7 @@ def show(self, save_path: Optional[Union[PathLike, str]] = None, engine: Optiona .visualise(save_path=save_path, engine=engine, node_color=node_color, dpi=dpi, node_size_scale=node_size_scale, font_size_scale=font_size_scale, edge_curvature_scale=edge_curvature_scale, + title=title, nodes_labels=nodes_labels, edges_labels=edges_labels) @property From 2d21a0d4ce605d7595b01e8b34544054d348250f Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 6 Sep 2023 11:54:21 +0300 Subject: [PATCH 15/22] add test data for analyzer --- .../nomao/0/evaluation_results.csv | 2 + .../histories/1486_FEDOT_Classic_history.json | 5248 ++++ .../data/FEDOT_Classic/nomao/0/log.txt | 34 + .../0_pipeline_saved/0_pipeline_saved.json | 31 + .../FEDOT_Classic/nomao/0/parameters.json | 207 + .../nomao/1/evaluation_results.csv | 2 + .../histories/1486_FEDOT_Classic_history.json | 4186 +++ .../data/FEDOT_Classic/nomao/1/log.txt | 25 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../FEDOT_Classic/nomao/1/parameters.json | 207 + .../nomao/2/evaluation_results.csv | 2 + .../histories/1486_FEDOT_Classic_history.json | 2230 ++ .../data/FEDOT_Classic/nomao/2/log.txt | 17 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../FEDOT_Classic/nomao/2/parameters.json | 207 + .../segment/0/evaluation_results.csv | 2 + .../40984_FEDOT_Classic_history.json | 24599 ++++++++++++++++ .../data/FEDOT_Classic/segment/0/log.txt | 36 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../FEDOT_Classic/segment/0/parameters.json | 210 + .../segment/1/evaluation_results.csv | 2 + .../40984_FEDOT_Classic_history.json | 17014 +++++++++++ .../data/FEDOT_Classic/segment/1/log.txt | 34 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../FEDOT_Classic/segment/1/parameters.json | 210 + .../segment/2/evaluation_results.csv | 2 + 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2 + .../0/histories/40984_FEDOT_MAB_history.json | 21242 +++++++++++++ .../data/FEDOT_MAB/segment/0/log.txt | 38 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../data/FEDOT_MAB/segment/0/parameters.json | 210 + .../segment/1/evaluation_results.csv | 2 + .../1/histories/40984_FEDOT_MAB_history.json | 16951 +++++++++++ .../data/FEDOT_MAB/segment/1/log.txt | 33 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../data/FEDOT_MAB/segment/1/parameters.json | 210 + .../segment/2/evaluation_results.csv | 2 + .../2/histories/40984_FEDOT_MAB_history.json | 14417 +++++++++ .../data/FEDOT_MAB/segment/2/log.txt | 28 + .../0_pipeline_saved/0_pipeline_saved.json | 26 + .../data/FEDOT_MAB/segment/2/parameters.json | 210 + .../convergence_nomao.png | Bin 0 -> 15998 bytes .../convergence_segment.png | Bin 0 -> 17486 bytes .../convergence/convergence_results.csv | 3 + .../result_analysis/metrics/f1_results.csv | 3 + .../metrics/metrics_boxplot/f1/f1_nomao.png | Bin 0 -> 11409 bytes 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examples/experiment_analyzer/result_analysis/convergence/convergence_boxplots/convergence_segment.png create mode 100644 examples/experiment_analyzer/result_analysis/convergence/convergence_results.csv create mode 100644 examples/experiment_analyzer/result_analysis/metrics/f1_results.csv create mode 100644 examples/experiment_analyzer/result_analysis/metrics/metrics_boxplot/f1/f1_nomao.png create mode 100644 examples/experiment_analyzer/result_analysis/metrics/metrics_boxplot/f1/f1_segment.png create mode 100644 examples/experiment_analyzer/result_analysis/metrics/metrics_boxplot/roc_auc/roc_auc_nomao.png create mode 100644 examples/experiment_analyzer/result_analysis/metrics/metrics_boxplot/roc_auc/roc_auc_segment.png create mode 100644 examples/experiment_analyzer/result_analysis/metrics/roc_auc_results.csv create mode 100644 examples/experiment_analyzer/result_analysis/statistic/stat_pvalue_results.csv create mode 100644 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session: current 164.5 MiB, max: 356.3 MiB +20:16:52,434 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.5 sec. +20:16:52,434 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +20:16:52,443 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. +20:16:52,449 root CRITICAL ApiComposer - Pipeline composition started. +20:17:56,200 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:24:30,263 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +20:27:41,355 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +20:28:27,32 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +20:39:51,529 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:43:39,223 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +20:44:08,798 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +20:44:08,799 root WARNING ReproductionController - Could not achieve required population size: have 10, required 13! +Check objective, constraints and evo operators. Possibly they return too few valid individuals. +20:47:28,5 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +20:49:30,433 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:49:36,964 root WARNING MultiprocessingDispatcher - 0 individuals out of 0 in previous population were evaluated successfully. 0% is a fairly small percentage of successful evaluation. +20:50:13,700 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +20:53:05,824 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +21:05:17,587 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +21:07:01,430 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +21:59:42,667 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +21:59:57,594 root WARNING MultiprocessingDispatcher - 0 individuals out of 5 in previous population were evaluated successfully. 0.0% is a fairly small percentage of successful evaluation. +22:01:01,619 root WARNING MultiprocessingDispatcher - 0 individuals out of 4 in previous population were evaluated successfully. 0.0% is a fairly small percentage of successful evaluation. +22:01:45,864 root WARNING ReproductionController - Could not achieve required population size: have 14, required 21! +Check objective, constraints and evo operators. Possibly they return too few valid individuals. +22:01:45,890 root CRITICAL GroupedCondition - Optimisation stopped: Time limit is reached +22:01:46,125 root CRITICAL ApiComposer - Model generation finished +22:02:08,708 root CRITICAL FEDOT logger - Final pipeline was fitted +22:02:08,708 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False, 'max_depth': 4, 'learning_rate': 0.07115808711241632, 'min_data_in_leaf': 3.0, 'border_count': 250, 'l2_leaf_reg': 9.523559643952549e-05} +22:02:08,708 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.8 MiB, max: 408.4 MiB +22:03:00,242 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +22:03:00,243 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. 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+22:03:49,260 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. +22:03:49,265 root CRITICAL ApiComposer - Pipeline composition started. +22:05:02,470 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +22:09:18,379 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +22:13:06,74 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +22:17:53,756 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +22:19:06,596 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +22:21:34,551 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +22:31:28,78 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +22:34:23,940 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +22:35:32,679 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +22:38:21,696 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +22:38:21,700 root WARNING ReproductionController - Could not achieve required population size: have 17, required 21! +Check objective, constraints and evo operators. Possibly they return too few valid individuals. +22:38:21,776 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +22:38:22,992 root CRITICAL ApiComposer - Model generation finished +22:38:48,831 root CRITICAL FEDOT logger - Final pipeline was fitted +22:38:48,832 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +22:38:48,833 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.5 MiB, max: 408.0 MiB +22:39:52,932 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +22:39:52,933 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. 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+22:40:34,914 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +22:40:34,919 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. +22:40:34,924 root CRITICAL ApiComposer - Pipeline composition started. +22:41:38,302 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +22:47:00,785 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +22:55:19,694 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. +22:59:36,69 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +22:59:36,145 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +22:59:37,285 root CRITICAL ApiComposer - Model generation finished +23:00:03,784 root CRITICAL FEDOT logger - Final pipeline was fitted +23:00:03,784 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +23:00:03,784 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.4 MiB, max: 407.9 MiB +23:01:06,947 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +23:01:06,947 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json new file mode 100644 index 00000000..37d595e9 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json @@ -0,0 +1,207 @@ +{ + "input_config": { + "timeout": 60, + "launch_num": 5, + "datasets": [ + "credit-g", + "car", + "cnae-9", + "phoneme", + "nomao" + ], + "common_fedot_params": { + "FEDOT_Classic": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false + } + } + }, + "dataset_ids": [ + 3, + 6, + 11, + 12, + 14, + 15, + 16, + 18, + 22, + 23, + 28, + 29, + 31, + 32, + 37, + 44, + 46, + 50, + 54, + 151, + 182, + 188, + 38, + 307, + 300, + 458, + 469, + 554, + 1049, + 1050, + 1053, + 1063, + 1067, + 1068, + 1590, + 4134, + 1510, + 1489, + 1494, + 1497, + 1501, + 1480, + 1485, + 1486, + 1487, + 1468, + 1475, + 1462, + 1464, + 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"steel-plates-fault", + "pc3", + "vowel", + "first-order-theorem-proving", + "pc4", + "numerai28.6", + "cnae-9", + "segment", + "electricity", + "credit-approval", + "eucalyptus", + "connect-4", + "har", + "mfeat-zernike", + "kc1", + "ozone-level-8hr", + "cylinder-bands", + "wall-robot-navigation", + "adult", + "mfeat-karhunen", + "pc1", + "kr-vs-kp", + "optdigits", + "Fashion-MNIST", + "banknote-authentication", + "analcatdata_authorship", + "letter", + "dna", + "wdbc", + "car", + "Bioresponse", + "diabetes", + "spambase", + "breast-w", + "semeion" + ], + "experiment_start_date_iso": "2023-08-29T20:16" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv new file mode 100644 index 00000000..ddb94a14 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv @@ -0,0 +1,2 @@ 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"uid": "e6ffb187-36ef-4e09-8a12-ac1a7366e1b0", + "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" + } + ], + "_class_path": "golem.core.optimisers.opt_history_objects.opt_history/OptHistory" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/log.txt b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/log.txt new file mode 100644 index 00000000..b1498a15 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/log.txt @@ -0,0 +1,36 @@ +10:26:21,164 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 1.5 MiB, max: 4.9 MiB +10:26:21,166 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. +10:26:21,166 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +10:26:21,170 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +10:26:21,175 root CRITICAL ApiComposer - Pipeline composition started. +10:26:42,855 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:27:11,93 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +10:27:26,671 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +10:27:41,984 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +10:27:59,746 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +10:28:10,106 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +10:28:15,361 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:28:31,182 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:28:37,41 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:29:16,767 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. +10:29:40,688 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. +10:29:57,257 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:30:43,540 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. +10:31:23,239 root CRITICAL MultiprocessingDispatcher - 25 individuals out of 25 in previous population were evaluated successfully. +10:32:49,277 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:32:49,327 root CRITICAL MultiprocessingDispatcher - 55 individuals out of 55 in previous population were evaluated successfully. +10:33:35,740 root CRITICAL MultiprocessingDispatcher - 31 individuals out of 33 in previous population were evaluated successfully. +10:34:27,428 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +10:35:10,577 root CRITICAL MultiprocessingDispatcher - 37 individuals out of 37 in previous population were evaluated successfully. +10:35:41,578 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. +10:35:48,519 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +10:36:43,232 root CRITICAL MultiprocessingDispatcher - 36 individuals out of 36 in previous population were evaluated successfully. +10:37:12,35 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. +10:37:12,102 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +10:37:12,508 root CRITICAL ApiComposer - Model generation finished +10:37:16,691 root CRITICAL FEDOT logger - Final pipeline was fitted +10:37:16,692 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +10:37:16,692 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.8 MiB, max: 5.3 MiB +10:37:49,773 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +10:37:49,774 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 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"bank-marketing", + "MiceProtein", + "wilt", + "analcatdata_dmft", + "jm1", + "texture", + "churn", + "mfeat-factors", + "nomao", + "steel-plates-fault", + "pc3", + "vowel", + "first-order-theorem-proving", + "pc4", + "numerai28.6", + "cnae-9", + "segment", + "electricity", + "credit-approval", + "eucalyptus", + "connect-4", + "har", + "mfeat-zernike", + "kc1", + "ozone-level-8hr", + "cylinder-bands", + "wall-robot-navigation", + "adult", + "mfeat-karhunen", + "pc1", + "kr-vs-kp", + "optdigits", + "Fashion-MNIST", + "banknote-authentication", + "analcatdata_authorship", + "letter", + "dna", + "wdbc", + "car", + "Bioresponse", + "diabetes", + "spambase", + "breast-w", + "semeion" + ], + "experiment_start_date_iso": "2023-08-29T10:25" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/evaluation_results.csv new file mode 100644 index 00000000..cfa79415 --- 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Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +10:38:20,210 root CRITICAL ApiComposer - Pipeline composition started. +10:38:41,494 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:39:08,944 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +10:39:26,993 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:39:37,645 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +10:39:42,438 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +10:39:45,879 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:39:51,673 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:40:16,970 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +10:40:29,34 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +10:40:40,312 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:44:28,389 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. +10:44:42,793 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. +10:45:00,527 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:45:11,179 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +10:46:34,399 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. +10:47:02,393 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. +10:47:09,325 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +10:47:34,754 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +10:47:34,797 root CRITICAL MultiprocessingDispatcher - 51 individuals out of 51 in previous population were evaluated successfully. +10:50:28,235 root CRITICAL MultiprocessingDispatcher - 33 individuals out of 33 in previous population were evaluated successfully. +10:51:02,832 root CRITICAL MultiprocessingDispatcher - 20 individuals out of 20 in previous population were evaluated successfully. +10:51:02,944 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +10:51:03,287 root CRITICAL ApiComposer - Model generation finished +10:51:07,398 root CRITICAL FEDOT logger - Final pipeline was fitted +10:51:07,398 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +10:51:07,398 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.4 MiB, max: 5.2 MiB +10:51:41,358 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +10:51:41,358 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. 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+10:51:59,709 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +10:51:59,714 root CRITICAL ApiComposer - Pipeline composition started. +10:52:21,272 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +10:52:48,95 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +10:52:58,716 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +10:53:04,151 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +10:53:16,734 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +10:53:26,263 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +10:53:36,77 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +10:53:51,123 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +10:53:56,69 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +10:56:25,854 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. +10:56:52,533 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. +10:57:18,336 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +10:59:57,92 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. +11:01:31,598 root CRITICAL MultiprocessingDispatcher - 24 individuals out of 24 in previous population were evaluated successfully. +11:01:42,157 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +11:01:42,189 root CRITICAL MultiprocessingDispatcher - 51 individuals out of 51 in previous population were evaluated successfully. +11:04:24,915 root CRITICAL MultiprocessingDispatcher - 36 individuals out of 36 in previous population were evaluated successfully. +11:06:06,535 root CRITICAL MultiprocessingDispatcher - 14 individuals out of 14 in previous population were evaluated successfully. +11:06:06,598 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +11:06:06,970 root CRITICAL ApiComposer - Model generation finished +11:06:11,162 root CRITICAL FEDOT logger - Final pipeline was fitted +11:06:11,163 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +11:06:11,163 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.5 MiB, max: 4.9 MiB +11:06:43,80 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +11:06:43,81 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json new file mode 100644 index 00000000..165cd84a --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json @@ -0,0 +1,210 @@ +{ + "input_config": { + "timeout": 60, + "launch_num": 5, + "datasets": [ + "segment" + ], + "common_fedot_params": { + "FEDOT_MAB": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false, + "context_agent_type": "surrogate", + "adaptive_mutation_type": "pretrained_contextual_mab" + }, + "FEDOT_Classic": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false + } + } + }, + "dataset_ids": [ + 3, + 6, + 11, + 12, + 14, + 15, + 16, + 18, + 22, + 23, + 28, + 29, + 31, + 32, + 37, + 44, + 46, + 50, + 54, + 151, + 182, + 188, + 38, + 307, + 300, + 458, + 469, + 554, + 1049, + 1050, + 1053, 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"7bec3a05-86dc-467c-8066-8d56eb3316c7" + ], + "type_": "mutation", + "uid": "fb4a2b48-acf0-44eb-870d-7f9588e0f9c6", + "_class_path": "golem.core.optimisers.opt_history_objects.parent_operator/ParentOperator" + }, + "uid": "963e269b-ab6c-4128-8fdc-0688c12f652d", + "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" + }, + { + "fitness": { + "_values": [ + -0.9892175999999999, + 0.2 + ], + "_class_path": "golem.core.optimisers.fitness.fitness/SingleObjFitness" + }, + "graph": { + "operator": { + "_nodes": [ + { + "_nodes_from": [ + "268a7486-6144-424d-8f1e-7c49e9bdaf5c" + ], + "content": { + "name": "lgbm", + "params": { + "num_leaves": 32, + "colsample_bytree": 0.8, + "subsample": 0.8, + "subsample_freq": 10, + "learning_rate": 0.03, + "n_estimators": 100 + }, + "metadata": { + "metric": null, + "_class_path": "fedot.core.pipelines.node/NodeMetadata" + } + }, + "uid": "fb330276-af7d-422c-8522-9c0207344ac2", + "_class_path": "golem.core.dag.linked_graph_node/LinkedGraphNode" + }, + { + "_nodes_from": [], + "content": { + "name": "normalization", + "params": {}, + "metadata": { + "metric": null, + "_class_path": "fedot.core.pipelines.node/NodeMetadata" + } + }, + "uid": "268a7486-6144-424d-8f1e-7c49e9bdaf5c", + "_class_path": "golem.core.dag.linked_graph_node/LinkedGraphNode" + } + ], + "_postprocess_nodes": { + "_class_path": "golem.core.dag.linked_graph/LinkedGraph._empty_postprocess" + }, + "_class_path": "golem.core.dag.linked_graph/LinkedGraph" + }, + "_class_path": "golem.core.dag.graph_delegate/GraphDelegate" + }, + "metadata": { + "use_input_preprocessing": true, + "computation_time_in_seconds": 30.48313355818391, + "evaluation_time_iso": "2023-08-28T20:36:36.391264" + }, + "native_generation": 3, + "parent_operator": { + "operators": [ + { + "value": "single_change", + "_class_path": "golem.core.optimisers.genetic.operators.base_mutations/MutationTypesEnum" + } + ], + "parent_individuals": [ + "26c694ed-9acd-4af4-8938-4f35fdf219b8" + ], + "type_": "mutation", + "uid": "d3d84067-3a19-4492-8112-de00fe516d77", + "_class_path": "golem.core.optimisers.opt_history_objects.parent_operator/ParentOperator" + }, + "uid": "9fd9e01e-c626-4a80-b5e3-154cfb15e595", + "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" + } + ], + "_class_path": "golem.core.optimisers.opt_history_objects.opt_history/OptHistory" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt new file mode 100644 index 00000000..c7854240 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt @@ -0,0 +1,9248 @@ +18:44:26,789 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/checkpoints/last.ckpt +18:44:26,880 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/hparams.yaml +18:44:33,453 graphviz._tools DEBUG deprecate positional args: graphviz.backend.piping.pipe(['renderer', 'formatter', 'neato_no_op', 'quiet']) +18:44:33,455 graphviz._tools DEBUG deprecate positional args: graphviz.backend.rendering.render(['renderer', 'formatter', 'neato_no_op', 'quiet']) +18:44:33,458 graphviz._tools DEBUG deprecate positional args: graphviz.backend.unflattening.unflatten(['stagger', 'fanout', 'chain', 'encoding']) +18:44:33,460 graphviz._tools DEBUG deprecate positional args: graphviz.backend.viewing.view(['quiet']) +18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.quote(['is_html_string', 'is_valid_id', 'dot_keywords', 'endswith_odd_number_of_backslashes', 'escape_unescaped_quotes']) +18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.a_list(['kwargs', 'attributes']) +18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.attr_list(['kwargs', 'attributes']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.clear(['keep_attrs']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.__iter__(['subgraph']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.node(['_attributes']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.edge(['_attributes']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.attr(['_attributes']) +18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.subgraph(['name', 'comment', 'graph_attr', 'node_attr', 'edge_attr', 'body']) +18:44:33,472 graphviz._tools DEBUG deprecate positional args: graphviz.piping.Pipe._pipe_legacy(['renderer', 'formatter', 'neato_no_op', 'quiet']) +18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.saving.Save.save(['directory']) +18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.rendering.Render.render(['directory', 'view', 'cleanup', 'format', 'renderer', 'formatter', 'neato_no_op', 'quiet', 'quiet_view']) +18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.rendering.Render.view(['directory', 'cleanup', 'quiet', 'quiet_view']) +18:44:33,477 graphviz._tools DEBUG deprecate positional args: graphviz.unflattening.Unflatten.unflatten(['stagger', 'fanout', 'chain']) +18:44:33,477 graphviz._tools DEBUG deprecate positional args: graphviz.graphs.BaseGraph.__init__(['comment', 'filename', 'directory', 'format', 'engine', 'encoding', 'graph_attr', 'node_attr', 'edge_attr', 'body', 'strict']) +18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.from_file(['directory', 'format', 'engine', 'encoding', 'renderer', 'formatter']) +18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.__init__(['filename', 'directory', 'format', 'engine', 'encoding']) +18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.save(['directory']) +18:44:35,226 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:44:35,227 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.29154375 std=0.48411165159592834 min=-0.1218 max=1.7898 +18:44:35,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, 0.0038), (, 1.0373), (, 0.0378), (, 0.0571), (, 0.1687), (, 0.7212), (, 0.1772), (, 0.0331), (, 0.1418), (, 0.1189), (, 0.0446), (, -0.0517), (, 0.4301), (, 1.7898), (, 0.0768)] +18:44:35,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.319 0.2767 0.2896 0.2648 0.2456] probs=[0.1973 0.1997 0.205 0.1949 0.2031] +18:44:36,12 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.036862500000000006 std=0.07083244202870603 min=-0.1218 max=0.0446 +18:44:36,12 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.1218), (, -0.0517), (, 0.0378), (, -0.1189), (, 0.0331), (, 0.0038), (, 0.0446)] +18:44:36,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0901 0.6497 0.0722 0.402 0.2514] probs=[0.1825 0.2624 0.166 0.2208 0.1682] +18:44:36,259 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0485 std=0.06819480499694554 min=-0.1218 max=0.0378 +18:44:36,259 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.0517), (, 0.0378), (, -0.1218), (, 0.0331), (, -0.1189), (, 0.0038)] +18:44:36,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.334 0.0857 0.2629 0.0857] probs=[0.2077 0.2287 0.1822 0.1976 0.1838] +18:44:36,481 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.07723333333333333 std=0.04745891790684749 min=-0.1218 max=0.0038 +18:44:36,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.1189), (, -0.0517), (, -0.1218), (, -0.053), (, 0.0038)] +18:44:36,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.073 0.283 0.227 0.3676 0.1724] probs=[0.1856 0.2093 0.2123 0.2163 0.1765] +18:44:36,707 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0017000000000000001 std=0.0044 min=-0.0027 max=0.0061 +18:44:36,707 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, -0.0027)] +18:44:37,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.2795 0.5633 0.3515 0.0918 0.7154] probs=[0.206 0.1758 0.206 0.206 0.206 ] +18:44:37,73 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0016 std=0.0011 min=-0.0027 max=-0.0005 +18:44:37,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0005)] +18:44:37,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.3256 0.3592 0.2835 0.2261 0.2363] probs=[0.214 0.1789 0.1678 0.178 0.2614] +18:44:37,209 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0021999999999999997 std=0.0027 min=-0.0005 max=0.0049 +18:44:37,209 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0049)] +18:44:37,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.1024 0.285 0.5108 0.3223 0.5379] probs=[0.1636 0.2105 0.2046 0.224 0.1974] +18:44:37,364 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00335 std=0.0031052375110448473 min=-0.0005 max=0.0066 +18:44:37,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0062), (, 0.0066), (, 0.0011)] +18:44:37,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.1906 0.8043 0.1776 0.6096 0.4194] probs=[0.1918 0.2176 0.1965 0.1743 0.2197] +18:44:37,599 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0005 std=0.0 min=-0.0005 max=-0.0005 +18:44:37,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005)] +18:44:37,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.041 0.0415 0.1025 0.0502 0.0691] probs=[0.196 0.1961 0.2084 0.1978 0.2016] +18:44:37,794 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0017333333333333333 std=0.001744196726926817 min=-0.0042 max=-0.0005 +18:44:37,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0042), (, -0.0005)] +18:44:37,901 root INFO ContextualMultiArmedBanditAgent - exp=[0.3225 0.2969 0.3216 0.3302 0.3206] probs=[0.1949 0.1964 0.2087 0.1981 0.2019] +18:44:37,948 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.002966666666666666 std=0.001744196726926817 min=-0.0042 max=-0.0005 +18:44:37,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0005), (, -0.0042)] +18:44:38,97 root INFO ContextualMultiArmedBanditAgent - exp=[0.0255 0.0415 0.1025 0.0393 0.0691] probs=[0.194 0.1971 0.2095 0.1967 0.2026] +18:44:38,160 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0010199999999999996 std=0.0029437391188758552 min=-0.0042 max=0.0036 +18:44:38,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0002), (, -0.0042), (, 0.0036), (, -0.0005)] +18:44:38,342 root INFO ContextualMultiArmedBanditAgent - exp=[0.044 0.221 0.2757 0.111 0.0667] probs=[0.1779 0.2152 0.1948 0.2211 0.191 ] +18:44:38,464 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0012399999999999998 std=0.0028848570155208734 min=-0.0042 max=0.0036 +18:44:38,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0009), (, -0.0005), (, 0.0036), (, -0.0042)] +18:44:38,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0623 0.1295 0.097 0.1668 0.0635] probs=[0.1887 0.1937 0.1995 0.2141 0.204 ] +18:44:38,716 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:44:38,716 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +18:44:38,754 root INFO ContextualMultiArmedBanditAgent - exp=[0.7867 0.5103 0.9937 0.9981 0.3468] probs=[0.1931 0.1994 0.2107 0.1929 0.2038] +18:44:38,778 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0004333333333333333 std=0.0018856180831641268 min=-0.0009 max=0.0031 +18:44:38,778 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0031)] +18:44:38,879 root INFO ContextualMultiArmedBanditAgent - exp=[0.0138 0.0475 0.1025 0.0143 0.0691] probs=[0.1929 0.1995 0.2108 0.193 0.2039] +18:44:38,933 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002525 std=0.003109963826156183 min=-0.0079 max=-0.0004 +18:44:38,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0079), (, -0.0009)] +18:44:39,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.1884 0.3134 0.2359 0.3019 0.4057] probs=[0.1933 0.2002 0.2115 0.1937 0.2013] +18:44:39,163 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0034800000000000005 std=0.003948366750949056 min=-0.0079 max=0.0014 +18:44:39,163 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0079), (, 0.0004), (, -0.0034), (, 0.0014)] +18:44:39,351 root INFO ContextualMultiArmedBanditAgent - exp=[0.1314 0.0542 0.0868 0.1041 0.2292] probs=[0.2074 0.2159 0.2186 0.1805 0.1776] +18:44:39,434 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00122 std=0.004005196624386873 min=-0.0079 max=0.0034 +18:44:39,435 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, 0.0034), (, 0.0014), (, 0.0004), (, -0.0034)] +18:44:39,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.2762 0.2421 0.3149 0.4137 0.3302] probs=[0.1954 0.2029 0.2072 0.1959 0.1987] +18:44:39,727 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0079 std=0.0 min=-0.0079 max=-0.0079 +18:44:39,727 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079)] +18:44:39,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0475 0.0418 0.0116 0.0223] probs=[0.1966 0.2042 0.2031 0.197 0.1991] +18:44:39,808 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.005300000000000001 std=0.0026000000000000003 min=-0.0079 max=-0.0027 +18:44:39,808 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0027)] +18:44:39,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.4045 0.0262 0.0221 0.0353 0.0266] probs=[0.1402 0.2094 0.2034 0.215 0.232 ] +18:44:39,952 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0094 std=0.024727919443414563 min=-0.0079 max=0.0521 +18:44:39,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0039), (, -0.0079), (, 0.0521)] +18:44:40,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.1208 0.4034 0.2668 0.2536 0.1309] probs=[0.1969 0.2045 0.2033 0.1971 0.1982] +18:44:40,185 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.006739999999999999 std=0.02274815157325975 min=-0.0079 max=0.0521 +18:44:40,185 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0079), (, -0.0027), (, 0.0521), (, -0.0039)] +18:44:40,512 root INFO ContextualMultiArmedBanditAgent - exp=[0.2053 0.0629 0.1747 0.1645 0.2095] probs=[0.1907 0.1997 0.1908 0.1967 0.222 ] +18:44:40,750 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.006739999999999999 std=0.02274815157325975 min=-0.0079 max=0.0521 +18:44:40,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0027), (, 0.0521), (, -0.0079), (, -0.0039)] +18:44:40,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.2421 0.2402 0.2544 0.245 0.2273] probs=[0.1747 0.2221 0.1886 0.198 0.2166] +18:44:41,179 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:41,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] +18:44:41,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1743 0.2868 0.782 0.2508 0.0622] probs=[0.1972 0.205 0.2037 0.1965 0.1975] +18:44:41,342 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0007749999999999999 std=0.0031586191603293996 min=-0.0039 max=0.003 +18:44:41,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039), (, 0.0017), (, 0.003)] +18:44:41,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0483 0.0418 0.0056 0.0107] probs=[0.1972 0.2051 0.2037 0.1965 0.1975] +18:44:41,644 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-7.999999999999986e-05 std=0.0031485869846647084 min=-0.0039 max=0.003 +18:44:41,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0017), (, -0.0039), (, 0.0027), (, 0.003)] +18:44:41,929 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.2011 0.1568 0.0573 0.057 ] probs=[0.1974 0.2047 0.2039 0.1965 0.1975] +18:44:42,141 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0005249999999999999 std=0.003376666255347129 min=-0.0039 max=0.003 +18:44:42,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0027), (, 0.003), (, -0.0039)] +18:44:42,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.2499 0.2064 0.3812 0.2915 0.3088] probs=[0.1975 0.2043 0.204 0.1965 0.1976] +18:44:42,590 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0005249999999999999 std=0.003376666255347129 min=-0.0039 max=0.003 +18:44:42,590 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.003), (, -0.0039), (, 0.0027)] +18:44:42,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.1998 0.2074 0.0792 0.1927 0.147 ] probs=[0.1976 0.204 0.2042 0.1965 0.1977] +18:44:43,21 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:43,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] +18:44:43,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0393 0.0418 0.0033 0.0095] probs=[0.1977 0.2037 0.2043 0.1965 0.1978] +18:44:43,268 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008666666666666666 std=0.003961761673240271 min=-0.0039 max=0.0058 +18:44:43,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0058), (, 0.0007)] +18:44:43,468 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 1.400e-03 -2.400e-03 -4.100e-03] probs=[0.1952 0.2201 0.1955 0.1948 0.1944] +18:44:43,618 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00015000000000000007 std=0.0029304436524185207 min=-0.0039 max=0.0043 +18:44:43,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0007), (, 0.0043), (, -0.0005)] +18:44:43,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.1664 0.1618 0.13 0.1056 0.108 ] probs=[0.1952 0.2201 0.1955 0.1948 0.1944] +18:44:44,20 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-4.999999999999994e-05 std=0.0044302934440057125 min=-0.0039 max=0.0069 +18:44:44,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0069), (, -0.0039), (, 0.0007)] +18:44:44,310 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 1.400e-03 -2.100e-03 -3.400e-03] probs=[0.1952 0.2201 0.1955 0.1948 0.1945] +18:44:44,514 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0009800000000000002 std=0.004377396486497424 min=-0.0047 max=0.0069 +18:44:44,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0047), (, 0.0007), (, 0.0069), (, -0.0039)] +18:44:44,799 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 2.800e-03 -2.100e-03 -3.400e-03] probs=[0.2082 0.1993 0.1886 0.2086 0.1953] +18:44:45,24 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:45,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] +18:44:45,174 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.200e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] +18:44:45,304 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:45,305 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039)] +18:44:45,445 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.200e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] +18:44:45,559 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0005333333333333333 std=0.00476118565998942 min=-0.0039 max=0.0062 +18:44:45,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0062), (, -0.0039)] +18:44:45,807 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.300e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] +18:44:45,951 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:45,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039)] +18:44:46,122 root INFO ContextualMultiArmedBanditAgent - exp=[0.0165 0.174 0.3346 0.3602 0.1377] probs=[0.2151 0.2051 0.1978 0.2095 0.1726] +18:44:46,245 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.002 std=0.0026870057685088804 min=-0.0039 max=0.0018 +18:44:46,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039), (, 0.0018)] +18:44:46,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.3036 0.098 0.0574 0.2882 0.0298] probs=[0.1974 0.2242 0.1916 0.1685 0.2184] +18:44:46,568 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:46,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] +18:44:46,707 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.300e-03 -3.100e-03] probs=[0.2209 0.1195 0.2967 0.2359 0.1271] +18:44:46,845 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 +18:44:46,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] +18:44:46,973 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.400e-03 -3.100e-03] probs=[0.1783 0.2166 0.1683 0.2077 0.2291] +18:44:47,167 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:44:47,167 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.11399999999999999 std=0.3019528419306564 min=-0.0649 max=1.2023 +18:44:47,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1121), (, 0.0383), (, 0.0786), (, -0.0122), (, -0.0002), (, 0.0316), (, -0.0649), (, -0.0433), (, -0.0489), (, -0.0428), (, 1.2023), (, 0.0512), (, 0.4137), (, 0.0317), (, -0.0385), (, 0.1153)] +18:44:47,541 root INFO ContextualMultiArmedBanditAgent - exp=[0.091 0.1355 0.1489 0.2919 0.2163] probs=[0.1902 0.1843 0.1972 0.2185 0.2098] +18:44:47,819 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.03777777777777778 std=0.036843596693101915 min=-0.0987 max=0.0316 +18:44:47,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0649), (, -0.0002), (, -0.0649), (, -0.0433), (, -0.0987), (, -0.0385), (, -0.0122), (, 0.0316), (, -0.0489)] +18:44:48,56 root INFO ContextualMultiArmedBanditAgent - exp=[0.0733 0.3972 0.1839 0.1826 0.2652] probs=[0.1839 0.2477 0.1821 0.2052 0.1811] +18:44:48,279 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.05911666666666667 std=0.034139049814284846 min=-0.0987 max=-0.0002 +18:44:48,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987), (, -0.0489), (, -0.0002), (, -0.0433), (, -0.0649), (, -0.0987)] +18:44:48,478 root INFO ContextualMultiArmedBanditAgent - exp=[0.1049 0.368 0.0083 0.1119 0.0642] probs=[0.182 0.2528 0.182 0.2019 0.1812] +18:44:48,656 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.07089999999999999 std=0.02377999158956958 min=-0.0987 max=-0.0433 +18:44:48,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987), (, -0.0987), (, -0.0433), (, -0.0489), (, -0.0649)] +18:44:48,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.3892 0. 0.1191 0. ] probs=[0.1776 0.2637 0.1787 0.2013 0.1787] +18:44:49,54 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0987 std=0.0 min=-0.0987 max=-0.0987 +18:44:49,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987)] +18:44:49,169 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.3554 0. 0.1079 0. ] probs=[0.1784 0.2582 0.1809 0.2016 0.1809] +18:44:49,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0987 std=0.0 min=-0.0987 max=-0.0987 +18:44:49,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987)] +18:44:49,380 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.3892 0. 0.1079 0. ] probs=[0.1765 0.2648 0.1794 0.1999 0.1794] +18:44:49,504 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 +18:44:49,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] +18:44:49,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0386 0.0318 0.0009 0.0082] probs=[0.1983 0.2042 0.2028 0.1966 0.1981] +18:44:49,714 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 +18:44:49,714 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] +18:44:49,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.9636 0.5838 0.6626 0.1982 0.5145] probs=[0.1982 0.2041 0.2027 0.1969 0.198 ] +18:44:49,941 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 +18:44:49,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] +18:44:50,34 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0386 0.0318 0.0045 0.0082] probs=[0.1982 0.204 0.2027 0.1972 0.1979] +18:44:50,160 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 +18:44:50,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] +18:44:50,262 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.3892 0. 0.1079 0. ] probs=[0.1762 0.2649 0.1795 0.1999 0.1795] +18:44:50,394 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=4.336808689942018e-19 min=0.003 max=0.003 +18:44:50,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003), (, 0.003)] +18:44:50,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.3102 0.3863 0.1711 0.3859 0.161 ] probs=[0.1762 0.2649 0.1795 0.1999 0.1795] +18:44:50,667 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=4.336808689942018e-19 min=0.003 max=0.003 +18:44:50,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003), (, 0.003)] +18:44:50,849 root INFO ContextualMultiArmedBanditAgent - exp=[0.1916 0.2672 0.2554 0.3783 0.2195] probs=[0.1762 0.2647 0.1799 0.1998 0.1794] +18:44:50,993 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.003 std=0.0 min=0.003 max=0.003 +18:44:50,994 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003)] +18:44:51,117 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.3409 0.003 0.1079 0. ] probs=[0.1784 0.2554 0.1822 0.2023 0.1816] +18:44:51,243 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +18:44:51,243 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +18:44:51,337 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.3409 0.003 0.1079 0. ] probs=[0.1784 0.2554 0.1822 0.2023 0.1816] +18:44:51,458 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +18:44:51,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +18:44:51,542 root INFO ContextualMultiArmedBanditAgent - exp=[0.2605 0.2949 0.789 0.2679 0.4236] probs=[0.1785 0.2555 0.1823 0.2019 0.1817] +18:44:51,687 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +18:44:51,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] +18:44:51,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.3935 0.1206 0.1757 0.328 ] probs=[0.226 0.2143 0.1659 0.2172 0.1767] +18:44:51,942 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0246 std=0.029099999999999997 min=-0.0045 max=0.0537 +18:44:51,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0537)] +18:44:52,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.2667 0.0924 0.4518 0.1199 0.4732] probs=[0.2226 0.202 0.2303 0.1776 0.1675] +18:44:52,255 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0246 std=0.029099999999999997 min=-0.0045 max=0.0537 +18:44:52,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0537)] +18:44:52,409 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0061 0.1185 0.0157 0.0441 0.0985] probs=[0.1881 0.2129 0.1921 0.1977 0.2092] +18:44:52,511 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.017966666666666666 std=0.025544905993607064 min=-0.0045 max=0.0537 +18:44:52,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, 0.0537)] +18:44:52,660 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.1222 0.0198 0.0571 0.1323] probs=[0.1966 0.2334 0.2328 0.1647 0.1725] +18:44:52,812 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +18:44:52,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +18:44:52,905 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1223 0.0279 0.0844 0.2 ] probs=[0.1811 0.2071 0.1885 0.1994 0.2239] +18:44:53,24 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.333 std=0.5792677014990565 min=-0.0045 max=1.3363 +18:44:53,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, -0.0045), (, 1.3363)] +18:44:53,201 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1223 0.0279 0.081 0.2 ] probs=[0.1932 0.2125 0.1916 0.1888 0.2138] +18:44:53,347 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.333 std=0.5792677014990565 min=-0.0045 max=1.3363 +18:44:53,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0047), (, 1.3363)] +18:44:53,506 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1898 0.0253 0.0749 0.2 ] probs=[0.1742 0.2022 0.2011 0.2147 0.2077] +18:44:53,668 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014333333333333331 std=0.004336921591277492 min=-0.0045 max=0.0047 +18:44:53,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, -0.0045)] +18:44:53,764 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2501 0.0232 0.0696 0.2 ] probs=[0.1768 0.2298 0.1831 0.1918 0.2185] +18:44:53,918 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-9.999999999999968e-05 std=0.003766519171153476 min=-0.0045 max=0.0047 +18:44:53,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0005), (, 0.0047)] +18:44:54,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.2204 0.3843 0.1107 0.3526 0.1263] probs=[0.2216 0.1952 0.1931 0.2035 0.1866] +18:44:54,144 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +18:44:54,144 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +18:44:54,237 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2501 0.0202 0.0629 0.2 ] probs=[0.1771 0.2302 0.1829 0.1909 0.2189] +18:44:54,422 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0019333333333333331 std=0.003629814810090944 min=-0.0045 max=0.0032 +18:44:54,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0032)] +18:44:54,549 root INFO ContextualMultiArmedBanditAgent - exp=[0.1467 0.1659 0.2331 0.1192 0.4633] probs=[0.1868 0.2224 0.2117 0.1886 0.1905] +18:44:54,707 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.010875 std=0.022406290969279142 min=-0.0045 max=0.0493 +18:44:54,707 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0032), (, 0.0493), (, -0.0045)] +18:44:54,858 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2378 0.0202 0.0573 0.2 ] probs=[0.1893 0.2093 0.2084 0.1826 0.2103] +18:44:55,11 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0029749999999999998 std=0.0017282577932704367 min=-0.0045 max=-0.0003 +18:44:55,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0026), (, -0.0045), (, -0.0003)] +18:44:55,174 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0033 0.3506 0.0367 0.1325 0.2252] probs=[0.1787 0.225 0.1845 0.1909 0.2209] +18:44:55,382 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-3.333333333333313e-05 std=0.0037606146069787878 min=-0.0045 max=0.0047 +18:44:55,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0045), (, 0.0047)] +18:44:55,459 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0511 0.0657] probs=[0.1839 0.2316 0.1899 0.1959 0.1988] +18:44:55,593 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:55,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +18:44:55,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0487 0.0492] probs=[0.1846 0.2324 0.1906 0.1961 0.1962] +18:44:55,745 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 +18:44:55,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, -0.0003)] +18:44:55,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0487 0.0393] probs=[0.1849 0.2329 0.191 0.1965 0.1947] +18:44:56,11 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0012000000000000001 std=0.0015066519173319362 min=-0.0003 max=0.0029 +18:44:56,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0025), (, 0.0029), (, -0.0003)] +18:44:56,119 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.3152 0.0569 0.2533 0.09 ] probs=[0.1961 0.2077 0.2164 0.2067 0.1731] +18:44:56,267 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0006333333333333334 std=0.0013199326582148886 min=-0.0003 max=0.0025 +18:44:56,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0025), (, -0.0003), (, 0.0)] +18:44:56,435 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0114 0.2185 0.0202 0.0476 0.0217] probs=[0.1906 0.2 0.199 0.2072 0.2031] +18:44:56,588 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0013 std=0.0015999999999999999 min=-0.0003 max=0.0029 +18:44:56,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0029)] +18:44:56,722 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.2185 0.0202 0.0466 0.0177] probs=[0.1674 0.2341 0.1967 0.2194 0.1825] +18:44:56,908 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:56,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +18:44:56,930 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.2185 0.0202 0.0466 0.0162] probs=[0.1861 0.234 0.1919 0.197 0.1911] +18:44:57,101 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:57,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003)] +18:44:57,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.0038 0.2128 0.0118 0.4543 0.178 ] probs=[0.1861 0.234 0.1919 0.197 0.1909] +18:44:57,320 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0132 std=0.021574753764527648 min=-0.0003 max=0.0505 +18:44:57,320 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, -0.0003), (, 0.0505)] +18:44:57,442 root INFO ContextualMultiArmedBanditAgent - exp=[0.2003 0.3312 0.0959 0.1754 0.0406] probs=[0.1862 0.2341 0.192 0.1971 0.1906] +18:44:57,657 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001825 std=0.002250972012264924 min=-0.0003 max=0.005 +18:44:57,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, 0.005), (, -0.0003)] +18:44:57,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0685 0.369 0.1446 0.1907 0.1736] probs=[0.1767 0.2429 0.2075 0.1829 0.1901] +18:44:57,958 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0013 std=0.0015999999999999999 min=-0.0003 max=0.0029 +18:44:57,958 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0029), (, 0.0029)] +18:44:58,70 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.2112 0.019 0.0447 0.0102] probs=[0.1867 0.2331 0.1923 0.1973 0.1906] +18:44:58,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:58,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +18:44:58,319 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0102 0.2112 0.019 0.0438 0.0092] probs=[0.1868 0.2331 0.1924 0.1972 0.1905] +18:44:58,491 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:58,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0)] +18:44:58,540 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0102 0.2112 0.019 0.0438 0.0087] probs=[0.1603 0.2213 0.2068 0.1669 0.2447] +18:44:58,733 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:58,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0)] +18:44:58,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.1452 0.4671 0.4669 0.1409 0.4887] probs=[0.1869 0.2332 0.1922 0.1973 0.1904] +18:44:59,30 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 +18:44:59,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0029), (, 0.0), (, 0.0)] +18:44:59,197 root INFO ContextualMultiArmedBanditAgent - exp=[0.0312 0.3629 0.071 0.1374 0.1667] probs=[0.187 0.2333 0.192 0.1973 0.1903] +18:44:59,428 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 +18:44:59,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0), (, 0.0029)] +18:44:59,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.2385 0.2807 0.1348 0.1534 0.2468] probs=[0.1764 0.2008 0.2069 0.2184 0.1975] +18:44:59,759 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:59,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +18:44:59,781 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0097 0.2112 0.0165 0.0438 0.006 ] probs=[0.1871 0.2334 0.1921 0.1974 0.1901] +18:44:59,965 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:44:59,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0)] +18:45:00,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.0004 0.3985 0.0417 0.2145 0.3338] probs=[0.1549 0.22 0.1935 0.1791 0.2525] +18:45:00,297 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +18:45:00,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0003), (, 0.0)] +18:45:00,394 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.2112 0.0165 0.0438 0.0054] probs=[0.1872 0.2334 0.1921 0.1974 0.19 ] +18:45:00,627 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0002666666666666666 std=4.714045207910315e-05 min=-0.0003 max=-0.0002 +18:45:00,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0002), (, -0.0003)] +18:45:00,751 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0093 0.2112 0.0165 0.0438 0.005 ] probs=[0.1872 0.2334 0.1921 0.1974 0.1899] +18:45:00,969 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0009333333333333333 std=0.001673983937265296 min=-0.0003 max=0.0033 +18:45:01,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0033), (, -0.0003)] +18:45:01,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.2102 0.4048 0.2431 0.2612 0.2649] probs=[0.1873 0.2334 0.1921 0.1973 0.1899] +18:45:01,338 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +18:45:01,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +18:45:01,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.4441 0.8094 0.0773 0.9984 0.2826] probs=[0.1873 0.2335 0.192 0.1972 0.1899] +18:45:01,606 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00105 std=0.0008500000000000001 min=-0.0019 max=-0.0002 +18:45:01,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0002)] +18:45:01,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.2112 0.0156 0.0411 0.0046] probs=[0.1874 0.2336 0.1921 0.197 0.19 ] +18:45:01,836 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0024666666666666665 std=0.0008013876853447538 min=-0.0036 max=-0.0019 +18:45:01,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0036), (, -0.0019)] +18:45:01,907 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.2023 0.0156 0.0403 0.0046] probs=[0.1878 0.232 0.1925 0.1973 0.1904] +18:45:02,106 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.05076666666666666 std=0.11573855114965893 min=-0.0036 max=0.3095 +18:45:02,106 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0021), (, 0.3095), (, -0.0019), (, 0.0046), (, -0.0036)] +18:45:02,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.2174 0.1507 0.1852 0.1865] probs=[0.1826 0.2186 0.193 0.206 0.1998] +18:45:02,550 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.05216 std=0.07816445739592899 min=-0.0085 max=0.1934 +18:45:02,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0036), (, 0.0816), (, 0.1934), (, -0.0085)] +18:45:02,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1712 0.3361 0.0725 0.0432 0.1155] probs=[0.1892 0.2267 0.1939 0.1984 0.1918] +18:45:02,974 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0085 std=0.0 min=-0.0085 max=-0.0085 +18:45:02,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085)] +18:45:03,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.1636 0.0142 0.0379 0.009 ] probs=[0.1923 0.2218 0.1211 0.2347 0.23 ] +18:45:03,175 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0085 std=0.0 min=-0.0085 max=-0.0085 +18:45:03,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0085)] +18:45:03,227 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.1636 0.013 0.0379 0.009 ] probs=[0.1895 0.2252 0.1937 0.1986 0.193 ] +18:45:03,429 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0034750000000000007 std=0.008025700903970942 min=-0.0085 max=0.0104 +18:45:03,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0085), (, -0.0073), (, 0.0104)] +18:45:03,562 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.1495 0.009 0.0286 0.006 ] probs=[0.1849 0.2262 0.2084 0.1954 0.1851] +18:45:03,791 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004033333333333334 std=0.0026537185649993526 min=-0.0073 max=-0.0008 +18:45:03,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, -0.004), (, -0.0008)] +18:45:03,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0302 0.1931 0.2866 0.1776 0.062 ] probs=[0.1958 0.2073 0.2331 0.1781 0.1857] +18:45:04,103 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-6.666666666666648e-05 std=0.006518861522962086 min=-0.0073 max=0.0085 +18:45:04,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0085), (, -0.0014)] +18:45:04,246 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0061 0.1448 0.0073 0.0249 0.0048] probs=[0.1916 0.2228 0.1942 0.1976 0.1937] +18:45:04,446 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0073 std=0.0 min=-0.0073 max=-0.0073 +18:45:04,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073)] +18:45:04,475 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 3.600e-03 4.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1962 0.1956 0.1949] +18:45:04,644 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0073 std=0.0 min=-0.0073 max=-0.0073 +18:45:04,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073)] +18:45:04,673 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 3.600e-03 3.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1962 0.1956 0.1949] +18:45:04,849 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0091 std=0.0 min=0.0091 max=0.0091 +18:45:04,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0091)] +18:45:04,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.4751 0.6012 0.358 0.1308 0.4406] probs=[0.2422 0.259 0.1528 0.1257 0.2203] +18:45:05,45 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0039 std=0.0 min=0.0039 max=0.0039 +18:45:05,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0039)] +18:45:05,71 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 4.500e-03 2.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1964 0.1955 0.1949] +18:45:05,247 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.007050000000000001 std=0.0031500000000000005 min=0.0039 max=0.0102 +18:45:05,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0102), (, 0.0039)] +18:45:05,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.5377 0.5626 0.6157 0.3656 0.8018] probs=[0.1958 0.2165 0.1967 0.1958 0.1952] +18:45:05,519 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0093 std=0.0 min=-0.0093 max=-0.0093 +18:45:05,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093)] +18:45:05,550 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0001 0.0894 0.0045 0.0002 -0.0031] probs=[0.1962 0.2146 0.1972 0.1963 0.1957] +18:45:05,734 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0031 std=0.0 min=0.0031 max=0.0031 +18:45:05,734 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0031)] +18:45:05,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.8614 0.6645 0.216 0.4326 0.8732] probs=[0.1897 0.2254 0.1932 0.1987 0.193 ] +18:45:05,932 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00039999999999999986 std=0.002 min=-0.0024 max=0.0016 +18:45:05,932 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0016)] +18:45:05,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.3903 0.0637 0.1448 0.1895 0.3083] probs=[0.1963 0.2146 0.1972 0.1963 0.1956] +18:45:06,211 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:06,211 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024)] +18:45:06,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.2919 0.4005 0.1253 0.2645 0.1467] probs=[0.1963 0.2146 0.1972 0.1963 0.1956] +18:45:06,456 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00014999999999999996 std=0.00225 min=-0.0024 max=0.0021 +18:45:06,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0021)] +18:45:06,546 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0046 0.1241 0.0068 0.0187 0.0026] probs=[0.1931 0.2196 0.1953 0.1976 0.1944] +18:45:06,770 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0008999999999999999 std=0.0021213203435596424 min=-0.0024 max=0.0021 +18:45:06,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0021), (, -0.0024)] +18:45:06,925 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0031 0.1109 0.006 0.0125 0.0006] probs=[0.1942 0.2177 0.196 0.1972 0.1949] +18:45:07,145 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:07,146 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +18:45:07,261 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0001 0.0964 0.0045 0.0002 -0.0031] probs=[0.1959 0.2158 0.1969 0.196 0.1954] +18:45:07,471 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.036333333333333336 std=0.05477720531591788 min=-0.0024 max=0.1138 +18:45:07,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.1138)] +18:45:07,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.3092 0.3232 0.0764 0.138 0.2845] probs=[0.2175 0.1944 0.1619 0.1977 0.2284] +18:45:07,886 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0304 std=0.04853885041902002 min=-0.0024 max=0.1138 +18:45:07,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.1138), (, 0.0126), (, -0.0024)] +18:45:08,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1982 0.3437 0.1243 0.1462 0.0097] probs=[0.2147 0.2411 0.1663 0.1696 0.2083] +18:45:08,298 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.012525000000000001 std=0.020247638751222326 min=-0.0024 max=0.0468 +18:45:08,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0081), (, 0.0468), (, -0.0024)] +18:45:08,608 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0008 0.0224 0.003 ] probs=[0.1886 0.2338 0.191 0.1952 0.1914] +18:45:08,795 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003975 std=0.006570530800475712 min=-0.0024 max=0.0126 +18:45:08,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0081), (, 0.0126)] +18:45:08,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.0785 0.1839 0.214 0.2431 0.0707] probs=[0.1928 0.2122 0.1858 0.1935 0.2157] +18:45:09,193 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:09,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +18:45:09,286 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0227 0.0024] probs=[0.1326 0.1934 0.2679 0.1296 0.2765] +18:45:09,501 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002775 std=0.0052897896933621095 min=-0.0024 max=0.0095 +18:45:09,501 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0064), (, 0.0095)] +18:45:09,708 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0227 0.0023] probs=[0.1875 0.1971 0.1985 0.2231 0.1938] +18:45:09,971 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002775 std=0.0052897896933621095 min=-0.0024 max=0.0095 +18:45:09,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0064), (, 0.0095), (, -0.0024)] +18:45:10,146 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0224 0.0021] probs=[0.2045 0.2337 0.1698 0.2073 0.1848] +18:45:10,382 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008 std=0.003973243846867024 min=-0.0024 max=0.0064 +18:45:10,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0064), (, -0.0016)] +18:45:10,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0221 0.0019] probs=[0.1965 0.2245 0.2142 0.1972 0.1676] +18:45:10,982 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0005333333333333336 std=0.004148359782961079 min=-0.0024 max=0.0064 +18:45:10,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0064)] +18:45:11,65 root INFO ContextualMultiArmedBanditAgent - exp=[0.0636 0.3257 0.0236 0.2458 0.2766] probs=[0.1886 0.2338 0.1913 0.1951 0.1912] +18:45:11,564 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:11,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +18:45:11,597 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.002 0.0218 0.0016] probs=[0.1313 0.2485 0.1784 0.2547 0.1871] +18:45:11,907 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0026000000000000003 std=0.007071067811865475 min=-0.0024 max=0.0126 +18:45:11,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0126), (, -0.0024)] +18:45:12,35 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.002 0.0218 0.0015] probs=[0.2321 0.2011 0.1825 0.1978 0.1865] +18:45:12,268 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.18937500000000002 std=0.22800862236985692 min=-0.0024 max=0.5634 +18:45:12,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.5634), (, 0.1839), (, 0.0126)] +18:45:12,439 root INFO ContextualMultiArmedBanditAgent - exp=[0.1338 0.1606 0.0344 0.1835 0.119 ] probs=[0.1886 0.2338 0.1914 0.1951 0.1911] +18:45:12,686 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.007200000000000001 std=0.006805879810869423 min=-0.0024 max=0.0126 +18:45:12,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0), (, 0.0126), (, 0.0114)] +18:45:12,865 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2127 0.0029 0.0233 0.0013] probs=[0.1881 0.2355 0.1909 0.1949 0.1906] +18:45:13,108 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.00036666666666666645 std=0.002875567576825293 min=-0.0024 max=0.0037 +18:45:13,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0), (, 0.0037)] +18:45:13,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0629 0.2665 0.1358 0.1657 0.1748] probs=[0.1866 0.2161 0.211 0.214 0.1722] +18:45:13,514 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:13,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +18:45:13,609 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2071 0.0037 0.0233 0.0011] probs=[0.1883 0.2345 0.1913 0.1951 0.1908] +18:45:13,805 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +18:45:13,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +18:45:13,908 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2071 0.0037 0.0233 0.0011] probs=[0.1883 0.2345 0.1913 0.1951 0.1908] +18:45:14,931 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:45:14,931 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4100823529411765 std=1.117978000538732 min=-0.07 max=4.7079 +18:45:14,931 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0636), (, 0.3493), (, 0.004), (, 0.0298), (, 0.1622), (, -0.058), (, 0.1229), (, -0.0369), (, 0.0415), (, 0.2902), (, 0.0627), (, 0.1229), (, 0.042), (, -0.0228), (, 1.2873), (, 4.7079), (, -0.07)] +18:45:15,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.0349 0.3515 0.1379 0.1431 0.1086] probs=[0.1931 0.2359 0.1875 0.1926 0.191 ] +18:45:15,596 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.05571764705882353 std=0.11718068117877832 min=-0.07 max=0.3493 +18:45:15,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0369), (, -0.058), (, 0.0415), (, 0.1229), (, 0.004), (, 0.042), (, 0.0298), (, 0.0627), (, -0.0228), (, -0.0636), (, 0.1229), (, 0.3493), (, 0.1622), (, -0.0308), (, 0.0018), (, 0.2902)] +18:45:15,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.015 0.3499 0.0139 0.0347 0.0254] probs=[0.1913 0.2495 0.1877 0.1914 0.1801] +18:45:16,313 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.014853333333333333 std=0.06481347459355107 min=-0.07 max=0.1622 +18:45:16,314 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0228), (, 0.0018), (, 0.0415), (, -0.0636), (, 0.004), (, -0.0308), (, 0.1622), (, 0.1229), (, 0.038), (, -0.0369), (, 0.042), (, -0.07), (, 0.0627), (, 0.0298), (, -0.058)] +18:45:16,653 root INFO ContextualMultiArmedBanditAgent - exp=[0.0945 0.3676 0.0385 0.1141 0.0746] probs=[0.1873 0.2473 0.1906 0.1897 0.1851] +18:45:16,962 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.04701666666666666 std=0.017680725538154696 min=-0.07 max=-0.0228 +18:45:16,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0636), (, -0.0228), (, -0.0308), (, -0.0369), (, -0.058)] +18:45:17,166 root INFO ContextualMultiArmedBanditAgent - exp=[1.000e-04 2.994e-01 3.700e-03 3.420e-02 1.000e-03] probs=[0.1906 0.2356 0.1879 0.1897 0.1963] +18:45:17,355 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.04028571428571429 std=0.02547359577351916 min=-0.07 max=0.0113 +18:45:17,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0308), (, 0.0113), (, -0.058), (, -0.0636), (, -0.034), (, -0.07), (, -0.0369)] +18:45:17,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0279 0.3826 0.0336 0.1057 0.1165] probs=[0.182 0.243 0.187 0.2101 0.1779] +18:45:17,792 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.06386666666666667 std=0.0049026070162267316 min=-0.07 max=-0.058 +18:45:17,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.058), (, -0.07), (, -0.0636)] +18:45:17,939 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.2994 0.0037 0.0334 0.001 ] probs=[0.1848 0.2507 0.1865 0.1921 0.186 ] +18:45:18,122 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.07 std=0.0 min=-0.07 max=-0.07 +18:45:18,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07)] +18:45:18,141 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0074 0.2994 0.0037 0.0334 0.001 ] probs=[0.1845 0.2507 0.1865 0.1922 0.186 ] +18:45:18,301 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0015999999999999999 std=0.0018 min=-0.0002 max=0.0034 +18:45:18,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0034), (, 0.0), (, -0.0002)] +18:45:18,396 root INFO ContextualMultiArmedBanditAgent - exp=[-0.008 0.2994 0.0037 0.0334 0.001 ] probs=[0.1631 0.2685 0.1887 0.1988 0.1809] +18:45:18,614 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.004657142857142858 std=0.006583932203881366 min=-0.0134 max=0.0034 +18:45:18,614 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0128), (, -0.0002), (, 0.0012), (, -0.0009), (, -0.0099), (, 0.0034)] +18:45:18,863 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.264 0.0944 0.0821 0.1002] probs=[0.2029 0.2279 0.182 0.191 0.1963] +18:45:19,112 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0054777777777777785 std=0.006618287421611556 min=-0.0134 max=0.0055 +18:45:19,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0099), (, -0.0128), (, -0.0009), (, -0.0134), (, -0.0034), (, -0.0008), (, 0.0055), (, -0.0002)] +18:45:19,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.5154 0.1372 0.245 0.1931] probs=[0.183 0.2398 0.1972 0.1948 0.1852] +18:45:19,797 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0067599999999999995 std=0.0061311010430427585 min=-0.0139 max=0.0055 +18:45:19,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0108), (, -0.0009), (, -0.0077), (, -0.0082), (, 0.0009), (, -0.0002), (, -0.0104), (, -0.0121), (, -0.0139), (, -0.0121), (, -0.0008), (, -0.0121), (, -0.0128), (, -0.0006), (, -0.0002), (, 0.0055), (, -0.0112), (, -0.0008), (, -0.0134)] +18:45:20,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1447 0.3876 0.1435 0.1589 0.1095] probs=[0.1808 0.248 0.1921 0.1938 0.1854] +18:45:20,800 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0066799999999999984 std=0.006016361026401258 min=-0.0139 max=0.0055 +18:45:20,800 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0081), (, -0.0121), (, -0.0128), (, -0.0006), (, 0.0055), (, -0.0104), (, -0.0008), (, -0.0134), (, -0.0082), (, -0.0139), (, -0.0077), (, -0.0121), (, -0.0112), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0121), (, 0.0009), (, -0.0008)] +18:45:21,379 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.2878 0.0431 0.0998 0.0606] probs=[0.1897 0.2396 0.1857 0.1958 0.1892] +18:45:21,815 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0064041666666666665 std=0.006604195583532907 min=-0.0139 max=0.0071 +18:45:21,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0081), (, -0.0121), (, -0.0139), (, -0.0121), (, -0.0009), (, -0.0013), (, -0.0008), (, -0.0121), (, 0.0071), (, -0.0104), (, -0.0066), (, -0.0112), (, -0.002), (, -0.0082), (, -0.0121), (, -0.0128), (, 0.0055), (, 0.0055), (, -0.0119), (, -0.0004), (, -0.0134), (, -0.0004), (, -0.0077)] +18:45:22,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.3192 0.0975 0.1117 0.0726] probs=[0.1838 0.2341 0.1998 0.1959 0.1863] +18:45:23,43 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00791875 std=0.0056110625943309525 min=-0.0139 max=0.0046 +18:45:23,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0121), (, -0.0121), (, -0.0121), (, -0.0077), (, -0.0022), (, -0.0119), (, 0.0046), (, -0.002), (, -0.0007), (, -0.0139), (, -0.0013), (, -0.0128), (, -0.0104), (, -0.0066), (, -0.0121)] +18:45:23,538 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.3922 0.1811 0.2678 0.1687] probs=[0.1935 0.223 0.1959 0.1943 0.1933] +18:45:23,962 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.006084210526315788 std=0.005291130926559507 min=-0.0139 max=0.0006 +18:45:23,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0007), (, -0.002), (, -0.0134), (, -0.0121), (, -0.0077), (, -0.0013), (, -0.0119), (, -0.0121), (, -0.0015), (, -0.0121), (, 0.0006), (, -0.0066), (, -0.0037), (, -0.0013), (, -0.0017), (, -0.0023), (, 0.0002), (, -0.0121)] +18:45:24,472 root INFO ContextualMultiArmedBanditAgent - exp=[0.1587 0.3282 0.1501 0.2179 0.1494] probs=[0.1889 0.2342 0.1994 0.1958 0.1817] +18:45:24,867 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.005233333333333333 std=0.005043367481708582 min=-0.0139 max=0.0002 +18:45:24,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0077), (, -0.0023), (, -0.0013), (, -0.0015), (, -0.0017), (, 0.0002), (, -0.0066), (, -0.0139), (, -0.002), (, -0.0007), (, -0.0119), (, -0.0134)] +18:45:25,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0118 0.2857 0.0769 0.1492 0.0015] probs=[0.1839 0.2305 0.1877 0.2091 0.1887] +18:45:25,535 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00425 std=0.005096462358482458 min=-0.0139 max=0.0028 +18:45:25,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0015), (, -0.0023), (, -0.003), (, -0.002), (, 0.0028), (, -0.0119), (, -0.0077), (, -0.003), (, -0.0139), (, -0.0134), (, -0.0018), (, -0.0013), (, -0.0007)] +18:45:25,990 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0286 0.0873 0.044 0.0754 0.0175] probs=[0.1964 0.2037 0.1905 0.2074 0.2019] +18:45:26,348 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0033187499999999997 std=0.004396620683832072 min=-0.0139 max=0.0012 +18:45:26,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0018), (, 0.0012), (, -0.0012), (, -0.0077), (, 0.0002), (, -0.003), (, -0.0011), (, -0.0031), (, -0.0015), (, -0.0023), (, 0.0012), (, -0.0007), (, -0.0139), (, -0.003), (, -0.0134)] +18:45:26,795 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0098 0.2087 -0.0057 0.0525 -0.004 ] probs=[0.1853 0.2165 0.1849 0.1977 0.2157] +18:45:27,429 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.002 std=0.003524769496009633 min=-0.0134 max=0.003 +18:45:27,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0134), (, 0.003), (, 0.0002), (, -0.0023), (, -0.003), (, -0.0011), (, -0.0012), (, 0.0012), (, 0.0012), (, -0.0031), (, -0.0018), (, -0.003), (, -0.0015), (, -0.003)] +18:45:27,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0911 0.2638 0.06 0.111 0.0806] probs=[0.1895 0.2216 0.1997 0.1983 0.1909] +18:45:28,168 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0013076923076923075 std=0.0014876215081395165 min=-0.0031 max=0.0012 +18:45:28,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0011), (, 0.0002), (, 0.001), (, -0.003), (, -0.003), (, -0.0022), (, -0.0015), (, -0.0018), (, 0.0003), (, 0.0012), (, -0.0012), (, -0.0031)] +18:45:28,596 root INFO ContextualMultiArmedBanditAgent - exp=[0.2099 0.2856 0.1609 0.1381 0.1397] probs=[0.2031 0.2243 0.1816 0.1956 0.1953] +18:45:28,942 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0018499999999999999 std=0.001210027547895777 min=-0.0033 max=0.0003 +18:45:28,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0018), (, -0.0028), (, -0.0031), (, -0.0012), (, -0.003), (, -0.0022), (, -0.003), (, -0.0033), (, 0.0003), (, -0.0012), (, -0.0011)] +18:45:29,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.1026 0.2117 0.0145 0.1295 0.031 ] probs=[0.1855 0.222 0.1914 0.2097 0.1914] +18:45:29,637 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0017545454545454546 std=0.0011942008635398565 min=-0.0033 max=0.0003 +18:45:29,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.003), (, -0.0028), (, -0.003), (, -0.0012), (, -0.0018), (, 0.0003), (, 0.0002), (, -0.0022), (, -0.0011), (, -0.0033)] +18:45:30,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.3099 0.1997 0.0923 0.119 ] probs=[0.1969 0.2064 0.2001 0.2006 0.196 ] +18:45:30,350 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019285714285714286 std=0.0011208597283390305 min=-0.0033 max=-0.0003 +18:45:30,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0033), (, -0.0011), (, -0.0012), (, -0.0032), (, -0.003), (, -0.0014)] +18:45:30,594 root INFO ContextualMultiArmedBanditAgent - exp=[0.1888 0.4711 0.3125 0.2634 0.1062] probs=[0.1895 0.2278 0.1904 0.2015 0.1907] +18:45:30,896 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0016200000000000003 std=0.0007959899496852961 min=-0.0032 max=-0.0011 +18:45:30,896 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0014), (, -0.0011), (, -0.0012)] +18:45:31,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1535 0.1807 0.1345 0.1452 0.2713] probs=[0.1986 0.2147 0.1764 0.2263 0.184 ] +18:45:31,341 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0018666666666666666 std=0.0009428090415820634 min=-0.0032 max=-0.0012 +18:45:31,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012)] +18:45:31,513 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0508 0.045 -0.0045 0.0218 -0.0033] probs=[0.1763 0.1988 0.213 0.1982 0.2138] +18:45:31,754 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0018666666666666666 std=0.0009428090415820634 min=-0.0032 max=-0.0012 +18:45:31,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012)] +18:45:31,900 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1713 -0.0048 0.0516 -0.0032] probs=[0.1959 0.2288 0.1835 0.1846 0.2072] +18:45:32,131 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001875 std=0.0008166241485530538 min=-0.0032 max=-0.0012 +18:45:32,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012), (, -0.0019)] +18:45:32,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.0134 0.2078 0.0679 0.2446 0.1839] probs=[0.1934 0.2322 0.2058 0.1818 0.1868] +18:45:32,490 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00205 std=0.0007228416147400481 min=-0.0032 max=-0.0012 +18:45:32,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0012), (, -0.0032)] +18:45:32,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0015 0.3057 0.1832 0.1865 0.026 ] probs=[0.1896 0.2277 0.1904 0.2015 0.1908] +18:45:32,857 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00205 std=0.000722841614740048 min=-0.0032 max=-0.0012 +18:45:32,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0032), (, -0.0019), (, -0.0012)] +18:45:33,27 root INFO ContextualMultiArmedBanditAgent - exp=[0.2021 0.3694 0.0467 0.2349 0.0909] probs=[0.1937 0.2244 0.1816 0.2197 0.1806] +18:45:33,589 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0012200000000000002 std=0.0017814600753314682 min=-0.0032 max=0.0021 +18:45:33,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0032), (, 0.0021), (, -0.0012), (, -0.0019)] +18:45:33,775 root INFO ContextualMultiArmedBanditAgent - exp=[0.1206 0.1942 0.1381 0.0741 0.0307] probs=[0.1763 0.2197 0.1893 0.2036 0.2112] +18:45:34,11 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00122 std=0.001781460075331468 min=-0.0032 max=0.0021 +18:45:34,12 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, 0.0021), (, -0.0012), (, -0.0032)] +18:45:34,206 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.003 ] probs=[0.1896 0.2277 0.1904 0.2015 0.1908] +18:45:34,443 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0016666666666666668 std=0.0019084606944399514 min=-0.0039 max=0.0021 +18:45:34,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0012), (, 0.0021), (, -0.0032), (, -0.0039), (, -0.0019)] +18:45:34,600 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.0029] probs=[0.1989 0.2101 0.1849 0.2114 0.1947] +18:45:34,837 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.002142857142857143 std=0.0019631295298630723 min=-0.0039 max=0.0021 +18:45:34,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.003), (, 0.0021), (, -0.0032), (, -0.0012), (, -0.0019), (, -0.0039)] +18:45:35,30 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.0029] probs=[0.1849 0.2284 0.191 0.1955 0.2002] +18:45:35,276 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0010444444444444444 std=0.001788923395112336 min=-0.0039 max=0.0021 +18:45:35,277 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0009), (, 0.0021), (, -0.003), (, -0.0039), (, -0.0019), (, 0.0002), (, -0.0019), (, -0.0012)] +18:45:35,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.1655 0.327 0.0505 0.2538 0.0908] probs=[0.2073 0.2215 0.1893 0.1879 0.194 ] +18:45:35,897 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0007199999999999999 std=0.0019255129186790722 min=-0.0039 max=0.0024 +18:45:35,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.0013), (, -0.0039), (, -0.0007), (, 0.0024), (, 0.0009), (, -0.003), (, -0.0012), (, -0.0019), (, -0.0019)] +18:45:36,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.1811 0.3062 0.1323 0.1597 0.2067] probs=[0.1968 0.2136 0.1881 0.2001 0.2014] +18:45:36,546 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0006727272727272728 std=0.0018964516670930043 min=-0.0039 max=0.0024 +18:45:36,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0009), (, 0.0008), (, -0.0019), (, 0.0024), (, -0.0019), (, -0.0019), (, -0.003), (, -0.0007), (, 0.0006), (, -0.0039), (, 0.0012)] +18:45:36,934 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.0994 -0.0045 0.0516 -0.0027] probs=[0.1921 0.21 0.2004 0.2014 0.1961] +18:45:37,238 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0010666666666666667 std=0.0017352553446427158 min=-0.0039 max=0.0009 +18:45:37,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0009), (, 0.0006), (, 0.0008), (, -0.0019), (, -0.0019), (, -0.003), (, -0.0039), (, -0.0019), (, 0.0007)] +18:45:37,522 root INFO ContextualMultiArmedBanditAgent - exp=[0.1633 0.2982 0.1855 0.2217 0.3016] probs=[0.1956 0.2111 0.1881 0.2164 0.1888] +18:45:37,821 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0005727272727272728 std=0.0017389081783960193 min=-0.0039 max=0.0013 +18:45:37,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0007), (, -0.003), (, 0.0006), (, 0.0009), (, 0.0009), (, -0.0019), (, -0.0008), (, 0.0008), (, -0.0039), (, 0.0013)] +18:45:38,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.145 0.1692 0.1031 0.1019 0.036 ] probs=[0.1944 0.2132 0.1893 0.1977 0.2054] +18:45:38,604 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.0005312499999999999 std=0.0019172632676552272 min=-0.0039 max=0.0042 +18:45:38,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0013), (, 0.0009), (, -0.0008), (, 0.0006), (, 0.0033), (, -0.0039), (, 0.0007), (, 0.0006), (, 0.0008), (, -0.0019), (, 0.0016), (, -0.0013), (, 0.0042), (, 0.0023), (, 0.0009)] +18:45:39,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.1494 0.1064 0.1407 0.0773] probs=[0.2271 0.2053 0.183 0.203 0.1815] +18:45:39,537 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0005499999999999999 std=0.0014181225012570066 min=-0.0013 max=0.0045 +18:45:39,537 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0007), (, 0.0008), (, -0.0008), (, 0.0012), (, 0.0009), (, 0.0016), (, 0.0006), (, 0.0009), (, 0.0006), (, -0.0013), (, 0.0045), (, 0.0001), (, -0.0008)] +18:45:39,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.2061 0.1869 0.1611 0.1162 0.1181] probs=[0.2094 0.1963 0.1968 0.2098 0.1876] +18:45:40,302 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0002142857142857143 std=0.0009716386327503971 min=-0.0013 max=0.0016 +18:45:40,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0012), (, 0.0001), (, 0.0008), (, -0.0008), (, 0.0006), (, 0.0009), (, -0.0013), (, 0.0009), (, 0.0012), (, 0.0016), (, -0.0008), (, 0.0007), (, -0.0008)] +18:45:40,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0784 0.0192 0.0538 0.0311] probs=[0.1969 0.2052 0.1944 0.2066 0.197 ] +18:45:41,191 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.00011111111111111109 std=0.0008824768734073236 min=-0.0013 max=0.0009 +18:45:41,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0001), (, -0.0008), (, 0.0006), (, 0.0008), (, -0.0008), (, -0.0013), (, 0.0008), (, 0.0009)] +18:45:41,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0347 0.1284 0.0681 0.0952 0.044 ] probs=[0.2034 0.1931 0.1804 0.2133 0.2097] +18:45:41,884 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0007833333333333334 std=0.0005335936864527374 min=-0.0013 max=0.0003 +18:45:41,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0008), (, -0.0008), (, 0.0003), (, -0.0013), (, -0.0008)] +18:45:42,186 root INFO ContextualMultiArmedBanditAgent - exp=[0.2152 0.3768 0.0776 0.2137 0.2765] probs=[0.2016 0.2095 0.2033 0.1945 0.1911] +18:45:42,483 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.0002357022603955158 min=-0.0013 max=-0.0008 +18:45:42,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0008), (, -0.0013)] +18:45:42,657 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.2488 0.3077 0.2765 0.1185] probs=[0.2031 0.1921 0.2044 0.1761 0.2244] +18:45:42,884 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.0002357022603955158 min=-0.0013 max=-0.0008 +18:45:42,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0008), (, -0.0013)] +18:45:43,50 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.0031 0.0516 -0.0022] probs=[0.217 0.2 0.2107 0.177 0.1953] +18:45:43,282 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00105 std=0.00024999999999999995 min=-0.0013 max=-0.0008 +18:45:43,282 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0013)] +18:45:43,344 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2068 0.1959] +18:45:43,543 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 +18:45:43,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013)] +18:45:43,575 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2067 0.1959] +18:45:43,728 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 +18:45:43,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013)] +18:45:43,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.2311 0.1469 0.1797 0.284 0.1584] +18:45:43,957 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +18:45:43,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] +18:45:44,50 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2067 0.1959] +18:45:44,270 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:44,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:44,415 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0516 -0.003 0.0516 -0.0022] probs=[0.1947 0.2068 0.1958 0.2068 0.196 ] +18:45:44,644 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 +18:45:44,645 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] +18:45:44,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.05 -0.003 0.0516 -0.0022] probs=[0.1951 0.1967 0.2322 0.1721 0.204 ] +18:45:45,58 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 +18:45:45,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] +18:45:45,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0485 -0.003 0.0505 -0.0022] probs=[0.2058 0.2057 0.2062 0.1881 0.1942] +18:45:45,371 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 +18:45:45,371 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] +18:45:45,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.254 0.2415 0.0857 0.3303 0.1504] probs=[0.2018 0.1958 0.2007 0.1912 0.2106] +18:45:45,703 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 +18:45:45,703 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] +18:45:45,802 root INFO ContextualMultiArmedBanditAgent - exp=[0.1989 0.0939 0.1972 0.3049 0.2163] probs=[0.2064 0.1769 0.1737 0.2218 0.2212] +18:45:46,15 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 +18:45:46,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] +18:45:46,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.2351 0.0508 0.2504 0.0576 0.1974] probs=[0.1951 0.2058 0.1963 0.2064 0.1964] +18:45:46,318 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 +18:45:46,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +18:45:46,481 root INFO ContextualMultiArmedBanditAgent - exp=[0.1083 0.1276 0.193 0.0612 0.1091] probs=[0.1961 0.19 0.2128 0.2062 0.1949] +18:45:46,726 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=1 avg=0.0014 std=0.0 min=0.0014 max=0.0014 +18:45:46,727 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0014)] +18:45:46,948 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0421 -0.003 0.0435 -0.0022] probs=[0.2176 0.21 0.1871 0.1907 0.1946] +18:45:47,253 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 +18:45:47,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +18:45:47,499 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0405 -0.003 0.0411 -0.0022] probs=[0.1933 0.2059 0.2008 0.2034 0.1965] +18:45:47,763 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 +18:45:47,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +18:45:48,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0364 0.0411 0.1196 0.1421 0.0033] probs=[0.1772 0.2124 0.1949 0.2315 0.1841] +18:45:48,293 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=0 +18:45:48,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0)] +18:45:48,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.2489 0.3809 0.4736 0.0621 0.2431] probs=[0.1866 0.2268 0.1828 0.2062 0.1976] +18:45:48,798 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=0 +18:45:48,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0)] +18:45:48,946 root INFO ContextualMultiArmedBanditAgent - exp=[0.3116 0.1953 0.3593 0.1449 0.1589] probs=[0.2081 0.2297 0.1859 0.1912 0.1851] +18:45:49,192 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:49,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:49,322 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.036 -0.003 0.0347 -0.0022] probs=[0.196 0.2049 0.1971 0.2047 0.1973] +18:45:49,550 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:49,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:49,695 root INFO ContextualMultiArmedBanditAgent - exp=[0.2865 0.5095 0.0469 0.1918 0.1693] probs=[0.1772 0.2105 0.1838 0.2318 0.1967] +18:45:49,920 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:49,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:50,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.3625 0.23 0.0698 0.3344 0.2695] probs=[0.1961 0.2047 0.1972 0.2047 0.1973] +18:45:50,274 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:50,274 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:50,353 root INFO ContextualMultiArmedBanditAgent - exp=[0.0642 0.3108 0.2361 0.2686 0.4896] probs=[0.2178 0.2089 0.2127 0.1731 0.1876] +18:45:50,597 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:50,598 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:50,684 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0208 -0.0026 0.0347 -0.0022] probs=[0.1966 0.2025 0.1978 0.2053 0.1979] +18:45:51,202 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:51,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:51,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0204 -0.003 0.0347 -0.0022] probs=[0.1966 0.2024 0.1977 0.2053 0.1979] +18:45:51,538 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:51,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:51,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.1494 0.4443 0.2311 0.2836 0.2376] probs=[0.1937 0.1481 0.2194 0.2232 0.2156] +18:45:51,894 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:51,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:51,954 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0196 -0.003 0.0347 -0.0022] probs=[0.1966 0.2023 0.1978 0.2054 0.1979] +18:45:52,151 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +18:45:52,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] +18:45:52,214 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0192 -0.0026 0.0347 -0.0022] probs=[0.1966 0.2022 0.1978 0.2054 0.1979] +18:45:52,425 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +18:45:52,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] +18:45:52,456 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0188 -0.003 0.0347 -0.0022] probs=[0.1282 0.2831 0.1624 0.1374 0.2889] +18:45:52,652 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +18:45:52,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] +18:45:52,754 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0187 -0.003 0.0347 -0.0022] probs=[0.1967 0.2021 0.1978 0.2054 0.198 ] +18:45:52,957 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0019 std=0.0 min=-0.0019 max=-0.0019 +18:45:52,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0019)] +18:45:53,83 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0185 -0.003 0.0347 -0.0022] probs=[0.1967 0.2021 0.1978 0.2054 0.198 ] +18:45:54,364 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:45:54,365 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.20913529411764709 std=0.37958012242813843 min=-0.0415 max=1.1911 +18:45:54,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0172), (, 0.0023), (, 0.1368), (, 0.0236), (, -0.0275), (, 1.1911), (, 1.1911), (, 0.0414), (, -0.0415), (, 0.2917), (, 0.0021), (, 0.0014), (, 0.1177), (, -0.0244), (, 0.1368), (, 0.4607), (, 0.0348)] +18:45:54,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0969 0.1868 0.0946 0.1405 0.1291] probs=[0.1983 0.2134 0.1955 0.1997 0.1932] +18:45:55,161 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.04341875 std=0.08491159534149326 min=-0.0415 max=0.2917 +18:45:55,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0415), (, 0.1368), (, 0.2917), (, 0.0172), (, 0.0021), (, 0.0014), (, 0.1368), (, -0.0244), (, 0.1177), (, 0.0238), (, -0.0275), (, 0.0348), (, 0.0236), (, 0.0414), (, 0.0023)] +18:45:55,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.0468 0.0702 0.0395 0.0983 0.0415] probs=[0.1949 0.2093 0.1944 0.2026 0.1987] +18:45:55,881 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.019014285714285713 std=0.05117053919622748 min=-0.0415 max=0.1368 +18:45:55,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0244), (, 0.0348), (, 0.0172), (, 0.0014), (, 0.0414), (, 0.0021), (, 0.0023), (, 0.0236), (, -0.0415), (, -0.0275), (, 0.1368), (, 0.1177), (, 0.0238)] +18:45:56,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.0756 0.0595 0.0797 0.0417] probs=[0.1944 0.2134 0.1856 0.2158 0.1907] +18:45:56,539 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.031133333333333336 std=0.0074387872368791115 min=-0.0415 max=-0.0244 +18:45:56,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0275), (, -0.0244)] +18:45:56,631 root INFO ContextualMultiArmedBanditAgent - exp=[0.2896 0.2494 0.2715 0.2674 0.0634] probs=[0.1962 0.2038 0.1968 0.2063 0.1969] +18:45:56,846 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.020771428571428576 std=0.01994719559850201 min=-0.0518 max=0.0055 +18:45:56,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0055), (, -0.0275), (, -0.0038), (, -0.0518), (, -0.0244), (, -0.0415), (, -0.0019)] +18:45:57,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1508 0.2272 0.2653 0.1171 0.0648] probs=[0.1986 0.2006 0.2101 0.1978 0.1928] +18:45:57,296 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.020621428571428572 std=0.02277207495945821 min=-0.0518 max=0.0142 +18:45:57,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0275), (, -0.0518), (, -0.0518), (, -0.0019), (, -0.0261), (, -0.0518), (, -0.0038), (, 0.0142), (, 0.0055), (, -0.014), (, -0.0243), (, -0.0017), (, -0.0518)] +18:45:57,618 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1329 0.1001 0.1882 0.0794] probs=[0.1971 0.2017 0.1888 0.2111 0.2014] +18:45:57,926 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02355714285714286 std=0.022090842132486688 min=-0.0518 max=0.0128 +18:45:57,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0243), (, -0.0114), (, -0.0385), (, -0.014), (, -0.0518), (, 0.0128), (, -0.0518), (, -0.0019), (, -0.0004), (, -0.0518), (, -0.0518), (, 0.0055), (, -0.0243), (, -0.0261)] +18:45:58,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.1815 0.0929 0.1496 0.1135] probs=[0.1916 0.201 0.1975 0.2034 0.2064] +18:45:58,570 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.01845 std=0.024196823138585774 min=-0.0518 max=0.02 +18:45:58,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0243), (, -0.0114), (, -0.0261), (, 0.0055), (, -0.0518), (, 0.02), (, -0.0243), (, -0.0004), (, -0.0518), (, -0.0518), (, 0.0024), (, -0.0385), (, 0.0128), (, -0.0518), (, -0.0018), (, -0.0019)] +18:45:58,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.1275 0.0578 0.0666 0.2304 0.1278] probs=[0.1934 0.2083 0.1901 0.2062 0.202 ] +18:45:59,378 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.010323809523809525 std=0.02279807645941721 min=-0.0518 max=0.0281 +18:45:59,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.001), (, -0.0385), (, 0.0128), (, -0.0129), (, -0.0237), (, -0.0261), (, -0.0518), (, -0.0518), (, 0.0128), (, 0.0281), (, -0.0048), (, 0.0024), (, -0.0243), (, -0.0019), (, 0.0055), (, -0.0518), (, -0.0058), (, 0.02), (, -0.0004), (, -0.0018)] +18:45:59,923 root INFO ContextualMultiArmedBanditAgent - exp=[0.028 0.0919 0.0656 0.0934 0.0476] probs=[0.1952 0.2158 0.1858 0.2055 0.1977] +18:46:00,292 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.010804166666666665 std=0.01681131759576136 min=-0.0518 max=0.0055 +18:46:00,292 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0128), (, -0.0518), (, 0.0021), (, -0.0518), (, -0.0132), (, -0.0022), (, -0.0052), (, -0.001), (, -0.0009), (, -0.0156), (, -0.0129), (, -0.0073), (, -0.0018), (, 0.0055), (, -0.0004), (, -0.0019), (, 0.0024), (, -0.0058), (, -0.0518), (, -0.0009), (, -0.0011), (, -0.0048), (, -0.0243)] +18:46:00,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.0698 0.1732 0.1466 0.1861 0.1201] probs=[0.2003 0.209 0.1873 0.209 0.1945] +18:46:01,515 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.004830000000000001 std=0.00665377837522912 min=-0.0243 max=0.0029 +18:46:01,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0132), (, -0.0019), (, -0.0022), (, -0.0129), (, -0.0028), (, -0.0097), (, -0.0004), (, -0.0128), (, -0.001), (, -0.0243), (, -0.0028), (, -0.0104), (, -0.0048), (, -0.0007), (, -0.0018), (, 0.0029), (, 0.0013), (, -0.002), (, 0.0007), (, 0.0018), (, -0.0156), (, -0.0184), (, 0.0016), (, -0.0004), (, -0.0009), (, -0.003), (, -0.0), (, -0.0052), (, 0.0016), (, -0.0058)] +18:46:02,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1209 0.1423 0.124 0.1027] probs=[0.1963 0.2072 0.1982 0.2035 0.1948] +18:46:03,187 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.004278787878787879 std=0.007034708650931427 min=-0.0243 max=0.0046 +18:46:03,187 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0014), (, -0.0017), (, -0.001), (, -0.0009), (, -0.0), (, -0.0028), (, -0.0), (, -0.0097), (, 0.0011), (, -0.0022), (, -0.0048), (, 0.0018), (, -0.0243), (, -0.0019), (, 0.0013), (, -0.003), (, 0.0016), (, -0.0067), (, -0.0018), (, 0.0007), (, -0.0), (, -0.0132), (, -0.0058), (, -0.02), (, 0.0001), (, 0.0046), (, -0.0129), (, -0.0184), (, -0.0156), (, -0.0004), (, -0.0028), (, 0.0044), (, -0.0), (, 0.0022), (, -0.0007), (, -0.0052)] +18:46:04,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.124 0.1232 0.0881 0.0927] probs=[0.1929 0.2027 0.2034 0.2057 0.1952] +18:46:05,91 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.004343333333333334 std=0.006973697409233896 min=-0.0243 max=0.0044 +18:46:05,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, -0.0001), (, 0.0013), (, 0.0007), (, -0.0048), (, -0.0), (, -0.02), (, -0.0004), (, -0.0), (, 0.0015), (, -0.0014), (, -0.0017), (, 0.0), (, 0.0022), (, -0.0067), (, 0.0011), (, 0.0008), (, 0.0044), (, -0.0052), (, -0.0014), (, 0.0018), (, -0.0018), (, -0.0097), (, -0.0102), (, -0.0098), (, -0.0028), (, -0.0243), (, -0.0006), (, -0.0014), (, -0.0091), (, -0.0184), (, 0.0004), (, -0.0129)] +18:46:05,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.1304 0.1572 0.1721 0.1866 0.1053] probs=[0.1885 0.211 0.1978 0.2059 0.1968] +18:46:06,472 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.004579310344827586 std=0.006718496307048477 min=-0.0243 max=0.0018 +18:46:06,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0067), (, -0.0001), (, -0.0014), (, -0.0021), (, -0.0), (, -0.0097), (, 0.0011), (, -0.0), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0001), (, -0.0014), (, -0.002), (, -0.0), (, -0.0098), (, -0.0243), (, -0.0), (, -0.0047), (, 0.0018), (, -0.0017), (, 0.0), (, 0.0007), (, 0.0), (, -0.0184), (, -0.0048), (, -0.0), (, 0.0013), (, -0.02), (, -0.0002), (, -0.0003), (, 0.0004), (, -0.0031), (, -0.0102), (, -0.0129)] +18:46:07,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.0582 0.1102 0.074 0.0731 0.0582] probs=[0.1917 0.2174 0.1978 0.1977 0.1953] +18:46:07,988 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.003664285714285714 std=0.0067957031742604136 min=-0.0243 max=0.0018 +18:46:07,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0007), (, -0.0006), (, -0.0), (, -0.0018), (, -0.0021), (, -0.0243), (, -0.0154), (, -0.002), (, 0.0011), (, -0.02), (, 0.0), (, -0.0184), (, -0.0041), (, 0.0004), (, -0.0047), (, 0.0018), (, -0.0004), (, 0.0013), (, 0.0009), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0014), (, 0.0008), (, -0.0), (, -0.0031), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0017)] +18:46:08,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.1758 0.2572 0.134 0.1432 0.1398] probs=[0.1919 0.2133 0.1922 0.2091 0.1935] +18:46:09,709 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.003725925925925926 std=0.006205469068884592 min=-0.02 max=0.0018 +18:46:09,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0154), (, 0.0), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0154), (, -0.0), (, -0.0002), (, -0.0014), (, -0.0113), (, -0.0026), (, -0.0), (, -0.02), (, -0.0016), (, 0.0018), (, -0.0047), (, -0.0014), (, -0.0021), (, -0.0003), (, -0.0014), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0004), (, 0.0018), (, -0.0018), (, -0.0184), (, -0.0041), (, 0.0011), (, -0.0004), (, -0.0011), (, -0.0007)] +18:46:10,586 root INFO ContextualMultiArmedBanditAgent - exp=[0.1424 0.1999 0.0946 0.2052 0.1501] probs=[0.1968 0.2125 0.2 0.1951 0.1957] +18:46:11,456 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0032833333333333334 std=0.005809250286301055 min=-0.02 max=0.0043 +18:46:11,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0113), (, 0.0017), (, -0.0184), (, 0.0043), (, -0.02), (, 0.0), (, -0.0018), (, -0.0027), (, -0.0016), (, -0.0011), (, -0.0014), (, -0.0006), (, -0.0047), (, -0.0018), (, -0.0008), (, -0.0021), (, -0.0003), (, -0.0014), (, 0.0011), (, -0.0041), (, 0.0), (, -0.0113), (, -0.0001), (, -0.0001), (, -0.0154), (, -0.0004), (, -0.0026), (, -0.0), (, -0.0014), (, -0.0014), (, -0.0003), (, 0.0022), (, -0.0007), (, -0.0)] +18:46:12,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.103 0.1164 0.0981 0.0972 0.1176] probs=[0.1976 0.206 0.197 0.2008 0.1986] +18:46:13,280 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0031379310344827587 std=0.0057379807690152275 min=-0.0184 max=0.0043 +18:46:13,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0041), (, -0.0018), (, 0.002), (, 0.0), (, 0.002), (, -0.0113), (, -0.0154), (, 0.0043), (, -0.0148), (, 0.0005), (, -0.0047), (, 0.0025), (, -0.0), (, -0.0184), (, 0.0), (, -0.0005), (, -0.0029), (, 0.0022), (, -0.0018), (, -0.0139), (, -0.0), (, -0.0014), (, -0.0026), (, -0.0014), (, -0.0014), (, -0.0016), (, -0.0014), (, -0.0006), (, -0.0007), (, -0.002), (, -0.0008), (, 0.0017), (, -0.0027)] +18:46:14,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.14 0.0651 0.132 0.0876] probs=[0.1962 0.2075 0.1912 0.2081 0.197 ] +18:46:15,192 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.003180645161290323 std=0.005237114408307536 min=-0.0154 max=0.0043 +18:46:15,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0017), (, -0.0014), (, 0.0022), (, -0.0018), (, 0.0), (, 0.0043), (, -0.0009), (, -0.0022), (, -0.0), (, -0.002), (, 0.0013), (, -0.0008), (, -0.0012), (, -0.0001), (, 0.002), (, -0.0047), (, -0.0029), (, -0.0005), (, -0.0016), (, -0.0139), (, -0.0), (, -0.0082), (, -0.0018), (, -0.0002), (, -0.0027), (, -0.0022), (, -0.0027), (, -0.0008), (, -0.0148), (, -0.0154), (, -0.0041), (, -0.0113), (, 0.002)] +18:46:16,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.1542 0.0765 0.0427 0.0879] probs=[0.1908 0.2088 0.1993 0.201 0.2001] +18:46:17,54 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.003158620689655173 std=0.00635737514916008 min=-0.0154 max=0.0113 +18:46:17,54 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0082), (, -0.0034), (, 0.0113), (, -0.0009), (, 0.0032), (, -0.0022), (, -0.0148), (, -0.0113), (, -0.0002), (, -0.0), (, -0.0108), (, -0.0004), (, -0.0047), (, -0.0022), (, -0.0018), (, -0.0024), (, -0.0027), (, 0.0043), (, -0.0014), (, -0.002), (, -0.0154), (, 0.0), (, -0.0022), (, -0.0003), (, -0.0139), (, -0.0), (, -0.0029), (, 0.0013), (, -0.0007), (, 0.0082), (, -0.0012)] +18:46:17,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.1993 0.0651 0.0871 0.0582] probs=[0.199 0.2075 0.192 0.2025 0.199 ] +18:46:18,842 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.003723076923076924 std=0.006485920116938968 min=-0.0154 max=0.0113 +18:46:18,842 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0007), (, -0.0148), (, 0.0003), (, -0.0029), (, -0.0022), (, -0.0154), (, -0.0082), (, -0.0021), (, -0.0108), (, -0.001), (, -0.0113), (, -0.0139), (, 0.0043), (, -0.0), (, 0.0), (, 0.0113), (, -0.0034), (, -0.0003), (, -0.0002), (, -0.0094), (, -0.0022), (, -0.0027), (, 0.0023), (, 0.0), (, 0.0005), (, -0.0024), (, -0.0009), (, 0.0032), (, -0.0), (, -0.0)] +18:46:19,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.1353 0.0628 0.1428 0.1035] probs=[0.1948 0.2079 0.1987 0.2001 0.1985] +18:46:20,538 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0028074074074074078 std=0.006090790006895106 min=-0.0154 max=0.0043 +18:46:20,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.002), (, -0.0003), (, -0.0139), (, 0.0043), (, 0.0008), (, -0.0), (, -0.001), (, -0.0082), (, 0.0009), (, -0.0003), (, -0.0148), (, -0.0021), (, 0.0014), (, 0.0004), (, -0.0002), (, 0.002), (, -0.0154), (, 0.0032), (, 0.0023), (, -0.0022), (, -0.0113), (, -0.0), (, 0.0005), (, 0.0), (, -0.001), (, 0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0017), (, -0.0108), (, -0.0)] +18:46:21,496 root INFO ContextualMultiArmedBanditAgent - exp=[0.0865 0.1809 0.1273 0.1026 0.1048] probs=[0.2017 0.1969 0.2026 0.1998 0.199 ] +18:46:22,298 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0019333333333333336 std=0.005443514659836221 min=-0.0148 max=0.0038 +18:46:22,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0027), (, 0.002), (, -0.0003), (, -0.0011), (, 0.0017), (, -0.0), (, 0.0014), (, 0.0014), (, -0.001), (, -0.0), (, -0.0148), (, 0.0003), (, -0.0139), (, 0.0017), (, 0.0038), (, -0.001), (, -0.0), (, 0.0009), (, -0.0003), (, 0.0), (, -0.0), (, -0.001), (, 0.0), (, -0.0108), (, -0.0019), (, -0.0002), (, -0.0113), (, 0.0023), (, -0.0), (, -0.0001), (, 0.0012), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0)] +18:46:23,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.0834 0.0823 0.0675 0.0804] probs=[0.1963 0.2038 0.1957 0.208 0.1961] +18:46:23,791 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0011666666666666668 std=0.00475759626515557 min=-0.0148 max=0.0038 +18:46:23,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0014), (, 0.0001), (, 0.0015), (, 0.0), (, -0.0), (, -0.0002), (, 0.0014), (, 0.0008), (, 0.0014), (, -0.0003), (, 0.0023), (, 0.0038), (, 0.0012), (, -0.0148), (, -0.0005), (, -0.0), (, 0.002), (, 0.0002), (, 0.0), (, 0.0), (, -0.0108), (, -0.0013), (, -0.0025), (, 0.0002), (, 0.0), (, 0.0007), (, 0.0014), (, -0.0), (, -0.001), (, -0.0011), (, -0.0), (, -0.0)] +18:46:24,766 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1077 0.0834 0.0572 0.0656] probs=[0.1994 0.2022 0.1978 0.2006 0.2 ] +18:46:25,710 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=20 avg=-0.0020350000000000004 std=0.005001527266745629 min=-0.0148 max=0.0023 +18:46:25,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0014), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0), (, 0.0), (, -0.0002), (, 0.0012), (, 0.0), (, 0.0), (, 0.0007), (, -0.0), (, 0.0014), (, -0.0108), (, 0.0014), (, -0.0), (, -0.0), (, -0.0049), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0139), (, -0.0148), (, -0.0025), (, 0.0), (, -0.0), (, 0.0008), (, 0.0014), (, 0.0023), (, -0.0025), (, -0.0004), (, -0.0013)] +18:46:26,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0909 0.0901 0.0944 0.0967 0.0872] probs=[0.2044 0.2041 0.2007 0.1962 0.1946] +18:46:27,599 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=19 avg=-0.0024421052631578948 std=0.004882332896806142 min=-0.0148 max=0.0012 +18:46:27,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0004), (, 0.0007), (, 0.0005), (, 0.0006), (, 0.0012), (, -0.0005), (, -0.0004), (, 0.0007), (, -0.0139), (, -0.0006), (, -0.0), (, -0.0108), (, 0.0), (, -0.0011), (, -0.0), (, 0.0001), (, 0.0), (, -0.0049), (, 0.0), (, -0.0025), (, -0.0002), (, 0.0004), (, 0.0), (, 0.0), (, 0.0), (, -0.0013), (, 0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0148), (, -0.0), (, 0.0), (, -0.0)] +18:46:28,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.13 0.1435 0.1093 0.0859 0.0981] probs=[0.1997 0.2118 0.1943 0.1944 0.1998] +18:46:29,407 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=19 avg=-0.0021473684210526313 std=0.004437088711383511 min=-0.0148 max=0.0018 +18:46:29,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0013), (, 0.0003), (, 0.0), (, -0.0), (, 0.0), (, 0.0009), (, -0.0001), (, 0.0), (, 0.0006), (, 0.0), (, -0.0004), (, -0.0025), (, -0.0148), (, -0.0026), (, -0.0017), (, -0.0013), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0049), (, 0.0), (, 0.0001), (, 0.0007), (, -0.0005), (, -0.0), (, -0.0), (, -0.0139), (, 0.0018), (, 0.0)] +18:46:30,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1445 0.1444 0.1472 0.1648 0.1541] probs=[0.1948 0.2085 0.2021 0.2018 0.1927] +18:46:31,256 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0011222222222222222 std=0.002849214749954454 min=-0.0139 max=0.0018 +18:46:31,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0013), (, 0.0), (, 0.0007), (, -0.0), (, -0.0026), (, 0.0), (, 0.0006), (, -0.0013), (, 0.0002), (, -0.0139), (, 0.0002), (, -0.0), (, -0.0025), (, -0.0004), (, -0.0011), (, 0.0007), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0005), (, 0.0018), (, 0.0), (, 0.0003), (, -0.0005), (, 0.0005), (, -0.0049), (, 0.0001), (, 0.0009), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0005)] +18:46:32,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0949 0.1371 0.106 0.1068 0.115 ] probs=[0.2039 0.203 0.1972 0.1991 0.1968] +18:46:33,140 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0010633333333333332 std=0.002710532952924367 min=-0.0139 max=0.0009 +18:46:33,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0005), (, 0.0), (, -0.0), (, 0.0006), (, 0.0), (, -0.0009), (, 0.0002), (, -0.0017), (, 0.0005), (, -0.0), (, 0.0001), (, -0.0011), (, -0.0004), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0013), (, -0.0019), (, 0.0003), (, -0.0), (, 0.0005), (, -0.0026), (, -0.0), (, -0.0006), (, -0.0139), (, 0.0001), (, -0.0013), (, 0.0007), (, 0.0001), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, -0.0009), (, 0.0009), (, -0.0049), (, 0.0009), (, -0.0025)] +18:46:34,241 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.1178 0.0965 0.0441 0.078 ] probs=[0.1978 0.2117 0.1916 0.1985 0.2004] +18:46:35,346 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=35 avg=-0.0006000000000000001 std=0.0013403624243358318 min=-0.0049 max=0.0014 +18:46:35,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0008), (, -0.0011), (, -0.0009), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0006), (, 0.0001), (, -0.0), (, 0.0002), (, -0.0019), (, 0.0007), (, 0.0003), (, 0.0004), (, 0.0002), (, 0.0005), (, 0.0007), (, -0.0025), (, 0.0003), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0017), (, 0.0012), (, -0.0006), (, 0.0014), (, -0.0026), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0), (, 0.0005), (, -0.0), (, -0.0049), (, -0.0034), (, -0.0013), (, -0.0009), (, -0.001), (, 0.0002), (, 0.0001), (, 0.0)] +18:46:36,639 root INFO ContextualMultiArmedBanditAgent - exp=[0.0618 0.1435 0.0568 0.0753 0.1153] probs=[0.1968 0.2121 0.196 0.1967 0.1984] +18:46:37,635 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.00065 std=0.00119378874971553 min=-0.0049 max=0.0007 +18:46:37,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0004), (, -0.0005), (, 0.0007), (, -0.0003), (, -0.0013), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0006), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.0003), (, 0.0), (, -0.001), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0034), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0002), (, 0.0001), (, 0.0007), (, -0.0009), (, -0.0019), (, -0.0006), (, -0.0049), (, 0.0), (, -0.0026), (, -0.0001), (, 0.0002), (, -0.0011), (, 0.0001), (, -0.0009)] +18:46:39,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.063 0.158 0.1286 0.1598 0.1358] probs=[0.199 0.2038 0.1968 0.2045 0.1958] +18:46:40,90 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=38 avg=-0.0007947368421052631 std=0.0011829818187020042 min=-0.0049 max=0.0004 +18:46:40,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0004), (, 0.0004), (, 0.0002), (, -0.0009), (, -0.0017), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0034), (, -0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0), (, -0.0006), (, -0.0019), (, -0.0049), (, -0.0005), (, -0.0032), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0026)] +18:46:41,572 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.0816 0.1073 0.066 0.0782] probs=[0.1987 0.2085 0.193 0.1991 0.2006] +18:46:42,927 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=38 avg=-0.0008578947368421053 std=0.0011959650538256959 min=-0.0049 max=0.0006 +18:46:42,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0017), (, -0.0012), (, 0.0001), (, -0.0008), (, -0.0001), (, -0.0011), (, 0.0001), (, 0.0001), (, -0.0026), (, 0.0006), (, -0.0019), (, -0.0049), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0005), (, 0.0), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0005), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0034), (, 0.0), (, 0.0002), (, -0.0016), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.001), (, -0.0005), (, 0.0), (, -0.0032)] +18:46:44,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.0537 0.1538 0.0579 0.1123 0.0764] probs=[0.1998 0.2092 0.201 0.1969 0.193 ] +18:46:45,752 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00101875 std=0.0012133212424992814 min=-0.0049 max=0.0003 +18:46:45,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0004), (, 0.0), (, -0.0017), (, -0.0), (, -0.0016), (, -0.0023), (, -0.0032), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0049), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0019), (, 0.0), (, -0.0009), (, -0.001), (, -0.0008), (, -0.0), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0012), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0014), (, -0.0034), (, -0.0004), (, 0.0003)] +18:46:47,69 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.1685 0.1389 0.1623 0.1471] probs=[0.1958 0.2086 0.1992 0.1954 0.2009] +18:46:48,256 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.000812121212121212 std=0.0009756916973808502 min=-0.0034 max=0.0003 +18:46:48,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0017), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0), (, -0.0034), (, -0.0032), (, -0.0004), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0006), (, 0.0003), (, -0.0003), (, -0.0), (, -0.0023), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0001), (, -0.0012), (, 0.0001), (, -0.0016), (, 0.0), (, -0.0006), (, 0.0003), (, -0.0), (, -0.001), (, -0.0001)] +18:46:49,604 root INFO ContextualMultiArmedBanditAgent - exp=[0.0661 0.1024 0.1014 0.0965 0.0744] probs=[0.1948 0.2096 0.1956 0.2022 0.1978] +18:46:50,529 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=39 avg=-0.0006384615384615385 std=0.0008568323848339284 min=-0.0034 max=0.001 +18:46:50,529 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0023), (, -0.0005), (, -0.0004), (, -0.0004), (, 0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0034), (, -0.0005), (, -0.0009), (, -0.001), (, -0.0032), (, 0.001), (, 0.0001), (, -0.0002), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0006), (, -0.0012), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0016), (, -0.0009), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0017), (, -0.0), (, 0.0)] +18:46:51,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.0561 0.1201 0.0464 0.0797 0.0633] probs=[0.2005 0.2024 0.1968 0.2041 0.1962] +18:46:52,942 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=36 avg=-0.0007944444444444444 std=0.0011668915127247845 min=-0.0042 max=0.001 +18:46:52,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0003), (, -0.0023), (, -0.0), (, -0.0032), (, -0.0026), (, -0.0009), (, -0.0034), (, 0.0004), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0009), (, -0.0003), (, -0.0023), (, -0.0003), (, -0.0001), (, 0.0002), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0042), (, -0.0016), (, 0.0), (, -0.0002), (, 0.001), (, -0.0017), (, -0.0), (, -0.0012), (, 0.0002), (, -0.0004), (, -0.0002), (, -0.001), (, 0.0001), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0), (, 0.0005), (, -0.0003)] +18:46:54,471 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.0761 0.0817 0.0785 0.0727] probs=[0.2029 0.2081 0.1915 0.2019 0.1956] +18:46:55,913 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=35 avg=-0.0011057142857142856 std=0.0015129805696312273 min=-0.0061 max=0.0004 +18:46:55,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0032), (, 0.0), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0023), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0026), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0061), (, -0.0003), (, 0.0002), (, -0.0042), (, -0.0004), (, -0.0012), (, 0.0002), (, -0.0023), (, -0.0016), (, -0.0012), (, -0.0002), (, -0.0034), (, -0.0014), (, 0.0003), (, 0.0001), (, -0.0004), (, -0.0), (, 0.0), (, -0.001)] +18:46:57,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.1099 0.1103 0.102 0.0883 0.09 ] probs=[0.1959 0.2099 0.1911 0.2015 0.2017] +18:46:58,987 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=33 avg=-0.0008969696969696971 std=0.0020608154973779775 min=-0.0061 max=0.0051 +18:46:58,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0002), (, -0.0061), (, -0.0002), (, -0.0032), (, 0.0051), (, 0.0003), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0023), (, -0.0), (, -0.0002), (, 0.0), (, -0.0042), (, -0.0023), (, 0.0003), (, 0.0002), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, -0.0026), (, -0.0004), (, 0.0005), (, 0.0001), (, -0.0005), (, -0.0008), (, -0.0022), (, -0.0034), (, 0.0), (, 0.0009), (, 0.0001), (, -0.0001), (, -0.0012), (, 0.0), (, 0.0), (, -0.0002), (, -0.0), (, 0.0)] +18:47:00,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.0762 0.0371 0.0656 0.0643] probs=[0.1983 0.2081 0.2035 0.2014 0.1887] +18:47:01,947 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-0.0008794117647058824 std=0.0020322082182233528 min=-0.0061 max=0.0051 +18:47:01,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0004), (, -0.0003), (, 0.0003), (, -0.0002), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0042), (, -0.0), (, 0.0), (, -0.0032), (, -0.0061), (, -0.0026), (, 0.0003), (, -0.0022), (, 0.0001), (, -0.0), (, -0.0034), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0012), (, -0.0004), (, -0.0), (, 0.0007), (, 0.0003), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0008), (, 0.0001), (, 0.0051), (, -0.0023), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0023)] +18:47:03,557 root INFO ContextualMultiArmedBanditAgent - exp=[0.1115 0.1149 0.1162 0.1151 0.1193] probs=[0.1947 0.2036 0.1996 0.2045 0.1976] +18:47:05,38 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=37 avg=-0.0006756756756756756 std=0.0018770888048518695 min=-0.0061 max=0.0051 +18:47:05,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0003), (, -0.0006), (, -0.0001), (, -0.0026), (, 0.0001), (, -0.0042), (, -0.0061), (, -0.0002), (, -0.0022), (, 0.0003), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0), (, 0.0051), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0023), (, 0.0007), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0008), (, 0.0003), (, 0.0009), (, -0.0), (, -0.0026), (, 0.0001)] +18:47:06,845 root INFO ContextualMultiArmedBanditAgent - exp=[0.111 0.1456 0.0947 0.0964 0.1186] probs=[0.1978 0.2005 0.2027 0.1949 0.2041] +18:47:08,263 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0008161290322580645 std=0.0016980248058892401 min=-0.0061 max=0.0009 +18:47:08,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0008), (, -0.0061), (, 0.0003), (, 0.0001), (, -0.0001), (, -0.0026), (, -0.0), (, -0.0), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0008), (, -0.0002), (, -0.0011), (, 0.0007), (, -0.0), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0006), (, -0.0003), (, 0.0003), (, -0.0042), (, 0.0), (, -0.0005), (, 0.0009), (, 0.0002), (, -0.0022), (, -0.0), (, -0.0002)] +18:47:09,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0734 0.1484 0.1186 0.0837 0.1259] probs=[0.199 0.2046 0.1993 0.1991 0.198 ] +18:47:11,333 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=36 avg=-0.0008166666666666667 std=0.0016197564974745776 min=-0.0061 max=0.0009 +18:47:11,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0061), (, 0.0002), (, -0.0006), (, -0.0001), (, 0.0009), (, 0.0007), (, -0.0002), (, -0.0025), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0007), (, -0.0), (, 0.0003), (, -0.0042), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0008), (, 0.0001), (, -0.0), (, -0.0), (, -0.0025), (, -0.0022), (, -0.0009), (, -0.0001), (, -0.0011)] +18:47:13,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.2479 0.1275 0.2018 0.1796] probs=[0.2013 0.2012 0.2013 0.2025 0.1937] +18:47:14,878 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=39 avg=-0.0004717948717948718 std=0.0014243214701148445 min=-0.0061 max=0.0025 +18:47:14,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0025), (, -0.0011), (, 0.0003), (, -0.0004), (, -0.0002), (, 0.0006), (, -0.0025), (, 0.0003), (, -0.0001), (, 0.0004), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0), (, 0.0003), (, -0.0008), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0025), (, -0.0007), (, -0.0007), (, -0.0002), (, 0.0007), (, 0.0008), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0009), (, -0.0002), (, -0.0009), (, -0.0042), (, -0.0061)] +18:47:16,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.1004 0.0943 0.0939 0.0794] probs=[0.1953 0.2085 0.1957 0.2024 0.1981] +18:47:18,352 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0004552631578947368 std=0.0013406002913897335 min=-0.0061 max=0.0025 +18:47:18,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0002), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0), (, -0.0061), (, 0.0011), (, 0.0025), (, -0.0003), (, -0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0007), (, -0.0019), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.002), (, 0.0009), (, -0.0002), (, 0.0006), (, 0.0003), (, 0.0004), (, -0.0004), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0004), (, -0.0011), (, -0.0025), (, -0.0002), (, -0.0005)] +18:47:20,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.1747 0.1002 0.1015 0.0956] probs=[0.2071 0.2042 0.2001 0.1963 0.1923] +18:47:22,325 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=36 avg=-0.0003361111111111112 std=0.0014308413953913383 min=-0.0061 max=0.0028 +18:47:22,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0003), (, 0.0004), (, -0.0002), (, -0.0001), (, 0.0017), (, -0.0001), (, -0.0008), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.002), (, -0.0025), (, -0.0005), (, 0.0028), (, 0.0011), (, -0.0002), (, 0.0002), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0061), (, 0.0002), (, 0.0016), (, -0.0004), (, -0.0007), (, -0.0), (, 0.0004), (, 0.0), (, -0.0025), (, -0.0005), (, -0.0), (, -0.0002)] +18:47:23,990 root INFO ContextualMultiArmedBanditAgent - exp=[0.051 0.1142 0.0646 0.1074 0.0985] probs=[0.2023 0.2058 0.1988 0.1951 0.198 ] +18:47:25,541 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0008035714285714284 std=0.0014943900195773009 min=-0.0061 max=0.0017 +18:47:25,542 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0017), (, -0.0001), (, -0.0012), (, -0.0011), (, 0.0003), (, -0.002), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0001), (, -0.0028), (, 0.0011), (, -0.0004), (, 0.0004), (, -0.0002), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0025), (, -0.0061), (, -0.0002), (, -0.0007), (, -0.0019), (, 0.0004), (, -0.0025), (, -0.0), (, 0.0001)] +18:47:26,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.1613 0.1034 0.0804 0.071 ] probs=[0.1974 0.207 0.197 0.2002 0.1984] +18:47:27,946 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.000875 std=0.0014154651767764076 min=-0.0061 max=0.0005 +18:47:27,946 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0025), (, -0.0001), (, -0.0028), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0005), (, -0.0011), (, 0.0004), (, -0.0007), (, -0.0061), (, -0.0025), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0011), (, 0.0001)] +18:47:29,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.1399 0.1202 0.1011 0.1569 0.0662] probs=[0.1903 0.1994 0.2021 0.209 0.1992] +18:47:30,517 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0003928571428571429 std=0.0007459072000057435 min=-0.0028 max=0.0005 +18:47:30,518 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0), (, 0.0005), (, 0.0004), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0004), (, -0.0028)] +18:47:31,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.0756 0.0615 0.0508 0.0346] probs=[0.199 0.2027 0.1905 0.1994 0.2084] +18:47:33,272 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0005576923076923078 std=0.001028132390802737 min=-0.004 max=0.0004 +18:47:33,273 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0003), (, -0.0011), (, -0.0025), (, -0.0002), (, 0.0001), (, 0.0004), (, -0.0002), (, 0.0001), (, -0.0011), (, -0.004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0028), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0), (, 0.0), (, -0.0003), (, 0.0001)] +18:47:34,575 root INFO ContextualMultiArmedBanditAgent - exp=[0.158 0.1235 0.1301 0.1149 0.1387] probs=[0.1943 0.2043 0.1978 0.2002 0.2035] +18:47:35,619 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0006041666666666666 std=0.0012088145593468376 min=-0.004 max=0.0004 +18:47:35,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0003), (, -0.0001), (, -0.004), (, -0.0011), (, -0.0011), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0004), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0), (, -0.0003)] +18:47:37,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.1296 0.12 0.1405 0.1258 0.1215] probs=[0.1981 0.2012 0.1973 0.2012 0.2023] +18:47:38,587 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.00026 std=0.0008993330862366847 min=-0.004 max=0.0015 +18:47:38,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0003), (, -0.0001), (, 0.0015), (, -0.0001), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0002), (, -0.004), (, 0.0005), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0003), (, 0.0), (, 0.0002), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0011), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0)] +18:47:40,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.0896 0.11 0.0933 0.1153] probs=[0.1979 0.2008 0.1977 0.2017 0.2019] +18:47:41,776 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=18 avg=-0.00030555555555555555 std=0.001059073086462467 min=-0.004 max=0.0015 +18:47:41,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0004), (, -0.004), (, -0.0001), (, -0.0004), (, -0.0011), (, -0.0011), (, 0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, -0.0006), (, 0.0001), (, 0.0015), (, -0.0), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0003)] +18:47:43,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.1344 0.1359 0.1379 0.0476 0.0927] probs=[0.2045 0.204 0.197 0.1935 0.201 ] +18:47:44,489 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-5.882352941176471e-05 std=0.001316438521398868 min=-0.004 max=0.0021 +18:47:44,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0011), (, -0.004), (, 0.0015), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, 0.0015), (, -0.0), (, -0.0002), (, 0.0021), (, 0.0), (, 0.0), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0006), (, -0.0), (, 0.0001), (, -0.0011), (, 0.0005), (, 0.0001), (, -0.0001), (, -0.0003)] +18:47:45,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.0779 0.0628 0.0921 0.0786] probs=[0.1943 0.2073 0.1961 0.2039 0.1983] +18:47:46,758 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0005454545454545455 std=0.0012565201849578905 min=-0.004 max=0.0011 +18:47:46,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0011), (, 0.0001), (, 0.0005), (, -0.0011), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0), (, -0.004), (, 0.0), (, -0.0006), (, 0.0), (, 0.0011)] +18:47:47,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.1832 0.1931 0.1059 0.1633 0.06 ] probs=[0.1955 0.2056 0.1965 0.2106 0.1917] +18:47:48,492 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.00021176470588235295 std=0.0011920730104669499 min=-0.004 max=0.0017 +18:47:48,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, -0.004), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0005), (, -0.0005), (, 0.0017), (, 0.0011), (, -0.0), (, -0.0002), (, -0.0011), (, 0.0013), (, -0.0006), (, -0.0003), (, -0.0002)] +18:47:49,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.0986 0.0447 0.0809 0.1011] probs=[0.2016 0.1967 0.2104 0.1976 0.1938] +18:47:50,799 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00028181818181818185 std=0.0013432106595888296 min=-0.004 max=0.0017 +18:47:50,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, 0.0011), (, 0.0015), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0002), (, 0.0), (, 0.0005), (, -0.0001), (, -0.0003), (, -0.0006), (, -0.0005), (, 0.0013), (, 0.0017), (, -0.0036), (, -0.004), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.0015)] +18:47:52,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.0662 0.1502 0.1676 0.131 0.0983] probs=[0.2009 0.2009 0.2011 0.1967 0.2004] +18:47:53,240 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=35 avg=-0.0002685714285714285 std=0.0011901431915221506 min=-0.004 max=0.0017 +18:47:53,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0017), (, -0.0006), (, -0.004), (, -0.0007), (, 0.0002), (, 0.0005), (, -0.0036), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0004), (, 0.0002), (, 0.0002), (, 0.0013), (, 0.0), (, 0.0001), (, 0.0011), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0015), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0001)] +18:47:55,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.1216 0.1285 0.1029 0.1158] probs=[0.1946 0.2037 0.2022 0.1988 0.2008] +18:47:56,627 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00046875 std=0.0011052255143182317 min=-0.004 max=0.0004 +18:47:56,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0036), (, -0.0005), (, 0.0), (, -0.0), (, -0.0001), (, 0.0004), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.004), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0), (, 0.0), (, -0.0015), (, -0.0003), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0)] +18:47:58,932 root INFO ContextualMultiArmedBanditAgent - exp=[0.1108 0.0815 0.1172 0.087 0.0979] probs=[0.1952 0.2025 0.1961 0.2113 0.195 ] +18:48:00,612 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=29 avg=-0.0006275862068965517 std=0.0011437676855159179 min=-0.004 max=0.0004 +18:48:00,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0005), (, -0.0003), (, 0.0004), (, 0.0001), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.004), (, 0.0001), (, -0.0036), (, -0.0), (, -0.0013), (, -0.0015), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001)] +18:48:02,909 root INFO ContextualMultiArmedBanditAgent - exp=[0.0356 0.0658 0.0506 0.0729 0.0575] probs=[0.1977 0.2052 0.1996 0.1954 0.2021] +18:48:04,732 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.0006032258064516129 std=0.0011090489593217861 min=-0.004 max=0.0002 +18:48:04,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0002), (, 0.0001), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0003), (, -0.0036), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0), (, -0.0), (, -0.0003), (, -0.0), (, 0.0), (, 0.0001), (, -0.0002), (, -0.004), (, 0.0), (, 0.0001), (, 0.0002)] +18:48:07,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.0842 0.096 0.0422 0.1154 0.0704] probs=[0.1966 0.2066 0.2021 0.1949 0.1998] +18:48:08,820 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=31 avg=-0.0005903225806451611 std=0.0011208737486701416 min=-0.0039 max=0.0005 +18:48:08,820 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0004), (, 0.0001), (, -0.0036), (, -0.0003), (, -0.0002), (, -0.0013), (, -0.0), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0011), (, -0.0006), (, -0.0039), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0), (, -0.0015), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0006), (, 0.0), (, 0.0002), (, 0.0), (, 0.0004), (, 0.0), (, 0.0005), (, 0.0), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0001)] +18:48:10,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.1599 0.1858 0.1595 0.1094 0.113 ] probs=[0.2058 0.205 0.1984 0.1951 0.1956] +18:48:12,709 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0005363636363636363 std=0.0011462238878604514 min=-0.0039 max=0.0012 +18:48:12,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0001), (, -0.0001), (, 0.0002), (, -0.0004), (, 0.0002), (, -0.0015), (, 0.0005), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0013), (, -0.0002), (, -0.0006), (, -0.0007), (, -0.0011), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0039), (, -0.0), (, 0.0012), (, 0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0036), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0004)] +18:48:14,702 root INFO ContextualMultiArmedBanditAgent - exp=[0.1213 0.1499 0.1485 0.1195 0.0733] probs=[0.1987 0.209 0.2014 0.1926 0.1983] +18:48:16,362 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=30 avg=-0.00046666666666666677 std=0.001267894142093714 min=-0.0039 max=0.0019 +18:48:16,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0), (, -0.0001), (, 0.0005), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0004), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0036), (, 0.0002), (, 0.0001), (, -0.0013), (, -0.0001), (, 0.0001), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0), (, -0.0039), (, -0.0001), (, -0.0015), (, 0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0009), (, -0.0006), (, 0.0), (, 0.0019), (, 0.0001), (, 0.0)] +18:48:18,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.1789 0.1028 0.1553 0.1364] probs=[0.202 0.1973 0.1994 0.1999 0.2015] +18:48:20,237 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=36 avg=-3.0555555555555554e-05 std=0.0012558351458612101 min=-0.0039 max=0.0028 +18:48:20,237 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0001), (, 0.0), (, 0.0019), (, 0.0), (, 0.0028), (, 0.0001), (, 0.0001), (, -0.0039), (, -0.0), (, 0.0), (, -0.0015), (, -0.0), (, -0.0011), (, 0.0004), (, 0.0002), (, -0.0014), (, 0.0001), (, 0.0009), (, 0.0025), (, 0.0009), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0002), (, 0.001), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0036), (, 0.0002), (, -0.0013), (, 0.0004), (, 0.0002), (, -0.0001), (, 0.0003), (, -0.0002), (, -0.0), (, 0.0001)] +18:48:22,512 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.1196 0.0695 0.0709 0.0754] probs=[0.1991 0.2037 0.1979 0.1996 0.1996] +18:48:24,184 root INFO ContextualMultiArmedBanditAgent - len=50 nonzero=40 avg=-0.0002375 std=0.0012405014107206812 min=-0.0039 max=0.002 +18:48:24,184 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0013), (, 0.0001), (, 0.0002), (, -0.0036), (, 0.0002), (, -0.0015), (, 0.0), (, -0.0), (, -0.0007), (, 0.0009), (, -0.0), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0029), (, -0.0001), (, 0.0002), (, -0.0001), (, 0.0), (, -0.0014), (, -0.0), (, 0.0001), (, -0.0009), (, 0.0007), (, -0.0039), (, -0.0002), (, 0.001), (, -0.0022), (, 0.002), (, 0.001), (, 0.0019), (, -0.0002), (, 0.0003), (, 0.0012), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0004)] +18:48:26,661 root INFO ContextualMultiArmedBanditAgent - exp=[0.0453 0.0678 0.0421 0.0734 0.0601] probs=[0.2035 0.2038 0.1901 0.207 0.1956] +18:48:28,725 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=37 avg=-0.00033513513513513515 std=0.0014100443190689061 min=-0.0045 max=0.0021 +18:48:28,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0021), (, -0.0036), (, 0.0012), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0009), (, -0.0039), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, 0.001), (, 0.0002), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0045), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0029), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0014), (, -0.0007), (, 0.0002), (, 0.002), (, -0.0022), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0007), (, -0.0002), (, -0.0009), (, 0.0003)] +18:48:31,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.125 0.14 0.1261 0.0641 0.1127] probs=[0.1949 0.2009 0.2013 0.1974 0.2054] +18:48:33,21 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=41 avg=-0.0004390243902439025 std=0.001506551230181441 min=-0.0045 max=0.0023 +18:48:33,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, 0.0009), (, -0.0022), (, -0.0029), (, 0.0001), (, -0.0001), (, 0.0003), (, -0.0014), (, -0.0), (, 0.0023), (, 0.0), (, 0.0002), (, 0.0006), (, 0.0012), (, 0.0), (, -0.0002), (, 0.0), (, 0.0021), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0045), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.0039), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0013), (, 0.0), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0007), (, 0.0002), (, -0.0036), (, 0.0002)] +18:48:35,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.1268 0.1057 0.1053 0.1169] probs=[0.1994 0.2056 0.1955 0.202 0.1974] +18:48:37,623 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=39 avg=-0.0006128205128205129 std=0.001416601112301588 min=-0.0045 max=0.0019 +18:48:37,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0001), (, 0.0003), (, -0.0001), (, 0.0002), (, 0.0002), (, 0.0001), (, -0.0002), (, 0.0004), (, 0.0001), (, 0.0002), (, -0.0029), (, 0.0002), (, -0.0022), (, 0.0002), (, -0.0005), (, 0.0001), (, -0.0036), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0007), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, 0.0019), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0045), (, -0.0039), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0005)] +18:48:40,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.159 0.0939 0.0982 0.0903] probs=[0.1962 0.2027 0.2043 0.2044 0.1924] +18:48:42,820 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.0006274999999999999 std=0.0013876216162917036 min=-0.0045 max=0.0019 +18:48:42,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0005), (, 0.0002), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0029), (, -0.0045), (, 0.0001), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0009), (, 0.0001), (, -0.0039), (, -0.0), (, -0.0001), (, 0.0019), (, 0.0001), (, -0.0001), (, 0.0002), (, 0.0005), (, -0.0036), (, -0.0002), (, 0.0), (, 0.0002), (, -0.0022), (, -0.0014), (, -0.0), (, 0.0), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0001)] +18:48:45,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0829 0.0445 0.0472 0.0692] probs=[0.2023 0.1979 0.2018 0.1945 0.2034] +18:48:47,244 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=35 avg=-0.0005857142857142857 std=0.0014360944770239787 min=-0.0045 max=0.002 +18:48:47,244 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0003), (, -0.0002), (, -0.0039), (, -0.0), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, -0.0004), (, 0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0045), (, -0.0001), (, -0.0029), (, 0.002), (, -0.0002), (, 0.0), (, -0.0), (, 0.0008), (, -0.0), (, -0.0022), (, 0.0002), (, -0.0016), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, 0.0019), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0003)] +18:48:50,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1202 0.1056 0.1028 0.1037] probs=[0.1994 0.2013 0.1963 0.2049 0.1982] +18:48:53,885 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:48:53,886 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.1503823529411765 std=0.33300599223595345 min=-0.1059 max=1.2067 +18:48:53,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0526), (, 0.0118), (, 0.0068), (, 0.3761), (, -0.0558), (, -0.0163), (, 0.146), (, 0.0036), (, 0.146), (, 0.043), (, 0.7623), (, 1.2067), (, 0.146), (, -0.1059), (, -0.0378), (, 0.0426), (, -0.066)] +18:48:54,342 root INFO ContextualMultiArmedBanditAgent - exp=[0.0475 0.0922 0.0969 0.0969 0.1143] probs=[0.1883 0.2009 0.207 0.2013 0.2025] +18:48:55,88 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.034616666666666664 std=0.11490326486996692 min=-0.1059 max=0.3761 +18:48:55,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, 0.146), (, 0.0068), (, 0.0036), (, 0.1236), (, 0.0118), (, -0.0163), (, 0.146), (, 0.0426), (, 0.146), (, 0.0179), (, 0.3761), (, -0.1059), (, -0.0558), (, -0.0526), (, -0.0378), (, 0.043), (, -0.066)] +18:48:55,508 root INFO ContextualMultiArmedBanditAgent - exp=[0.146 0.1727 0.1494 0.1723 0.1807] probs=[0.1971 0.2003 0.1985 0.2015 0.2026] +18:48:56,367 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.034616666666666664 std=0.11490326486996692 min=-0.1059 max=0.3761 +18:48:56,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, 0.146), (, 0.0068), (, -0.0526), (, 0.1236), (, -0.1059), (, -0.0558), (, 0.3761), (, 0.146), (, 0.0426), (, 0.043), (, 0.0179), (, -0.066), (, 0.0036), (, -0.0378), (, 0.0118), (, 0.146), (, -0.0163)] +18:48:56,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1903 0.2452 0.2513 0.1983 0.1865] probs=[0.2063 0.2097 0.1963 0.193 0.1947] +18:48:57,795 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0541875 std=0.03693999991540335 min=-0.1059 max=0.0068 +18:48:57,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.1059), (, 0.0068), (, -0.0163), (, -0.0378), (, -0.0526), (, -0.0558), (, -0.066)] +18:48:57,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.1918 0.3208 0.3204 0.2548 0.3115] probs=[0.2081 0.195 0.1816 0.2079 0.2073] +18:48:58,834 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.05066 std=0.034968906188212405 min=-0.1059 max=0.0128 +18:48:58,834 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0286), (, -0.0505), (, -0.1059), (, -0.0526), (, -0.0558), (, -0.0163), (, -0.066), (, -0.0378), (, 0.0128)] +18:48:59,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.1355 0.1444 0.0883 0.1236] probs=[0.1891 0.2248 0.1953 0.1947 0.1961] +18:48:59,957 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.045658333333333335 std=0.0351629648525579 min=-0.1059 max=0.0128 +18:48:59,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0229), (, -0.0526), (, -0.066), (, 0.007), (, -0.0351), (, -0.0505), (, -0.0558), (, -0.1059), (, -0.0352), (, 0.0128), (, -0.0378)] +18:49:00,217 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0093 0.0489 0.0016 0.0131 -0.0021] probs=[0.1935 0.2168 0.1983 0.1903 0.2011] +18:49:01,118 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.044481818181818185 std=0.03729091573954996 min=-0.1059 max=0.007 +18:49:01,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.1059), (, 0.0036), (, -0.066), (, -0.0505), (, -0.0229), (, 0.007), (, -0.0351), (, -0.0526), (, -0.0558), (, -0.0052)] +18:49:01,594 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0508 0.0016 0.0155 -0.0023] probs=[0.1977 0.1952 0.1961 0.203 0.208 ] +18:49:02,424 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.035233333333333325 std=0.03798485078144824 min=-0.1059 max=0.007 +18:49:02,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0135), (, -0.0291), (, -0.0351), (, -0.066), (, -0.1059), (, 0.0036), (, 0.0007), (, -0.0505), (, -0.0229), (, 0.007), (, -0.0052)] +18:49:02,751 root INFO ContextualMultiArmedBanditAgent - exp=[0.1263 0.1029 0.1254 0.0366 0.1159] probs=[0.1962 0.2069 0.1984 0.2009 0.1977] +18:49:03,478 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.02915833333333333 std=0.03972502272567702 min=-0.1059 max=0.007 +18:49:03,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0052), (, 0.001), (, 0.0036), (, -0.0291), (, 0.007), (, 0.0007), (, -0.0351), (, -0.0135), (, -0.1059), (, -0.0015), (, -0.066)] +18:49:03,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.1956 0.1357 0.1863 0.1366] probs=[0.1876 0.1967 0.2046 0.2146 0.1965] +18:49:04,653 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.012038461538461538 std=0.03052385040893403 min=-0.1059 max=0.0163 +18:49:04,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0036), (, -0.009), (, 0.0096), (, 0.007), (, 0.0029), (, 0.0163), (, -0.0351), (, 0.001), (, -0.0015), (, -0.1059), (, -0.0291), (, -0.0028), (, -0.0135)] +18:49:04,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.1035 0.0373 0.1052 0.1118] probs=[0.1961 0.189 0.1994 0.1998 0.2156] +18:49:05,916 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.016775 std=0.03536989362438061 min=-0.1059 max=0.0096 +18:49:05,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001), (, 0.0002), (, 0.0029), (, 0.0096), (, -0.0039), (, -0.1059), (, -0.0291), (, -0.009)] +18:49:06,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.2016 0.3174 0.2614 0.087 0.1676] probs=[0.194 0.1989 0.2006 0.2153 0.1912] +18:49:06,906 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 +18:49:06,906 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] +18:49:06,963 root INFO ContextualMultiArmedBanditAgent - exp=[-0.015 0.0497 0.0018 0.0169 -0.0024] probs=[0.195 0.208 0.1983 0.2013 0.1974] +18:49:07,716 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0467 std=0.0 min=0.0467 max=0.0467 +18:49:07,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0467)] +18:49:07,761 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0022 0.0215 -0.0013 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] +18:49:08,475 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0645 std=0.0 min=0.0645 max=0.0645 +18:49:08,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0645)] +18:49:08,529 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0013 0.0029 -0.0015] probs=[0.2309 0.2491 0.1802 0.1704 0.1694] +18:49:09,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:09,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +18:49:09,345 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0012 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] +18:49:10,38 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:10,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:10,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.4221 0.0518 0.207 0.0424 0.3913] probs=[0.2404 0.186 0.185 0.2042 0.1844] +18:49:10,902 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:10,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:10,948 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0012 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] +18:49:11,776 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:11,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:11,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.2948 0.3317 0.1123 0.1971 0.1945] probs=[0.1987 0.2031 0.199 0.2003 0.1989] +18:49:12,545 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:12,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:12,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0826 0.1239 0.1479 0.2628 0.1936] probs=[0.2116 0.1869 0.2043 0.2234 0.1738] +18:49:13,201 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:13,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:13,237 root INFO ContextualMultiArmedBanditAgent - exp=[0.3055 0.3127 0.5197 0.5372 0.3822] probs=[0.1988 0.2035 0.199 0.1998 0.1989] +18:49:13,868 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:13,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:13,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0545 0.3751 0.112 0.1009 0.234 ] probs=[0.2236 0.1696 0.2077 0.1797 0.2193] +18:49:14,670 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +18:49:14,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +18:49:14,746 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.1549 0.2102 0.2042 0.1933 0.2374] +18:49:15,621 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.0004714045207910317 min=-0.0019 max=-0.0009 +18:49:15,621 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0019)] +18:49:15,720 root INFO ContextualMultiArmedBanditAgent - exp=[0.0218 0.0649 0.3267 0.1539 0.0213] probs=[0.1777 0.2604 0.1941 0.2158 0.152 ] +18:49:16,306 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 +18:49:16,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0019), (, -0.0009)] +18:49:16,384 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.1987 0.2033 0.1989 0.2003 0.1988] +18:49:17,52 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 +18:49:17,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0009), (, -0.0009)] +18:49:17,189 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.2123 0.2025 0.2236 0.1814 0.1802] +18:49:17,913 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 +18:49:17,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0009), (, -0.0009)] +18:49:18,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.1559 0.1218 0.1378 0.1582] probs=[0.1987 0.2033 0.1989 0.2003 0.1988] +18:49:18,869 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00126 std=0.0005276362383309168 min=-0.0019 max=-0.0007 +18:49:18,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0019), (, -0.0007), (, -0.0009)] +18:49:19,4 root INFO ContextualMultiArmedBanditAgent - exp=[0.1351 0.1019 0.1625 0.195 0.0012] probs=[0.204 0.1937 0.2076 0.188 0.2068] +18:49:20,0 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 +18:49:20,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0009)] +18:49:20,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.0687 0.021 0.0422 0.1083] probs=[0.1987 0.2033 0.1988 0.2005 0.1987] +18:49:21,111 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 +18:49:21,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, -0.0019), (, -0.0009)] +18:49:21,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.1233 0.067 0.245 0.2034 0.0886] probs=[0.1952 0.2094 0.2001 0.2001 0.1951] +18:49:22,95 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.00135 std=0.0005545268253204709 min=-0.0019 max=-0.0007 +18:49:22,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, 0.0), (, -0.0019), (, -0.0007)] +18:49:22,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.2375 0.2425 0.0289 0.0819 0.2714] probs=[0.2012 0.1986 0.2104 0.1939 0.1959] +18:49:23,293 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=4 avg=-0.00135 std=0.0005545268253204709 min=-0.0019 max=-0.0007 +18:49:23,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0019), (, 0.0)] +18:49:23,442 root INFO ContextualMultiArmedBanditAgent - exp=[-0.004 0.026 -0.0007 0.0079 -0.0018] probs=[0.2081 0.2081 0.1919 0.1938 0.198 ] +18:49:24,484 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 +18:49:24,484 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0), (, 0.0), (, -0.0019), (, -0.0007), (, -0.0009), (, -0.0)] +18:49:24,672 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0037 0.0251 -0.0008 0.0078 -0.0017] probs=[0.2059 0.1996 0.2007 0.1946 0.1993] +18:49:25,519 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=4 avg=-0.0013 std=0.0006 min=-0.0019 max=-0.0007 +18:49:25,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0019), (, -0.0)] +18:49:25,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.0806 0.1088 0.0027 0.0173 0.0916] probs=[0.2109 0.2003 0.1993 0.1963 0.1932] +18:49:26,509 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=5 avg=-0.0010999999999999998 std=0.0007183313998427188 min=-0.002 max=-0.0002 +18:49:26,509 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0), (, -0.0002), (, -0.002), (, 0.0), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0), (, 0.0)] +18:49:26,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0624 0.0429 0.0768 0.0445 0.0856] probs=[0.204 0.1959 0.2067 0.1962 0.1973] +18:49:27,831 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=8 avg=-0.001225 std=0.0007964766161036995 min=-0.0021 max=-0.0002 +18:49:27,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.0021), (, -0.0002), (, -0.0019), (, -0.0007), (, 0.0), (, -0.0007)] +18:49:28,165 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1073 0.0997 0.157 0.1312] probs=[0.1882 0.2108 0.1949 0.1987 0.2074] +18:49:29,99 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=10 avg=-0.00105 std=0.0008452810183601664 min=-0.0021 max=0.0002 +18:49:29,100 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0002), (, -0.002), (, -0.0), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0019), (, -0.0021), (, -0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0007), (, 0.0)] +18:49:29,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.1095 0.1183 0.0517 0.1057 0.0797] probs=[0.2069 0.2046 0.1967 0.1947 0.1971] +18:49:30,513 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0006272727272727274 std=0.0012373659039125369 min=-0.0025 max=0.0021 +18:49:30,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0021), (, -0.0002), (, -0.0025), (, -0.002), (, -0.0002), (, 0.0002), (, -0.0), (, 0.0), (, -0.0), (, 0.0021), (, -0.0007), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002)] +18:49:31,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.0952 0.158 0.0321 0.0917 0.1059] probs=[0.1855 0.197 0.1994 0.2082 0.2099] +18:49:31,973 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.0005666666666666668 std=0.0010762073323585108 min=-0.0025 max=0.0021 +18:49:31,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0002), (, -0.0008), (, 0.0), (, -0.002), (, -0.0015), (, -0.0002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0), (, -0.0009), (, -0.0025), (, 0.0), (, -0.0004), (, 0.0021), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0014), (, -0.0002)] +18:49:32,643 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.0971 0.1126 0.0659 0.079 ] probs=[0.2027 0.2086 0.1978 0.1966 0.1944] +18:49:33,776 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.000782608695652174 std=0.0010548654041127477 min=-0.003 max=0.0021 +18:49:33,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, -0.0004), (, -0.0014), (, -0.0007), (, -0.0), (, -0.0015), (, -0.0002), (, 0.0021), (, 0.0), (, 0.0), (, -0.002), (, 0.0005), (, -0.0005), (, -0.0025), (, -0.0009), (, 0.0), (, 0.0002), (, -0.003), (, -0.0008), (, -0.0), (, -0.0012), (, -0.0), (, -0.0019), (, -0.0009), (, -0.0015), (, 0.0), (, 0.0002), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002)] +18:49:34,711 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1185 0.1543 0.0799 0.0688] probs=[0.1996 0.1957 0.1972 0.2017 0.2058] +18:49:35,845 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0006666666666666665 std=0.0012396235987858035 min=-0.0037 max=0.0021 +18:49:35,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0), (, 0.0005), (, -0.0015), (, 0.0011), (, -0.003), (, -0.0002), (, -0.0007), (, 0.0007), (, 0.0006), (, -0.0019), (, -0.0005), (, 0.0021), (, -0.0014), (, -0.0009), (, 0.001), (, -0.0023), (, 0.0), (, 0.0002), (, -0.0004), (, -0.0037), (, -0.0005), (, -0.0012), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0002), (, 0.0), (, 0.0), (, -0.0012), (, -0.0008), (, -0.0015), (, 0.0002), (, 0.0014), (, -0.0015), (, -0.0007), (, -0.0), (, 0.0009), (, -0.002), (, -0.0008), (, -0.0), (, -0.0), (, -0.0025), (, -0.0009)] +18:49:37,212 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.0842 0.067 0.1019 0.0684] probs=[0.1986 0.2016 0.2019 0.2023 0.1956] +18:49:38,685 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=37 avg=-0.0008567567567567567 std=0.001466295302388198 min=-0.0053 max=0.0018 +18:49:38,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0009), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0025), (, -0.0019), (, -0.0003), (, -0.0012), (, -0.0), (, 0.001), (, 0.0007), (, -0.003), (, 0.0002), (, -0.0008), (, -0.0009), (, -0.0), (, 0.0011), (, -0.0), (, -0.0005), (, 0.0008), (, 0.0014), (, 0.0009), (, 0.0), (, 0.0005), (, -0.0037), (, -0.0022), (, 0.0018), (, -0.0005), (, -0.0014), (, -0.0015), (, -0.0012), (, -0.0015), (, 0.0), (, 0.0), (, -0.0023), (, -0.0012), (, -0.0007), (, -0.0017), (, -0.0007), (, -0.0017), (, 0.0011), (, -0.0053), (, -0.0002), (, 0.0)] +18:49:40,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0899 0.1195 0.1035 0.0874 0.0634] probs=[0.2022 0.1996 0.1968 0.2077 0.1937] +18:49:41,580 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.001267741935483871 std=0.0015384087079698763 min=-0.0053 max=0.0007 +18:49:41,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0008), (, -0.0), (, -0.0), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.003), (, -0.0007), (, 0.0005), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0003), (, 0.0001), (, -0.0038), (, -0.0004), (, -0.0015), (, -0.0001), (, 0.0007), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0), (, -0.0015), (, -0.0022), (, -0.0005), (, -0.0053), (, -0.0), (, -0.0019), (, -0.0037), (, -0.0009)] +18:49:42,896 root INFO ContextualMultiArmedBanditAgent - exp=[0.1037 0.0991 0.1046 0.1354 0.0987] probs=[0.1979 0.2018 0.1979 0.2028 0.1996] +18:49:44,179 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=34 avg=-0.0014735294117647058 std=0.0017021282220881792 min=-0.0057 max=0.0008 +18:49:44,179 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.003), (, -0.0053), (, -0.0017), (, -0.0057), (, -0.0035), (, -0.0006), (, -0.0022), (, -0.0038), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0001), (, -0.0019), (, 0.0008), (, -0.0015), (, -0.0035), (, -0.0001), (, -0.0), (, -0.0038), (, -0.0001), (, -0.0012), (, -0.0037), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0008), (, -0.0002), (, 0.0006), (, -0.0009), (, -0.0009), (, 0.0)] +18:49:45,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.1121 0.0947 0.0779 0.0758] probs=[0.197 0.2128 0.2012 0.1936 0.1954] +18:49:46,963 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=29 avg=-0.0018344827586206894 std=0.001899051643914525 min=-0.0057 max=0.0006 +18:49:46,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0), (, 0.0006), (, -0.0045), (, -0.0022), (, -0.0022), (, -0.0), (, -0.0), (, 0.0), (, -0.0036), (, 0.0003), (, -0.0), (, -0.0038), (, -0.0006), (, -0.0037), (, -0.0003), (, -0.0035), (, -0.0002), (, -0.0), (, -0.0015), (, -0.0009), (, -0.0012), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0053), (, -0.0019), (, -0.0003), (, -0.0038), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0057), (, -0.0004), (, -0.0011), (, -0.0005)] +18:49:48,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.0977 0.131 0.0583 0.1132 0.0893] probs=[0.1928 0.2022 0.2036 0.1988 0.2027] +18:49:49,787 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.001687878787878788 std=0.001889325288539187 min=-0.0057 max=0.0008 +18:49:49,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0053), (, -0.0006), (, -0.0057), (, -0.0011), (, -0.0046), (, -0.0006), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0003), (, -0.0022), (, 0.0), (, -0.0005), (, -0.0043), (, -0.0038), (, -0.0005), (, -0.0045), (, -0.0005), (, -0.0038), (, -0.0007), (, -0.0015), (, -0.0001), (, -0.0009), (, -0.0012), (, -0.0035), (, 0.0003), (, -0.0004), (, -0.0018), (, 0.0008), (, 0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0036), (, -0.0001)] +18:49:51,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1386 0.0982 0.1124 0.1103] probs=[0.1923 0.2035 0.1989 0.1967 0.2086] +18:49:52,581 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.001589189189189189 std=0.0018583316818811236 min=-0.0057 max=0.0008 +18:49:52,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0053), (, -0.0005), (, -0.0038), (, -0.0007), (, -0.0038), (, -0.0022), (, -0.0036), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0035), (, -0.0012), (, -0.0046), (, -0.0011), (, -0.0003), (, -0.0003), (, 0.0008), (, -0.0018), (, -0.0), (, -0.0008), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0027), (, 0.0002), (, -0.0002), (, 0.0008), (, 0.0008), (, -0.0006), (, -0.0057), (, -0.0006), (, 0.0), (, 0.0003), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0013), (, -0.0045), (, -0.0005), (, -0.0043)] +18:49:53,925 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.1384 0.0991 0.1148 0.0945] probs=[0.1995 0.2 0.1998 0.1991 0.2016] +18:49:55,572 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0014870967741935485 std=0.0020628420632058894 min=-0.0057 max=0.0016 +18:49:55,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0038), (, 0.0008), (, -0.0002), (, -0.0), (, 0.0008), (, -0.0053), (, 0.0002), (, -0.0046), (, -0.0006), (, -0.0027), (, -0.0005), (, -0.0038), (, 0.0003), (, 0.0008), (, -0.0035), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0), (, -0.0043), (, 0.0016), (, -0.0057), (, -0.0022), (, -0.0036), (, -0.0007), (, -0.0045), (, -0.0018), (, -0.0007), (, -0.0001), (, -0.0013), (, 0.0012)] +18:49:56,673 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1131 0.0801 0.0713 0.0942] probs=[0.1926 0.2092 0.1927 0.2028 0.2027] +18:49:58,70 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.000775 std=0.0024095976249751145 min=-0.0057 max=0.0036 +18:49:58,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0043), (, -0.0005), (, -0.0018), (, 0.0005), (, 0.0034), (, 0.0018), (, -0.0038), (, 0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0013), (, -0.0), (, 0.0013), (, -0.0007), (, -0.0046), (, 0.0019), (, 0.0036), (, -0.0036), (, 0.0008), (, -0.0006), (, -0.0007), (, -0.0057), (, 0.0002), (, 0.0), (, -0.0011), (, -0.0035), (, -0.0), (, -0.001), (, 0.0), (, -0.0), (, -0.0013), (, -0.0), (, 0.0016), (, 0.0), (, -0.0045)] +18:49:59,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0405 0.1324 0.0868 0.0859 0.0719] probs=[0.1978 0.2071 0.1978 0.1999 0.1975] +18:50:00,654 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.0004833333333333334 std=0.002565421776022198 min=-0.0057 max=0.0045 +18:50:00,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0005), (, -0.0), (, -0.0013), (, 0.0014), (, -0.0007), (, -0.0), (, -0.0036), (, -0.0), (, -0.0006), (, -0.0), (, 0.0), (, 0.0018), (, 0.0013), (, -0.0046), (, 0.0), (, -0.0011), (, -0.0035), (, -0.0046), (, -0.0014), (, 0.0019), (, -0.0057), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0013), (, 0.0034), (, 0.0006), (, -0.0005), (, -0.0), (, 0.0036), (, 0.0), (, 0.0013), (, -0.0045), (, 0.0003), (, -0.0043), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0045), (, 0.0)] +18:50:02,58 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.1456 0.1292 0.1293 0.1068] probs=[0.1965 0.2063 0.1964 0.2011 0.1997] +18:50:03,474 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.00034516129032258067 std=0.0022698356782471056 min=-0.0057 max=0.0036 +18:50:03,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0), (, -0.0045), (, 0.0), (, -0.0004), (, 0.0006), (, -0.0005), (, -0.0), (, 0.0), (, -0.0022), (, 0.0013), (, 0.0036), (, 0.0002), (, 0.0008), (, 0.0005), (, 0.0003), (, -0.0014), (, -0.0005), (, 0.0034), (, -0.0), (, -0.0046), (, -0.0), (, -0.0006), (, 0.0011), (, -0.0), (, -0.0002), (, 0.0014), (, -0.0), (, 0.0013), (, 0.0019), (, 0.0), (, 0.0013), (, 0.0002), (, 0.0002), (, -0.0046), (, -0.0043), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0002), (, 0.0018), (, 0.0), (, -0.0057), (, -0.0), (, 0.0)] +18:50:05,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.0675 0.1309 0.104 0.1082 0.0963] probs=[0.1992 0.199 0.1993 0.1998 0.2027] +18:50:06,482 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=38 avg=-0.00047368421052631577 std=0.0020744922283634053 min=-0.0057 max=0.0036 +18:50:06,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, 0.0011), (, -0.0002), (, 0.0), (, -0.0008), (, 0.0018), (, -0.0008), (, -0.0005), (, 0.001), (, 0.0008), (, -0.0003), (, -0.0), (, -0.0053), (, -0.0017), (, 0.0016), (, 0.0006), (, -0.0), (, -0.0045), (, -0.0), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0027), (, 0.0), (, -0.0022), (, -0.0029), (, 0.0013), (, 0.0014), (, 0.0014), (, 0.0), (, 0.0006), (, -0.0006), (, -0.0014), (, 0.0013), (, -0.0057), (, 0.0036), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0019), (, -0.0004), (, -0.0046), (, -0.0001), (, 0.0), (, 0.0019)] +18:50:08,178 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.0518 0.0529 0.0785 0.0718] probs=[0.195 0.2093 0.2008 0.1991 0.1958] +18:50:09,821 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0010035714285714285 std=0.0020016925236368533 min=-0.0053 max=0.0016 +18:50:09,822 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0045), (, -0.0003), (, -0.0027), (, 0.0008), (, -0.0018), (, -0.0008), (, 0.0011), (, -0.0046), (, -0.0007), (, 0.0), (, 0.0005), (, 0.0), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, 0.0013), (, -0.0018), (, -0.0005), (, 0.0013), (, 0.0016), (, 0.0), (, 0.0006), (, -0.0017), (, 0.001), (, -0.0), (, -0.0), (, -0.0008), (, -0.0004), (, -0.0029), (, -0.0053), (, -0.0), (, -0.0005), (, 0.0), (, -0.0022), (, 0.0006)] +18:50:11,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.0513 0.1182 0.0761 0.0821 0.0489] probs=[0.1955 0.203 0.1998 0.198 0.2037] +18:50:12,722 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0012032258064516134 std=0.001694865847002065 min=-0.0053 max=0.0019 +18:50:12,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0005), (, -0.0018), (, -0.0046), (, 0.0), (, -0.0022), (, -0.0004), (, -0.0013), (, 0.0), (, 0.0005), (, 0.0006), (, -0.0), (, -0.0029), (, -0.002), (, -0.0), (, 0.0), (, -0.0), (, -0.0018), (, -0.0018), (, -0.0), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0), (, -0.0007), (, -0.0027), (, 0.0016), (, -0.0017), (, -0.0), (, 0.0005), (, 0.0019), (, -0.0053), (, -0.0001), (, -0.0008), (, -0.0017), (, -0.0007), (, -0.0006), (, 0.0005), (, -0.0008), (, -0.0006)] +18:50:14,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.0331 0.0932 0.0618 0.0699 0.0741] probs=[0.1964 0.2044 0.1979 0.2033 0.198 ] +18:50:15,561 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0012000000000000001 std=0.0014871492538497293 min=-0.0053 max=0.0016 +18:50:15,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0), (, -0.002), (, 0.0), (, -0.0006), (, -0.0008), (, 0.0004), (, -0.0053), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0027), (, -0.002), (, -0.0002), (, -0.0007), (, -0.002), (, -0.0003), (, 0.0011), (, -0.0007), (, -0.0022), (, 0.0), (, -0.0), (, 0.0016), (, -0.0007), (, -0.0018), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0018), (, -0.0), (, -0.0), (, -0.0018), (, -0.0029), (, -0.0013), (, -0.0006), (, -0.0004), (, -0.0017)] +18:50:17,40 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1366 0.135 0.1645 0.1362] probs=[0.1953 0.2005 0.2015 0.2005 0.2021] +18:50:18,446 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=32 avg=-0.001359375 std=0.001477087373642805 min=-0.0056 max=0.0005 +18:50:18,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0022), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0006), (, -0.0007), (, -0.0007), (, 0.0), (, -0.0044), (, -0.0053), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0017), (, -0.0), (, -0.0007), (, -0.0012), (, -0.0), (, -0.0018), (, -0.0027), (, -0.0004), (, -0.0003), (, -0.0056), (, -0.0014), (, -0.0029), (, -0.0007), (, 0.0004), (, 0.0005), (, -0.002), (, -0.002), (, -0.002), (, 0.0), (, -0.0006)] +18:50:19,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0369 0.0644 0.0484 0.0369 0.0559] probs=[0.194 0.2022 0.2027 0.1971 0.204 ] +18:50:21,415 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.0014184210526315792 std=0.0015358617096391635 min=-0.0056 max=0.0005 +18:50:21,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.002), (, 0.0004), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0014), (, -0.0007), (, -0.0004), (, -0.0014), (, 0.0), (, -0.0003), (, -0.0056), (, -0.0007), (, 0.0), (, 0.0005), (, -0.0013), (, -0.0007), (, -0.0003), (, -0.002), (, -0.0007), (, -0.0022), (, -0.0004), (, -0.0006), (, -0.0006), (, 0.0), (, -0.0029), (, 0.0), (, -0.0053), (, 0.0004), (, -0.0016), (, -0.0044), (, 0.0), (, -0.0027), (, -0.0014), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0018), (, -0.0018), (, -0.0004), (, -0.002), (, -0.0012)] +18:50:23,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.1255 0.0924 0.1118 0.1412] probs=[0.1973 0.2038 0.2009 0.204 0.1939] +18:50:24,719 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.0011783783783783787 std=0.001320960980076193 min=-0.0056 max=0.0002 +18:50:24,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0014), (, -0.0006), (, -0.0014), (, -0.002), (, -0.0016), (, -0.0004), (, -0.0044), (, -0.0003), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0013), (, -0.0005), (, -0.0018), (, -0.0007), (, -0.0004), (, -0.0007), (, -0.0022), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0003), (, -0.002), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0018), (, -0.0004), (, -0.0053), (, -0.0003), (, -0.0056), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0006)] +18:50:26,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1728 0.1536 0.1483 0.1517] probs=[0.1948 0.201 0.1989 0.2066 0.1986] +18:50:27,933 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.001164705882352941 std=0.0014143970556890553 min=-0.0056 max=0.0002 +18:50:27,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, -0.0006), (, -0.0029), (, -0.0), (, -0.0044), (, -0.0003), (, -0.0), (, 0.0), (, -0.0014), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0013), (, -0.0056), (, 0.0), (, -0.0006), (, 0.0002), (, 0.0002), (, -0.0007), (, -0.0007), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0016), (, -0.0025), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0014), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0053), (, -0.0002)] +18:50:29,498 root INFO ContextualMultiArmedBanditAgent - exp=[0.1011 0.1457 0.1719 0.1505 0.2152] probs=[0.1981 0.2026 0.2063 0.1987 0.1943] +18:50:30,983 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.0011515151515151514 std=0.0017109489148318753 min=-0.0056 max=0.0029 +18:50:30,983 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, -0.0053), (, -0.0006), (, -0.0013), (, -0.0002), (, -0.0044), (, -0.0003), (, 0.0), (, -0.0003), (, 0.0007), (, -0.0016), (, -0.0025), (, -0.0014), (, 0.0001), (, -0.0004), (, 0.0002), (, -0.0029), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0014), (, -0.0034), (, -0.0007), (, -0.0056), (, 0.0029), (, -0.0003), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0034)] +18:50:32,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0184 0.0742 0.0396 0.0461 0.039 ] probs=[0.1987 0.1999 0.1975 0.2031 0.2008] +18:50:34,365 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0007740740740740742 std=0.0021374253450411177 min=-0.0056 max=0.0037 +18:50:34,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0034), (, -0.0), (, 0.0), (, -0.0004), (, 0.0037), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0029), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0003), (, -0.0056), (, 0.0028), (, -0.0007), (, -0.0034), (, -0.0044), (, -0.0014), (, -0.0007), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0016), (, 0.0029), (, 0.0002), (, 0.0007), (, -0.0011), (, 0.0031), (, 0.0), (, -0.0014)] +18:50:35,662 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.1226 0.1214 0.088 0.1405] probs=[0.1907 0.201 0.2057 0.2068 0.1958] +18:50:37,115 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0012199999999999997 std=0.001937076835509285 min=-0.0056 max=0.0029 +18:50:37,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0056), (, 0.0006), (, -0.0013), (, -0.0), (, 0.0011), (, -0.0044), (, 0.0029), (, -0.0026), (, -0.0039), (, 0.0), (, 0.0), (, -0.0007), (, -0.0039), (, 0.0007), (, -0.0033), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0002), (, -0.0034), (, -0.0003), (, -0.0005), (, -0.0014), (, -0.0011), (, -0.0034), (, -0.0016), (, -0.0006), (, 0.0013), (, 0.0), (, -0.0007), (, 0.0013), (, 0.0006), (, -0.0029), (, -0.0)] +18:50:38,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1446 0.1839 0.1184 0.1243 0.1073] probs=[0.1983 0.2053 0.1964 0.1974 0.2026] +18:50:40,1 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.001788888888888889 std=0.001805615383624167 min=-0.0056 max=0.0021 +18:50:40,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, -0.0039), (, -0.0007), (, -0.0006), (, -0.0016), (, 0.0021), (, -0.0039), (, -0.0007), (, -0.0025), (, -0.0011), (, 0.0), (, 0.0005), (, -0.0026), (, -0.0), (, -0.0007), (, -0.0013), (, 0.0013), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0044), (, 0.0), (, -0.0029), (, -0.0056), (, -0.0005), (, -0.0033), (, -0.0013), (, -0.0034), (, -0.0003), (, -0.0), (, -0.0), (, -0.0034)] +18:50:41,224 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.1395 0.1041 0.1178 0.0587] probs=[0.1989 0.2033 0.1964 0.2033 0.1981] +18:50:42,632 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.001672 std=0.0014957325964222348 min=-0.0056 max=0.0005 +18:50:42,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, 0.0), (, -0.0033), (, -0.0007), (, 0.0), (, -0.0025), (, 0.0004), (, -0.0016), (, -0.0004), (, 0.0005), (, -0.0003), (, -0.0013), (, -0.0001), (, -0.0039), (, -0.0), (, -0.0009), (, -0.001), (, -0.0007), (, 0.0), (, -0.0), (, -0.0056), (, -0.0033), (, 0.0), (, -0.0039), (, -0.0015), (, -0.0029), (, -0.0009), (, -0.0003), (, -0.0026), (, -0.0007), (, -0.0018)] +18:50:43,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.1459 0.1369 0.1183 0.1288] probs=[0.2002 0.2078 0.2013 0.1985 0.1923] +18:50:45,392 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.002 std=0.0012759310326189263 min=-0.0039 max=0.0004 +18:50:45,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0026), (, -0.0025), (, 0.0004), (, -0.0033), (, -0.0009), (, -0.0033), (, 0.0), (, -0.0032), (, -0.0039), (, 0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0033), (, -0.001), (, -0.0001), (, 0.0), (, -0.0013), (, 0.0), (, -0.0009)] +18:50:46,162 root INFO ContextualMultiArmedBanditAgent - exp=[0.0461 0.131 0.0536 0.0855 0.0629] probs=[0.1989 0.2099 0.1947 0.199 0.1975] +18:50:47,389 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0012944444444444444 std=0.0016174301366407083 min=-0.0033 max=0.0024 +18:50:47,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, 0.0), (, -0.0033), (, -0.0011), (, 0.0), (, 0.0024), (, 0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0008), (, 0.0003), (, -0.001), (, -0.0009), (, -0.0026), (, -0.0032), (, -0.0001), (, 0.0003), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0025), (, -0.0033), (, -0.0033)] +18:50:48,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.0646 0.0834 0.0459 0.0631] probs=[0.1991 0.2013 0.2016 0.2054 0.1927] +18:50:49,413 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0009999999999999998 std=0.0012550848956298117 min=-0.0033 max=0.0004 +18:50:49,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, 0.0003), (, -0.0011), (, -0.0), (, -0.0003), (, -0.001), (, -0.0008), (, -0.0009), (, -0.0002), (, 0.0001), (, -0.0033), (, -0.003), (, -0.0032), (, -0.0033), (, -0.0002), (, -0.0025), (, 0.0001), (, 0.0004), (, 0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0014)] +18:50:50,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0586 0.086 0.0676 0.064 0.0754] probs=[0.2026 0.1997 0.194 0.2063 0.1973] +18:50:51,684 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0011304347826086956 std=0.0010621695527504875 min=-0.0033 max=0.0003 +18:50:51,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0019), (, -0.0007), (, -0.0032), (, 0.0), (, -0.0014), (, -0.0011), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0019), (, -0.0003), (, -0.001), (, 0.0001), (, -0.0009), (, -0.0025), (, 0.0001), (, -0.003), (, 0.0003), (, -0.0014), (, -0.0014), (, -0.0033), (, -0.0002)] +18:50:52,670 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.1129 0.0913 0.0557 0.1136] probs=[0.1952 0.1971 0.1987 0.2136 0.1955] +18:50:53,843 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.001138095238095238 std=0.0009276063360818688 min=-0.0033 max=0.0001 +18:50:53,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0014), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0), (, -0.0011), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0003), (, -0.0009), (, -0.0014), (, 0.0), (, -0.0004), (, -0.003), (, -0.0033), (, 0.0001), (, -0.0014), (, -0.0019), (, -0.0008), (, -0.0025), (, 0.0001), (, 0.0001)] +18:50:54,712 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1025 0.0726 0.0884 0.0276] probs=[0.1995 0.2007 0.204 0.2021 0.1937] +18:50:55,971 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0010863636363636364 std=0.0009181480641860523 min=-0.0033 max=0.0002 +18:50:55,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0019), (, -0.0009), (, 0.0001), (, 0.0001), (, -0.0014), (, 0.0002), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0033), (, -0.0019), (, 0.0), (, -0.0008), (, -0.0025), (, -0.0009), (, -0.003), (, -0.0009), (, -0.0009), (, -0.0014)] +18:50:56,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.1216 0.2239 0.197 0.2661 0.2145] probs=[0.1931 0.1973 0.2097 0.1973 0.2026] +18:50:58,231 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0008727272727272726 std=0.0010471527709077768 min=-0.0033 max=0.0018 +18:50:58,232 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0033), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0004), (, 0.0002), (, -0.0014), (, -0.0009), (, -0.0001), (, -0.0009), (, -0.0019), (, 0.0018), (, -0.0007), (, -0.0011), (, -0.003), (, -0.0009), (, -0.0008), (, 0.0002), (, -0.0014), (, -0.0), (, -0.0019)] +18:50:59,67 root INFO ContextualMultiArmedBanditAgent - exp=[0.0461 0.1021 0.0467 0.027 0.0879] probs=[0.1926 0.201 0.2032 0.1999 0.2032] +18:51:00,345 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0010588235294117646 std=0.000755418717961348 min=-0.0033 max=0.0002 +18:51:00,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0033), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0018), (, -0.0), (, -0.0019), (, -0.0016), (, -0.0014), (, -0.0004), (, 0.0), (, -0.0007), (, -0.0008), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0002), (, -0.0007), (, -0.0011)] +18:51:01,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0599 0.1017 0.0707 0.0807 0.0322] probs=[0.1949 0.2036 0.2013 0.2023 0.1978] +18:51:02,210 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0006823529411764705 std=0.0007524354919527475 min=-0.0018 max=0.0008 +18:51:02,210 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0009), (, -0.0009), (, 0.0), (, 0.0005), (, 0.0008), (, 0.0001), (, -0.0004), (, -0.0014), (, -0.0016), (, -0.0008), (, -0.0018), (, -0.0006), (, -0.0007), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0006)] +18:51:02,983 root INFO ContextualMultiArmedBanditAgent - exp=[0.1569 0.1681 0.137 0.1054 0.105 ] probs=[0.1956 0.2039 0.1987 0.2046 0.1973] +18:51:04,238 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.0007466666666666666 std=0.000691728912861743 min=-0.0018 max=0.0005 +18:51:04,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0005), (, -0.0007), (, -0.0018), (, -0.0009), (, -0.0004), (, 0.0), (, -0.0008), (, 0.0004), (, -0.0006), (, -0.0007), (, -0.0016), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0006)] +18:51:04,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.173 0.1097 0.204 0.1673] probs=[0.2101 0.2049 0.1796 0.2091 0.1962] +18:51:06,579 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:51:06,581 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.19877058823529414 std=0.35681969374017247 min=-0.0604 max=1.1973 +18:51:06,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.4063), (, -0.0091), (, 0.1207), (, 0.0306), (, -0.0604), (, 0.0364), (, 1.0765), (, 0.1207), (, 0.0456), (, 0.0306), (, 1.1973), (, 0.0054), (, 0.1207), (, 0.1123), (, 0.0398), (, 0.1082)] +18:51:07,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.0101 0.023 0.024 0.0392 0.037 ] probs=[0.1909 0.2003 0.2091 0.2007 0.199 ] +18:51:08,176 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.061976470588235286 std=0.10351373611272004 min=-0.0604 max=0.4063 +18:51:08,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0091), (, 0.0054), (, 0.0456), (, 0.4063), (, 0.0398), (, 0.1207), (, 0.0364), (, 0.1082), (, 0.1207), (, 0.1207), (, 0.1123), (, -0.0025), (, 0.0087), (, 0.0306), (, 0.0306), (, -0.0604)] +18:51:08,624 root INFO ContextualMultiArmedBanditAgent - exp=[0.0637 0.2201 0.0805 0.1038 0.1635] probs=[0.1974 0.1957 0.1987 0.2094 0.1988] +18:51:09,689 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03510666666666667 std=0.05734088089855459 min=-0.0604 max=0.1207 +18:51:09,689 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, 0.0364), (, 0.0456), (, 0.1207), (, -0.0604), (, 0.0087), (, 0.0306), (, 0.1123), (, 0.0398), (, 0.1082), (, -0.0091), (, 0.0054), (, 0.0306), (, 0.1207), (, -0.0025)] +18:51:10,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.1797 0.2227 0.1338 0.1378 0.1143] probs=[0.197 0.1988 0.2026 0.204 0.1977] +18:51:10,875 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.026933333333333333 std=0.03241470859553319 min=-0.0674 max=0.0306 +18:51:10,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0025), (, 0.0306), (, -0.0674), (, -0.0404), (, -0.0091), (, 0.0054), (, -0.0382), (, -0.0604)] +18:51:11,63 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0493 0.0686 0.0969 0.0469] probs=[0.1894 0.2111 0.1996 0.2103 0.1896] +18:51:12,38 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.023233333333333335 std=0.02702710573562113 min=-0.0674 max=0.0072 +18:51:12,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0028), (, -0.0604), (, 0.0072), (, -0.0011), (, -0.0025), (, -0.0091), (, -0.0382), (, -0.0404), (, -0.0674)] +18:51:12,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1035 0.0339 0.0269 0.0329] probs=[0.2028 0.2088 0.1932 0.1998 0.1955] +18:51:13,128 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0291375 std=0.03334579949184005 min=-0.0722 max=0.0158 +18:51:13,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0722), (, -0.0185), (, -0.0674), (, 0.0072), (, 0.0028), (, -0.0404), (, -0.0604), (, 0.0158)] +18:51:13,462 root INFO ContextualMultiArmedBanditAgent - exp=[0.1155 0.2485 0.0696 0.1427 0.1117] probs=[0.2095 0.213 0.1878 0.1999 0.1899] +18:51:14,389 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.02128333333333333 std=0.028758240364961288 min=-0.0722 max=0.0158 +18:51:14,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0722), (, -0.0674), (, -0.0037), (, -0.023), (, -0.0203), (, -0.0185), (, -0.0185), (, 0.0072), (, 0.0028), (, 0.0028), (, 0.0158)] +18:51:14,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.0247 0.0989 0.0776 0.074 0.0388] probs=[0.2042 0.2036 0.1915 0.2005 0.2003] +18:51:15,442 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.030469230769230773 std=0.019467581913584702 min=-0.0722 max=-0.0124 +18:51:15,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0185), (, -0.0185), (, -0.0722), (, -0.0124), (, -0.0185), (, -0.0185), (, -0.0185), (, -0.0549), (, -0.0461), (, -0.0161), (, -0.0604), (, -0.0185), (, -0.023)] +18:51:15,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0944 0.085 0.0795 0.0934] probs=[0.2006 0.2006 0.2107 0.1936 0.1945] +18:51:16,741 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.02568125 std=0.016393833396661686 min=-0.0722 max=-0.0124 +18:51:16,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0185), (, -0.0266), (, -0.014), (, -0.0161), (, -0.0185), (, -0.0185), (, -0.0185), (, -0.0161), (, -0.0185), (, -0.0549), (, -0.0124), (, -0.0722), (, -0.023), (, -0.0185), (, -0.0185), (, -0.0461)] +18:51:17,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0513 0.1051 0.0668 0.0432 0.0363] probs=[0.1976 0.1975 0.1992 0.2048 0.2008] +18:51:17,937 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.022627272727272732 std=0.01595975568901017 min=-0.0722 max=-0.0042 +18:51:17,937 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, -0.0081), (, -0.0124), (, -0.0266), (, -0.014), (, -0.0161), (, -0.0185), (, -0.0161), (, -0.0161), (, -0.0215), (, -0.0549), (, -0.0042), (, -0.0185), (, -0.0185), (, -0.0124), (, -0.0082), (, -0.0265), (, -0.023), (, -0.0461), (, -0.0346), (, -0.0185), (, -0.0722)] +18:51:18,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.103 0.1005 0.1081 0.0663 0.1123] probs=[0.196 0.2043 0.1964 0.2062 0.1971] +18:51:19,448 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.016779166666666668 std=0.015297902338955567 min=-0.0549 max=0.0091 +18:51:19,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0161), (, -0.0052), (, 0.0021), (, -0.0549), (, -0.0215), (, 0.0091), (, -0.0266), (, -0.0161), (, -0.0265), (, -0.0161), (, -0.0161), (, -0.014), (, -0.0108), (, 0.009), (, -0.0005), (, -0.0082), (, -0.0346), (, -0.0063), (, -0.0461), (, -0.023), (, -0.0081), (, -0.0346), (, -0.0161)] +18:51:19,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.1302 0.1412 0.1198 0.1057 0.1262] probs=[0.2003 0.2082 0.1961 0.2018 0.1937] +18:51:20,962 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.014406666666666668 std=0.023478939972286277 min=-0.0549 max=0.0404 +18:51:20,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, 0.0147), (, -0.0161), (, -0.0161), (, -0.0346), (, -0.0549), (, -0.0461), (, 0.0404), (, -0.0071), (, -0.0128), (, 0.0011), (, 0.0091), (, -0.0346), (, -0.0215), (, -0.0161)] +18:51:21,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.0987 0.1348 0.1219 0.1403] probs=[0.201 0.2104 0.196 0.1912 0.2014] +18:51:22,315 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.017426666666666667 std=0.019768610359748497 min=-0.0549 max=0.0147 +18:51:22,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0461), (, -0.0215), (, -0.0549), (, 0.0091), (, 0.0019), (, -0.0051), (, -0.0346), (, -0.0057), (, -0.0128), (, -0.0003), (, -0.0346), (, 0.0147), (, -0.0346), (, -0.0154)] +18:51:22,680 root INFO ContextualMultiArmedBanditAgent - exp=[0.024 0.0712 0.0158 0.0731 0.0416] probs=[0.1953 0.214 0.1918 0.2046 0.1943] +18:51:23,736 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.019566666666666663 std=0.012840474203773697 min=-0.0346 max=0.0019 +18:51:23,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0346), (, -0.003), (, -0.0346), (, -0.0128), (, -0.0346), (, -0.0215), (, -0.0154), (, 0.0019)] +18:51:23,928 root INFO ContextualMultiArmedBanditAgent - exp=[0.2402 0.3733 0.2816 0.281 0.2351] probs=[0.1823 0.2221 0.1978 0.1977 0.2001] +18:51:25,60 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.009366666666666667 std=0.01373708686569156 min=-0.0346 max=0.0165 +18:51:25,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0033), (, -0.0215), (, -0.0154), (, -0.0128), (, -0.0114), (, 0.0165), (, -0.0003), (, -0.003), (, -0.0346), (, -0.0346), (, 0.0006), (, 0.0019), (, -0.0004), (, -0.0007)] +18:51:25,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.1272 0.0904 0.1587 0.1141 0.0497] probs=[0.1977 0.2038 0.199 0.1972 0.2023] +18:51:26,504 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005546666666666667 std=0.015022909911938572 min=-0.0346 max=0.0165 +18:51:26,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0154), (, -0.0346), (, -0.0346), (, -0.0033), (, 0.0074), (, -0.0003), (, -0.0215), (, 0.0165), (, 0.0006), (, -0.0009), (, 0.0164), (, 0.0019), (, -0.0114), (, -0.0007)] +18:51:26,898 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0339 0.074 0.009 0.0715 -0.0018] probs=[0.1945 0.2034 0.1989 0.2006 0.2026] +18:51:27,873 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01182 std=0.01316493828318234 min=-0.0346 max=0.0006 +18:51:27,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0346), (, -0.0009), (, -0.0024), (, -0.0154), (, -0.0028), (, 0.0006), (, -0.0033), (, -0.0215), (, -0.0346)] +18:51:28,106 root INFO ContextualMultiArmedBanditAgent - exp=[0.1093 0.1388 0.1617 0.1503 0.1098] probs=[0.1893 0.2099 0.2006 0.1895 0.2107] +18:51:29,19 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.006609090909090909 std=0.010526283514522073 min=-0.0346 max=-0.0005 +18:51:29,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0033), (, -0.0007), (, -0.0028), (, -0.0028), (, -0.0009), (, -0.0346), (, -0.0013), (, -0.0005), (, -0.0215), (, -0.0015)] +18:51:29,279 root INFO ContextualMultiArmedBanditAgent - exp=[0.1248 0.1382 0.0647 0.0753 0.1182] probs=[0.1976 0.2048 0.199 0.2002 0.1984] +18:51:30,127 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0029533333333333326 std=0.005117924926721332 min=-0.0215 max=0.0015 +18:51:30,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0028), (, -0.0007), (, -0.0215), (, 0.0015), (, -0.0019), (, -0.0013), (, -0.0028), (, -0.0005), (, -0.0033), (, -0.0002), (, -0.0015), (, -0.0028), (, -0.0009), (, -0.0028)] +18:51:30,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.1517 0.1351 0.113 0.1605] probs=[0.2018 0.1987 0.2011 0.211 0.1874] +18:51:31,445 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0021047619047619044 std=0.0045869874116612995 min=-0.0215 max=0.0015 +18:51:31,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0002), (, -0.0013), (, 0.0015), (, -0.0028), (, -0.0009), (, 0.0015), (, -0.0028), (, 0.0013), (, 0.0013), (, -0.0028), (, -0.0019), (, -0.0028), (, -0.0021), (, -0.0007), (, -0.0005), (, -0.0015), (, -0.0215), (, -0.0004), (, -0.002), (, -0.0028)] +18:51:31,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0543 0.043 0.0503 0.0537 0.0201] probs=[0.1955 0.2073 0.1955 0.2004 0.2013] +18:51:33,10 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0009608695652173914 std=0.00152336559043363 min=-0.0028 max=0.002 +18:51:33,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0013), (, -0.0002), (, 0.0008), (, 0.0012), (, -0.0015), (, -0.0004), (, -0.0), (, 0.002), (, -0.0028), (, 0.0013), (, -0.0028), (, -0.002), (, -0.0007), (, -0.0005), (, -0.0009), (, -0.0028), (, 0.0013), (, 0.0), (, -0.0028), (, 0.0002), (, -0.0019), (, -0.0021), (, -0.0006), (, -0.0028)] +18:51:33,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.2181 0.1009 0.1385 0.1103] probs=[0.199 0.2033 0.199 0.1983 0.2003] +18:51:34,725 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=25 avg=-0.00078 std=0.001584929020492716 min=-0.0028 max=0.002 +18:51:34,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0028), (, -0.0028), (, 0.0014), (, 0.0008), (, -0.0015), (, -0.0004), (, 0.0013), (, 0.0012), (, -0.0013), (, -0.0007), (, 0.0012), (, -0.002), (, -0.0028), (, -0.0028), (, -0.0002), (, -0.0019), (, -0.0028), (, -0.0005), (, -0.0), (, 0.0013), (, 0.0), (, -0.0006), (, 0.002), (, -0.0), (, 0.0002), (, -0.0021), (, -0.0009)] +18:51:35,380 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.0854 0.0168 0.0328 0.0666] probs=[0.1931 0.2032 0.2 0.2018 0.2018] +18:51:36,606 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0008310344827586208 std=0.0016844324631604764 min=-0.0038 max=0.002 +18:51:36,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0012), (, 0.0), (, 0.0013), (, -0.0028), (, -0.0008), (, 0.0), (, -0.0028), (, -0.0028), (, -0.0), (, -0.0027), (, 0.0008), (, -0.0028), (, -0.0011), (, -0.0013), (, -0.0015), (, -0.0018), (, -0.0021), (, 0.0013), (, -0.0002), (, -0.002), (, -0.0), (, -0.0038), (, 0.0006), (, 0.0014), (, -0.0006), (, 0.002), (, -0.0026), (, 0.0008), (, -0.0028), (, 0.0012), (, 0.0012), (, 0.0012)] +18:51:37,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.1157 0.1005 0.0774 0.0994] probs=[0.2046 0.197 0.1953 0.2041 0.1989] +18:51:38,690 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0009633333333333333 std=0.0015820837174084336 min=-0.0038 max=0.0014 +18:51:38,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, 0.0014), (, -0.0004), (, -0.0), (, -0.0028), (, -0.0013), (, -0.0028), (, -0.0021), (, 0.0006), (, -0.0027), (, -0.0011), (, 0.0), (, -0.0026), (, 0.0013), (, -0.0), (, 0.0), (, -0.0028), (, -0.0015), (, -0.0003), (, -0.0018), (, 0.0012), (, 0.0008), (, -0.0012), (, -0.0028), (, 0.0014), (, -0.002), (, -0.0002), (, 0.0), (, 0.0), (, 0.0008), (, -0.0038), (, -0.0), (, -0.0002), (, -0.0008), (, 0.0008), (, 0.0001), (, 0.0)] +18:51:39,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1621 0.1305 0.1789 0.1249] probs=[0.199 0.2039 0.2 0.1989 0.1983] +18:51:41,70 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-0.0008172413793103447 std=0.0016807364899449828 min=-0.0038 max=0.005 +18:51:41,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.005), (, -0.0003), (, 0.0002), (, 0.0008), (, 0.0), (, -0.0028), (, -0.0), (, 0.0008), (, -0.0027), (, -0.0002), (, -0.0021), (, -0.0002), (, -0.0026), (, 0.0), (, -0.0012), (, 0.0012), (, -0.002), (, -0.0028), (, -0.0), (, -0.0003), (, 0.0), (, -0.0028), (, -0.0003), (, -0.0016), (, -0.0038), (, 0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, 0.0), (, -0.0011), (, -0.0002), (, 0.0006), (, -0.0018), (, -0.0013), (, -0.0013), (, -0.0)] +18:51:42,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.1438 0.0905 0.169 0.0947] probs=[0.2017 0.2016 0.1952 0.2012 0.2003] +18:51:43,684 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0008629629629629628 std=0.0015601871084722733 min=-0.0038 max=0.005 +18:51:43,684 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0028), (, 0.005), (, -0.0003), (, -0.0003), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0014), (, 0.0), (, 0.0), (, -0.0014), (, -0.0028), (, -0.0016), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0012), (, -0.0013), (, -0.0013), (, -0.0003), (, 0.0), (, -0.0038), (, -0.0026), (, 0.0), (, -0.0018)] +18:51:44,622 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1471 0.1569 0.113 0.1531] probs=[0.1953 0.2035 0.2039 0.1973 0.2 ] +18:51:45,869 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00048000000000000007 std=0.0015929846201391904 min=-0.0038 max=0.005 +18:51:45,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0005), (, 0.0008), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0027), (, 0.0), (, 0.0002), (, -0.0005), (, 0.0003), (, -0.0026), (, 0.0), (, 0.0), (, -0.0), (, 0.0015), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0016), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0013), (, 0.005), (, 0.0), (, -0.0018), (, -0.0), (, -0.0038), (, -0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0014), (, -0.0005), (, -0.0002)] +18:51:46,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.1345 0.1452 0.1467 0.1623 0.1221] probs=[0.1952 0.2028 0.1993 0.2014 0.2012] +18:51:48,251 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.0004571428571428571 std=0.0014253893130922342 min=-0.0038 max=0.005 +18:51:48,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0003), (, 0.0), (, 0.0003), (, 0.0), (, -0.0), (, -0.0026), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0014), (, -0.0002), (, -0.0), (, 0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.005), (, -0.0005), (, -0.0017), (, 0.0002), (, -0.0), (, 0.0004), (, 0.0), (, -0.0), (, -0.0), (, 0.0003), (, -0.0018), (, 0.0), (, 0.0002), (, -0.0016), (, -0.0005), (, -0.0014), (, -0.0), (, -0.0038), (, -0.0013)] +18:51:49,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.0694 0.0872 0.1083 0.0649 0.1181] probs=[0.2034 0.2058 0.194 0.1979 0.1989] +18:51:50,692 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=27 avg=-0.00023703703703703704 std=0.001404529220757472 min=-0.0038 max=0.005 +18:51:50,692 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, -0.0016), (, -0.0017), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0014), (, 0.0003), (, 0.0), (, 0.0001), (, -0.0), (, 0.0016), (, -0.0007), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.005), (, 0.0002), (, -0.0003), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0038)] +18:51:52,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1628 0.1097 0.1242 0.0951] probs=[0.1957 0.2007 0.2011 0.202 0.2006] +18:51:53,208 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0003322580645161291 std=0.001409961586476096 min=-0.0038 max=0.005 +18:51:53,209 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0013), (, 0.0), (, 0.0016), (, -0.001), (, -0.0014), (, 0.0003), (, 0.0), (, -0.0012), (, -0.002), (, -0.0038), (, 0.0), (, -0.0), (, -0.0), (, 0.0002), (, 0.0003), (, -0.0003), (, -0.0001), (, 0.0003), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0023), (, 0.0001), (, -0.0), (, 0.005), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0016), (, 0.0005), (, 0.0), (, 0.0001), (, -0.0003)] +18:51:54,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.0843 0.1275 0.1096 0.0992 0.0612] probs=[0.2008 0.2093 0.1954 0.1947 0.1999] +18:51:55,731 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.00025000000000000006 std=0.00155345237639082 min=-0.0038 max=0.005 +18:51:55,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0002), (, 0.0001), (, -0.0012), (, -0.0038), (, -0.0005), (, 0.0003), (, 0.0), (, -0.0), (, 0.0006), (, -0.0), (, 0.0), (, 0.0016), (, 0.0002), (, 0.005), (, -0.0), (, -0.0017), (, -0.0003), (, 0.0008), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0), (, -0.0023), (, -0.001), (, 0.0), (, -0.0014), (, 0.0), (, -0.0009), (, -0.002), (, 0.0002), (, 0.0002), (, 0.0014), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0002), (, 0.0009), (, -0.0003), (, -0.0001)] +18:51:56,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.1636 0.2033 0.1634 0.1365] probs=[0.202 0.2035 0.1976 0.1971 0.1999] +18:51:58,117 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-4.1379310344827654e-05 std=0.0015327498933074524 min=-0.0023 max=0.005 +18:51:58,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0014), (, 0.0016), (, 0.005), (, 0.0014), (, 0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.002), (, -0.0023), (, 0.0003), (, -0.0009), (, 0.0), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, 0.0001), (, 0.0008), (, 0.0031), (, -0.0003), (, -0.001), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0012), (, -0.0003), (, -0.0001), (, -0.001), (, -0.0017), (, 0.0006), (, 0.0009), (, -0.0002), (, -0.0002)] +18:51:59,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0733 0.1161 0.0585 0.0831 0.0924] probs=[0.193 0.2067 0.1991 0.2014 0.1999] +18:52:00,838 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.00015000000000000001 std=0.0013720422734012244 min=-0.0023 max=0.0039 +18:52:00,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0003), (, -0.002), (, 0.0), (, 0.0001), (, -0.0011), (, -0.0023), (, 0.0), (, 0.0009), (, -0.001), (, -0.0012), (, 0.0001), (, -0.0009), (, 0.0), (, -0.001), (, -0.0), (, 0.0003), (, -0.0017), (, -0.0002), (, -0.0009), (, 0.001), (, -0.001), (, 0.0016), (, -0.0001), (, 0.0), (, 0.0039), (, 0.0008), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0008), (, -0.0003), (, 0.0031), (, 0.0006), (, -0.001), (, 0.0002)] +18:52:02,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.1316 0.1034 0.13 0.1704 0.0791] probs=[0.1978 0.2034 0.2012 0.1939 0.2038] +18:52:03,809 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.00042500000000000003 std=0.0012266752393592783 min=-0.0023 max=0.0031 +18:52:03,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0009), (, 0.0031), (, -0.0011), (, -0.0002), (, -0.0009), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0), (, 0.0), (, -0.001), (, 0.0016), (, 0.0008), (, -0.001), (, -0.0009), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.002), (, -0.0), (, -0.0017), (, 0.0019), (, -0.0005), (, -0.0012), (, -0.0017), (, -0.001), (, -0.001), (, -0.0023), (, 0.0008), (, 0.0003)] +18:52:04,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.057 0.122 0.0513 0.0543 0.0985] probs=[0.2001 0.2014 0.1988 0.1988 0.2008] +18:52:06,157 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0005678571428571428 std=0.0013405898412448825 min=-0.003 max=0.0031 +18:52:06,158 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0011), (, -0.001), (, -0.001), (, 0.0003), (, -0.0024), (, 0.0001), (, -0.0017), (, 0.0031), (, 0.0002), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0009), (, -0.0), (, 0.0016), (, -0.0), (, -0.0), (, -0.0), (, -0.003), (, 0.0001), (, -0.0008), (, 0.0006), (, -0.001), (, -0.001), (, -0.001), (, 0.0019), (, 0.0), (, 0.0008), (, -0.001), (, -0.0002), (, -0.002)] +18:52:07,198 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.1241 0.0573 0.044 0.0678] probs=[0.1972 0.2063 0.1965 0.2049 0.195 ] +18:52:08,610 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.0007208333333333334 std=0.0013509191829598425 min=-0.003 max=0.0031 +18:52:08,610 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0008), (, -0.003), (, -0.0), (, 0.0008), (, -0.0017), (, 0.0001), (, -0.0), (, -0.001), (, -0.0023), (, 0.0002), (, 0.0003), (, -0.0011), (, -0.0024), (, -0.0), (, -0.001), (, -0.0001), (, 0.0008), (, -0.0009), (, -0.001), (, -0.001), (, -0.0), (, 0.0031), (, 0.0001), (, -0.0002), (, -0.0009), (, -0.0024), (, 0.0001)] +18:52:09,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.0917 0.0504 0.0608 0.0934 0.0473] probs=[0.1968 0.205 0.2007 0.1932 0.2043] +18:52:10,878 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.001016 std=0.0011945476131155258 min=-0.0033 max=0.0012 +18:52:10,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0011), (, 0.0001), (, -0.0023), (, -0.0), (, -0.001), (, -0.0024), (, -0.0002), (, -0.0012), (, -0.002), (, 0.0004), (, -0.0001), (, -0.001), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0024), (, 0.0012), (, -0.001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0008), (, -0.0), (, 0.0001), (, -0.0033), (, -0.0021), (, 0.0001), (, 0.0007), (, -0.0025)] +18:52:11,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.0979 0.0753 0.1001 0.106 ] probs=[0.1959 0.1952 0.2099 0.2005 0.1985] +18:52:13,339 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0017483870967741932 std=0.0017839555483652567 min=-0.006 max=0.0012 +18:52:13,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0001), (, 0.0004), (, -0.0023), (, -0.0009), (, -0.001), (, -0.002), (, 0.0001), (, -0.0025), (, -0.0012), (, 0.0001), (, 0.0002), (, -0.001), (, -0.0), (, -0.001), (, -0.0024), (, -0.003), (, -0.0), (, -0.0025), (, -0.006), (, -0.0052), (, -0.0033), (, -0.0059), (, -0.0), (, 0.0001), (, 0.0012), (, -0.0036), (, -0.0002), (, -0.0033), (, -0.0011), (, -0.001), (, -0.0021), (, -0.0012), (, -0.0005)] +18:52:14,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.1214 0.0914 0.1365 0.1163 0.1182] probs=[0.2063 0.1969 0.1997 0.2003 0.1968] +18:52:15,826 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=36 avg=-0.0017305555555555555 std=0.0020304377530807986 min=-0.006 max=0.0029 +18:52:15,826 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0006), (, -0.0005), (, -0.001), (, -0.0012), (, -0.006), (, -0.0025), (, 0.0012), (, -0.0052), (, -0.0002), (, -0.003), (, -0.001), (, -0.0059), (, 0.0029), (, -0.0024), (, -0.001), (, -0.0), (, -0.0014), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0021), (, -0.0033), (, -0.0023), (, -0.0036), (, 0.0001), (, -0.0033), (, 0.0001), (, -0.0012), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0041), (, -0.0033), (, -0.0011), (, -0.0025), (, -0.002)] +18:52:16,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.1646 0.1621 0.1329 0.1655 0.1649] probs=[0.2062 0.2002 0.1985 0.1931 0.2019] +18:52:18,250 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0017029411764705885 std=0.0021688279966130867 min=-0.006 max=0.0029 +18:52:18,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0029), (, -0.0005), (, -0.0), (, -0.0033), (, -0.001), (, -0.0024), (, -0.0), (, 0.0008), (, -0.0001), (, -0.0), (, -0.006), (, 0.0004), (, 0.0011), (, -0.0033), (, -0.0041), (, -0.0033), (, -0.0014), (, -0.0001), (, 0.0006), (, -0.0005), (, -0.0036), (, -0.002), (, -0.003), (, -0.0025), (, -0.0059), (, -0.0004), (, -0.0011), (, -0.0), (, 0.0015), (, -0.0023), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0021), (, -0.0021), (, -0.0025), (, -0.0052), (, -0.0001)] +18:52:19,505 root INFO ContextualMultiArmedBanditAgent - exp=[0.1237 0.1789 0.1094 0.1117 0.1334] probs=[0.2013 0.2035 0.2008 0.1961 0.1983] +18:52:20,946 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.001932258064516129 std=0.0022232477111234386 min=-0.006 max=0.0015 +18:52:20,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0004), (, -0.0036), (, -0.006), (, -0.0021), (, -0.0033), (, -0.0012), (, -0.0059), (, -0.003), (, 0.0008), (, -0.0052), (, -0.0033), (, 0.0006), (, -0.0005), (, -0.0013), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0001), (, -0.0033), (, -0.0014), (, -0.0024), (, -0.002), (, 0.0011), (, -0.0054), (, 0.001), (, 0.0002), (, -0.0023), (, 0.0015), (, 0.0), (, -0.0001), (, -0.0), (, -0.0041), (, -0.0009)] +18:52:22,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.1154 0.1082 0.0976 0.1149 0.1133] probs=[0.1957 0.2084 0.2001 0.1919 0.2038] +18:52:23,611 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.001396153846153846 std=0.0023647216081441108 min=-0.006 max=0.0016 +18:52:23,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0004), (, 0.0011), (, -0.0), (, -0.0021), (, -0.001), (, 0.0016), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0017), (, -0.0004), (, 0.001), (, -0.0052), (, -0.0041), (, -0.0033), (, 0.0012), (, 0.0008), (, 0.0006), (, -0.0014), (, -0.006), (, 0.0015), (, -0.0), (, -0.0036), (, -0.0059), (, -0.0054), (, -0.0), (, -0.002), (, 0.0003)] +18:52:24,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.147 0.1633 0.1725 0.1463] probs=[0.1976 0.197 0.2062 0.1932 0.2061] +18:52:25,850 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=31 avg=-0.0012516129032258065 std=0.0021179525974381005 min=-0.006 max=0.0012 +18:52:25,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0011), (, -0.002), (, -0.0016), (, -0.0054), (, 0.0001), (, -0.0021), (, -0.0006), (, -0.0003), (, -0.0059), (, -0.0017), (, 0.0008), (, 0.0012), (, -0.0041), (, -0.0014), (, -0.0035), (, -0.0), (, -0.001), (, 0.0003), (, 0.0006), (, -0.0007), (, 0.0012), (, 0.0), (, -0.006), (, 0.0011), (, 0.0004), (, -0.0004), (, -0.0013), (, -0.0052), (, 0.0009), (, -0.0004), (, -0.0005), (, -0.0004)] +18:52:26,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1182 0.1057 0.1079 0.0595] probs=[0.1912 0.1967 0.2031 0.206 0.203 ] +18:52:28,601 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.001052941176470588 std=0.002075378816465541 min=-0.006 max=0.0022 +18:52:28,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0054), (, 0.0006), (, -0.0024), (, -0.006), (, -0.002), (, 0.0002), (, -0.0052), (, 0.0002), (, 0.0002), (, 0.0004), (, -0.0006), (, 0.0008), (, -0.0014), (, 0.0012), (, -0.0007), (, -0.0004), (, 0.0001), (, -0.0013), (, -0.001), (, 0.0006), (, -0.0004), (, 0.0011), (, 0.0012), (, -0.0004), (, 0.0003), (, -0.0016), (, 0.0), (, -0.0017), (, 0.0022), (, -0.0006), (, -0.0004), (, -0.0005), (, -0.0059)] +18:52:29,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.0691 0.1045 0.0767 0.1124 0.0849] probs=[0.1975 0.2041 0.1987 0.1993 0.2003] +18:52:31,246 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=35 avg=-0.0012057142857142859 std=0.0019506691682808833 min=-0.006 max=0.0022 +18:52:31,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0001), (, 0.0001), (, 0.0003), (, -0.0007), (, -0.0009), (, -0.002), (, -0.0024), (, -0.0017), (, 0.0002), (, -0.0013), (, -0.001), (, -0.0018), (, -0.0016), (, 0.0), (, 0.0007), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0059), (, 0.0002), (, -0.0035), (, -0.0004), (, -0.0006), (, 0.0006), (, -0.0054), (, 0.0001), (, -0.006), (, -0.0004), (, 0.0008), (, 0.0002), (, 0.0022), (, -0.0052), (, -0.0003)] +18:52:32,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0203 0.0439 0.0254 0.0268 0.0059] probs=[0.1989 0.2036 0.1977 0.1988 0.201 ] +18:52:33,985 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=37 avg=-0.0009594594594594594 std=0.0016664348511782059 min=-0.0059 max=0.0022 +18:52:33,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.001), (, -0.001), (, 0.0006), (, 0.0013), (, 0.0002), (, -0.0003), (, 0.0003), (, 0.0001), (, 0.0002), (, -0.0004), (, -0.0014), (, -0.002), (, 0.0001), (, 0.0002), (, 0.0007), (, -0.0006), (, -0.0035), (, -0.0004), (, -0.0036), (, -0.0009), (, -0.0008), (, -0.0054), (, -0.0005), (, 0.0001), (, -0.0009), (, 0.0022), (, -0.0024), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0015), (, -0.002), (, -0.0018), (, 0.0003), (, -0.0002), (, -0.0059)] +18:52:35,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.0685 0.0697 0.0568 0.0851] probs=[0.2008 0.2042 0.2 0.1994 0.1956] +18:52:36,700 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0010999999999999998 std=0.0018095531930895788 min=-0.0059 max=0.0022 +18:52:36,700 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0005), (, -0.0004), (, -0.0059), (, -0.002), (, -0.0004), (, -0.0018), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0013), (, 0.0002), (, -0.0006), (, -0.0008), (, -0.001), (, -0.0024), (, -0.0), (, 0.0022), (, -0.0015), (, -0.0054), (, -0.0002), (, 0.0001), (, 0.0013), (, -0.0036), (, -0.0007), (, -0.0005), (, -0.0011), (, -0.0004)] +18:52:37,675 root INFO ContextualMultiArmedBanditAgent - exp=[0.121 0.1057 0.0787 0.1406 0.0733] probs=[0.2036 0.2014 0.1997 0.1991 0.1962] +18:52:38,960 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=31 avg=-0.0011903225806451612 std=0.0015513479755048568 min=-0.0059 max=0.0013 +18:52:38,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0), (, -0.0006), (, 0.0013), (, -0.0059), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0015), (, -0.0015), (, 0.0001), (, -0.0008), (, -0.0036), (, -0.0006), (, -0.0003), (, -0.001), (, -0.002), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0011), (, 0.0013), (, -0.0018), (, -0.0001), (, -0.0042), (, -0.0035), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0024), (, -0.0004), (, -0.0005), (, -0.0009)] +18:52:40,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.1083 0.1542 0.1232 0.1013 0.0863] probs=[0.1946 0.2059 0.1966 0.1985 0.2043] +18:52:41,459 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.0009882352941176468 std=0.0020526546235205296 min=-0.0059 max=0.0061 +18:52:41,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, -0.0), (, -0.0015), (, -0.0023), (, -0.0035), (, -0.0001), (, -0.0009), (, -0.0006), (, -0.0001), (, -0.002), (, -0.0004), (, -0.0015), (, -0.0024), (, -0.0003), (, -0.0042), (, -0.0059), (, -0.0008), (, -0.0018), (, -0.0036), (, 0.0008), (, 0.0061), (, -0.0015), (, -0.001), (, 0.0013), (, -0.0009), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0006), (, -0.0004), (, -0.0013), (, -0.001), (, 0.0003), (, 0.0027)] +18:52:42,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.0494 0.0523 0.0576 0.0452 0.026 ] probs=[0.2093 0.1965 0.1983 0.1977 0.1982] +18:52:44,221 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=31 avg=-0.0011193548387096772 std=0.0016668338452400938 min=-0.0047 max=0.0027 +18:52:44,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042), (, -0.0006), (, 0.0013), (, -0.0008), (, -0.0008), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0009), (, -0.0015), (, -0.002), (, -0.0001), (, -0.001), (, 0.0008), (, -0.001), (, -0.0023), (, 0.0012), (, -0.0015), (, -0.001), (, -0.0013), (, -0.0011), (, -0.0001), (, -0.0009), (, -0.0047), (, 0.0027), (, 0.0003), (, -0.0), (, -0.0035), (, -0.0024), (, -0.0015), (, -0.0036)] +18:52:45,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.0624 0.0739 0.1229 0.1049 0.0704] probs=[0.1949 0.2026 0.203 0.2 0.1996] +18:52:46,767 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.00128 std=0.0016193825983997728 min=-0.0047 max=0.0013 +18:52:46,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0), (, -0.0021), (, 0.0003), (, -0.0003), (, -0.0011), (, -0.0015), (, -0.0036), (, -0.0047), (, -0.0001), (, -0.0008), (, -0.0001), (, 0.0001), (, -0.0008), (, 0.0003), (, -0.002), (, -0.0042), (, -0.0004), (, 0.0013), (, -0.0003), (, -0.0009), (, -0.0009), (, 0.0008), (, -0.0035), (, -0.001), (, -0.0023)] +18:52:47,661 root INFO ContextualMultiArmedBanditAgent - exp=[0.1285 0.1488 0.1761 0.1533 0.0838] probs=[0.1961 0.2017 0.2044 0.1988 0.1989] +18:52:48,801 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.001260869565217391 std=0.001669870895929899 min=-0.0047 max=0.0013 +18:52:48,802 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0023), (, 0.0001), (, -0.0003), (, -0.0036), (, 0.0003), (, -0.0047), (, -0.001), (, -0.0), (, -0.0003), (, -0.0042), (, -0.0009), (, -0.0021), (, -0.0), (, 0.0001), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0011), (, -0.0008), (, 0.0013), (, 0.0003), (, -0.0035)] +18:52:49,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0282 0.0694 0.0528 0.0449 0.0372] probs=[0.1997 0.2016 0.203 0.1973 0.1984] +18:52:51,54 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.00134 std=0.001665412861725284 min=-0.0047 max=0.0026 +18:52:51,54 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, 0.0026), (, -0.0036), (, -0.0011), (, -0.0042), (, -0.0008), (, -0.0008), (, 0.0001), (, -0.0005), (, -0.0005), (, -0.0047), (, 0.0002), (, -0.0006), (, -0.0021), (, -0.0021), (, -0.0001), (, -0.0), (, -0.0023), (, -0.0003), (, -0.0008), (, -0.0035), (, -0.0021), (, -0.0001), (, 0.0001), (, -0.001), (, -0.0)] +18:52:52,220 root INFO ContextualMultiArmedBanditAgent - exp=[0.1806 0.1277 0.1285 0.117 0.1409] probs=[0.2015 0.2007 0.1948 0.198 0.205 ] +18:52:53,752 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0012954545454545456 std=0.0016899374040928456 min=-0.0047 max=0.0026 +18:52:53,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0001), (, -0.0023), (, -0.0042), (, -0.0035), (, -0.0021), (, -0.0021), (, -0.0009), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0021), (, 0.0003), (, -0.0008), (, -0.0047), (, -0.0008), (, 0.0026), (, -0.0011), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0003)] +18:52:54,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.1192 0.1135 0.0954 0.0963] probs=[0.1893 0.2036 0.2023 0.1939 0.211 ] +18:52:55,949 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.0011678571428571428 std=0.00164556841491421 min=-0.0047 max=0.0026 +18:52:55,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0026), (, -0.0014), (, -0.0021), (, -0.0047), (, -0.0), (, -0.0035), (, 0.0011), (, 0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0021), (, -0.0019), (, -0.0008), (, -0.0042), (, -0.0008), (, -0.0008), (, -0.0023), (, -0.0024), (, -0.0005), (, -0.0011), (, -0.0003), (, 0.0003), (, 0.001), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0008)] +18:52:57,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.1084 0.0829 0.0808 0.101 0.1454] probs=[0.206 0.2046 0.2017 0.196 0.1918] +18:52:58,431 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0010500000000000002 std=0.0014288914476722047 min=-0.0047 max=0.0017 +18:52:58,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0014), (, 0.0017), (, 0.0), (, -0.0042), (, -0.0008), (, -0.0003), (, -0.0021), (, -0.0008), (, -0.0), (, -0.0023), (, -0.0001), (, 0.001), (, -0.0021), (, -0.0024), (, 0.0003), (, -0.0006), (, -0.0008), (, -0.001), (, 0.0011), (, -0.0019), (, -0.0), (, -0.0021), (, -0.0009), (, -0.0009), (, 0.0002), (, -0.0047), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0003)] +18:52:59,617 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1117 0.0966 0.1106 0.0741] probs=[0.1977 0.2107 0.1961 0.197 0.1985] +18:53:01,67 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.001225 std=0.0012510828642953006 min=-0.0047 max=0.0002 +18:53:01,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, -0.001), (, 0.0002), (, -0.0042), (, -0.0047), (, -0.0021), (, -0.0011), (, -0.0008), (, -0.0019), (, -0.0014), (, -0.0009), (, -0.0025), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0024), (, -0.0001), (, -0.0021), (, -0.0), (, 0.0), (, -0.0011), (, -0.0008), (, 0.0002), (, 0.0), (, -0.0)] +18:53:02,87 root INFO ContextualMultiArmedBanditAgent - exp=[0.0042 0.0443 0.0184 0.0305 0.0027] probs=[0.1976 0.2032 0.1978 0.2026 0.1988] +18:53:03,389 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.001240909090909091 std=0.0014076605643630177 min=-0.0047 max=0.0015 +18:53:03,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0019), (, -0.0014), (, 0.0015), (, -0.0008), (, -0.0024), (, -0.0009), (, 0.0), (, -0.001), (, -0.0042), (, 0.0002), (, -0.0001), (, -0.0026), (, -0.0025), (, -0.0008), (, -0.0008), (, -0.0047), (, -0.0), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0), (, 0.0003), (, -0.0011), (, 0.0)] +18:53:04,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.1423 0.0943 0.0805 0.0825 0.0934] probs=[0.1985 0.2046 0.1939 0.2039 0.1992] +18:53:05,845 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0011809523809523808 std=0.0015032089635871047 min=-0.0047 max=0.0015 +18:53:05,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0), (, -0.0011), (, 0.0), (, -0.0026), (, 0.0), (, -0.0001), (, -0.0021), (, -0.0001), (, -0.0), (, -0.0047), (, -0.0001), (, -0.0019), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0024), (, 0.0011), (, -0.0042), (, -0.0014), (, -0.0008), (, -0.0001), (, -0.0), (, -0.0), (, -0.0025), (, -0.001), (, 0.0015)] +18:53:07,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.1932 0.1197 0.1957 0.1541] probs=[0.1928 0.2086 0.1975 0.2004 0.2006] +18:53:08,445 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=19 avg=-0.0011421052631578946 std=0.0015342804895124669 min=-0.0047 max=0.0015 +18:53:08,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0047), (, -0.0042), (, -0.0008), (, -0.002), (, -0.0016), (, -0.0), (, -0.0), (, -0.0014), (, -0.0), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0009), (, 0.0015), (, -0.0003), (, -0.0), (, -0.0001), (, -0.001), (, 0.0), (, -0.0026), (, -0.0011), (, -0.0), (, 0.0011)] +18:53:09,552 root INFO ContextualMultiArmedBanditAgent - exp=[0.0165 0.0731 0.0766 0.0339 0.0246] probs=[0.1952 0.1995 0.2006 0.1995 0.2053] +18:53:10,769 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=19 avg=-0.0007000000000000001 std=0.0015047293864066686 min=-0.0042 max=0.0016 +18:53:10,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0), (, 0.0015), (, 0.0016), (, 0.0), (, -0.002), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.001), (, -0.0003), (, -0.0013), (, 0.0011), (, -0.0042), (, -0.0002), (, -0.0), (, -0.0016), (, 0.0), (, 0.0015), (, -0.0014), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0026), (, 0.0001), (, 0.0)] +18:53:11,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.1241 0.0872 0.1229 0.0733 0.1376] probs=[0.1956 0.202 0.1889 0.2066 0.207 ] +18:53:12,961 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0008739130434782611 std=0.0011725918491156573 min=-0.0042 max=0.0011 +18:53:12,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.0004), (, -0.0025), (, 0.0003), (, -0.0), (, -0.0013), (, -0.0), (, -0.0008), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.002), (, 0.0001), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0026), (, -0.001), (, -0.0042), (, -0.0002), (, 0.0), (, -0.0016), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0), (, -0.0015), (, 0.0005)] +18:53:14,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0923 0.0851 0.1044 0.0802 0.0691] probs=[0.1957 0.1998 0.2023 0.2028 0.1994] +18:53:15,421 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.0008714285714285714 std=0.0010263865683820604 min=-0.0042 max=0.0011 +18:53:15,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.001), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0015), (, -0.0), (, 0.0003), (, -0.001), (, -0.0042), (, -0.0011), (, -0.002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0016), (, -0.0), (, -0.0), (, -0.0008), (, -0.0013), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0013), (, -0.0015)] +18:53:16,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.0973 0.1242 0.1128 0.1615 0.1129] probs=[0.1979 0.2055 0.1998 0.1983 0.1984] +18:53:18,3 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0006761904761904763 std=0.00053443763225136 min=-0.0016 max=0.0003 +18:53:18,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0013), (, -0.0013), (, -0.0003), (, -0.0015), (, -0.001), (, -0.001), (, -0.0016), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0015), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0003), (, -0.0011), (, 0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0008)] +18:53:18,871 root INFO ContextualMultiArmedBanditAgent - exp=[0.0032 0.0428 0.0361 0.0283 0.0204] probs=[0.197 0.2084 0.1982 0.1989 0.1975] +18:53:20,262 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004956521739130435 std=0.0004467060709231764 min=-0.0015 max=0.0003 +18:53:20,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.001), (, -0.0003), (, -0.0), (, -0.0015), (, -0.0002), (, -0.0008), (, -0.0013), (, -0.0004), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0003), (, -0.0), (, -0.0), (, -0.001), (, -0.0013), (, -0.0005), (, -0.0006), (, -0.0002), (, 0.0001)] +18:53:21,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.1614 0.1314 0.2026 0.2255 0.2037] probs=[0.2022 0.2034 0.195 0.1925 0.2069] +18:53:22,220 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0005 std=0.00040688518719112345 min=-0.0013 max=0.0003 +18:53:22,220 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, -0.001), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0008), (, -0.0013), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0), (, 0.0001), (, -0.001)] +18:53:23,301 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0479 0.0217 0.0376 0.0302] probs=[0.1972 0.2093 0.197 0.1969 0.1996] +18:53:24,683 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0004866666666666666 std=0.0003792390040887438 min=-0.0013 max=0.0001 +18:53:24,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.001), (, -0.0013), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0003)] +18:53:25,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.0987 0.2209 0.1947 0.174 0.1544] probs=[0.1951 0.2052 0.2044 0.2032 0.1921] +18:53:27,395 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:53:27,397 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.080025 std=0.12086020074863355 min=-0.1074 max=0.4583 +18:53:27,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1435), (, 0.1461), (, -0.1074), (, 0.0688), (, -0.0026), (, 0.0333), (, 0.0481), (, 0.0485), (, 0.0617), (, -0.0346), (, 0.1174), (, 0.4583), (, -0.0263), (, 0.0386), (, 0.1435), (, 0.1435)] +18:53:27,776 root INFO ContextualMultiArmedBanditAgent - exp=[0.1008 0.0951 0.0588 0.0701 0.0639] probs=[0.2026 0.2071 0.2023 0.1987 0.1892] +18:53:28,867 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.01855625 std=0.07946041442716932 min=-0.1074 max=0.1435 +18:53:28,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0481), (, 0.0333), (, -0.0282), (, -0.1074), (, -0.1), (, -0.0346), (, 0.0688), (, 0.1174), (, 0.1435), (, 0.0485), (, -0.0263), (, 0.0386), (, 0.1435), (, -0.0026), (, 0.0617)] +18:53:29,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.0588 0.0866 0.1032 0.0986 0.0244] probs=[0.1966 0.2033 0.1971 0.2046 0.1985] +18:53:30,225 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0007071428571428581 std=0.06831710164776475 min=-0.1074 max=0.1174 +18:53:30,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0481), (, 0.1174), (, 0.0485), (, -0.1), (, 0.0688), (, -0.1074), (, 0.0617), (, -0.0282), (, -0.0263), (, 0.0386), (, -0.0026), (, -0.0346), (, 0.0333)] +18:53:30,559 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.0753 0.0782 0.0603 0.0936] probs=[0.2016 0.201 0.197 0.1954 0.2051] +18:53:31,583 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.05566 std=0.04353148745448517 min=-0.1074 max=-0.0026 +18:53:31,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.1074), (, -0.0346), (, -0.0026), (, -0.0263)] +18:53:31,732 root INFO ContextualMultiArmedBanditAgent - exp=[0.098 0.0739 0.0216 0.0961 0.135 ] probs=[0.1803 0.2151 0.1904 0.2038 0.2105] +18:53:32,677 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.061959999999999994 std=0.04228941238655368 min=-0.1074 max=-0.0026 +18:53:32,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0026), (, -0.0661), (, -0.1074), (, -0.0263)] +18:53:32,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0716 0.1717 0.065 0.0706 0.1685] probs=[0.196 0.2245 0.2084 0.1839 0.1872] +18:53:33,734 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04957999999999999 std=0.05810863619118935 min=-0.1074 max=0.0409 +18:53:33,735 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0661), (, -0.0079), (, -0.1074), (, 0.0409)] +18:53:33,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0053 0.0223 -0.0003 0.0054 -0.0021] probs=[0.1982 0.1903 0.2173 0.2031 0.1911] +18:53:34,843 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.02742857142857143 std=0.06071652432847761 min=-0.1074 max=0.0409 +18:53:34,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0079), (, 0.0409), (, 0.0409), (, -0.1074), (, -0.0661), (, 0.015)] +18:53:34,997 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0047 0.0217 -0.0005 0.0054 -0.0019] probs=[0.1983 0.2036 0.1991 0.2003 0.1988] +18:53:35,954 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0272875 std=0.0489589225141853 min=-0.1074 max=0.035 +18:53:35,954 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.035), (, 0.0103), (, -0.0079), (, -0.0183), (, -0.005), (, -0.0176), (, -0.1074)] +18:53:36,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.0251 0.0868 0.0725 0.0344] probs=[0.193 0.2081 0.209 0.1928 0.1971] +18:53:37,190 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.018985714285714283 std=0.03844894308677152 min=-0.1074 max=0.0183 +18:53:37,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0103), (, -0.0049), (, 0.0183), (, -0.0183), (, -0.01), (, -0.0209)] +18:53:37,498 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0076 0.0238 0.0001 0.0053 -0.0025] probs=[0.186 0.2299 0.1828 0.2046 0.1966] +18:53:38,473 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.025383333333333338 std=0.03672621301226445 min=-0.1074 max=-0.0049 +18:53:38,474 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.1074), (, -0.0049), (, -0.01), (, -0.01), (, -0.01)] +18:53:38,617 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0096 0.0251 0.0004 0.0053 -0.0028] probs=[0.208 0.1947 0.2063 0.1783 0.2126] +18:53:39,471 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.023442857142857144 std=0.034332485954802844 min=-0.1074 max=-0.0049 +18:53:39,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.01), (, -0.01), (, -0.01), (, -0.0049), (, -0.1074), (, -0.0118)] +18:53:39,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.2155 0.0702 0.2353 0.1976 0.1482] probs=[0.2045 0.2065 0.1897 0.1937 0.2056] +18:53:40,374 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.023700000000000002 std=0.03423744816926135 min=-0.1074 max=-0.0049 +18:53:40,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0049), (, -0.01), (, -0.01), (, -0.1074), (, -0.01), (, -0.0118)] +18:53:40,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.1599 0.1376 0.219 0.2086 0.2275] probs=[0.1867 0.2257 0.1913 0.1905 0.2059] +18:53:41,649 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00955 std=0.002482941803587027 min=-0.0118 max=-0.0049 +18:53:41,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0049), (, -0.01), (, -0.01), (, -0.01), (, -0.0061), (, -0.0118), (, -0.0118)] +18:53:41,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.1334 0.1661 0.1444 0.1727 0.1123] probs=[0.1997 0.215 0.1932 0.1931 0.1989] +18:53:42,680 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.008433333333333333 std=0.003931355434904806 min=-0.0118 max=0.0005 +18:53:42,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.01), (, -0.0061), (, 0.0005), (, -0.0118), (, -0.0049), (, -0.0118), (, -0.01), (, -0.01)] +18:53:42,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.0034 0.0861 0.0701 0.0317 0.0638] probs=[0.2222 0.1934 0.1988 0.1965 0.1891] +18:53:43,963 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.005719999999999999 std=0.0075580156125798 min=-0.0118 max=0.0118 +18:53:43,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0118), (, -0.0061), (, -0.0118), (, 0.0118), (, -0.01), (, 0.002), (, -0.01), (, 0.0005), (, -0.01)] +18:53:44,201 root INFO ContextualMultiArmedBanditAgent - exp=[0.0897 0.1836 0.0731 0.0859 0.0493] probs=[0.2005 0.1984 0.1949 0.2013 0.205 ] +18:53:45,221 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0051153846153846145 std=0.006859226930408428 min=-0.0118 max=0.0118 +18:53:45,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0118), (, 0.002), (, -0.0118), (, -0.0067), (, -0.01), (, -0.01), (, 0.0118), (, -0.01), (, 0.0005), (, 0.0003), (, -0.0061), (, -0.0029)] +18:53:45,496 root INFO ContextualMultiArmedBanditAgent - exp=[0.058 0.0906 0.1257 0.081 0.1227] probs=[0.2135 0.1886 0.1986 0.2032 0.1962] +18:53:46,378 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004505882352941176 std=0.004973514627591343 min=-0.0118 max=0.002 +18:53:46,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, 0.0008), (, -0.01), (, -0.0118), (, -0.0067), (, 0.002), (, -0.0061), (, -0.01), (, -0.0029), (, 0.0003), (, 0.0004), (, 0.0004), (, -0.0004), (, -0.0066), (, -0.0118), (, -0.0029), (, 0.0005)] +18:53:46,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0559 0.1294 0.1876 0.1301 0.1627] probs=[0.1863 0.209 0.2126 0.1942 0.1978] +18:53:48,28 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0025416666666666665 std=0.004565807400911938 min=-0.0118 max=0.0042 +18:53:48,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0009), (, -0.0004), (, 0.002), (, -0.0029), (, -0.0118), (, -0.0029), (, -0.0118), (, -0.0066), (, -0.0061), (, 0.0008), (, -0.0067), (, 0.0042), (, -0.0029), (, 0.0004), (, 0.0005), (, -0.0048), (, 0.0017), (, 0.0039), (, 0.0003), (, -0.0045), (, 0.0001), (, -0.0012), (, 0.0004)] +18:53:48,534 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1176 0.1037 0.0847 0.059 ] probs=[0.2027 0.209 0.198 0.195 0.1954] +18:53:49,721 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0025722222222222223 std=0.004178224710136479 min=-0.0118 max=0.0021 +18:53:49,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0017), (, -0.0), (, 0.0005), (, -0.0066), (, -0.0009), (, -0.0067), (, 0.0003), (, -0.0061), (, 0.0008), (, -0.0016), (, -0.0), (, -0.0118), (, -0.0004), (, -0.0028), (, 0.0004), (, 0.0021), (, 0.0004), (, -0.0029), (, -0.0118)] +18:53:50,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.0392 0.0684 0.011 0.0492 0.0152] probs=[0.1991 0.2072 0.2042 0.1956 0.1939] +18:53:51,386 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.004463636363636363 std=0.0042542540692758835 min=-0.0118 max=0.0005 +18:53:51,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0061), (, -0.0118), (, -0.0009), (, -0.0016), (, 0.0003), (, -0.0066), (, -0.0028), (, -0.0118), (, -0.0067), (, 0.0005)] +18:53:51,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.0451 0.0793 0.0539 0.0292 0.0169] probs=[0.1946 0.2028 0.1903 0.1946 0.2177] +18:53:52,694 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.002145454545454546 std=0.008255726787714598 min=-0.0118 max=0.0209 +18:53:52,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0009), (, -0.0118), (, 0.0209), (, -0.0118), (, -0.0048), (, -0.0067), (, -0.0), (, -0.0028), (, -0.0009), (, -0.0016), (, -0.0016)] +18:53:53,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.0504 0.0438 0.0741 0.0344 0.0171] probs=[0.1987 0.1993 0.2062 0.2032 0.1926] +18:53:54,18 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.00298 std=0.003442324795832026 min=-0.0118 max=0.0016 +18:53:54,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0022), (, -0.0048), (, -0.0016), (, -0.0016), (, -0.0), (, 0.0016), (, -0.0028), (, -0.0118), (, -0.0009), (, -0.0009)] +18:53:54,348 root INFO ContextualMultiArmedBanditAgent - exp=[0.119 0.1411 0.1872 0.231 0.2188] probs=[0.198 0.1907 0.2176 0.1959 0.1977] +18:53:55,369 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.002 std=0.0018873850222522752 min=-0.0048 max=0.0016 +18:53:55,369 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0048), (, -0.0009), (, -0.0022), (, -0.0016), (, -0.0009), (, -0.0028), (, -0.0), (, 0.0), (, 0.0016), (, -0.0016)] +18:53:55,648 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0066 0.0231 -0.0001 0.0052 -0.0025] probs=[0.1964 0.2001 0.203 0.1933 0.2072] +18:53:56,797 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0015615384615384616 std=0.0018751567981775497 min=-0.0048 max=0.0021 +18:53:56,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0016), (, 0.0), (, -0.0022), (, -0.0022), (, 0.0021), (, -0.0016), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0048), (, -0.0022), (, -0.0009), (, 0.0009), (, -0.0), (, -0.0022)] +18:53:57,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.2092 0.0869 0.1246 0.1177] probs=[0.2039 0.2106 0.1974 0.194 0.1942] +18:53:58,554 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.001322222222222222 std=0.0017831169823765087 min=-0.0048 max=0.0021 +18:53:58,554 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0022), (, -0.0016), (, -0.0022), (, -0.0), (, -0.0022), (, 0.0001), (, -0.0022), (, 0.0021), (, 0.0), (, 0.0012), (, -0.0), (, -0.0004), (, -0.0022), (, -0.0022), (, -0.0009), (, 0.0001), (, -0.0009), (, -0.0016), (, -0.0), (, 0.0009), (, 0.0), (, -0.0048)] +18:53:59,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.2349 0.1352 0.2532 0.1597 0.1928] probs=[0.2057 0.2063 0.1921 0.2002 0.1957] +18:54:00,152 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0010869565217391304 std=0.001725084584649865 min=-0.0048 max=0.0021 +18:54:00,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, -0.0022), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0022), (, -0.0016), (, 0.0002), (, -0.0009), (, -0.0), (, 0.0012), (, 0.0012), (, -0.0009), (, 0.0), (, -0.0016), (, -0.0), (, -0.0022), (, -0.0022), (, -0.0022), (, -0.0), (, 0.0021), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0022), (, -0.0048)] +18:54:00,913 root INFO ContextualMultiArmedBanditAgent - exp=[0.1198 0.1583 0.1255 0.1183 0.132 ] probs=[0.2021 0.1976 0.2007 0.2038 0.1958] +18:54:02,275 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0010074074074074072 std=0.0016300252045145 min=-0.0048 max=0.0021 +18:54:02,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0012), (, 0.0), (, -0.0004), (, -0.0), (, -0.0022), (, -0.0009), (, -0.0001), (, -0.0002), (, 0.0012), (, -0.0012), (, -0.0016), (, -0.0004), (, -0.0009), (, -0.0007), (, -0.0022), (, 0.0001), (, -0.0022), (, -0.0022), (, -0.0016), (, -0.0022), (, -0.0), (, 0.0021), (, -0.0022), (, 0.0011), (, -0.0), (, -0.0022), (, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0009), (, 0.0009), (, 0.0001), (, -0.0048)] +18:54:03,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.1028 0.1267 0.1128 0.1149 0.0741] probs=[0.196 0.2046 0.1974 0.2005 0.2016] +18:54:04,430 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0006933333333333333 std=0.0016852167681208122 min=-0.0048 max=0.0021 +18:54:04,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0001), (, -0.0016), (, -0.0022), (, -0.0012), (, -0.0012), (, 0.0011), (, 0.0005), (, -0.0004), (, -0.0048), (, -0.0022), (, -0.0), (, -0.0009), (, 0.0012), (, -0.0001), (, 0.0006), (, -0.0022), (, -0.0016), (, 0.0), (, -0.0009), (, -0.0022), (, 0.0012), (, -0.0007), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0), (, 0.0011), (, -0.0), (, 0.0012), (, 0.0021), (, -0.0), (, -0.0), (, 0.0012), (, -0.0022), (, 0.0009), (, -0.0022)] +18:54:05,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.0561 0.1364 0.0952 0.0698 0.0918] probs=[0.1957 0.2045 0.198 0.2 0.2019] +18:54:06,630 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.000991304347826087 std=0.0016032339717714208 min=-0.0048 max=0.0021 +18:54:06,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0048), (, -0.0), (, -0.0022), (, -0.0002), (, 0.0021), (, -0.0022), (, 0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0001), (, 0.0006), (, -0.0016), (, 0.0001), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0005), (, -0.0022), (, -0.0), (, -0.0007), (, 0.0), (, 0.0004), (, 0.0), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0022), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0012), (, -0.0022)] +18:54:07,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1223 0.0682 0.1041 0.087 ] probs=[0.201 0.2051 0.2 0.1997 0.1942] +18:54:08,917 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=17 avg=-0.0007411764705882352 std=0.0017112289438499734 min=-0.0048 max=0.0021 +18:54:08,917 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0007), (, -0.0), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0012), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0007), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0008), (, -0.0004), (, -0.0048), (, -0.0), (, -0.0), (, -0.0022), (, 0.0), (, 0.0), (, 0.0021), (, -0.0), (, 0.0), (, -0.0), (, -0.0001)] +18:54:09,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1777 0.1641 0.1869 0.144 ] probs=[0.1972 0.2036 0.2021 0.2005 0.1967] +18:54:11,40 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=19 avg=-0.0005526315789473683 std=0.0015815942726291395 min=-0.0048 max=0.0021 +18:54:11,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0008), (, -0.0007), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0004), (, 0.0), (, -0.0048), (, -0.0004), (, -0.0004), (, 0.0021), (, -0.0), (, -0.0007), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0)] +18:54:11,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.1773 0.177 0.1196 0.1735 0.1358] probs=[0.1975 0.2093 0.2042 0.1951 0.194 ] +18:54:13,40 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007809523809523809 std=0.0016479768397641675 min=-0.0054 max=0.0021 +18:54:13,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0031), (, -0.0004), (, 0.0003), (, 0.0021), (, 0.0003), (, -0.0054), (, 0.0001), (, -0.0009), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0048), (, -0.0001), (, -0.0007), (, -0.0007)] +18:54:13,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.0251 0.0725 0.0473 0.0304 0.0584] probs=[0.2063 0.2057 0.1983 0.1941 0.1956] +18:54:15,11 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.00044166666666666676 std=0.0023874527336798846 min=-0.0054 max=0.0037 +18:54:15,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0002), (, 0.0003), (, 0.0), (, 0.0), (, -0.0014), (, -0.0009), (, -0.0007), (, -0.0031), (, -0.0004), (, 0.0037), (, -0.0001), (, 0.0034), (, -0.0009), (, 0.0034), (, 0.0021), (, -0.0004), (, -0.0004), (, 0.0012), (, -0.0009), (, -0.0), (, 0.0013), (, -0.0007), (, 0.0001), (, -0.0054), (, -0.0048), (, -0.0004)] +18:54:15,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0459 0.0726 0.072 0.0606 0.0498] probs=[0.1929 0.202 0.1982 0.2087 0.1981] +18:54:17,8 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0008399999999999998 std=0.00235762592452662 min=-0.0054 max=0.0034 +18:54:17,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, 0.0), (, -0.0012), (, 0.0008), (, 0.0), (, -0.0054), (, -0.0019), (, 0.0), (, -0.0031), (, -0.0012), (, -0.0002), (, -0.0048), (, 0.0), (, -0.0012), (, 0.0012), (, -0.0009), (, -0.0014), (, -0.0009), (, 0.0), (, 0.0025), (, 0.0013), (, 0.0003), (, 0.0034), (, 0.001), (, 0.0003)] +18:54:17,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.0336 0.0871 0.0594 0.0654 0.0085] probs=[0.1934 0.2125 0.2027 0.1966 0.1948] +18:54:19,8 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=14 avg=-0.0016428571428571423 std=0.002215115052063335 min=-0.0054 max=0.0023 +18:54:19,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, 0.0), (, -0.0002), (, -0.0031), (, -0.0012), (, -0.0054), (, -0.0002), (, 0.0), (, -0.0048), (, -0.0012), (, 0.0), (, -0.0014), (, 0.0004), (, 0.0), (, -0.0019), (, 0.0023), (, 0.0), (, -0.0012), (, 0.0003)] +18:54:19,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.059 0.0555 0.0512 0.0709 0.0481] probs=[0.1964 0.207 0.196 0.2029 0.1977] +18:54:20,671 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.001828571428571428 std=0.002095378783155437 min=-0.0054 max=0.0023 +18:54:20,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0014), (, -0.0048), (, -0.0019), (, 0.0), (, -0.0012), (, -0.0006), (, -0.0002), (, -0.0013), (, -0.0054), (, 0.0023), (, -0.0031), (, -0.0012), (, 0.0), (, -0.0012), (, -0.0002)] +18:54:21,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.1104 0.0967 0.0441 0.0467] probs=[0.194 0.2082 0.1966 0.2023 0.1989] +18:54:22,347 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002175 std=0.002227807217871421 min=-0.0061 max=0.0023 +18:54:22,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0054), (, -0.0013), (, -0.0019), (, -0.0048), (, -0.0014), (, -0.0002), (, -0.0031), (, -0.0006), (, 0.0023), (, -0.0012), (, -0.0002), (, -0.0012), (, -0.0012), (, -0.0061), (, -0.0031)] +18:54:22,787 root INFO ContextualMultiArmedBanditAgent - exp=[0.0867 0.1282 0.082 0.0768 0.1042] probs=[0.1977 0.2059 0.1952 0.2034 0.1977] +18:54:23,968 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.002125 std=0.0022151467220028567 min=-0.0064 max=0.0023 +18:54:23,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0061), (, -0.0002), (, -0.0014), (, -0.0019), (, -0.0012), (, -0.0002), (, -0.0006), (, -0.0015), (, -0.0064), (, -0.0012), (, -0.0013), (, -0.0), (, -0.0012), (, -0.0031), (, -0.0012), (, 0.0023), (, -0.0015), (, -0.0054), (, -0.0031), (, -0.0012)] +18:54:24,570 root INFO ContextualMultiArmedBanditAgent - exp=[0.0468 0.0839 0.0501 0.0815 0.0653] probs=[0.1966 0.203 0.1962 0.2015 0.2027] +18:54:25,751 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0019666666666666665 std=0.0022829248852614566 min=-0.0064 max=0.0023 +18:54:25,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0054), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0), (, -0.0061), (, -0.0012), (, 0.0011), (, -0.0006), (, -0.0012), (, -0.0005), (, -0.0021), (, -0.0015), (, -0.0019), (, 0.0023), (, 0.0), (, -0.0031), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0031), (, -0.0002), (, -0.0), (, -0.0064)] +18:54:26,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0845 0.0078 0.1034 0.0595] probs=[0.1951 0.2041 0.1964 0.1981 0.2063] +18:54:27,622 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=16 avg=-0.0028374999999999997 std=0.002498968537216906 min=-0.007 max=0.0011 +18:54:27,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0012), (, -0.0), (, -0.007), (, -0.0031), (, -0.0064), (, -0.0006), (, -0.0005), (, -0.0011), (, -0.0), (, 0.0011), (, -0.0054), (, -0.0061), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0015), (, -0.0031), (, -0.0022)] +18:54:28,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.0409 0.1449 0.1223 0.0998 0.1313] probs=[0.1914 0.2059 0.1985 0.1999 0.2044] +18:54:29,381 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.002971428571428572 std=0.002842641772172139 min=-0.007 max=0.0011 +18:54:29,381 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.007), (, -0.007), (, 0.0011), (, -0.0), (, -0.0031), (, -0.0), (, -0.0), (, -0.0006), (, -0.0061), (, -0.0054), (, -0.0022), (, -0.0), (, 0.0), (, -0.0064), (, -0.0001), (, -0.0021), (, -0.0031), (, -0.0006), (, -0.0), (, -0.0), (, 0.001)] +18:54:29,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.0828 0.056 0.1292 0.1006 0.0847] probs=[0.1961 0.2037 0.1981 0.1988 0.2034] +18:54:31,96 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.002136842105263158 std=0.0029309977690946255 min=-0.007 max=0.0021 +18:54:31,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.007), (, 0.0021), (, -0.0006), (, -0.0007), (, -0.0031), (, -0.0), (, -0.0), (, -0.0), (, -0.0013), (, 0.0016), (, -0.0), (, 0.0011), (, -0.0031), (, 0.0011), (, 0.0), (, -0.0021), (, -0.0022), (, -0.0064), (, -0.0015), (, -0.0), (, -0.007), (, 0.001), (, -0.0061), (, -0.001), (, -0.0054)] +18:54:31,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.1175 0.0646 0.0618 0.0816] probs=[0.1957 0.2046 0.198 0.2036 0.1982] +18:54:33,42 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0018705882352941178 std=0.0027321107345318098 min=-0.007 max=0.0024 +18:54:33,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0061), (, -0.0006), (, -0.0013), (, 0.0005), (, -0.0), (, 0.0), (, -0.0013), (, -0.0021), (, 0.0024), (, -0.0001), (, -0.0), (, -0.0064), (, 0.0011), (, -0.0015), (, -0.0), (, 0.0), (, -0.001), (, -0.0009), (, 0.001), (, -0.0054), (, -0.007), (, -0.0031), (, -0.0)] +18:54:33,712 root INFO ContextualMultiArmedBanditAgent - exp=[0.0605 0.1381 0.1201 0.1015 0.0749] probs=[0.1965 0.2159 0.1955 0.1941 0.1981] +18:54:34,710 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=16 avg=-0.00150625 std=0.0028503220760994715 min=-0.007 max=0.0038 +18:54:34,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.007), (, -0.0064), (, -0.0061), (, -0.001), (, 0.0038), (, -0.0), (, -0.0006), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0024), (, -0.0019), (, 0.0), (, -0.0031), (, 0.0003)] +18:54:35,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.11 0.2421 0.2237 0.148 0.1808] probs=[0.2013 0.2009 0.1965 0.1988 0.2026] +18:54:36,634 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.0016411764705882353 std=0.0027825208256774506 min=-0.007 max=0.0038 +18:54:36,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0016), (, -0.0), (, -0.0013), (, -0.0061), (, -0.0), (, -0.0007), (, -0.0006), (, 0.0038), (, 0.0024), (, -0.0), (, 0.0), (, -0.0019), (, 0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.007), (, -0.0), (, 0.0002), (, -0.0031), (, -0.0009), (, -0.001), (, -0.0064)] +18:54:37,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.1398 0.1381 0.1376 0.1588] probs=[0.1936 0.2052 0.2011 0.203 0.1971] +18:54:38,437 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.0013411764705882354 std=0.0031791709654690895 min=-0.007 max=0.005 +18:54:38,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0), (, -0.007), (, -0.0), (, -0.0064), (, -0.001), (, -0.0), (, -0.0), (, -0.0), (, -0.0061), (, -0.0019), (, -0.0005), (, -0.0), (, -0.0031), (, 0.0002), (, -0.0013), (, 0.005), (, -0.0), (, 0.0038), (, -0.0016), (, -0.0006), (, -0.0007), (, -0.0009), (, 0.0024), (, -0.0)] +18:54:39,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.1878 0.1775 0.1681 0.1291] probs=[0.1995 0.2059 0.1998 0.1952 0.1997] +18:54:40,438 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0006111111111111111 std=0.0029623355817269305 min=-0.007 max=0.005 +18:54:40,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0061), (, -0.0), (, -0.0), (, -0.007), (, -0.0007), (, -0.0006), (, 0.0024), (, -0.0016), (, 0.0011), (, -0.0), (, -0.0013), (, 0.005), (, -0.0031), (, 0.0024), (, -0.001), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0038), (, 0.0002), (, -0.0009)] +18:54:41,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.139 0.1342 0.1816 0.1638 0.1203] probs=[0.1934 0.2007 0.2061 0.2017 0.1982] +18:54:42,531 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0005166666666666667 std=0.002833774475461619 min=-0.007 max=0.0038 +18:54:42,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0011), (, -0.0), (, -0.0031), (, 0.0002), (, -0.007), (, -0.001), (, 0.0024), (, 0.0), (, -0.0), (, -0.0016), (, 0.0024), (, -0.0), (, -0.0061), (, 0.0024), (, 0.0038), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0024), (, -0.001), (, -0.0007), (, 0.0)] +18:54:43,239 root INFO ContextualMultiArmedBanditAgent - exp=[0.0152 0.1296 0.0759 0.1075 0.0624] probs=[0.1964 0.1963 0.1965 0.2075 0.2034] +18:54:44,667 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.00026666666666666673 std=0.0024280765135299086 min=-0.007 max=0.0024 +18:54:44,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0001), (, 0.0011), (, 0.0002), (, 0.0024), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, 0.0024), (, 0.0024), (, -0.007), (, 0.0024), (, -0.0), (, -0.0008), (, -0.0022), (, -0.0031)] +18:54:45,291 root INFO ContextualMultiArmedBanditAgent - exp=[0.0336 0.0725 0.0835 0.0143 0.0259] probs=[0.1946 0.2119 0.2042 0.1932 0.196 ] +18:54:46,296 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0005545454545454545 std=0.0021249015533831793 min=-0.007 max=0.0024 +18:54:46,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0002), (, -0.0003), (, -0.0022), (, -0.0), (, 0.0024), (, -0.0), (, -0.0), (, -0.0031), (, -0.0001), (, 0.0023), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0012), (, 0.0024), (, 0.0011), (, -0.0), (, 0.0024), (, 0.0002), (, -0.0031), (, -0.0011), (, -0.007), (, -0.0004), (, -0.0007), (, -0.0008)] +18:54:47,73 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.0927 0.0712 0.0901 0.0684] probs=[0.1923 0.2076 0.2006 0.1953 0.2043] +18:54:48,542 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.0010307692307692307 std=0.0012066384426832034 min=-0.0031 max=0.0007 +18:54:48,542 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0022), (, -0.0031), (, -0.0), (, -0.0004), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0031), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0), (, -0.0015), (, 0.0002), (, -0.0002)] +18:54:49,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.1074 0.1323 0.164 0.1444 0.116 ] probs=[0.2031 0.206 0.1965 0.1973 0.1971] +18:54:50,345 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=17 avg=-0.0010176470588235296 std=0.0010506218293818675 min=-0.0031 max=0.0007 +18:54:50,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0031), (, -0.0), (, -0.0), (, 0.0), (, -0.0011), (, -0.0022), (, -0.0), (, -0.0004), (, 0.0), (, -0.0031), (, -0.0015), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0004), (, 0.0007), (, -0.0009), (, 0.0002), (, -0.0002), (, -0.001)] +18:54:51,56 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.2212 0.2212 0.1769 0.2194] probs=[0.2009 0.2009 0.206 0.1955 0.1967] +18:54:52,283 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.0010095238095238093 std=0.0009354931278690663 min=-0.0031 max=0.0006 +18:54:52,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0008), (, -0.0007), (, 0.0006), (, -0.0022), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0015), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0031), (, -0.0031), (, -0.001)] +18:54:53,76 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2044 0.173 0.1985 0.1622] probs=[0.1927 0.2113 0.1927 0.2067 0.1967] +18:54:54,268 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0007521739130434782 std=0.0009006613826938471 min=-0.0031 max=0.001 +18:54:54,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0002), (, -0.0007), (, -0.0022), (, -0.0001), (, -0.0007), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0004), (, -0.0002), (, -0.0015), (, -0.0004), (, 0.001), (, -0.0009), (, -0.0031), (, 0.0003), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0008), (, -0.001), (, -0.0007), (, -0.0003)] +18:54:55,198 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1498 0.0476 0.0835 0.0579] probs=[0.2013 0.2001 0.1983 0.1999 0.2004] +18:54:56,364 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000624 std=0.0008056202579379444 min=-0.0031 max=0.001 +18:54:56,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0002), (, 0.001), (, -0.0001), (, -0.0008), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0009), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, -0.0), (, -0.0007), (, -0.0015), (, -0.0), (, 0.0), (, -0.0009), (, -0.0004), (, -0.001), (, -0.0022), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0031), (, 0.0)] +18:54:57,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.149 0.1592 0.1805 0.1162] probs=[0.2008 0.2048 0.1989 0.1978 0.1977] +18:54:58,786 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.000412 std=0.0007659347230671816 min=-0.0022 max=0.0016 +18:54:58,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0009), (, -0.001), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0015), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0002), (, 0.001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0), (, -0.0022), (, -0.0008), (, -0.0009), (, 0.0016), (, 0.0003), (, -0.0011), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003)] +18:54:59,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.0515 0.0953 0.0716 0.0842 0.0464] probs=[0.2006 0.1998 0.1985 0.2011 0.2001] +18:55:01,134 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=25 avg=-0.00042800000000000005 std=0.0008865754339028349 min=-0.0022 max=0.0018 +18:55:01,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0015), (, 0.0), (, -0.0009), (, 0.0), (, 0.0003), (, 0.001), (, -0.0008), (, -0.0004), (, -0.0008), (, 0.0), (, 0.0009), (, -0.0002), (, -0.0009), (, -0.001), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0022), (, -0.0002), (, -0.0002), (, 0.0018), (, -0.0003), (, -0.001), (, 0.0005), (, 0.0), (, 0.0003), (, -0.0011), (, -0.0), (, -0.0019)] +18:55:02,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.0988 0.1025 0.1224 0.1445] probs=[0.1956 0.2043 0.2019 0.2004 0.1977] +18:55:03,418 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007047619047619048 std=0.0007174532939675887 min=-0.0022 max=0.0005 +18:55:03,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0008), (, -0.0008), (, 0.0), (, -0.0), (, -0.0022), (, -0.0002), (, 0.0003), (, -0.001), (, -0.0011), (, 0.0005), (, -0.0009), (, 0.0003), (, -0.0007), (, -0.0015), (, -0.0019), (, 0.0)] +18:55:04,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.1799 0.1411 0.2095 0.1948] probs=[0.2003 0.2011 0.2005 0.1975 0.2006] +18:55:05,675 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=19 avg=-0.0007157894736842105 std=0.0007386069091235108 min=-0.0022 max=0.0005 +18:55:05,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0003), (, 0.0003), (, -0.0007), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0008), (, 0.0), (, -0.0022), (, -0.0), (, -0.0015), (, -0.0009), (, -0.0), (, 0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0019), (, -0.0002), (, 0.0005), (, -0.001)] +18:55:06,582 root INFO ContextualMultiArmedBanditAgent - exp=[0.1001 0.1724 0.1365 0.1612 0.1428] probs=[0.1939 0.1963 0.2056 0.2039 0.2002] +18:55:07,854 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.001053846153846154 std=0.0006234092181339941 min=-0.0022 max=-0.0002 +18:55:07,855 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0008), (, 0.0), (, -0.0007), (, -0.001), (, -0.0015), (, -0.0), (, -0.0022), (, -0.0), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0011), (, -0.0019), (, -0.0009), (, -0.0009), (, -0.0003)] +18:55:08,428 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.184 0.1731 0.1698 0.1346] probs=[0.2095 0.201 0.2016 0.1978 0.1902] +18:55:09,547 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=16 avg=-0.0008812500000000001 std=0.0005725150107202431 min=-0.0022 max=-0.0002 +18:55:09,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0004), (, -0.0022), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.001), (, 0.0), (, -0.0019), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0015), (, -0.0003), (, -0.0009), (, -0.0009), (, -0.0002), (, -0.0009)] +18:55:10,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0998 0.1524 0.1037 0.1432 0.1473] probs=[0.1908 0.2123 0.1992 0.2034 0.1942] +18:55:11,355 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0006315789473684211 std=0.0006704693027071234 min=-0.0022 max=0.0008 +18:55:11,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0007), (, -0.001), (, 0.0008), (, 0.0), (, -0.0009), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0022), (, -0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0009), (, 0.0001), (, -0.0004), (, -0.0019), (, 0.0)] +18:55:12,74 root INFO ContextualMultiArmedBanditAgent - exp=[0.0232 0.0341 0.0107 0.0143 0.0138] probs=[0.1998 0.2069 0.1979 0.2016 0.1938] +18:55:13,207 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.000565 std=0.0007850318464877715 min=-0.0022 max=0.0012 +18:55:13,207 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.001), (, -0.0004), (, -0.0), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0019), (, -0.0003), (, 0.0008), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0012), (, 0.0), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0001), (, -0.0014), (, -0.0001), (, -0.0009), (, -0.0), (, 0.0), (, -0.0022)] +18:55:14,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0872 0.1287 0.0694 0.0998 0.0755] probs=[0.202 0.2012 0.1938 0.1983 0.2047] +18:55:15,644 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0004555555555555556 std=0.0008864550011905863 min=-0.0022 max=0.0012 +18:55:15,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0019), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0022), (, 0.0008), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, 0.001), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0002), (, 0.0012), (, 0.0), (, -0.0009)] +18:55:16,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.0188 0.1231 0.0441 0.1162 0.1086] probs=[0.1911 0.2133 0.1995 0.1973 0.1989] +18:55:17,544 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.0004578947368421052 std=0.000867734976199339 min=-0.0022 max=0.0012 +18:55:17,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, 0.001), (, 0.0), (, -0.0), (, 0.0008), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0011), (, 0.0012), (, -0.0004), (, -0.0001), (, -0.0019), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0007), (, -0.0002), (, 0.0001), (, -0.0022), (, -0.0002)] +18:55:18,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1152 0.0642 0.061 0.1284] probs=[0.1983 0.2069 0.1922 0.2038 0.1988] +18:55:19,392 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0007066666666666666 std=0.0012331351192072272 min=-0.0043 max=0.0012 +18:55:19,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0019), (, 0.0), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0043), (, -0.0001), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0), (, 0.0012), (, -0.0004), (, -0.0011), (, -0.0009), (, -0.0003), (, 0.0008)] +18:55:20,43 root INFO ContextualMultiArmedBanditAgent - exp=[0.1066 0.0582 0.117 0.079 0.0984] probs=[0.2009 0.1988 0.2 0.2019 0.1984] +18:55:21,85 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00074 std=0.001366528448295168 min=-0.0043 max=0.0012 +18:55:21,85 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0009), (, 0.0008), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0012), (, -0.0007), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0011), (, -0.0007), (, 0.0), (, -0.0019), (, -0.0003), (, -0.0043)] +18:55:21,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.051 0.0572 0.0576 0.0567] probs=[0.202 0.2087 0.1946 0.1963 0.1985] +18:55:23,183 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0005521739130434783 std=0.0013695031041815674 min=-0.0043 max=0.0013 +18:55:23,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0008), (, -0.0), (, 0.0007), (, -0.0007), (, -0.0), (, 0.0013), (, -0.0009), (, -0.0003), (, -0.0002), (, -0.0011), (, 0.0), (, -0.0), (, -0.0013), (, 0.0003), (, -0.0043), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0019), (, -0.0003)] +18:55:24,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.0752 0.1256 0.0974 0.0661 0.0788] probs=[0.2037 0.1973 0.2057 0.1995 0.1938] +18:55:25,361 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0006227272727272727 std=0.0013764023652531189 min=-0.0043 max=0.0013 +18:55:25,361 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0011), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0007), (, 0.0007), (, -0.0043), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0), (, 0.0), (, 0.0013), (, -0.0001), (, -0.0001), (, 0.0006), (, -0.0019), (, -0.0001), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0008)] +18:55:26,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.14 0.1193 0.1823 0.167 ] probs=[0.1992 0.2062 0.1916 0.2 0.2029] +18:55:27,585 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.001 std=0.0013396778874435686 min=-0.0043 max=0.0007 +18:55:27,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0017), (, -0.0001), (, 0.0001), (, -0.0017), (, -0.0), (, -0.0007), (, -0.0043), (, -0.0011), (, -0.0007), (, -0.0001), (, -0.0001), (, 0.0003), (, -0.001), (, 0.0), (, 0.0), (, 0.0007), (, -0.0011), (, 0.0001), (, -0.0), (, -0.0013)] +18:55:28,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1161 0.0953 0.1033 0.0782 0.0636] probs=[0.2029 0.2026 0.197 0.1974 0.2002] +18:55:29,618 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0010210526315789473 std=0.0014511624913073262 min=-0.0043 max=0.0007 +18:55:29,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0017), (, -0.0011), (, 0.0), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0007), (, -0.001), (, 0.0007), (, -0.0031), (, -0.0013), (, 0.0001), (, -0.0017), (, -0.0001), (, -0.0011), (, -0.0001), (, 0.0005), (, -0.0043)] +18:55:30,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.1006 0.1016 0.0697 0.0617] probs=[0.1921 0.2025 0.2087 0.199 0.1978] +18:55:31,547 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00097 std=0.0012814444974324874 min=-0.0043 max=0.0007 +18:55:31,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0007), (, -0.0011), (, -0.0007), (, -0.001), (, -0.0043), (, -0.0004), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0007), (, -0.0), (, -0.0007), (, -0.0013), (, 0.0001), (, 0.0007), (, -0.0011), (, -0.0031), (, 0.0001), (, -0.0003), (, -0.0017), (, -0.0017), (, 0.0005), (, 0.0), (, 0.0), (, 0.0)] +18:55:32,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.0838 0.0901 0.0639 0.0479 0.0556] probs=[0.1968 0.2013 0.1947 0.2095 0.1976] +18:55:33,559 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=16 avg=-0.00070625 std=0.0015797423642796948 min=-0.0043 max=0.0009 +18:55:33,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0009), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0), (, 0.0), (, -0.0), (, 0.0007), (, -0.0031), (, -0.0017), (, -0.0043), (, 0.0008), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0017), (, 0.0), (, 0.0), (, 0.0009), (, 0.0003), (, 0.0007)] +18:55:34,321 root INFO ContextualMultiArmedBanditAgent - exp=[0.0651 0.0743 0.1005 0.0762 0.0925] probs=[0.2013 0.1928 0.2046 0.1981 0.2032] +18:55:35,619 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=9 avg=-0.0010555555555555557 std=0.001778333246554894 min=-0.0043 max=0.0007 +18:55:35,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0031), (, 0.0007), (, 0.0), (, 0.0), (, -0.0), (, 0.0003), (, 0.0003), (, 0.0), (, 0.0), (, 0.0), (, -0.0043), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001)] +18:55:36,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.1542 0.1767 0.1068 0.1128 0.174 ] probs=[0.1967 0.1966 0.2078 0.197 0.2019] +18:55:37,385 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=7 avg=-0.0017285714285714285 std=0.0015862933305704355 min=-0.0043 max=-0.0001 +18:55:37,386 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0), (, 0.0), (, -0.0003), (, -0.0043), (, -0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0031), (, -0.0001)] +18:55:37,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0579 0.0739 0.0577 0.0547 0.0143] probs=[0.2019 0.1964 0.2051 0.2009 0.1957] +18:55:39,125 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=8 avg=-0.0015624999999999999 std=0.0015491429081914941 min=-0.0043 max=-0.0001 +18:55:39,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0005), (, -0.0), (, 0.0), (, -0.0006), (, -0.0), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0), (, -0.0043)] +18:55:39,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0956 0.1756 0.1158 0.0931 0.1349] probs=[0.1928 0.2047 0.1982 0.2002 0.2041] +18:55:40,754 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=12 avg=-0.0010833333333333335 std=0.0014842693675864752 min=-0.0043 max=0.0009 +18:55:40,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0031), (, 0.0009), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0043)] +18:55:41,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.2302 0.1668 0.1049 0.1124 0.1899] probs=[0.194 0.2022 0.2047 0.2006 0.1985] +18:55:42,341 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0005066666666666667 std=0.0011462790042374308 min=-0.0031 max=0.0012 +18:55:42,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0001), (, -0.0002), (, -0.0031), (, 0.0012), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0005), (, 0.0002), (, 0.0009), (, -0.0006)] +18:55:42,950 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0401 0.0657 0.1262 0.087 ] probs=[0.2014 0.2023 0.197 0.198 0.2014] +18:55:44,174 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0007999999999999999 std=0.001061445555206044 min=-0.0031 max=0.0009 +18:55:44,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0009), (, -0.0031), (, -0.0006), (, -0.0011), (, -0.0011), (, -0.0005), (, -0.0001), (, 0.0002), (, -0.0012), (, 0.0009), (, -0.0009)] +18:55:44,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0862 0.0601 0.0677 0.0721 0.0426] probs=[0.1986 0.2131 0.2024 0.1907 0.1953] +18:55:45,836 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0008111111111111112 std=0.0009421540855866701 min=-0.0031 max=0.0002 +18:55:45,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, 0.0002), (, -0.0005), (, -0.0031), (, -0.0003), (, 0.0002), (, -0.0011), (, -0.0005)] +18:55:46,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.1783 0.1324 0.1848 0.2111 0.0798] probs=[0.2092 0.1968 0.1979 0.2013 0.1947] +18:55:48,490 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:55:48,491 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.5586882352941176 std=1.3677123699522553 min=-0.0905 max=5.8022 +18:55:48,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.114), (, -0.0585), (, -0.0905), (, 0.0405), (, -0.0402), (, -0.0101), (, -0.0477), (, 1.0712), (, 0.9065), (, 5.8022), (, 1.0712), (, 0.0276), (, 0.0304), (, 0.5193), (, 0.1524), (, 0.0067), (, 0.0027)] +18:55:48,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.0523 0.0886 0.0503 0.0621 0.0472] probs=[0.198 0.2005 0.1959 0.2074 0.1982] +18:55:49,885 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.09750666666666667 std=0.25976883176308035 min=-0.0905 max=0.9065 +18:55:49,885 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0905), (, -0.0585), (, 0.0027), (, -0.0905), (, 0.5193), (, 0.0405), (, 0.0304), (, -0.0477), (, -0.0402), (, 0.0067), (, 0.0276), (, 0.9065), (, 0.1524), (, 0.114), (, -0.0101)] +18:55:50,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.2365 0.1738 0.1813 0.2267 0.197 ] probs=[0.1998 0.2051 0.2076 0.1977 0.1898] +18:55:51,178 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.03105384615384615 std=0.1512274121233144 min=-0.0905 max=0.5193 +18:55:51,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0905), (, 0.5193), (, 0.114), (, -0.0101), (, -0.0477), (, 0.0405), (, 0.0304), (, 0.0067), (, -0.0402), (, 0.0276), (, 0.0027), (, -0.0585), (, -0.0905)] +18:55:51,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0145 0.0395 0.0253 0.0536 0.0689] probs=[0.192 0.2089 0.1944 0.2089 0.1958] +18:55:52,502 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.02625 std=0.03692438218846728 min=-0.0905 max=0.0276 +18:55:52,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0585), (, -0.0905), (, 0.0276), (, -0.0402), (, 0.0027), (, 0.0067), (, -0.0477), (, -0.0101)] +18:55:52,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.1475 0.1461 0.0192 0.0488 0.2035] probs=[0.2133 0.2051 0.1851 0.208 0.1885] +18:55:53,521 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.03149090909090908 std=0.03481497730328284 min=-0.0905 max=0.0315 +18:55:53,521 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0402), (, -0.0477), (, 0.0171), (, -0.0044), (, 0.0315), (, -0.0585), (, -0.0549), (, -0.0905), (, -0.0582), (, -0.0101), (, -0.0305)] +18:55:53,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.1057 0.1129 0.0389 0.0338 0.1502] probs=[0.1975 0.2045 0.199 0.2005 0.1985] +18:55:54,845 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.024916666666666667 std=0.03655930874012193 min=-0.0905 max=0.0404 +18:55:54,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.0477), (, 0.0137), (, -0.0905), (, -0.0176), (, -0.0549), (, 0.0404), (, 0.0001), (, -0.016), (, 0.0171), (, -0.0305), (, -0.0582)] +18:55:55,96 root INFO ContextualMultiArmedBanditAgent - exp=[0.1144 0.0474 0.0959 0.1303 0.1 ] probs=[0.2052 0.2095 0.1942 0.1961 0.195 ] +18:55:56,151 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02153571428571429 std=0.032995467375791766 min=-0.0905 max=0.0404 +18:55:56,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.016), (, -0.0176), (, -0.0088), (, -0.0905), (, -0.0041), (, -0.0102), (, -0.0305), (, -0.0582), (, -0.0181), (, 0.0218), (, -0.0549), (, 0.0404), (, 0.0001)] +18:55:56,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.0611 0.0997 0.1277 0.1839 0.1627] probs=[0.208 0.1866 0.2073 0.1995 0.1987] +18:55:57,600 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.022607142857142853 std=0.025799652940238067 min=-0.0905 max=0.0054 +18:55:57,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.021), (, -0.0215), (, -0.0176), (, -0.0905), (, -0.0041), (, 0.0001), (, -0.018), (, 0.0054), (, -0.0549), (, 0.0034), (, -0.0088), (, -0.0181), (, -0.016)] +18:55:57,945 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.0996 0.021 0.029 0.0691] probs=[0.1987 0.2013 0.1936 0.1997 0.2068] +18:55:58,978 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.024175000000000002 std=0.02387966795553629 min=-0.0905 max=0.0001 +18:55:58,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.021), (, -0.0217), (, 0.0001), (, -0.0181), (, -0.0126), (, -0.0905), (, -0.0215), (, -0.0), (, -0.0088), (, -0.0041), (, -0.0549), (, -0.021), (, -0.016)] +18:55:59,322 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0043 0.0272 -0.0005 0.0048 -0.0018] probs=[0.1981 0.2045 0.1989 0.1999 0.1986] +18:56:00,266 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.01432142857142857 std=0.014170451075158807 min=-0.0549 max=0.0028 +18:56:00,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.021), (, -0.0549), (, -0.0181), (, 0.0001), (, -0.0215), (, 0.0028), (, -0.0041), (, -0.0029), (, -0.0008), (, -0.0126), (, -0.0088), (, -0.016), (, -0.021), (, -0.0), (, -0.0217)] +18:56:00,666 root INFO ContextualMultiArmedBanditAgent - exp=[0.1717 0.1306 0.2006 0.1628 0.1346] probs=[0.2153 0.201 0.1971 0.1853 0.2013] +18:56:01,651 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.011127777777777778 std=0.013457042995132305 min=-0.0549 max=0.0028 +18:56:01,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0217), (, 0.0028), (, -0.016), (, 0.0001), (, -0.0037), (, -0.0549), (, -0.0215), (, -0.0029), (, -0.0126), (, -0.0181), (, -0.015), (, 0.0005), (, -0.0), (, -0.0088), (, -0.0041), (, -0.0004), (, -0.021)] +18:56:02,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.1435 0.2025 0.1181 0.13 0.1196] probs=[0.196 0.2176 0.1932 0.1898 0.2034] +18:56:03,199 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.007500000000000001 std=0.015393166185596493 min=-0.0549 max=0.0211 +18:56:03,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0549), (, -0.0078), (, -0.0217), (, 0.0211), (, -0.019), (, 0.0174), (, -0.0037), (, -0.0029), (, 0.0022), (, -0.021), (, -0.0126), (, -0.015), (, 0.0005), (, 0.0028), (, -0.0041), (, -0.0004), (, -0.0), (, -0.0088), (, 0.0001), (, -0.0181), (, -0.001), (, 0.0109), (, -0.0215)] +18:56:03,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0518 0.0375 0.0458 0.0268] probs=[0.1979 0.2043 0.199 0.2023 0.1965] +18:56:04,881 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.004803333333333332 std=0.013996296732429697 min=-0.0549 max=0.0198 +18:56:04,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0069), (, 0.0033), (, -0.015), (, -0.0025), (, 0.0015), (, 0.0028), (, 0.0126), (, 0.0022), (, -0.0016), (, -0.0088), (, -0.0098), (, 0.0198), (, 0.0174), (, 0.0048), (, -0.0217), (, 0.0109), (, -0.0), (, -0.0004), (, 0.0005), (, -0.0016), (, 0.0035), (, -0.0549), (, -0.019), (, -0.0029), (, -0.0003), (, -0.0126), (, -0.0174), (, -0.0078), (, -0.0215), (, -0.0037)] +18:56:05,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.0573 0.1047 0.0751 0.0733 0.0651] probs=[0.1937 0.1927 0.1953 0.2063 0.212 ] +18:56:06,942 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.004887096774193549 std=0.010941302096701284 min=-0.0304 max=0.0174 +18:56:06,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0126), (, -0.0025), (, -0.0059), (, 0.0052), (, -0.0004), (, -0.0025), (, -0.015), (, 0.0035), (, 0.0048), (, -0.0001), (, -0.0), (, -0.0215), (, 0.0015), (, 0.0174), (, -0.0217), (, -0.0174), (, -0.0069), (, -0.0029), (, -0.0304), (, -0.0113), (, -0.0098), (, 0.0164), (, 0.0), (, 0.0033), (, -0.0), (, -0.019), (, -0.0037), (, 0.0), (, -0.012), (, 0.0109), (, 0.0028), (, -0.0003), (, -0.0078), (, 0.0014)] +18:56:07,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0335 0.0573 0.0172 0.0406 0.0176] probs=[0.201 0.2042 0.1991 0.2015 0.1942] +18:56:09,246 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.006967741935483872 std=0.01041098635272511 min=-0.0304 max=0.0174 +18:56:09,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0304), (, 0.0015), (, -0.0174), (, -0.012), (, 0.0033), (, -0.0), (, -0.019), (, 0.0028), (, 0.0035), (, -0.0217), (, -0.0038), (, -0.0019), (, -0.0022), (, 0.0174), (, -0.0025), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0215), (, -0.0304), (, -0.0148), (, -0.0021), (, -0.0037), (, -0.015), (, -0.0029), (, -0.0), (, -0.0011), (, -0.0062), (, -0.0003), (, -0.0126), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0022), (, -0.0149)] +18:56:10,180 root INFO ContextualMultiArmedBanditAgent - exp=[0.0487 0.1473 0.0854 0.0823 0.1232] probs=[0.1913 0.2147 0.2002 0.1947 0.199 ] +18:56:11,421 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.006833333333333333 std=0.00926363586800288 min=-0.0304 max=0.008 +18:56:11,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0304), (, 0.008), (, -0.0062), (, -0.0029), (, -0.0003), (, -0.0025), (, -0.0029), (, 0.0006), (, -0.007), (, -0.0022), (, -0.019), (, -0.0), (, 0.0035), (, 0.0015), (, -0.0022), (, -0.0304), (, -0.0002), (, -0.0004), (, -0.0008), (, -0.0148), (, -0.0019), (, -0.0011), (, -0.0189), (, -0.0029), (, -0.0037), (, -0.0038), (, -0.0215), (, -0.015), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0174), (, -0.0111), (, -0.0025), (, -0.0149), (, -0.0021)] +18:56:12,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1579 0.1877 0.0782 0.151 0.1498] probs=[0.197 0.2042 0.1996 0.2048 0.1944] +18:56:13,554 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.005009677419354839 std=0.008339929404772375 min=-0.0304 max=0.012 +18:56:13,554 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0148), (, 0.0002), (, 0.0), (, -0.0), (, 0.0001), (, 0.0021), (, -0.0008), (, -0.0007), (, -0.0019), (, -0.0304), (, -0.0), (, -0.0111), (, 0.012), (, -0.0189), (, -0.0022), (, -0.0022), (, -0.0025), (, -0.011), (, -0.005), (, 0.0), (, 0.008), (, -0.0029), (, -0.0021), (, -0.0062), (, -0.0003), (, 0.0006), (, -0.0029), (, -0.0004), (, -0.0149), (, -0.007), (, -0.0037), (, 0.0), (, -0.015), (, -0.0005), (, -0.002)] +18:56:14,636 root INFO ContextualMultiArmedBanditAgent - exp=[0.0956 0.1042 0.066 0.1008 0.084 ] probs=[0.202 0.1959 0.2021 0.2021 0.1979] +18:56:15,811 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.005526470588235294 std=0.007872226264963552 min=-0.0304 max=0.008 +18:56:15,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0016), (, -0.0005), (, 0.0002), (, -0.007), (, 0.0), (, -0.0029), (, -0.0111), (, -0.011), (, -0.0148), (, -0.012), (, -0.0025), (, 0.0022), (, -0.0111), (, -0.0008), (, -0.0014), (, -0.0012), (, -0.0164), (, -0.0005), (, -0.015), (, 0.0), (, 0.0012), (, -0.0016), (, -0.015), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0), (, 0.0031), (, -0.0189), (, -0.005), (, -0.0149), (, -0.0001), (, -0.0029), (, -0.0022), (, -0.0304), (, 0.008)] +18:56:16,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.0467 0.0485 0.0297 0.0081] probs=[0.1946 0.2047 0.1969 0.2058 0.1981] +18:56:18,105 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=32 avg=-0.006021875 std=0.008253284739082677 min=-0.0304 max=0.0086 +18:56:18,105 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0164), (, -0.015), (, 0.0026), (, -0.0012), (, 0.0086), (, -0.0017), (, -0.0019), (, -0.0005), (, -0.0025), (, -0.0111), (, 0.0002), (, -0.0008), (, -0.011), (, -0.0164), (, -0.011), (, -0.015), (, -0.0111), (, -0.0044), (, -0.0189), (, -0.0005), (, 0.0031), (, -0.0018), (, 0.0002), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0148), (, -0.0027), (, -0.0304), (, 0.0), (, -0.0009), (, -0.0149), (, 0.0), (, -0.0022)] +18:56:19,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.1538 0.1355 0.1053 0.1916] probs=[0.2017 0.1986 0.1999 0.202 0.1978] +18:56:20,388 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0036558823529411763 std=0.007583503426613143 min=-0.0304 max=0.0086 +18:56:20,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0164), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0044), (, 0.0086), (, -0.015), (, -0.0003), (, -0.0304), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0012), (, -0.0025), (, 0.001), (, -0.0017), (, 0.0018), (, -0.0005), (, -0.0003), (, -0.015), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0026), (, -0.0019), (, -0.0017), (, -0.0022), (, 0.0), (, -0.0007), (, -0.0189), (, -0.0008), (, -0.0003), (, -0.0027), (, -0.0005), (, -0.0164)] +18:56:21,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.1836 0.31 0.2704 0.2238 0.2234] probs=[0.1908 0.2194 0.1956 0.2006 0.1936] +18:56:22,730 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=39 avg=-0.002325641025641025 std=0.0070674667404627845 min=-0.0304 max=0.0096 +18:56:22,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0001), (, 0.0), (, -0.0017), (, -0.0003), (, -0.0012), (, -0.0027), (, -0.0022), (, -0.0164), (, -0.0025), (, -0.0005), (, -0.0003), (, 0.0022), (, -0.0016), (, -0.0007), (, -0.0019), (, -0.0017), (, 0.0026), (, -0.015), (, -0.0005), (, -0.0003), (, -0.0027), (, -0.0044), (, -0.0189), (, -0.0016), (, 0.0086), (, -0.003), (, 0.0032), (, 0.001), (, -0.0039), (, -0.0304), (, -0.0036), (, -0.0017), (, -0.0009), (, -0.0008), (, -0.0025), (, 0.0096), (, 0.0014), (, -0.0027), (, 0.0086), (, 0.0)] +18:56:23,903 root INFO ContextualMultiArmedBanditAgent - exp=[0.1294 0.1832 0.1387 0.1577 0.1307] probs=[0.2073 0.2002 0.1944 0.2049 0.1932] +18:56:25,346 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0029199999999999994 std=0.0059189188201900535 min=-0.0304 max=0.0022 +18:56:25,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0039), (, 0.0), (, -0.0036), (, -0.0007), (, -0.0164), (, -0.0044), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0017), (, -0.0005), (, -0.0025), (, -0.0001), (, -0.0027), (, -0.0027), (, -0.003), (, 0.0022), (, -0.0017), (, -0.0017), (, -0.0003), (, -0.0022), (, -0.0008), (, -0.0016), (, -0.0027), (, -0.0016), (, -0.0304), (, -0.0003)] +18:56:26,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.07 0.0783 0.0671 0.0747] probs=[0.1965 0.2054 0.1951 0.2057 0.1973] +18:56:27,365 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0019516129032258066 std=0.0028808456383658558 min=-0.0164 max=0.001 +18:56:27,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0027), (, -0.0017), (, -0.0), (, -0.0016), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0006), (, -0.0027), (, -0.0017), (, -0.0004), (, -0.0027), (, -0.0), (, -0.0008), (, -0.0036), (, -0.0006), (, -0.0016), (, -0.0009), (, 0.0), (, -0.0027), (, -0.0044), (, -0.0017), (, -0.0164), (, -0.0016), (, -0.0002), (, -0.0015), (, -0.0039), (, 0.0), (, -0.0013), (, -0.0012), (, -0.0007), (, 0.001), (, -0.0005)] +18:56:28,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.1366 0.0997 0.091 0.1223] probs=[0.2021 0.2049 0.2035 0.197 0.1926] +18:56:29,503 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0015161290322580649 std=0.0031170806000521776 min=-0.0164 max=0.0045 +18:56:29,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0004), (, -0.0016), (, -0.0005), (, -0.0164), (, -0.0008), (, -0.0006), (, -0.0005), (, -0.0004), (, -0.0016), (, 0.0013), (, -0.0016), (, 0.0012), (, -0.0001), (, -0.0016), (, -0.0027), (, -0.0005), (, 0.0), (, -0.0), (, 0.0), (, -0.0012), (, -0.0039), (, -0.0012), (, -0.0036), (, -0.0002), (, -0.0015), (, -0.0027), (, -0.0), (, -0.001), (, 0.0045), (, -0.0013), (, -0.0006), (, -0.0027), (, -0.0009), (, -0.0027)] +18:56:30,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.1624 0.1557 0.1206 0.1116] probs=[0.1929 0.2008 0.2055 0.2009 0.1999] +18:56:31,856 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0015999999999999999 std=0.0033915052251629646 min=-0.0164 max=0.0045 +18:56:31,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0015), (, -0.0016), (, -0.0006), (, -0.0027), (, -0.0164), (, -0.0008), (, -0.0), (, -0.0027), (, -0.0013), (, -0.0004), (, -0.0028), (, -0.0036), (, -0.001), (, 0.0), (, -0.0005), (, -0.0), (, 0.0), (, -0.0027), (, 0.0013), (, -0.0016), (, -0.0005), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0016), (, -0.0016), (, 0.0045), (, -0.0027), (, 0.0022), (, -0.0), (, -0.0012)] +18:56:32,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.1589 0.1229 0.1438 0.1326 0.113 ] probs=[0.1896 0.2099 0.1984 0.1966 0.2054] +18:56:34,331 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.001304761904761905 std=0.0038336202199656796 min=-0.0164 max=0.0045 +18:56:34,332 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0), (, -0.0), (, -0.0016), (, -0.0004), (, -0.0015), (, 0.0022), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0028), (, 0.0), (, -0.0003), (, -0.0027), (, -0.0036), (, 0.0013), (, 0.0017), (, -0.0005), (, -0.0013), (, -0.0004), (, 0.0), (, -0.0164), (, 0.0045), (, -0.0027), (, -0.0), (, -0.0)] +18:56:35,163 root INFO ContextualMultiArmedBanditAgent - exp=[0.0658 0.0872 0.0709 0.0868 0.0835] probs=[0.2018 0.1926 0.2074 0.2057 0.1926] +18:56:36,341 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0010290322580645158 std=0.0032369034932734518 min=-0.0164 max=0.0045 +18:56:36,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0017), (, -0.0), (, -0.0), (, -0.0015), (, -0.0164), (, -0.0003), (, -0.0025), (, -0.0009), (, 0.0017), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0016), (, 0.0002), (, 0.0001), (, 0.0015), (, 0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0), (, -0.0036), (, -0.0028), (, 0.0004), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0007), (, 0.0045), (, -0.0012), (, -0.0013), (, 0.0013), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, 0.0022), (, -0.0005), (, -0.0004)] +18:56:37,437 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1811 0.1766 0.1511 0.1659] probs=[0.2057 0.2014 0.1982 0.1988 0.1959] +18:56:38,799 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=36 avg=-0.0011000000000000003 std=0.0030631320209513952 min=-0.0164 max=0.0045 +18:56:38,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0025), (, -0.0003), (, 0.0), (, -0.0028), (, 0.0015), (, 0.0015), (, -0.0), (, -0.0016), (, -0.0), (, 0.0013), (, 0.0001), (, -0.0164), (, 0.0), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0029), (, -0.0015), (, 0.0004), (, -0.0024), (, -0.0011), (, -0.0003), (, 0.0045), (, -0.0004), (, 0.0022), (, -0.0009), (, -0.0014), (, -0.0005), (, -0.0017), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0036), (, -0.0), (, 0.0), (, 0.0001), (, 0.0), (, -0.0012), (, -0.001), (, -0.0), (, 0.0), (, -0.0007), (, -0.0025), (, -0.0003), (, -0.0007), (, 0.0016)] +18:56:40,179 root INFO ContextualMultiArmedBanditAgent - exp=[0.1487 0.1158 0.146 0.1429 0.1194] probs=[0.1969 0.1987 0.1994 0.2036 0.2014] +18:56:41,622 root INFO ContextualMultiArmedBanditAgent - len=51 nonzero=38 avg=-0.0010736842105263157 std=0.0030376310203950848 min=-0.0164 max=0.0045 +18:56:41,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0013), (, -0.0024), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0009), (, 0.0045), (, 0.0), (, 0.0004), (, 0.0007), (, -0.002), (, -0.0), (, -0.0025), (, -0.0007), (, 0.0008), (, 0.0), (, 0.0015), (, -0.0005), (, 0.0), (, -0.001), (, -0.0029), (, 0.0012), (, 0.0013), (, 0.0), (, -0.0025), (, 0.0), (, 0.0002), (, 0.0022), (, -0.0003), (, -0.0036), (, 0.0001), (, -0.0016), (, -0.0017), (, -0.0029), (, -0.0025), (, 0.0), (, -0.0028), (, 0.0), (, 0.0), (, -0.0), (, -0.0164), (, 0.0016), (, -0.0024), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0015), (, -0.0012), (, -0.0), (, 0.0015)] +18:56:43,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.1644 0.1374 0.1241 0.1276 0.1189] probs=[0.2003 0.2081 0.201 0.1985 0.1922] +18:56:44,565 root INFO ContextualMultiArmedBanditAgent - len=49 nonzero=38 avg=-0.0010263157894736842 std=0.002888332628691027 min=-0.0164 max=0.0022 +18:56:44,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0025), (, -0.0029), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0005), (, 0.0015), (, -0.0012), (, -0.0029), (, 0.0007), (, -0.0), (, -0.0007), (, 0.0), (, -0.0011), (, 0.0001), (, -0.001), (, -0.0015), (, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0022), (, -0.0013), (, -0.0011), (, 0.0013), (, -0.0025), (, -0.002), (, 0.0015), (, -0.0028), (, -0.0025), (, 0.0), (, -0.0009), (, 0.0), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0164), (, 0.0016), (, -0.0024), (, -0.0003), (, 0.0004), (, -0.0004), (, 0.0015), (, 0.0001), (, -0.0024)] +18:56:45,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.134 0.1252 0.1568 0.1336 0.1682] probs=[0.1949 0.205 0.2018 0.1999 0.1984] +18:56:47,503 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=36 avg=-0.0004833333333333334 std=0.003032554845157609 min=-0.0164 max=0.0023 +18:56:47,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0009), (, 0.0021), (, 0.0002), (, 0.0015), (, -0.0029), (, 0.0013), (, -0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0), (, 0.0005), (, -0.0012), (, -0.0016), (, 0.0006), (, -0.0029), (, 0.0001), (, 0.0016), (, 0.0015), (, 0.0004), (, -0.0164), (, 0.0007), (, 0.0), (, 0.0012), (, 0.0), (, 0.0007), (, -0.0), (, -0.0024), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0015), (, -0.0), (, 0.0004), (, 0.0), (, 0.0019), (, -0.0011), (, 0.0023), (, -0.0), (, -0.0), (, -0.0028), (, 0.0016), (, -0.0003)] +18:56:48,890 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.136 0.1344 0.113 0.0925] probs=[0.1979 0.2066 0.1992 0.1975 0.1988] +18:56:50,414 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=38 avg=-0.0002526315789473684 std=0.002950444823029167 min=-0.0164 max=0.0023 +18:56:50,415 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0), (, 0.0015), (, -0.0), (, 0.0016), (, 0.0015), (, -0.0009), (, -0.0), (, 0.001), (, 0.0), (, 0.0), (, 0.0012), (, 0.0), (, 0.0004), (, 0.0019), (, 0.0014), (, -0.0009), (, 0.0021), (, 0.0007), (, -0.0003), (, -0.0011), (, 0.0013), (, 0.0014), (, 0.0004), (, 0.0023), (, 0.0015), (, 0.0006), (, -0.0005), (, -0.0016), (, -0.0024), (, -0.0164), (, -0.0007), (, -0.0033), (, 0.0007), (, 0.0001), (, 0.0017), (, 0.0005), (, -0.0012), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0003)] +18:56:51,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.1014 0.1391 0.1346 0.1394 0.1205] probs=[0.2009 0.2046 0.1971 0.2019 0.1955] +18:56:53,328 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.0007468749999999999 std=0.0030972754534227343 min=-0.0164 max=0.0023 +18:56:53,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, -0.0164), (, -0.0013), (, 0.0), (, -0.0012), (, 0.0006), (, -0.0005), (, 0.0015), (, 0.0), (, -0.0009), (, 0.0023), (, -0.0), (, -0.0019), (, -0.0002), (, -0.0), (, -0.0016), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0011), (, 0.0), (, -0.0002), (, 0.0004), (, -0.0009), (, 0.001), (, 0.0), (, 0.002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0007), (, 0.0011), (, -0.0), (, 0.0014), (, -0.0003), (, -0.0007), (, 0.0012), (, 0.0007)] +18:56:54,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0849 0.1283 0.0941 0.0972 0.0768] probs=[0.2038 0.1974 0.2062 0.1963 0.1963] +18:56:56,347 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00035625 std=0.0011808200275655897 min=-0.0033 max=0.0021 +18:56:56,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, 0.0), (, 0.0006), (, -0.0007), (, -0.0007), (, -0.0), (, 0.0002), (, -0.0007), (, -0.0012), (, 0.0007), (, -0.0011), (, -0.0004), (, -0.0033), (, -0.0), (, 0.0), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0009), (, 0.0021), (, 0.0011), (, -0.0009), (, -0.0), (, 0.0001), (, 0.0), (, -0.0013), (, -0.0002), (, 0.0012), (, -0.0003), (, 0.001), (, -0.0007), (, -0.0), (, 0.0001), (, 0.0014), (, 0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0007), (, 0.0004), (, -0.0002)] +18:56:57,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.1071 0.0692 0.0893 0.0721] probs=[0.1997 0.2011 0.2026 0.1991 0.1975] +18:56:59,507 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=35 avg=-0.0004542857142857142 std=0.0010472666073826548 min=-0.0033 max=0.0021 +18:56:59,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0006), (, -0.0006), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0012), (, -0.0013), (, 0.0011), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0012), (, 0.0002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0033), (, -0.0007), (, -0.0003), (, 0.0021), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0007), (, -0.0), (, -0.0011), (, 0.0004), (, -0.0003), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0018), (, -0.0016)] +18:57:00,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.0779 0.1174 0.0899 0.1119 0.0837] probs=[0.1995 0.2055 0.196 0.2004 0.1986] +18:57:02,504 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=31 avg=-0.00043225806451612896 std=0.0010608539155684438 min=-0.0033 max=0.0021 +18:57:02,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0005), (, -0.0012), (, -0.0004), (, -0.0012), (, -0.0004), (, 0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0011), (, 0.0), (, 0.0021), (, 0.0004), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0033), (, -0.0002), (, -0.0006), (, -0.0007), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0009), (, -0.0002), (, -0.0018), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0), (, -0.0007), (, 0.0), (, -0.0003), (, 0.0018), (, -0.0), (, -0.0), (, -0.0004)] +18:57:03,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.1425 0.1169 0.1407 0.101 ] probs=[0.1977 0.2011 0.1996 0.2016 0.1999] +18:57:05,353 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.00046363636363636366 std=0.0010298038006186397 min=-0.0033 max=0.0021 +18:57:05,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0004), (, -0.0007), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0), (, 0.0002), (, -0.0004), (, 0.0), (, 0.0), (, -0.0012), (, -0.0004), (, -0.0004), (, -0.0005), (, 0.0002), (, 0.0021), (, -0.0004), (, -0.0001), (, -0.0014), (, -0.0018), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0004), (, -0.0033), (, 0.0001), (, -0.0), (, 0.0001), (, 0.0018), (, -0.0003), (, -0.0), (, 0.0), (, -0.0007), (, -0.0012), (, 0.0), (, -0.0), (, -0.0), (, -0.0011), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001)] +18:57:06,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1071 0.0834 0.0627 0.0582] probs=[0.2007 0.2007 0.2 0.2026 0.196 ] +18:57:08,310 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=35 avg=-0.0004342857142857143 std=0.0009976953033703963 min=-0.0033 max=0.0021 +18:57:08,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0014), (, -0.0002), (, 0.0018), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0012), (, 0.0002), (, -0.0018), (, -0.0012), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0003), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0033), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0001), (, 0.0002), (, 0.0021), (, -0.0011), (, -0.0001)] +18:57:09,624 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.0873 0.0566 0.0978 0.0826] probs=[0.1994 0.2015 0.2001 0.1964 0.2026] +18:57:11,174 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.000576 std=0.0012060779410966772 min=-0.0033 max=0.0021 +18:57:11,174 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0014), (, -0.0003), (, -0.0012), (, 0.0018), (, -0.0), (, 0.0), (, 0.0001), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0026), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0033), (, -0.0002), (, -0.0), (, 0.0021), (, -0.0004), (, -0.0018), (, 0.0), (, 0.0), (, -0.0)] +18:57:12,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0954 0.0898 0.0863 0.0941 0.087 ] probs=[0.2105 0.2016 0.2009 0.191 0.196 ] +18:57:13,869 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0004111111111111111 std=0.0012890804455353935 min=-0.0033 max=0.0021 +18:57:13,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0026), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0002), (, 0.0007), (, -0.0011), (, 0.0016), (, -0.0033), (, 0.0), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0), (, -0.0014), (, 0.0), (, 0.0006), (, 0.0), (, -0.0), (, -0.0004), (, -0.0012), (, -0.0), (, 0.0004), (, -0.0006), (, 0.0021), (, -0.0004), (, -0.0001), (, -0.0018), (, -0.0002), (, 0.0018)] +18:57:15,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0912 0.1314 0.0761 0.1167 0.0855] probs=[0.1979 0.206 0.1991 0.2022 0.1948] +18:57:16,445 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.00043448275862068974 std=0.0012465886864363124 min=-0.0033 max=0.0021 +18:57:16,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0012), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0003), (, 0.0006), (, 0.0016), (, -0.0026), (, -0.0004), (, 0.0), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0011), (, 0.0006), (, 0.0), (, -0.0004), (, 0.0018), (, -0.0006), (, -0.0002), (, -0.0007), (, -0.0018), (, 0.0), (, 0.0), (, 0.0004), (, -0.0033), (, 0.0021), (, 0.0001), (, -0.0006)] +18:57:17,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0586 0.101 0.0799 0.0885 0.0911] probs=[0.2005 0.2068 0.1966 0.2029 0.1932] +18:57:19,84 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00035757575757575756 std=0.0011012473101897609 min=-0.0033 max=0.0018 +18:57:19,85 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0004), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0006), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0018), (, 0.0018), (, 0.0004), (, 0.001), (, 0.0011), (, -0.0026), (, -0.0022), (, 0.0), (, 0.0016), (, 0.001), (, 0.0001), (, -0.0002), (, 0.0002), (, 0.0006), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0006), (, 0.0006), (, 0.0001), (, -0.0006), (, -0.0014), (, -0.0033), (, -0.0007), (, -0.0012), (, -0.0011), (, -0.0001)] +18:57:20,396 root INFO ContextualMultiArmedBanditAgent - exp=[0.1227 0.1297 0.0636 0.0897 0.1016] probs=[0.1984 0.1986 0.2025 0.2009 0.1995] +18:57:21,969 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00026562499999999996 std=0.0010658357562847102 min=-0.0033 max=0.0016 +18:57:21,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.001), (, 0.0), (, 0.0), (, -0.0033), (, 0.0002), (, 0.0006), (, -0.0), (, -0.0012), (, 0.0001), (, -0.0011), (, -0.0009), (, 0.0006), (, -0.0006), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0002), (, 0.001), (, -0.0004), (, -0.0026), (, 0.0016), (, -0.0006), (, 0.0006), (, -0.0018), (, 0.0012), (, 0.0011), (, 0.0001), (, -0.0004), (, 0.0011), (, -0.0005)] +18:57:23,296 root INFO ContextualMultiArmedBanditAgent - exp=[0.091 0.0964 0.1035 0.1412 0.1065] probs=[0.2045 0.1997 0.1938 0.2013 0.2008] +18:57:24,780 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0003363636363636363 std=0.0010568157380225899 min=-0.0033 max=0.0012 +18:57:24,780 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0014), (, -0.0004), (, -0.0026), (, 0.0006), (, -0.0011), (, 0.0), (, -0.0), (, 0.0007), (, 0.0003), (, -0.0001), (, -0.0006), (, -0.0007), (, -0.0033), (, -0.0), (, 0.001), (, 0.001), (, 0.0012), (, -0.0001), (, 0.0001), (, -0.0004)] +18:57:25,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.0374 0.0889 0.0586 0.061 0.0361] probs=[0.2025 0.2023 0.1997 0.1969 0.1987] +18:57:27,174 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.00027916666666666666 std=0.0009742429397001322 min=-0.0033 max=0.0011 +18:57:27,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0007), (, 0.0004), (, 0.0008), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0003), (, -0.0033), (, -0.0006), (, 0.0), (, -0.0), (, 0.0007), (, -0.0004), (, 0.0008), (, -0.0001), (, 0.0001), (, 0.0011), (, -0.0011), (, 0.0001), (, 0.0006), (, -0.0), (, -0.0004), (, -0.0), (, -0.0026), (, 0.0001), (, -0.0001)] +18:57:28,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.1874 0.1151 0.0675 0.1015] probs=[0.1987 0.1954 0.1983 0.2085 0.1992] +18:57:29,862 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.00030833333333333337 std=0.0009259754616379181 min=-0.0033 max=0.0011 +18:57:29,863 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0006), (, -0.0008), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0008), (, -0.0004), (, 0.0011), (, -0.0001), (, -0.0026), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0033), (, -0.0004), (, -0.0001), (, -0.0003)] +18:57:30,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1055 0.1008 0.0731 0.0885] probs=[0.1951 0.2048 0.209 0.196 0.1951] +18:57:32,255 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00035999999999999997 std=0.0008827230596285564 min=-0.0033 max=0.0009 +18:57:32,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0004), (, -0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0008), (, -0.0033), (, 0.0009), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0026), (, -0.0001), (, -0.0007), (, -0.0008), (, 0.0007), (, 0.0001), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0007), (, -0.0007)] +18:57:33,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.0297 0.074 0.0886 0.0652 0.0671] probs=[0.2025 0.2141 0.1965 0.1888 0.1982] +18:57:34,965 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0004576923076923077 std=0.0008394930140924695 min=-0.0033 max=0.0008 +18:57:34,966 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0007), (, 0.0001), (, -0.0007), (, -0.0), (, 0.0), (, 0.0001), (, 0.0002), (, -0.0026), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0033), (, -0.0007), (, -0.0005), (, -0.0001), (, 0.0007), (, -0.0), (, -0.001), (, -0.0007), (, 0.0008), (, -0.0005), (, -0.0002), (, -0.0007), (, -0.0005)] +18:57:36,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.1026 0.0676 0.0379 0.0514] probs=[0.189 0.2073 0.2065 0.2039 0.1932] +18:57:37,846 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0004928571428571428 std=0.0008263208350568074 min=-0.0033 max=0.0008 +18:57:37,847 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, -0.001), (, -0.0007), (, -0.0002), (, -0.0033), (, -0.0005), (, -0.0003), (, 0.0005), (, -0.0), (, 0.0008), (, -0.0007), (, -0.0002), (, -0.0004), (, 0.0007), (, 0.0006), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0007), (, -0.0007), (, 0.0), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0), (, -0.0026), (, -0.0007)] +18:57:39,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0908 0.0824 0.1067 0.1018 0.115 ] probs=[0.1994 0.2002 0.199 0.204 0.1974] +18:57:40,491 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00033333333333333327 std=0.0007542472332656507 min=-0.0033 max=0.0008 +18:57:40,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0006), (, -0.0007), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0011), (, -0.0), (, -0.0001), (, -0.0), (, 0.0005), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0007), (, -0.0003), (, 0.0007), (, -0.001), (, -0.0007), (, 0.0001), (, 0.0008), (, -0.0033)] +18:57:41,920 root INFO ContextualMultiArmedBanditAgent - exp=[0.0713 0.0605 0.0725 0.0776 0.074 ] probs=[0.1987 0.201 0.1988 0.2042 0.1972] +18:57:43,500 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0004217391304347827 std=0.00044619796906669566 min=-0.0011 max=0.0005 +18:57:43,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0005), (, -0.0001), (, 0.0005), (, -0.0007), (, 0.0001), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0011), (, 0.0), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0007), (, -0.001), (, -0.0003), (, -0.0005)] +18:57:44,489 root INFO ContextualMultiArmedBanditAgent - exp=[0.1239 0.1278 0.0937 0.1385 0.1569] probs=[0.1909 0.2062 0.193 0.2062 0.2038] +18:57:45,771 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00040454545454545447 std=0.00042797331344932406 min=-0.0011 max=0.0005 +18:57:45,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0003), (, 0.0001), (, -0.0005), (, -0.0011), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0005), (, -0.0007), (, -0.0003), (, -0.0007), (, 0.0), (, 0.0001), (, -0.001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0), (, -0.0006)] +18:57:46,722 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1453 0.1231 0.1116 0.1003] probs=[0.2043 0.201 0.2008 0.1959 0.1981] +18:57:48,34 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00046 std=0.00038910152916687437 min=-0.0011 max=0.0003 +18:57:48,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0005), (, 0.0003), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0011), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0007), (, -0.001), (, 0.0)] +18:57:48,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.1309 0.1742 0.1965 0.1413 0.205 ] probs=[0.1955 0.2081 0.196 0.2057 0.1947] +18:57:50,57 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00041000000000000005 std=0.000378021163428716 min=-0.0011 max=0.0003 +18:57:50,57 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0), (, -0.0003), (, -0.001), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0005), (, -0.0003), (, -0.0011), (, -0.0003), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0003)] +18:57:50,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.1322 0.1258 0.0794 0.1277] probs=[0.2002 0.2072 0.1965 0.2001 0.196 ] +18:57:52,175 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.0004 std=0.00035777087639996636 min=-0.0011 max=0.0003 +18:57:52,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0008), (, -0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0003)] +18:57:53,33 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0622 0.0547 0.0764 0.045 ] probs=[0.1973 0.2037 0.1955 0.198 0.2055] +18:57:54,169 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0003333333333333333 std=0.0004611923814401238 min=-0.0011 max=0.0012 +18:57:54,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0012), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0008), (, -0.0009), (, -0.0003), (, -0.0011), (, -0.0008)] +18:57:55,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.0065 0.0547 0.0347 0.0451 0.0345] probs=[0.1933 0.2081 0.2023 0.1924 0.2039] +18:57:56,353 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.00023 std=0.0005631163290120435 min=-0.0011 max=0.0012 +18:57:56,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0012), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0002), (, 0.0006), (, 0.0008), (, -0.0), (, -0.0), (, -0.0011), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0), (, -0.0008), (, 0.0003), (, -0.0003), (, -0.0003)] +18:57:57,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0343 0.0844 0.0798 0.0792 0.1222] probs=[0.1959 0.2042 0.2065 0.2055 0.1879] +18:57:58,544 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.00031428571428571427 std=0.00046525539764092326 min=-0.0011 max=0.0008 +18:57:58,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0008), (, -0.0005), (, -0.0001), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0009), (, 0.0001), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0006), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0003)] +18:57:59,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1361 0.0989 0.1154 0.1048] probs=[0.2035 0.203 0.1983 0.2006 0.1946] +18:58:00,675 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.00030500000000000004 std=0.0004652687395473717 min=-0.0011 max=0.0006 +18:58:00,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, 0.0001), (, 0.0003), (, -0.0011), (, 0.0006), (, -0.0), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0003), (, 0.0005), (, 0.0), (, -0.0005), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0)] +18:58:01,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.03 0.067 0.0539 0.0395 0.0729] probs=[0.203 0.2 0.1982 0.1933 0.2055] +18:58:02,852 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.00026000000000000003 std=0.0004454211490264018 min=-0.0011 max=0.0006 +18:58:02,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, 0.0006), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0005), (, -0.0011), (, -0.0007), (, -0.0001), (, 0.0003)] +18:58:03,685 root INFO ContextualMultiArmedBanditAgent - exp=[0.0589 0.081 0.0917 0.087 0.0623] probs=[0.1974 0.2057 0.2037 0.2009 0.1924] +18:58:04,961 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=21 avg=-0.00018095238095238098 std=0.0004716930475062778 min=-0.0011 max=0.0008 +18:58:04,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0003), (, 0.0008), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0011), (, -0.0008), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, -0.0005), (, -0.0007), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0005), (, -0.0007), (, -0.0001), (, -0.0004)] +18:58:05,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.1023 0.1507 0.0777 0.0962 0.1027] probs=[0.1995 0.2 0.1971 0.2044 0.199 ] +18:58:07,105 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00025624999999999997 std=0.0003904624661859319 min=-0.0011 max=0.0003 +18:58:07,106 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0008), (, -0.0004), (, 0.0003), (, -0.0002), (, -0.0001), (, -0.0007), (, -0.0002), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0003), (, -0.0002), (, -0.0011), (, 0.0001)] +18:58:07,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.0552 0.0847 0.0587 0.0551 0.0276] probs=[0.2021 0.1944 0.1962 0.2047 0.2027] +18:58:08,868 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=12 avg=-0.0003166666666666667 std=0.00041599946581162285 min=-0.0011 max=0.0003 +18:58:08,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0004), (, -0.0008)] +18:58:09,336 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0549 0.0755 0.0581 0.0423] probs=[0.1957 0.1966 0.2065 0.2035 0.1977] +18:58:10,439 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=9 avg=-0.00044444444444444436 std=0.0003774508389214007 min=-0.0011 max=0.0001 +18:58:10,440 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0011), (, -0.0008), (, -0.0005), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0001)] +18:58:10,813 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.1092 0.1272 0.0862 0.0473] probs=[0.2039 0.2055 0.1976 0.2008 0.1921] +18:58:11,925 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.0003142857142857143 std=0.00030904725218262766 min=-0.0008 max=0.0001 +18:58:11,925 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0002), (, -0.0008), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0005)] +18:58:12,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0195 0.0001 0.0059 -0.0024] probs=[0.2004 0.202 0.2093 0.1902 0.1982] +18:58:13,114 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=6 avg=-0.00023333333333333333 std=0.0002560381915956203 min=-0.0005 max=0.0001 +18:58:13,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0004), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0)] +18:58:13,374 root INFO ContextualMultiArmedBanditAgent - exp=[0.1303 0.0713 0.0921 0.1553 0.1482] probs=[0.2097 0.1853 0.1879 0.2038 0.2132] +18:58:14,318 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00030000000000000003 std=0.0002280350850198276 min=-0.0005 max=0.0001 +18:58:14,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0004)] +18:58:14,489 root INFO ContextualMultiArmedBanditAgent - exp=[0.151 0.0946 0.172 0.1766 0.0339] probs=[0.1921 0.1933 0.1909 0.221 0.2026] +18:58:15,445 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00030000000000000003 std=0.00016733200530681512 min=-0.0005 max=-0.0001 +18:58:15,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0005)] +18:58:15,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.3126 0.1759 0.2815 0.1206 0.213 ] probs=[0.1832 0.2176 0.2081 0.1939 0.1972] +18:58:16,532 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000175 std=4.330127018922193e-05 min=-0.0002 max=-0.0001 +18:58:16,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0002)] +18:58:16,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.2888 0.5248 0.5642 0.6269 0.2942] probs=[0.2019 0.1931 0.2048 0.1882 0.2119] +18:58:17,497 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00016 std=4.898979485566356e-05 min=-0.0002 max=-0.0001 +18:58:17,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0002)] +18:58:17,673 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0195 0.0001 0.0059 -0.0024] probs=[0.1856 0.2027 0.2065 0.1993 0.206 ] +18:58:18,764 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00015000000000000004 std=5e-05 min=-0.0002 max=-0.0001 +18:58:18,765 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0001)] +18:58:18,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.1288 0.1508 0.1288 0.0302 0.023 ] probs=[0.1976 0.2036 0.1994 0.2006 0.1988] +18:58:19,783 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 +18:58:19,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0001)] +18:58:19,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.19 0.1893 0.0342 0.0287 0.1428] probs=[0.1977 0.2034 0.1994 0.2006 0.199 ] +18:58:20,872 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 +18:58:20,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0001)] +18:58:21,41 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.1125 0.0044 0.033 0.1448] probs=[0.1977 0.2034 0.1994 0.2006 0.199 ] +18:58:21,934 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 +18:58:21,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001)] +18:58:22,119 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0211 0.0004 0.0063 -0.0025] probs=[0.2025 0.2168 0.1927 0.206 0.1821] +18:58:22,908 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0001 std=9.999999999999999e-05 min=-0.0002 max=0.0001 +18:58:22,908 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001)] +18:58:23,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.2335 0.1359 0.1395 0.1501 0.3055] probs=[0.1976 0.2134 0.2016 0.1863 0.2012] +18:58:25,150 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +18:58:25,152 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.21327333333333337 std=0.3747652446828844 min=-0.1081 max=1.2007 +18:58:25,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, 0.0372), (, 0.0256), (, -0.0026), (, 0.1435), (, 0.1435), (, 1.036), (, 0.0686), (, 0.2826), (, 0.0046), (, 0.3363), (, 1.2007), (, 0.0961), (, -0.1081), (, 0.0386)] +18:58:25,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.198 0.1192 0.1404 0.1333 0.0963] probs=[0.2007 0.2067 0.1964 0.2048 0.1914] +18:58:26,551 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03584 std=0.10296408953287225 min=-0.1081 max=0.2826 +18:58:26,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1081), (, 0.0386), (, -0.1081), (, 0.0621), (, 0.0961), (, -0.0026), (, 0.0372), (, 0.2826), (, 0.0256), (, -0.0425), (, 0.0686), (, -0.1035), (, 0.0046), (, 0.1435), (, 0.1435)] +18:58:26,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.0645 0.0904 0.1081 0.0554] probs=[0.1854 0.1871 0.2163 0.1956 0.2157] +18:58:27,943 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=0.0034444444444444444 std=0.07820777328673369 min=-0.1081 max=0.1582 +18:58:27,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.1081), (, 0.0621), (, 0.0256), (, -0.0425), (, 0.0372), (, 0.0046), (, -0.0026), (, 0.1582)] +18:58:28,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.22 0.1516 0.2096 0.1436 0.1021] probs=[0.1894 0.2118 0.2114 0.1999 0.1875] +18:58:29,205 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03775 std=0.05218079947004773 min=-0.1081 max=0.0256 +18:58:29,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0046), (, -0.0425), (, -0.0026), (, -0.1035), (, 0.0256), (, -0.1081)] +18:58:29,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1543 0.1639 0.0547 0.1105 0.0695] probs=[0.1981 0.2039 0.1991 0.2001 0.1988] +18:58:30,214 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.04135 std=0.06698277763724046 min=-0.1081 max=0.0488 +18:58:30,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.0026), (, 0.0488), (, -0.1081)] +18:58:30,302 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0055 0.0236 -0.0001 0.0048 -0.002 ] probs=[0.1981 0.2039 0.1991 0.2001 0.1988] +18:58:31,211 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.054266666666666664 std=0.07290333020895243 min=-0.1081 max=0.0488 +18:58:31,211 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.1081), (, 0.0488)] +18:58:31,298 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0232 -0.0001 0.0052 -0.0021] probs=[0.1979 0.2039 0.1992 0.2002 0.1988] +18:58:32,18 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.056225 std=0.06322718462022488 min=-0.1081 max=0.0488 +18:58:32,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0488), (, -0.1035), (, -0.0621), (, -0.1081)] +18:58:32,140 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0071 0.0232 -0.0001 0.0054 -0.0022] probs=[0.1958 0.204 0.2215 0.1848 0.194 ] +18:58:33,106 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.06745999999999999 std=0.03836319069107782 min=-0.1081 max=-0.0015 +18:58:33,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.1035), (, -0.0621), (, -0.1081), (, -0.0621)] +18:58:33,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0174 0.1046 0.0823 0.1695 0.1762] probs=[0.2224 0.1943 0.1935 0.1969 0.1929] +18:58:34,147 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.08510000000000001 std=0.023 min=-0.1081 max=-0.0621 +18:58:34,147 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0621), (, -0.1081)] +18:58:34,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.0611 0.4819 0.2558 0.0419 0.3816] probs=[0.2488 0.1632 0.2512 0.1586 0.1781] +18:58:35,181 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1081 std=0.0 min=-0.1081 max=-0.1081 +18:58:35,182 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1081)] +18:58:35,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.8752 0.9692 0.4948 0.0259 0.1854] probs=[0.1975 0.2038 0.1993 0.2005 0.1988] +18:58:36,8 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:36,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007)] +18:58:36,88 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0223 -0.0006 0.0031 -0.0016] probs=[0.1986 0.2037 0.199 0.1998 0.1989] +18:58:36,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:36,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:37,63 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2038 0.199 0.1998 0.1988] +18:58:37,792 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0028 std=0.0049497474683058325 min=-0.0007 max=0.0098 +18:58:37,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, 0.0098)] +18:58:37,855 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.1864 0.3224 0.0821 0.1711] probs=[0.1777 0.2066 0.2131 0.195 0.2077] +18:58:38,771 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:38,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:38,834 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1997 0.1988] +18:58:39,724 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:39,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:39,763 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.183 0.1861 0.1608 0.2881 0.182 ] +18:58:40,648 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:40,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:40,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.4328 0.4811 0.4269 0.1884 0.0633] probs=[0.1986 0.2039 0.199 0.1998 0.1988] +18:58:41,583 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:41,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:41,696 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1998 0.1988] +18:58:42,579 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:42,580 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:42,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.4914 0.3834 0.2139 0.3487 0.0037] probs=[0.1992 0.2184 0.2276 0.1829 0.1719] +18:58:43,500 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:43,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:43,542 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0223 -0.0006 0.0031 -0.0016] probs=[0.2271 0.2113 0.2023 0.1511 0.2083] +18:58:44,392 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:44,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:44,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.4339 0.2893 0.2199 0.1878 0.2191] probs=[0.1682 0.2194 0.2712 0.1705 0.1707] +18:58:45,392 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:45,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:45,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1816 0.1165 0.3702 0.1064 0.0186] probs=[0.1987 0.2037 0.199 0.1998 0.1989] +18:58:46,431 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 +18:58:46,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] +18:58:46,476 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0237 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1997 0.1988] +18:58:47,507 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.003979999999999999 std=0.005051098890340595 min=-0.0139 max=-0.0007 +18:58:47,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0139), (, -0.0007), (, -0.0033), (, -0.0013)] +18:58:47,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0265 -0.0005 0.0039 -0.0018] probs=[0.1985 0.2043 0.1989 0.1997 0.1986] +18:58:48,476 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006866666666666667 std=0.005510495037249879 min=-0.0139 max=-0.0007 +18:58:48,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0007), (, -0.0033), (, -0.0013), (, -0.0081)] +18:58:48,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.3452 0.2357 0.1196 0.2033 0.2497] probs=[0.1986 0.2039 0.199 0.1997 0.1988] +18:58:49,453 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0081 std=0.005226088403385461 min=-0.0139 max=-0.0013 +18:58:49,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0013), (, -0.0139), (, -0.0033), (, -0.0081)] +18:58:49,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0879 0.0416 0.0327 0.0443 0.091 ] probs=[0.2043 0.192 0.195 0.214 0.1947] +18:58:50,224 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0081 std=0.005226088403385461 min=-0.0139 max=-0.0013 +18:58:50,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0081), (, -0.0033), (, -0.0013)] +18:58:50,363 root INFO ContextualMultiArmedBanditAgent - exp=[0.1642 0.2549 0.1932 0.1346 0.3059] probs=[0.214 0.1957 0.2127 0.19 0.1878] +18:58:51,257 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.007977367986999221 min=-0.0139 max=0.0075 +18:58:51,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0081), (, 0.0075), (, -0.0139), (, -0.0033)] +18:58:51,387 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0267 -0.0005 0.004 -0.0019] probs=[0.1984 0.2043 0.1989 0.1998 0.1986] +18:58:52,360 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.00797736798699922 min=-0.0139 max=0.0075 +18:58:52,360 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0081), (, -0.0139), (, 0.0075), (, -0.0033)] +18:58:52,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.287 0.2718 0.1717 0.155 0.44 ] probs=[0.1984 0.2044 0.1989 0.1998 0.1986] +18:58:53,954 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.007977367986999221 min=-0.0139 max=0.0075 +18:58:53,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0075), (, -0.0081), (, -0.0033), (, -0.0139)] +18:58:54,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.0504 0.1282 0.1539 0.0059 0.0486] probs=[0.2048 0.1858 0.2177 0.1971 0.1946] +18:58:54,891 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006066666666666667 std=0.007307910478074807 min=-0.0139 max=0.0075 +18:58:54,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0033), (, -0.0139), (, 0.0075), (, -0.0081), (, -0.0047)] +18:58:55,14 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0268 -0.0005 0.004 -0.0019] probs=[0.1964 0.2047 0.1974 0.2018 0.1996] +18:58:56,5 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00878 std=0.0044624656861425825 min=-0.0139 max=-0.0033 +18:58:56,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0033), (, -0.0081), (, -0.0047), (, -0.0139)] +18:58:56,228 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0268 -0.0005 0.004 -0.0019] probs=[0.1984 0.2044 0.1989 0.1998 0.1986] +18:58:57,278 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00878 std=0.004462465686142583 min=-0.0139 max=-0.0033 +18:58:57,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0033), (, -0.0047), (, -0.0081)] +18:58:57,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.185 0.1841 0.0309 0.0163 0.0365] probs=[0.192 0.2137 0.1979 0.1936 0.2028] +18:58:58,394 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.007328571428571428 std=0.004414817351249987 min=-0.0139 max=-0.0033 +18:58:58,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0047), (, -0.0037), (, -0.0037), (, -0.0139), (, -0.0033), (, -0.0081)] +18:58:58,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.1976 0.1925 0.0878 0.1741 0.1261] probs=[0.2033 0.2161 0.1854 0.2115 0.1837] +18:58:59,318 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.008000000000000002 std=0.004425306015783917 min=-0.0139 max=-0.0037 +18:58:59,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0047), (, -0.0037), (, -0.0081), (, -0.0037)] +18:58:59,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0683 0.0938 0.0864 0.1192 0.1215] probs=[0.1939 0.2153 0.1892 0.2059 0.1956] +18:59:00,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.011633333333333334 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:00,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0071), (, -0.0139)] +18:59:00,648 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0525 -0.011 ] probs=[0.2453 0.2039 0.1801 0.1862 0.1846] +18:59:01,520 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:01,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] +18:59:01,592 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0521 -0.011 ] probs=[0.1903 0.22 0.194 0.204 0.1916] +18:59:02,530 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:02,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] +18:59:02,613 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0513 -0.011 ] probs=[0.1903 0.2201 0.1941 0.2039 0.1916] +18:59:03,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:03,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] +18:59:03,518 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0506 -0.011 ] probs=[0.1821 0.1828 0.2066 0.2162 0.2123] +18:59:04,488 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:04,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] +18:59:04,576 root INFO ContextualMultiArmedBanditAgent - exp=[0.0757 0.2037 0.2582 0.3534 0.2018] probs=[0.1964 0.2293 0.1896 0.1742 0.2105] +18:59:05,423 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:05,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] +18:59:05,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.2555 0.262 0.1781 0.2625 0.1918] probs=[0.1904 0.2202 0.1942 0.2036 0.1917] +18:59:06,586 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:06,586 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] +18:59:06,748 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0484 -0.011 ] probs=[0.1979 0.1838 0.1947 0.2292 0.1943] +18:59:07,655 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 +18:59:07,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] +18:59:07,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0344 0.3396 0.1938 0.216 0.2222] probs=[0.1905 0.2202 0.1942 0.2033 0.1917] +18:59:08,565 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:08,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:08,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.3596 0.5337 0.4528 0.3502 0.5296] probs=[0.1915 0.2164 0.1952 0.2042 0.1927] +18:59:09,588 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:09,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:09,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.4905 0.3724 0.1955 0.3917 0.4855] probs=[0.1915 0.2164 0.1952 0.2041 0.1927] +18:59:10,564 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:10,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:10,619 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0458 -0.011 ] probs=[0.1915 0.2165 0.1953 0.204 0.1928] +18:59:11,630 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:11,630 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:11,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0452 -0.011 ] probs=[0.1915 0.2165 0.1953 0.2039 0.1928] +18:59:12,531 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:12,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:12,579 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0445 -0.011 ] probs=[0.1916 0.2165 0.1953 0.2038 0.1928] +18:59:13,446 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:13,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:13,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.044 -0.011 ] probs=[0.1778 0.2376 0.2006 0.2264 0.1576] +18:59:14,352 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:14,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:14,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.4088 0.2771 0.4253 0.217 0.3634] probs=[0.2015 0.2448 0.2198 0.1883 0.1456] +18:59:15,161 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:15,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:15,247 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0531 -0.0104] probs=[0.1611 0.2528 0.1542 0.2062 0.2258] +18:59:15,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:15,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:16,48 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0526 -0.0104] probs=[0.1872 0.2324 0.1909 0.2009 0.1886] +18:59:16,838 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:16,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:16,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.474 0.1325 0.0652 0.4844 0.3346] probs=[0.1873 0.2324 0.1909 0.2008 0.1886] +18:59:17,793 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:17,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:17,887 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0412 -0.011 ] probs=[0.1917 0.2167 0.1954 0.2033 0.1929] +18:59:18,759 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:18,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:18,950 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0407 -0.011 ] probs=[0.1917 0.2167 0.1955 0.2032 0.193 ] +18:59:19,883 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:19,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:19,907 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0507 -0.0104] probs=[0.2088 0.1333 0.2658 0.2648 0.1274] +18:59:20,798 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:20,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:20,867 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0504 -0.0104] probs=[0.1873 0.2325 0.191 0.2005 0.1887] +18:59:21,962 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:21,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:22,43 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.05 -0.0104] probs=[0.2295 0.1928 0.1455 0.1872 0.245 ] +18:59:22,911 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:22,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:22,972 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0497 -0.0104] probs=[0.1657 0.1882 0.192 0.1968 0.2572] +18:59:23,743 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:23,743 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:23,773 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0493 -0.0104] probs=[0.1874 0.2326 0.191 0.2003 0.1887] +18:59:24,516 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:24,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:24,564 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.049 -0.0104] probs=[0.1874 0.2326 0.1911 0.2003 0.1887] +18:59:25,214 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:25,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:25,271 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0488 -0.0104] probs=[0.1874 0.2326 0.1911 0.2002 0.1887] +18:59:26,184 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:26,184 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:26,242 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0486 -0.0104] probs=[0.1814 0.2414 0.2272 0.1877 0.1623] +18:59:27,279 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:27,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:27,468 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0482 -0.0104] probs=[0.2489 0.1805 0.1857 0.1992 0.1857] +18:59:28,535 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:28,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:28,575 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0477 -0.0104] probs=[0.1874 0.2326 0.1911 0.2001 0.1888] +18:59:29,478 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:29,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:29,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0475 -0.0104] probs=[0.1821 0.1326 0.2886 0.1639 0.2328] +18:59:30,373 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:30,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:30,426 root INFO ContextualMultiArmedBanditAgent - exp=[0.1937 0.214 0.3759 0.3636 0.1961] probs=[0.1874 0.2327 0.1911 0.2 0.1888] +18:59:31,288 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:31,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:31,347 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0469 -0.0104] probs=[0.1874 0.2327 0.1911 0.1999 0.1888] +18:59:32,454 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:32,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:32,521 root INFO ContextualMultiArmedBanditAgent - exp=[0.2917 0.1832 0.1014 0.2196 0.3788] probs=[0.1875 0.2327 0.1912 0.1999 0.1888] +18:59:33,492 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:33,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:33,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.5844 0.3603 0.1788 0.3725] probs=[0.1875 0.2327 0.1912 0.1998 0.1888] +18:59:34,436 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:34,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:34,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0457 -0.0104] probs=[0.213 0.2271 0.1982 0.1763 0.1855] +18:59:35,472 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:35,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:35,533 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0453 -0.0104] probs=[0.1972 0.2343 0.1874 0.2152 0.166 ] +18:59:36,396 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:36,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:36,460 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0449 -0.0104] probs=[0.1875 0.2328 0.1912 0.1996 0.1889] +18:59:37,406 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:37,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:37,456 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0445 -0.0104] probs=[0.1185 0.1409 0.2716 0.3009 0.1682] +18:59:38,395 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:38,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:38,459 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0443 -0.0104] probs=[0.1875 0.2328 0.1912 0.1995 0.1889] +18:59:39,399 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:39,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:39,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.1087 0.0616 0.2697 0.3052] probs=[0.2097 0.1817 0.2466 0.1852 0.1769] +18:59:40,364 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:40,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:40,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0436 -0.0104] probs=[0.167 0.2378 0.1797 0.2042 0.2113] +18:59:41,169 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:41,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:41,263 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0432 -0.0104] probs=[0.1624 0.2569 0.1861 0.2378 0.1568] +18:59:41,982 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:41,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:42,56 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0429 -0.0104] probs=[0.1876 0.2329 0.1913 0.1993 0.189 ] +18:59:42,933 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:42,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:43,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.7953 0.0898 0.4268 0.4489 0.5586] probs=[0.145 0.222 0.2311 0.1759 0.226 ] +18:59:43,934 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:43,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:43,985 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0422 -0.0104] probs=[0.1876 0.2329 0.1913 0.1992 0.189 ] +18:59:44,675 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:44,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:44,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.4132 0.5465 0.1458 0.1027 0.0222] probs=[0.1876 0.2329 0.1913 0.1991 0.189 ] +18:59:45,739 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:45,739 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:45,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0416 -0.0104] probs=[0.1876 0.2329 0.1913 0.1991 0.189 ] +18:59:46,604 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:46,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:46,680 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0413 -0.0104] probs=[0.1877 0.2329 0.1914 0.199 0.189 ] +18:59:47,675 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:47,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:47,740 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.041 -0.0104] probs=[0.1877 0.233 0.1914 0.199 0.189 ] +18:59:48,670 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:48,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:48,736 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0406 -0.0104] probs=[0.1695 0.2104 0.1605 0.2541 0.2056] +18:59:49,715 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:49,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:49,741 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0403 -0.0104] probs=[0.1877 0.233 0.1914 0.1989 0.189 ] +18:59:50,588 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:50,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +18:59:50,662 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0402 -0.0104] probs=[0.1877 0.233 0.1914 0.1989 0.1891] +18:59:51,619 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:51,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:51,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.384 0.4791 0.1292 0.2985 0.2422] probs=[0.1877 0.233 0.1914 0.1988 0.1891] +18:59:52,409 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:52,409 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:52,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1346 0.2939 0.4432 0.1692 0.2898] probs=[0.1877 0.233 0.1914 0.1988 0.1891] +18:59:53,376 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:53,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:53,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.4895 0.2708 0.2868 0.2618 0.0837] probs=[0.2146 0.2493 0.1794 0.1687 0.1879] +18:59:54,365 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:54,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:54,433 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0391 -0.0104] probs=[0.1877 0.233 0.1914 0.1987 0.1891] +18:59:55,451 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:55,451 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:55,514 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0388 -0.0104] probs=[0.1969 0.1986 0.1878 0.2493 0.1673] +18:59:56,250 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:56,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:56,449 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0385 -0.0104] probs=[0.1878 0.2331 0.1915 0.1986 0.1891] +18:59:57,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:57,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:57,375 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0382 -0.0104] probs=[0.1878 0.2331 0.1915 0.1985 0.1891] +18:59:58,410 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:58,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:58,470 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0379 -0.0104] probs=[0.1878 0.2331 0.1915 0.1985 0.1891] +18:59:59,240 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +18:59:59,241 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +18:59:59,325 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0376 -0.0104] probs=[0.1878 0.2331 0.1915 0.1984 0.1891] +19:00:00,394 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:00,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:00,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.1744 0.3753 0.3783 0.4016 0.2488] probs=[0.1878 0.2331 0.1915 0.1984 0.1892] +19:00:01,264 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:01,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:01,379 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.037 -0.0104] probs=[0.1878 0.2331 0.1915 0.1984 0.1892] +19:00:02,476 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:02,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:02,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0368 -0.0104] probs=[0.1878 0.2332 0.1915 0.1983 0.1892] +19:00:03,481 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:03,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:03,554 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.5686 0.0984 0.3063 0.0594] probs=[0.1878 0.2332 0.1915 0.1983 0.1892] +19:00:04,464 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:04,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:04,541 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0362 -0.0104] probs=[0.185 0.2557 0.2064 0.1762 0.1767] +19:00:05,646 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:05,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:05,714 root INFO ContextualMultiArmedBanditAgent - exp=[0.3088 0.5376 0.241 0.214 0.1253] probs=[0.1879 0.2332 0.1916 0.1982 0.1892] +19:00:06,663 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:06,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:06,689 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0357 -0.0104] probs=[0.1879 0.2332 0.1916 0.1981 0.1892] +19:00:07,568 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:07,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:07,632 root INFO ContextualMultiArmedBanditAgent - exp=[0.6528 0.9164 0.953 0.3035 0.8371] probs=[0.2508 0.1811 0.1623 0.2306 0.1753] +19:00:08,693 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:08,698 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:08,894 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0353 -0.0104] probs=[0.1879 0.2332 0.1916 0.1981 0.1892] +19:00:09,915 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:09,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:09,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.3887 0.5414 0.3994 0.0445 0.0109] probs=[0.1879 0.2332 0.1916 0.198 0.1892] +19:00:10,951 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:10,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:11,6 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0348 -0.0104] probs=[0.1879 0.2332 0.1916 0.198 0.1893] +19:00:11,850 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:11,850 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:11,916 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0345 -0.0104] probs=[0.2253 0.2024 0.165 0.2361 0.1711] +19:00:12,757 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:12,757 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:12,807 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0343 -0.0104] probs=[0.1879 0.2333 0.1916 0.1979 0.1893] +19:00:13,799 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:13,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:13,849 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0341 -0.0104] probs=[0.1879 0.2333 0.1916 0.1979 0.1893] +19:00:14,681 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:14,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:14,741 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0338 -0.0104] probs=[0.1879 0.2333 0.1916 0.1978 0.1893] +19:00:15,731 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:15,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:15,772 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0336 -0.0104] probs=[0.1879 0.2333 0.1916 0.1978 0.1893] +19:00:16,653 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:16,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:16,721 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0335 -0.0104] probs=[0.188 0.2333 0.1917 0.1978 0.1893] +19:00:17,452 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:17,452 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:17,517 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0332 -0.0104] probs=[0.188 0.2333 0.1917 0.1978 0.1893] +19:00:18,399 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:18,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:18,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.6382 0.4839 0.112 0.5574 0.3259] probs=[0.188 0.2333 0.1917 0.1977 0.1893] +19:00:19,490 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:19,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:19,596 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0321 -0.0104] probs=[0.1755 0.2332 0.2285 0.1959 0.1669] +19:00:20,685 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:20,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:20,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.3792 0.5951 0.4884 0.4033 0.4177] probs=[0.1921 0.2125 0.1754 0.2163 0.2037] +19:00:21,807 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:21,807 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:21,926 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0317 -0.0104] probs=[0.188 0.2334 0.1917 0.1975 0.1894] +19:00:22,989 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:22,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:23,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.2914 0.2459 0.3659 0.3298 0.3432] probs=[0.1935 0.1819 0.2179 0.2073 0.1994] +19:00:24,51 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:24,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:24,120 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0312 -0.0104] probs=[0.188 0.2334 0.1917 0.1974 0.1894] +19:00:24,985 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:24,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:25,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.031 -0.0104] probs=[0.188 0.2334 0.1917 0.1974 0.1894] +19:00:25,858 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:25,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:25,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.1848 0.5466 0.3611 0.0597 0.0989] probs=[0.188 0.2334 0.1918 0.1974 0.1894] +19:00:26,821 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:26,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:26,895 root INFO ContextualMultiArmedBanditAgent - exp=[0.0824 0.1299 0.3235 0.4385 0.0011] probs=[0.2143 0.1956 0.1703 0.1823 0.2375] +19:00:27,881 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:27,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:27,954 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0304 -0.0104] probs=[0.1881 0.2334 0.1918 0.1973 0.1894] +19:00:28,840 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:28,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:28,900 root INFO ContextualMultiArmedBanditAgent - exp=[0.9689 0.6946 0.9518 0.7759 0.4034] probs=[0.1881 0.2334 0.1918 0.1973 0.1894] +19:00:29,775 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:29,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:29,859 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0302 -0.0104] probs=[0.1881 0.2335 0.1918 0.1973 0.1894] +19:00:30,755 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:30,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:30,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0984 0.429 0.2893 0.0551 0.4474] probs=[0.1881 0.2335 0.1918 0.1972 0.1894] +19:00:31,971 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:31,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:32,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.4416 0.4284 0.2007 0.4394 0.308 ] probs=[0.1577 0.1987 0.1786 0.2439 0.221 ] +19:00:33,48 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:33,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:33,105 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0296 -0.0104] probs=[0.1881 0.2335 0.1918 0.1972 0.1894] +19:00:34,39 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:34,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:34,104 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0294 -0.0104] probs=[0.2538 0.2046 0.1653 0.1914 0.1849] +19:00:35,40 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:35,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] +19:00:35,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0293 -0.0104] probs=[0.2042 0.2163 0.2599 0.1365 0.1831] +19:00:36,161 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:36,162 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:36,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.217 0.2241 0.2681 0.2267 0.1825] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] +19:00:37,65 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:37,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:37,150 root INFO ContextualMultiArmedBanditAgent - exp=[0.4084 0.2736 0.4367 0.1082 0.3717] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] +19:00:37,996 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:37,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:38,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.4807 0.295 0.4718 0.1091 0.3178] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] +19:00:39,6 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 +19:00:39,6 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] +19:00:39,54 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0286 -0.0104] probs=[0.1881 0.2335 0.1918 0.197 0.1895] +19:00:40,711 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:00:40,712 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4628882352941177 std=1.0783079549664578 min=-0.0732 max=4.5439 +19:00:40,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0238), (, 1.1991), (, 0.2976), (, 0.0238), (, 0.1163), (, -0.0288), (, 0.3006), (, 0.0718), (, 0.0331), (, -0.0037), (, 0.1419), (, -0.0416), (, 1.0344), (, 0.1163), (, 4.5439), (, 0.1138)] +19:00:41,123 root INFO ContextualMultiArmedBanditAgent - exp=[0.0472 0.2671 0.0445 0.1266 0.1047] probs=[0.1916 0.2133 0.2001 0.1968 0.1982] +19:00:41,918 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.05149285714285714 std=0.09785210753468516 min=-0.0732 max=0.3006 +19:00:41,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0238), (, -0.0732), (, 0.0331), (, -0.0037), (, 0.0718), (, 0.1163), (, 0.1163), (, 0.1419), (, 0.0238), (, 0.1138), (, -0.0288), (, 0.3006), (, -0.0416)] +19:00:42,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.1157 0.2529 0.0471 0.0945 0.1269] probs=[0.1892 0.2229 0.1898 0.2008 0.1972] +19:00:43,51 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.03233076923076923 std=0.07190950920979018 min=-0.0732 max=0.1419 +19:00:43,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0331), (, 0.1419), (, -0.0288), (, 0.0238), (, 0.1138), (, 0.0238), (, -0.0416), (, -0.0732), (, 0.0718), (, -0.0037), (, 0.1163), (, 0.1163)] +19:00:43,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.054 0.2066 0.1064 0.069 0.0734] probs=[0.1959 0.222 0.2001 0.1933 0.1887] +19:00:44,249 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.017842857142857143 std=0.04896540636416861 min=-0.0732 max=0.0718 +19:00:44,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, -0.0416), (, 0.0718), (, -0.0037), (, -0.0288), (, -0.0732), (, 0.0238)] +19:00:44,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.2686 0.1562 0.1677 0.1662] probs=[0.1816 0.2226 0.1939 0.2008 0.2011] +19:00:45,257 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036825 std=0.025038008606916008 min=-0.0732 max=-0.0037 +19:00:45,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0416), (, -0.0732), (, -0.0037), (, -0.0288)] +19:00:45,385 root INFO ContextualMultiArmedBanditAgent - exp=[0.0245 0.1793 0.159 0.0845 0.0471] probs=[0.191 0.2319 0.1856 0.1909 0.2007] +19:00:46,354 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0306 std=0.040036316846916206 min=-0.0732 max=0.023 +19:00:46,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.023), (, -0.0732), (, -0.0416)] +19:00:46,471 root INFO ContextualMultiArmedBanditAgent - exp=[0.2278 0.1621 0.2353 0.2169 0.1839] probs=[0.1922 0.2221 0.1946 0.1982 0.1929] +19:00:47,372 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0251 std=0.048100000000000004 min=-0.0732 max=0.023 +19:00:47,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.023), (, -0.0732)] +19:00:47,462 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0094 0.0997 0.0008 0.0145 -0.006 ] probs=[0.194 0.2168 0.1959 0.1986 0.1946] +19:00:48,453 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.016042857142857143 std=0.024048454488081062 min=-0.0732 max=-0.0002 +19:00:48,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0163), (, -0.0732), (, -0.0002), (, -0.0124), (, -0.0009), (, -0.0084)] +19:00:48,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.0016 0.2276 0.0453 0.0392 0.1309] probs=[0.1939 0.2166 0.1865 0.2108 0.1922] +19:00:49,392 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0010882352941176475 std=0.008237709729754714 min=-0.0163 max=0.022 +19:00:49,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0052), (, 0.0018), (, -0.0124), (, 0.022), (, 0.0007), (, -0.0124), (, -0.0084), (, -0.0009), (, 0.0015), (, -0.0163), (, -0.0009), (, -0.0009), (, 0.003), (, 0.0008), (, -0.0009)] +19:00:49,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.1258 0.2418 0.1268 0.1563 0.1056] probs=[0.1912 0.2249 0.1933 0.1974 0.1932] +19:00:50,941 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0010636363636363632 std=0.007820808226923484 min=-0.0163 max=0.0125 +19:00:50,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, -0.0002), (, 0.003), (, -0.0124), (, 0.0125), (, 0.0007), (, -0.0025), (, 0.0125), (, 0.0117), (, -0.0163), (, -0.0124), (, 0.0015), (, 0.0052), (, -0.0009), (, 0.0049), (, -0.0047), (, -0.0), (, 0.0018), (, -0.0052), (, -0.0007), (, -0.0124), (, -0.0084)] +19:00:51,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.2344 0.2878 0.2123 0.2025 0.1613] probs=[0.1878 0.2247 0.1902 0.2021 0.1953] +19:00:52,760 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0021411764705882345 std=0.007856586507962183 min=-0.0163 max=0.0125 +19:00:52,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, -0.0012), (, -0.0163), (, -0.0002), (, -0.0124), (, 0.0015), (, 0.0018), (, -0.0007), (, -0.0012), (, 0.0125), (, -0.0124), (, -0.0025), (, 0.0052), (, -0.0047), (, -0.0012), (, -0.0124), (, 0.0125)] +19:00:53,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.246 0.1201 0.1162 0.2154] probs=[0.1934 0.217 0.1875 0.2068 0.1953] +19:00:54,159 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0038450000000000003 std=0.006641120010962006 min=-0.0175 max=0.0052 +19:00:54,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, -0.0028), (, -0.0157), (, 0.0015), (, 0.0015), (, 0.0015), (, 0.0002), (, -0.0047), (, 0.0052), (, -0.0025), (, -0.0124), (, -0.0025), (, 0.0005), (, -0.0025), (, -0.0163), (, -0.0175), (, 0.0023), (, -0.0002), (, 0.0018), (, -0.0096)] +19:00:54,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1667 0.0475 0.1303 0.1015] probs=[0.1977 0.2152 0.1962 0.1991 0.1918] +19:00:55,845 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00423 std=0.006720721687438039 min=-0.0175 max=0.0052 +19:00:55,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, -0.0025), (, -0.0038), (, -0.0002), (, -0.0163), (, -0.0157), (, 0.0002), (, -0.0025), (, -0.0047), (, 0.0015), (, -0.0059), (, -0.0025), (, -0.0002), (, -0.0002), (, -0.0025), (, -0.0175), (, 0.0015), (, 0.0015), (, 0.0052), (, -0.0025)] +19:00:56,341 root INFO ContextualMultiArmedBanditAgent - exp=[0.0015 0.1426 0.0285 0.0711 0.041 ] probs=[0.2018 0.2179 0.1977 0.1881 0.1946] +19:00:57,466 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.0034760000000000004 std=0.005470742545578252 min=-0.0175 max=0.0066 +19:00:57,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, -0.0059), (, 0.0002), (, -0.0038), (, -0.0025), (, -0.0025), (, -0.0002), (, -0.0028), (, -0.0175), (, -0.0002), (, 0.0007), (, -0.0002), (, -0.0032), (, -0.0025), (, -0.0002), (, -0.0021), (, -0.0025), (, -0.0028), (, 0.0066), (, -0.0028), (, -0.0025), (, -0.0157), (, -0.0047), (, -0.0025), (, 0.0002)] +19:00:58,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.0926 0.1819 0.0275 0.0942 0.0894] probs=[0.1982 0.2195 0.1962 0.1944 0.1917] +19:00:59,512 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.00321 std=0.005180241307120741 min=-0.0175 max=0.0066 +19:00:59,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, 0.0002), (, -0.0021), (, -0.0002), (, -0.0002), (, -0.0028), (, -0.0157), (, -0.0032), (, -0.0022), (, -0.0071), (, -0.0025), (, -0.0002), (, -0.0011), (, -0.0025), (, 0.0007), (, 0.0066), (, -0.0028), (, -0.0034), (, -0.0047), (, 0.0015), (, -0.0007), (, -0.0025), (, -0.0175), (, -0.0025), (, -0.0038), (, -0.0025), (, -0.0025), (, -0.0059), (, 0.001), (, -0.0002)] +19:01:00,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.1909 0.0682 0.0808 0.0957] probs=[0.1936 0.2235 0.1965 0.1929 0.1936] +19:01:01,698 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0031379310344827587 std=0.00485417799377441 min=-0.0175 max=0.0052 +19:01:01,699 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0007), (, -0.0038), (, -0.0047), (, -0.0175), (, 0.001), (, -0.0025), (, -0.0028), (, -0.0025), (, -0.0025), (, -0.0025), (, -0.0025), (, 0.0052), (, -0.0032), (, -0.0116), (, -0.0007), (, -0.0022), (, -0.0024), (, -0.0035), (, -0.0071), (, -0.0157), (, 0.001), (, -0.0032), (, 0.001), (, 0.0007), (, 0.0032), (, -0.0025), (, -0.0034), (, 0.0015)] +19:01:02,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.0877 0.2308 0.056 0.1077 0.1053] probs=[0.1928 0.2145 0.1989 0.2017 0.1921] +19:01:03,788 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0035772727272727275 std=0.005278251416570541 min=-0.0175 max=0.0052 +19:01:03,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0116), (, -0.0116), (, -0.0024), (, 0.001), (, -0.0034), (, 0.0052), (, -0.0032), (, -0.0038), (, -0.0032), (, -0.0047), (, -0.0111), (, -0.0015), (, 0.001), (, 0.0025), (, -0.0071), (, -0.0022), (, -0.0035), (, 0.0021), (, -0.0022), (, -0.0025), (, 0.001), (, -0.0175)] +19:01:04,357 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.2171 0.087 0.1107 0.0598] probs=[0.2017 0.2067 0.1957 0.1969 0.199 ] +19:01:05,385 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0036269230769230766 std=0.004842246593370263 min=-0.0175 max=0.0025 +19:01:05,386 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0116), (, -0.0093), (, 0.001), (, -0.0027), (, -0.0011), (, -0.0024), (, -0.0021), (, -0.003), (, -0.0011), (, 0.0025), (, 0.001), (, -0.0116), (, -0.0032), (, -0.0015), (, 0.001), (, -0.0111), (, -0.0003), (, -0.0032), (, -0.0038), (, -0.0034), (, 0.0021), (, -0.0035), (, 0.001), (, -0.0034), (, -0.0175), (, -0.0071)] +19:01:06,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1365 0.2 0.0882 0.0943 0.1045] probs=[0.2051 0.2013 0.1939 0.196 0.2037] +19:01:07,439 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0036629629629629634 std=0.004834838704127011 min=-0.0175 max=0.0064 +19:01:07,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0116), (, -0.0032), (, 0.0064), (, -0.0038), (, -0.0021), (, 0.003), (, -0.0034), (, -0.0089), (, -0.0093), (, -0.0175), (, -0.0003), (, -0.0032), (, -0.0), (, -0.0063), (, 0.0025), (, 0.001), (, -0.0022), (, -0.0027), (, -0.0014), (, -0.001), (, -0.0035), (, -0.0071), (, -0.0027), (, -0.0111), (, -0.0), (, -0.0011), (, -0.003), (, -0.003)] +19:01:08,210 root INFO ContextualMultiArmedBanditAgent - exp=[0.1824 0.176 0.1382 0.125 0.1609] probs=[0.1939 0.2095 0.2044 0.1983 0.1938] +19:01:09,477 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=28 avg=-0.003910714285714285 std=0.00441566523751472 min=-0.0175 max=0.0025 +19:01:09,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.001), (, -0.0116), (, -0.0038), (, -0.0089), (, -0.0035), (, -0.0071), (, -0.0027), (, -0.0093), (, -0.0011), (, -0.003), (, 0.0025), (, -0.0175), (, -0.0014), (, -0.003), (, 0.0017), (, -0.0111), (, -0.0057), (, -0.0015), (, -0.0027), (, -0.003), (, 0.0), (, -0.0034), (, -0.0032), (, -0.0021), (, -0.0022), (, -0.0008), (, -0.0003), (, 0.0025)] +19:01:10,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0602 0.0305 0.0377 0.0794] probs=[0.1969 0.21 0.196 0.2007 0.1964] +19:01:11,627 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.00336 std=0.003892008907149794 min=-0.0116 max=0.0039 +19:01:11,628 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0017), (, 0.0025), (, -0.0016), (, -0.0015), (, 0.0), (, 0.0025), (, -0.0035), (, -0.0027), (, -0.003), (, -0.0093), (, 0.0), (, -0.0022), (, -0.0089), (, -0.0116), (, 0.0039), (, -0.0111), (, -0.0008), (, -0.0003), (, -0.0057), (, -0.0002), (, -0.0057), (, -0.0071), (, -0.0027), (, -0.0032), (, -0.0022), (, 0.0017), (, -0.008), (, -0.0034), (, -0.0003), (, -0.0021), (, -0.0063)] +19:01:12,445 root INFO ContextualMultiArmedBanditAgent - exp=[0.1071 0.1628 0.1128 0.1063 0.1224] probs=[0.2002 0.2059 0.1931 0.2108 0.19 ] +19:01:13,652 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0033206896551724136 std=0.003829142274564697 min=-0.0116 max=0.0025 +19:01:13,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.008), (, 0.0), (, -0.0014), (, -0.0007), (, 0.0003), (, -0.0008), (, 0.0017), (, -0.0093), (, -0.0021), (, -0.0063), (, -0.0111), (, -0.0002), (, -0.0022), (, -0.0017), (, -0.0014), (, -0.0003), (, -0.0057), (, 0.0015), (, 0.0), (, -0.0015), (, 0.0025), (, -0.0116), (, -0.0016), (, -0.0022), (, -0.0071), (, -0.0035), (, -0.0089), (, -0.0), (, 0.0007), (, -0.0057), (, -0.0034)] +19:01:14,509 root INFO ContextualMultiArmedBanditAgent - exp=[0.0273 0.0334 0.0646 0.0398 0.0581] probs=[0.2012 0.2014 0.1977 0.2039 0.1958] +19:01:15,721 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=31 avg=-0.0032516129032258067 std=0.004175803648188047 min=-0.0117 max=0.006 +19:01:15,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0014), (, -0.0006), (, -0.0014), (, -0.0069), (, -0.0002), (, -0.0093), (, 0.006), (, -0.0014), (, -0.0017), (, -0.0057), (, -0.0063), (, -0.0025), (, -0.0015), (, 0.0007), (, -0.008), (, -0.0024), (, -0.0022), (, -0.0034), (, -0.0002), (, -0.0116), (, -0.0002), (, -0.0008), (, -0.0111), (, -0.0), (, -0.0117), (, 0.0003), (, 0.0015), (, -0.001), (, -0.0019), (, -0.0007), (, -0.0089)] +19:01:16,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1398 0.1055 0.1053 0.1368] probs=[0.2065 0.1984 0.1948 0.1969 0.2034] +19:01:17,835 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0031357142857142864 std=0.004085183531959845 min=-0.0117 max=0.0036 +19:01:17,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0117), (, -0.001), (, -0.0015), (, -0.0019), (, -0.0008), (, 0.0036), (, -0.0116), (, -0.0014), (, -0.005), (, -0.0022), (, 0.0033), (, 0.0007), (, -0.0063), (, -0.0008), (, -0.0089), (, -0.0002), (, -0.0117), (, -0.0044), (, -0.0007), (, -0.0033), (, -0.0034), (, -0.0024), (, -0.008), (, -0.0057), (, -0.0002), (, -0.0025), (, 0.0004), (, -0.0002)] +19:01:18,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.0221 0.0564 0.0043 0.0403 0.0648] probs=[0.1969 0.2071 0.1879 0.2036 0.2045] +19:01:19,836 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0032629629629629627 std=0.0032684970096868624 min=-0.0117 max=0.0038 +19:01:19,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0063), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0025), (, -0.0), (, -0.008), (, -0.0024), (, -0.0044), (, -0.0034), (, -0.005), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0009), (, -0.0049), (, -0.0007), (, -0.0002), (, -0.0033), (, -0.0046), (, -0.0048), (, -0.001), (, 0.0038), (, -0.0076), (, -0.0117), (, -0.0089), (, -0.0022), (, -0.0017)] +19:01:20,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.1043 0.102 0.0888 0.0836 0.0703] probs=[0.1949 0.2038 0.2066 0.2033 0.1914] +19:01:21,962 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.0030115384615384618 std=0.003556178472102291 min=-0.0117 max=0.0037 +19:01:21,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0048), (, -0.0005), (, -0.0009), (, -0.0017), (, -0.0063), (, -0.0002), (, -0.0049), (, -0.0034), (, 0.0014), (, -0.0002), (, -0.008), (, 0.0006), (, -0.001), (, -0.0046), (, -0.0005), (, -0.0076), (, -0.0), (, -0.0033), (, 0.0006), (, -0.0005), (, -0.0089), (, -0.0117), (, -0.0007), (, 0.0037), (, -0.005), (, -0.005)] +19:01:22,646 root INFO ContextualMultiArmedBanditAgent - exp=[0.116 0.1153 0.065 0.1526 0.1182] probs=[0.1952 0.2022 0.1959 0.2053 0.2014] +19:01:23,755 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.002882608695652174 std=0.00310310534141598 min=-0.0117 max=0.0014 +19:01:23,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.001), (, 0.0004), (, -0.0), (, -0.0117), (, -0.0076), (, -0.0017), (, 0.0006), (, -0.0049), (, -0.0013), (, -0.0063), (, -0.0034), (, -0.0046), (, -0.0014), (, -0.005), (, -0.0005), (, 0.0006), (, 0.0014), (, -0.0048), (, -0.0005), (, 0.0), (, -0.001), (, -0.0), (, -0.0002), (, -0.005), (, -0.0034)] +19:01:24,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.1281 0.0842 0.1176 0.1293] probs=[0.194 0.2048 0.2078 0.1979 0.1956] +19:01:25,515 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.002708695652173913 std=0.0029554537713063493 min=-0.0117 max=0.0014 +19:01:25,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.001), (, 0.0014), (, -0.0049), (, -0.005), (, -0.0014), (, -0.001), (, 0.0005), (, -0.0005), (, -0.0046), (, -0.0076), (, -0.0014), (, -0.0034), (, -0.0039), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0027), (, -0.005), (, -0.0007), (, -0.0005), (, -0.0002), (, -0.0117), (, -0.0034)] +19:01:26,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.0908 0.077 0.0487 0.0575 0.0695] probs=[0.2013 0.1955 0.1965 0.2058 0.201 ] +19:01:27,387 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=27 avg=-0.002340740740740741 std=0.003309946766860655 min=-0.0117 max=0.0014 +19:01:27,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0076), (, 0.0011), (, -0.0), (, -0.0001), (, -0.0039), (, -0.0117), (, -0.0102), (, 0.0005), (, -0.0034), (, -0.0049), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0001), (, -0.0014), (, -0.0002), (, -0.0001), (, 0.001), (, -0.0007), (, -0.0007), (, -0.0027), (, -0.005), (, -0.0014), (, -0.001), (, -0.001), (, -0.005), (, 0.0014)] +19:01:28,148 root INFO ContextualMultiArmedBanditAgent - exp=[0.073 0.1144 0.1115 0.0726 0.0997] probs=[0.1988 0.2003 0.1937 0.2129 0.1943] +19:01:29,444 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0029318181818181817 std=0.0042111741359513715 min=-0.0117 max=0.0022 +19:01:29,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.001), (, -0.0012), (, -0.0036), (, -0.0102), (, -0.0003), (, -0.0117), (, -0.0), (, 0.0022), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0006), (, -0.0007), (, -0.0001), (, 0.001), (, -0.005), (, -0.0027), (, -0.005), (, -0.0), (, -0.0049), (, -0.0113), (, -0.0006), (, 0.0005), (, 0.0014)] +19:01:30,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1005 0.0979 0.0938 0.1002] probs=[0.2042 0.1966 0.1826 0.2003 0.2162] +19:01:31,390 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0023708333333333333 std=0.0037728723768797458 min=-0.0113 max=0.0043 +19:01:31,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0022), (, -0.0011), (, 0.0), (, -0.0007), (, -0.005), (, -0.0049), (, -0.0027), (, -0.005), (, -0.0006), (, -0.001), (, 0.0002), (, -0.0001), (, -0.0036), (, 0.0008), (, 0.0002), (, -0.0102), (, -0.0003), (, -0.0012), (, -0.0113), (, 0.0043), (, -0.0), (, 0.0), (, -0.0007), (, -0.0034), (, -0.0024), (, -0.0002)] +19:01:32,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.0887 0.096 0.0995 0.1227] probs=[0.1994 0.2023 0.1982 0.1999 0.2002] +19:01:33,284 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=25 avg=-0.0018440000000000002 std=0.00402393638120684 min=-0.0113 max=0.0062 +19:01:33,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0), (, -0.0113), (, -0.0034), (, 0.0022), (, -0.005), (, -0.0012), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0002), (, 0.0008), (, 0.0062), (, -0.0036), (, -0.0024), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0049), (, 0.0002), (, -0.0027), (, -0.0006), (, -0.0005), (, 0.0), (, -0.001), (, 0.0002), (, -0.0102), (, 0.0043)] +19:01:34,109 root INFO ContextualMultiArmedBanditAgent - exp=[0.1036 0.1154 0.11 0.163 0.1388] probs=[0.1961 0.2037 0.2013 0.199 0.1999] +19:01:35,297 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.001142857142857143 std=0.004265679360683742 min=-0.0113 max=0.0075 +19:01:35,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0), (, -0.0102), (, -0.0027), (, -0.0012), (, -0.0113), (, -0.0008), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0), (, -0.0036), (, 0.003), (, 0.0022), (, 0.0038), (, -0.0017), (, -0.0), (, 0.0075), (, -0.005), (, 0.0), (, -0.0024), (, -0.0006), (, 0.0062), (, -0.0005), (, 0.0023), (, -0.0031), (, -0.0006), (, -0.0005), (, -0.0034), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0017), (, -0.0)] +19:01:36,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.0134 0.0331 0.0342 0.0619 0.0421] probs=[0.205 0.1975 0.198 0.1972 0.2023] +19:01:37,659 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0009074074074074076 std=0.0043395618421872215 min=-0.0113 max=0.0075 +19:01:37,660 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0022), (, -0.0007), (, -0.0031), (, -0.0024), (, 0.0045), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0102), (, 0.0014), (, -0.0005), (, 0.0), (, -0.0), (, 0.0013), (, 0.0062), (, -0.0002), (, 0.0017), (, -0.0006), (, 0.0023), (, 0.0005), (, 0.0), (, 0.0022), (, -0.0113), (, 0.0075), (, -0.0005), (, -0.0034), (, -0.0017), (, 0.0012), (, -0.0), (, -0.005), (, -0.0005)] +19:01:38,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0645 0.077 0.0303 0.0583 0.0764] probs=[0.1981 0.2002 0.1994 0.2018 0.2006] +19:01:39,995 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0017483870967741936 std=0.003823515606361712 min=-0.0113 max=0.0062 +19:01:39,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0007), (, 0.0001), (, -0.0016), (, -0.005), (, -0.0031), (, -0.0005), (, -0.0034), (, 0.0062), (, 0.0), (, -0.0024), (, -0.0), (, 0.0045), (, 0.0), (, 0.0001), (, -0.0004), (, 0.0013), (, -0.0035), (, 0.0), (, -0.0022), (, -0.0102), (, -0.0), (, 0.0005), (, -0.0004), (, -0.0024), (, -0.0113), (, 0.0), (, -0.0062), (, -0.0005), (, -0.005), (, 0.0014), (, -0.0004), (, -0.0005), (, 0.0005), (, -0.0017), (, 0.0015), (, 0.0013), (, -0.0)] +19:01:41,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1373 0.1438 0.1434 0.0915 0.1511] probs=[0.1966 0.2043 0.2019 0.1954 0.2018] +19:01:42,698 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0015321428571428571 std=0.003512127313368085 min=-0.0113 max=0.0039 +19:01:42,698 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, 0.0), (, 0.0013), (, 0.0), (, -0.0062), (, -0.005), (, -0.0005), (, -0.0113), (, 0.0011), (, -0.0004), (, -0.0031), (, -0.0021), (, -0.0), (, -0.0022), (, -0.0102), (, -0.0024), (, -0.0007), (, -0.0005), (, 0.0005), (, -0.001), (, -0.0075), (, 0.0001), (, -0.0003), (, -0.0004), (, 0.0027), (, 0.0013), (, -0.0016), (, 0.0039), (, 0.0005), (, -0.0), (, 0.0015), (, -0.0)] +19:01:43,700 root INFO ContextualMultiArmedBanditAgent - exp=[0.0597 0.0658 0.0258 0.0611 0.0466] probs=[0.1985 0.2026 0.1955 0.2013 0.2021] +19:01:45,69 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=33 avg=-0.0013272727272727273 std=0.0036029678614259548 min=-0.0113 max=0.0039 +19:01:45,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0007), (, 0.0), (, -0.005), (, 0.0004), (, 0.0039), (, -0.0062), (, -0.0005), (, 0.0014), (, -0.0009), (, -0.0005), (, -0.0031), (, 0.0007), (, -0.0021), (, 0.0004), (, -0.0022), (, -0.0), (, 0.0015), (, -0.0113), (, 0.0013), (, -0.0016), (, -0.001), (, -0.0024), (, 0.0027), (, 0.0027), (, -0.0102), (, -0.0004), (, 0.0031), (, 0.0013), (, 0.0005), (, 0.0005), (, -0.0004), (, -0.0075), (, -0.0004), (, -0.0003)] +19:01:46,377 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.1044 0.1235 0.1067 0.129 ] probs=[0.197 0.2021 0.1977 0.2038 0.1994] +19:01:47,871 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.00124 std=0.0036381863613619355 min=-0.0113 max=0.0031 +19:01:47,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0004), (, 0.0014), (, 0.0005), (, 0.0), (, -0.0075), (, -0.0005), (, 0.0005), (, -0.0), (, 0.0004), (, 0.0013), (, -0.0102), (, 0.0005), (, 0.0025), (, 0.0), (, 0.0007), (, -0.0113), (, 0.0004), (, -0.001), (, -0.0004), (, 0.0013), (, -0.0007), (, 0.0002), (, 0.0021), (, -0.0004), (, 0.0005), (, -0.0004), (, -0.0062), (, 0.0031), (, -0.0007), (, 0.0009), (, -0.005), (, -0.0021)] +19:01:48,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.0628 0.0707 0.099 0.1038 0.1077] probs=[0.1991 0.2052 0.2006 0.197 0.1981] +19:01:50,442 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0016310344827586208 std=0.003488019243093456 min=-0.0113 max=0.0014 +19:01:50,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0005), (, 0.0009), (, 0.0005), (, -0.0005), (, -0.0102), (, -0.0004), (, -0.0062), (, 0.0007), (, 0.0005), (, 0.0014), (, -0.0004), (, -0.0011), (, -0.003), (, 0.0005), (, -0.005), (, -0.0113), (, -0.0), (, -0.0007), (, 0.0006), (, 0.0), (, -0.001), (, -0.0014), (, 0.0005), (, -0.0075), (, 0.0013), (, 0.0002), (, 0.0005), (, 0.0), (, 0.0009), (, 0.0004), (, 0.0005)] +19:01:51,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0159 0.0427 0.0327 0.0492 0.0413] probs=[0.1998 0.2077 0.1982 0.1983 0.196 ] +19:01:52,825 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0016555555555555557 std=0.0034086310202336018 min=-0.0113 max=0.0014 +19:01:52,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0006), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0014), (, 0.0005), (, 0.0005), (, -0.0), (, -0.005), (, -0.0), (, -0.0075), (, 0.0009), (, -0.0011), (, 0.0002), (, -0.0013), (, 0.0009), (, -0.0005), (, 0.0), (, -0.001), (, -0.0024), (, 0.0005), (, 0.0005), (, -0.0113), (, -0.0102), (, -0.0014), (, -0.0004), (, 0.0005), (, -0.0007), (, 0.0004)] +19:01:53,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.016 0.0518 0.0495 0.0224 0.0267] probs=[0.2026 0.1991 0.195 0.2025 0.2007] +19:01:55,44 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0013428571428571426 std=0.0024845851294141887 min=-0.0075 max=0.0009 +19:01:55,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0011), (, 0.0), (, -0.0075), (, -0.0005), (, -0.0001), (, -0.0075), (, -0.0014), (, 0.0004), (, 0.0005), (, -0.0013), (, 0.0), (, 0.0004), (, 0.0), (, -0.005), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0001), (, -0.0024), (, -0.0036), (, -0.001), (, 0.0009), (, 0.0001), (, -0.0), (, 0.0006), (, -0.0005), (, -0.0009), (, -0.0007), (, 0.0005), (, 0.0002)] +19:01:56,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.0842 0.0444 0.0728 0.0769] probs=[0.2083 0.1936 0.1964 0.2002 0.2015] +19:01:57,527 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0015499999999999997 std=0.0025097666368466554 min=-0.0075 max=0.0005 +19:01:57,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.001), (, -0.0036), (, -0.0068), (, 0.0004), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0014), (, -0.0001), (, -0.0002), (, -0.001), (, 0.0005), (, -0.0075), (, -0.0004), (, 0.0004), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0009), (, -0.0024), (, -0.0005), (, -0.0075), (, 0.0), (, -0.0006), (, 0.0005), (, 0.0001), (, -0.0011), (, -0.0), (, 0.0), (, -0.0013), (, 0.0), (, -0.0), (, 0.0)] +19:01:58,559 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.1383 0.136 0.0827 0.132 ] probs=[0.2009 0.2048 0.1975 0.1955 0.2013] +19:02:00,16 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.001548148148148148 std=0.002482437626738025 min=-0.0075 max=0.0005 +19:02:00,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0004), (, -0.0011), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0024), (, 0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0003), (, 0.0004), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0), (, -0.0002), (, 0.0001), (, -0.001), (, -0.0), (, -0.0068), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0075), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0075), (, -0.0006), (, -0.0036)] +19:02:01,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1234 0.1184 0.1189 0.1145] probs=[0.2013 0.1997 0.1971 0.2045 0.1974] +19:02:02,312 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0013566666666666666 std=0.0029367423372770648 min=-0.0075 max=0.007 +19:02:02,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0), (, 0.0002), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0036), (, 0.0005), (, 0.0001), (, -0.0024), (, -0.0053), (, -0.0002), (, -0.001), (, -0.0004), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0), (, 0.007), (, 0.0014), (, -0.0075), (, -0.0022), (, -0.0006), (, -0.0068), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0075), (, -0.001), (, -0.0001), (, 0.0)] +19:02:03,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1196 0.1235 0.0972 0.1179 0.1514] probs=[0.1992 0.2053 0.2 0.1919 0.2035] +19:02:04,854 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0014258064516129033 std=0.0026292360894662778 min=-0.0075 max=0.0023 +19:02:04,855 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0003), (, -0.001), (, -0.0002), (, -0.0001), (, 0.0023), (, -0.0015), (, -0.0001), (, -0.0075), (, -0.0006), (, 0.0005), (, -0.0003), (, -0.0036), (, 0.0), (, 0.0023), (, 0.0002), (, -0.0006), (, -0.0001), (, -0.0), (, 0.0014), (, -0.0068), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0053), (, -0.0002), (, -0.0002), (, -0.0024), (, -0.0007), (, -0.0006), (, 0.0001), (, -0.0022), (, 0.0), (, -0.0075), (, -0.0015)] +19:02:05,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1301 0.1448 0.1114 0.1201] probs=[0.1949 0.2042 0.2016 0.1989 0.2003] +19:02:07,326 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0013538461538461536 std=0.0030020801466817287 min=-0.0075 max=0.0023 +19:02:07,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0014), (, -0.0006), (, 0.0007), (, -0.0068), (, 0.0), (, -0.0036), (, -0.0007), (, -0.0002), (, 0.0009), (, 0.0023), (, 0.0), (, 0.0002), (, -0.0015), (, -0.0003), (, -0.0002), (, 0.0013), (, 0.0), (, 0.0015), (, -0.0022), (, 0.0014), (, 0.0023), (, -0.0075), (, 0.0001), (, -0.0075), (, -0.0024), (, -0.0053), (, -0.0015), (, -0.0002)] +19:02:08,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.0634 0.0319 0.0128 0.032 ] probs=[0.2062 0.1957 0.1988 0.1991 0.2002] +19:02:09,688 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.0013099999999999997 std=0.0031381363896427444 min=-0.0075 max=0.0023 +19:02:09,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0), (, -0.0002), (, 0.0011), (, -0.0022), (, 0.0001), (, -0.0003), (, -0.0015), (, 0.0009), (, 0.0014), (, 0.001), (, 0.0004), (, -0.0015), (, 0.0015), (, -0.0068), (, 0.0014), (, -0.0075), (, -0.0007), (, -0.0013), (, -0.0075), (, 0.0), (, 0.0023)] +19:02:10,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.0437 0.046 0.0855 0.0244] probs=[0.2028 0.2009 0.1981 0.2009 0.1974] +19:02:11,657 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0020285714285714286 std=0.003011982871187439 min=-0.0075 max=0.0011 +19:02:11,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0011), (, 0.0009), (, -0.0075), (, -0.0015), (, -0.0068), (, -0.0002), (, 0.0011), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0015), (, -0.0023), (, 0.0011), (, 0.0), (, 0.0), (, -0.0075)] +19:02:12,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.0729 0.0755 0.0924 0.0573 0.1054] probs=[0.1971 0.1933 0.1984 0.2113 0.1998] +19:02:13,421 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0016368421052631581 std=0.001923596009209886 min=-0.0068 max=0.001 +19:02:13,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0023), (, -0.0034), (, 0.0002), (, 0.0009), (, -0.0043), (, -0.0027), (, -0.0031), (, -0.0068), (, 0.001), (, -0.0021), (, -0.0011), (, -0.0015), (, 0.0002), (, -0.0003), (, -0.0015)] +19:02:14,157 root INFO ContextualMultiArmedBanditAgent - exp=[0.1286 0.2171 0.1944 0.0983 0.1718] probs=[0.2013 0.2061 0.2015 0.1929 0.1982] +19:02:15,332 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0024066666666666668 std=0.0017684142300063324 min=-0.0068 max=0.0016 +19:02:15,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0026), (, -0.0011), (, -0.0023), (, -0.0034), (, -0.0023), (, -0.0003), (, -0.0027), (, 0.0016), (, -0.0068), (, -0.0043), (, -0.0023), (, -0.0021), (, -0.0021), (, -0.0031)] +19:02:15,869 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.0647 0.1553 0.0961 0.0744] probs=[0.1969 0.2058 0.1959 0.2029 0.1985] +19:02:16,894 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.001495238095238095 std=0.002219711733853271 min=-0.0043 max=0.0048 +19:02:16,895 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0023), (, -0.0001), (, -0.0026), (, -0.0003), (, -0.0001), (, -0.0034), (, 0.0048), (, 0.0041), (, -0.0031), (, -0.0023), (, -0.0023), (, -0.0027), (, -0.0023), (, -0.0001), (, -0.0033), (, -0.0021), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0021)] +19:02:17,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.1323 0.1773 0.088 0.0836 0.152 ] probs=[0.2059 0.1961 0.199 0.2016 0.1973] +19:02:18,833 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012210526315789476 std=0.002494747945789191 min=-0.0043 max=0.0048 +19:02:18,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0034), (, -0.0023), (, -0.0031), (, -0.0023), (, -0.0033), (, -0.0023), (, -0.0002), (, 0.0004), (, -0.0043), (, -0.0027), (, 0.0023), (, 0.0048), (, 0.0007), (, -0.0023), (, -0.0021), (, -0.0026), (, 0.0041)] +19:02:19,512 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0098 -0.0004 -0.0013 -0.0014] probs=[0.2118 0.203 0.1949 0.1981 0.1922] +19:02:20,751 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0014842105263157897 std=0.0023403245744070215 min=-0.0043 max=0.0048 +19:02:20,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0026), (, -0.0023), (, -0.0031), (, -0.0023), (, -0.0043), (, -0.0023), (, -0.0006), (, -0.0041), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0027), (, -0.002), (, -0.0002), (, -0.0002), (, -0.0033), (, 0.0048), (, 0.0041)] +19:02:21,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.1959 0.1403 0.1568 0.1448 0.1058] probs=[0.2062 0.1963 0.2019 0.199 0.1966] +19:02:22,774 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0008941176470588236 std=0.0024394962325267307 min=-0.0043 max=0.0048 +19:02:22,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.002), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0043), (, 0.0), (, -0.0006), (, -0.0041), (, -0.0033), (, 0.0041), (, -0.0026), (, 0.0048), (, -0.0031), (, -0.0027), (, -0.0), (, -0.0001)] +19:02:23,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.1232 0.0738 0.0573 0.049 0.0921] probs=[0.1971 0.2034 0.1946 0.2054 0.1994] +19:02:24,970 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0018294117647058824 std=0.0017811974511158471 min=-0.0049 max=0.0012 +19:02:24,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0), (, -0.0002), (, -0.0027), (, -0.0029), (, -0.0031), (, 0.0001), (, -0.0006), (, -0.0007), (, 0.0002), (, -0.0033), (, -0.0002), (, -0.0), (, 0.0012), (, -0.0043), (, -0.002), (, -0.0029), (, -0.0049), (, -0.0041)] +19:02:25,683 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0578 0.0785 0.0712 0.0783] probs=[0.1998 0.1962 0.1915 0.2051 0.2074] +19:02:26,843 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0018124999999999999 std=0.0016741446821188024 min=-0.0049 max=0.0012 +19:02:26,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0024), (, -0.0041), (, -0.0029), (, -0.001), (, -0.0036), (, -0.0007), (, -0.0002), (, -0.0029), (, 0.0001), (, -0.0029), (, -0.0002), (, -0.002), (, -0.0033), (, -0.0049), (, 0.0007), (, 0.0012), (, -0.0043), (, -0.0031), (, -0.0029), (, 0.0002), (, -0.0019), (, -0.0002)] +19:02:27,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.1176 0.1708 0.1664 0.1379 0.1397] probs=[0.2027 0.194 0.2023 0.2064 0.1946] +19:02:29,68 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013772727272727272 std=0.001902135598402686 min=-0.0049 max=0.0025 +19:02:29,68 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0008), (, -0.0029), (, -0.0007), (, -0.0015), (, 0.0005), (, -0.0002), (, -0.0029), (, -0.0002), (, -0.0031), (, -0.0002), (, 0.0025), (, 0.0007), (, -0.0049), (, -0.0002), (, -0.0009), (, -0.0029), (, 0.0012), (, -0.0041), (, -0.0036), (, -0.0024), (, -0.0029)] +19:02:29,844 root INFO ContextualMultiArmedBanditAgent - exp=[0.0975 0.1224 0.1083 0.0962 0.0866] probs=[0.2074 0.2014 0.1914 0.2043 0.1954] +19:02:30,955 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.0013375000000000001 std=0.001415630748700616 min=-0.0049 max=0.0008 +19:02:30,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0029), (, -0.0029), (, -0.0024), (, 0.0007), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0031), (, -0.0029), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0023), (, -0.0015), (, -0.0049), (, -0.0029), (, -0.0002), (, 0.0008), (, -0.0004)] +19:02:31,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.0342 0.0754 0.0443 0.0297 0.0567] probs=[0.1964 0.2031 0.1972 0.2011 0.2023] +19:02:33,134 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0011208333333333335 std=0.0010939146701436796 min=-0.0031 max=0.0007 +19:02:33,134 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0024), (, -0.0029), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0008), (, 0.0007), (, -0.0004), (, -0.0009), (, -0.0031), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0024), (, -0.0002), (, -0.0029), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0023), (, -0.0015), (, -0.0), (, -0.0003), (, -0.001), (, -0.0029)] +19:02:34,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.0895 0.1392 0.0857 0.0961 0.1409] probs=[0.1916 0.2048 0.2022 0.1986 0.2027] +19:02:35,354 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.0007840000000000001 std=0.0008942840711988557 min=-0.0031 max=0.0007 +19:02:35,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0003), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0), (, 0.0), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0015), (, -0.001), (, -0.0023), (, -0.0), (, -0.0024), (, -0.0007), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0008), (, -0.0004), (, 0.0007)] +19:02:36,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.068 0.0743 0.0613 0.0952 0.048 ] probs=[0.1959 0.2096 0.1997 0.1931 0.2018] +19:02:37,767 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.0006 std=0.0008636164272021076 min=-0.0024 max=0.0014 +19:02:37,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0005), (, -0.0003), (, -0.001), (, -0.0007), (, -0.0002), (, 0.0014), (, -0.0), (, -0.0), (, -0.0023), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0024), (, -0.0007), (, -0.0015), (, 0.0003), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0009), (, 0.0002)] +19:02:38,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0705 0.0558 0.0755 0.0878 0.0519] probs=[0.2023 0.1992 0.2047 0.1914 0.2023] +19:02:40,84 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.00045238095238095226 std=0.0009599697652079353 min=-0.0024 max=0.0014 +19:02:40,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0007), (, -0.0004), (, -0.0024), (, -0.0), (, 0.0004), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0023), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0024), (, 0.0014), (, -0.0007), (, 0.0), (, 0.0011), (, -0.0001), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.001)] +19:02:40,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.1609 0.1964 0.1531 0.1036 0.1259] probs=[0.1959 0.2104 0.1883 0.2068 0.1986] +19:02:42,269 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0006933333333333333 std=0.0010636206508379238 min=-0.0028 max=0.0011 +19:02:42,269 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.0024), (, -0.0), (, 0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0028), (, -0.001), (, 0.0002), (, -0.001), (, -0.0004), (, 0.0004), (, -0.0008), (, -0.0024), (, -0.0), (, 0.0)] +19:02:42,994 root INFO ContextualMultiArmedBanditAgent - exp=[0.1158 0.1518 0.1125 0.1092 0.0857] probs=[0.1969 0.2026 0.1976 0.2012 0.2017] +19:02:44,426 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=13 avg=-0.0010538461538461537 std=0.0011125959834932025 min=-0.0028 max=0.0004 +19:02:44,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0), (, -0.0004), (, -0.0), (, 0.0004), (, -0.0), (, -0.0008), (, -0.001), (, -0.0), (, -0.0024), (, -0.001), (, -0.0024), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0002), (, 0.0), (, -0.0), (, -0.0004), (, 0.0), (, -0.0028)] +19:02:45,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.0735 0.0629 0.0651 0.0484 0.0303] probs=[0.2004 0.1998 0.1946 0.2084 0.1969] +19:02:46,459 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=10 avg=-0.00113 std=0.001093663568013491 min=-0.0028 max=0.0006 +19:02:46,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0009), (, -0.0008), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, 0.0006), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0004), (, -0.0028), (, -0.0)] +19:02:47,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.133 0.0613 0.0898 0.1503 0.0915] probs=[0.194 0.2056 0.1923 0.2073 0.2008] +19:02:48,106 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.000876923076923077 std=0.0008486675947569416 min=-0.0028 max=0.0006 +19:02:48,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0024), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0), (, 0.0006), (, -0.0028), (, -0.001), (, 0.0)] +19:02:48,757 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.0635 0.0752 0.0983 0.104 ] probs=[0.2078 0.196 0.1982 0.1912 0.2069] +19:02:50,771 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:02:50,773 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.12618125 std=0.30286234748386515 min=-0.1211 max=1.1943 +19:02:50,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0584), (, 0.1277), (, 0.0378), (, -0.0572), (, -0.0137), (, 0.1277), (, 0.1154), (, -0.041), (, -0.0496), (, 0.1485), (, -0.1211), (, 0.1894), (, -0.0484), (, 1.1943), (, 0.4003), (, -0.0496)] +19:02:51,108 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.2377 0.1529 0.1705 0.0583] probs=[0.1969 0.2065 0.2106 0.186 0.2 ] +19:02:52,190 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01798 std=0.0823852632453159 min=-0.1211 max=0.1277 +19:02:52,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, 0.1154), (, -0.0572), (, -0.0137), (, 0.0378), (, -0.0496), (, -0.0484), (, 0.1277), (, -0.0496), (, -0.1211)] +19:02:52,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.1889 0.072 0.0938 0.087 ] probs=[0.192 0.2157 0.1928 0.1968 0.2027] +19:02:53,204 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.05286250000000001 std=0.048895448088242324 min=-0.1211 max=0.0378 +19:02:53,204 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.0496), (, -0.0137), (, -0.0484), (, -0.0496), (, 0.0378), (, -0.0572), (, -0.1211)] +19:02:53,369 root INFO ContextualMultiArmedBanditAgent - exp=[0.1091 0.2165 0.0417 0.1792 0.0933] probs=[0.1967 0.204 0.1977 0.2057 0.1959] +19:02:54,276 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.05615 std=0.04324710973001549 min=-0.1211 max=0.0115 +19:02:54,276 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.0572), (, -0.1211), (, -0.0484), (, -0.0496), (, -0.0496), (, -0.0137), (, 0.0115)] +19:02:54,447 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.1279 0.0007 0.0279 -0.0068] probs=[0.1875 0.2299 0.1896 0.2024 0.1907] +19:02:55,368 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 +19:02:55,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211)] +19:02:55,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.8358 0.4078 0.7133 0.1597 0.2898] probs=[0.1908 0.2228 0.194 0.2001 0.1923] +19:02:56,240 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 +19:02:56,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211)] +19:02:56,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.094 0.288 0.3957 0.2557 0.1629] probs=[0.2231 0.1985 0.2198 0.1578 0.2008] +19:02:57,136 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 +19:02:57,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211)] +19:02:57,197 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0158 0.1352 0.0009 0.0321 -0.0076] probs=[0.1909 0.2221 0.1942 0.2003 0.1925] +19:02:58,4 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 +19:02:58,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211)] +19:02:58,79 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0158 0.1338 0.0009 0.0321 -0.0076] probs=[0.1955 0.2019 0.2131 0.1837 0.2058] +19:02:58,907 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0881 std=0.04666904755831214 min=-0.1211 max=-0.0221 +19:02:58,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211), (, -0.0221)] +19:02:59,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.1173 0.0904 0.0455 0.1781 0.2608] probs=[0.1939 0.2148 0.1961 0.2002 0.195 ] +19:02:59,965 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 +19:02:59,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] +19:03:00,37 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0016 -0.0014] probs=[0.1994 0.2017 0.1998 0.1995 0.1996] +19:03:00,831 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.3902 std=0.4123 min=-0.0221 max=0.8025 +19:03:00,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, 0.8025)] +19:03:00,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.1135 0.1966 0.4237 0.2785 0.187 ] probs=[0.1759 0.1657 0.2294 0.1731 0.2559] +19:03:01,732 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 +19:03:01,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0221)] +19:03:01,781 root INFO ContextualMultiArmedBanditAgent - exp=[0.1444 0.1901 0.4448 0.2366 0.1024] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:02,606 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0 std=0.0221 min=-0.0221 max=0.0221 +19:03:02,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, 0.0221)] +19:03:02,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.342 0.1627 0.4101 0.1937 0.2119] probs=[0.1953 0.2113 0.1971 0.2001 0.1962] +19:03:03,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00965 std=0.012459835472429001 min=-0.0221 max=0.0035 +19:03:03,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0221), (, 0.0021), (, 0.0035)] +19:03:03,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.2066 0.1599 0.1606 0.1242 0.0636] probs=[0.1856 0.2137 0.2054 0.1884 0.2069] +19:03:04,596 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 +19:03:04,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] +19:03:04,626 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:05,436 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 +19:03:05,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] +19:03:05,467 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:06,397 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.009300000000000001 std=0.0128 min=-0.0221 max=0.0035 +19:03:06,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.0221)] +19:03:06,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.2887 0.3346 0.3781 0.0317 0.2129] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:07,343 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 +19:03:07,344 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] +19:03:07,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:08,195 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.012799999999999999 std=0.0131 min=-0.0003 max=0.0259 +19:03:08,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0259)] +19:03:08,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.3956 0.071 0.291 0.4622 0.2708] probs=[0.1845 0.2201 0.1933 0.2058 0.1963] +19:03:09,15 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +19:03:09,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +19:03:09,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.5501 0.9486 0.6295 0.6876 0.1858] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:09,763 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.1195 std=0.11981635948400368 min=-0.0003 max=0.2421 +19:03:09,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2421), (, 0.2365), (, -0.0003)] +19:03:09,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.1205 0.2433 0.08 0.0877 0.0041] probs=[0.1973 0.2065 0.1984 0.1998 0.1979] +19:03:10,632 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.1195 std=0.11981635948400368 min=-0.0003 max=0.2421 +19:03:10,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.2421), (, 0.2365)] +19:03:10,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.2013 0.2563 0.061 0.1084 0.1049] probs=[0.1889 0.2107 0.2013 0.2045 0.1946] +19:03:11,758 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.1181 std=0.11839999999999999 min=-0.0003 max=0.2365 +19:03:11,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2365)] +19:03:11,807 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0688 0.0017 0.0154 -0.0044] probs=[0.1952 0.2112 0.1973 0.2 0.1961] +19:03:12,693 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.08009999999999999 std=0.1106060878372735 min=-0.0003 max=0.2365 +19:03:12,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2365), (, 0.0041)] +19:03:12,780 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.049 0.0014 0.0098 -0.0034] probs=[0.1972 0.2291 0.2027 0.1968 0.1741] +19:03:13,568 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 +19:03:13,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] +19:03:13,611 root INFO ContextualMultiArmedBanditAgent - exp=[0.4007 0.335 0.3867 0.2639 0.7698] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:14,332 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.05735 std=0.10346326642823528 min=-0.0065 max=0.2365 +19:03:14,332 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.2365), (, -0.0065)] +19:03:14,445 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.039 0.0013 0.007 -0.0028] probs=[0.2056 0.1956 0.1879 0.1873 0.2235] +19:03:15,409 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.07424 std=0.1475994254731366 min=-0.0065 max=0.369 +19:03:15,409 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.369), (, 0.0155), (, -0.0003), (, -0.0065)] +19:03:15,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0051 0.0331 0.0012 0.0054 -0.0025] probs=[0.1912 0.211 0.1853 0.2359 0.1766] +19:03:16,396 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004433333333333333 std=0.0029227080289043962 min=-0.0065 max=-0.0003 +19:03:16,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0065), (, -0.0003)] +19:03:16,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.5129 0.2334 0.2563 0.2242 0.2251] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:17,443 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0032666666666666664 std=0.004572623851673007 min=-0.0065 max=0.0032 +19:03:17,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0065), (, 0.0032)] +19:03:17,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0092 -0.0005 -0.0013 -0.0013] probs=[0.2244 0.2292 0.1819 0.1797 0.1848] +19:03:18,316 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0065 std=0.0 min=-0.0065 max=-0.0065 +19:03:18,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065)] +19:03:18,374 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0092 -0.0005 -0.0013 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:19,327 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0028499999999999997 std=0.0036499999999999996 min=-0.0065 max=0.0008 +19:03:19,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.0008)] +19:03:19,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.3518 0.4916 0.0698 0.4328 0.1853] probs=[0.2185 0.1715 0.1613 0.203 0.2456] +19:03:20,219 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017666666666666666 std=0.006992535702844538 min=-0.0065 max=0.0106 +19:03:20,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0012), (, -0.0065)] +19:03:20,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.2789 0.1193 0.0516 0.1354 0.2754] probs=[0.1891 0.1941 0.207 0.2097 0.2 ] +19:03:21,135 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002499999999999998 std=0.00625 min=-0.0065 max=0.006 +19:03:21,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.006)] +19:03:21,189 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0694 0.0037 0.0154 -0.0044] probs=[0.1951 0.2113 0.1976 0.1999 0.196 ] +19:03:22,44 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0065 std=0.0 min=-0.0065 max=-0.0065 +19:03:22,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065)] +19:03:22,84 root INFO ContextualMultiArmedBanditAgent - exp=[0.7862 0.7339 0.2169 0.259 0.4771] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:22,947 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.2346 std=0.0 min=0.2346 max=0.2346 +19:03:22,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.2346)] +19:03:23,1 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0691 0.0037 0.0154 -0.0044] probs=[0.2271 0.1853 0.2548 0.1603 0.1726] +19:03:23,773 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:03:23,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:03:23,811 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0157 0.1289 0.0079 0.0321 -0.0075] probs=[0.191 0.2207 0.1955 0.2003 0.1925] +19:03:24,754 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0008 std=0.0 min=0.0008 max=0.0008 +19:03:24,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008)] +19:03:24,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.7902 0.6439 0.932 0.2855 0.3509] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:25,721 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0156 std=0.0004999999999999996 min=0.0151 max=0.0161 +19:03:25,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0151), (, 0.0161)] +19:03:25,781 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0692 0.0037 0.0154 -0.0044] probs=[0.1952 0.2112 0.1976 0.1999 0.1961] +19:03:26,683 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00845 std=0.01046744954609288 min=-0.0095 max=0.0161 +19:03:26,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.0161), (, 0.0151), (, 0.0121)] +19:03:26,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.137 0.0982 0.2121 0.1986 0.2212] probs=[0.1992 0.2198 0.1806 0.1728 0.2276] +19:03:27,815 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0004666666666666667 std=0.0088965661290685 min=-0.0095 max=0.0121 +19:03:27,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.0012), (, 0.0121)] +19:03:27,899 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0113 0.0883 0.0051 0.021 -0.0054] probs=[0.1938 0.2142 0.197 0.2001 0.1949] +19:03:28,782 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00535 std=0.00415 min=-0.0095 max=-0.0012 +19:03:28,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0095)] +19:03:28,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0686 0.0037 0.0154 -0.0044] probs=[0.256 0.2105 0.1663 0.1787 0.1885] +19:03:29,715 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0147 std=0.0 min=0.0147 max=0.0147 +19:03:29,716 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0147)] +19:03:29,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0157 0.1278 0.0077 0.0325 -0.0075] probs=[0.191 0.2205 0.1955 0.2004 0.1926] +19:03:30,753 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:03:30,753 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:03:30,784 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.2094 0.1659 0.2183 0.1871 0.2192] +19:03:31,756 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:03:31,756 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:03:31,815 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1266 0.2071 0.2291 0.1319 0.3053] +19:03:32,767 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0116 std=0.0 min=0.0116 max=0.0116 +19:03:32,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0116), (, 0.0116)] +19:03:32,882 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:33,727 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0055 std=0.0 min=0.0055 max=0.0055 +19:03:33,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0055), (, 0.0)] +19:03:33,802 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0686 0.0036 0.0155 -0.0044] probs=[0.1704 0.1892 0.1598 0.2503 0.2303] +19:03:34,795 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0055 std=0.0 min=0.0055 max=0.0055 +19:03:34,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0055)] +19:03:34,854 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0686 0.0036 0.0155 -0.0044] probs=[0.1952 0.2111 0.1976 0.2 0.1961] +19:03:35,730 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.0008 std=0.0 min=0.0008 max=0.0008 +19:03:35,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0), (, 0.0008)] +19:03:35,827 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0112 0.0883 0.005 0.0212 -0.0054] probs=[0.1938 0.2142 0.1969 0.2001 0.1949] +19:03:36,608 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 +19:03:36,609 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0)] +19:03:36,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.3097 0.349 0.3661 0.2237 0.1519] probs=[0.1952 0.2111 0.1976 0.2 0.1961] +19:03:37,592 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.099 std=0.0 min=0.099 max=0.099 +19:03:37,592 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.099)] +19:03:37,667 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0686 0.0036 0.0155 -0.0044] probs=[0.1721 0.1916 0.1898 0.2569 0.1895] +19:03:38,471 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.05765 std=0.041350000000000005 min=0.0163 max=0.099 +19:03:38,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.099), (, 0.0163)] +19:03:38,579 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.0326 -0.0075] probs=[0.191 0.2205 0.1955 0.2004 0.1926] +19:03:39,521 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00455 std=0.00635 min=-0.0109 max=0.0018 +19:03:39,521 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0018)] +19:03:39,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.7472 0.6774 0.6905 0.7447 0.281 ] probs=[0.2093 0.1939 0.2264 0.1729 0.1975] +19:03:40,640 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.005350000000000001 std=0.00545 min=-0.0001 max=0.0108 +19:03:40,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0108)] +19:03:40,717 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.0328 -0.0075] probs=[0.191 0.2204 0.1955 0.2005 0.1926] +19:03:41,524 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:03:41,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001)] +19:03:41,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.8559 0.8221 0.7733 0.4311 0.8258] probs=[0.191 0.2204 0.1955 0.2005 0.1926] +19:03:42,430 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0074333333333333335 std=0.005349350947129526 min=-0.0001 max=0.0118 +19:03:42,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0118), (, 0.0106)] +19:03:42,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0488 0.0023 0.01 -0.0033] probs=[0.1966 0.208 0.1983 0.1999 0.1973] +19:03:43,396 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0034666666666666665 std=0.005044028372464039 min=-0.0001 max=0.0106 +19:03:43,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0106)] +19:03:43,495 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.0883 0.005 0.0214 -0.0053] probs=[0.1938 0.2142 0.1969 0.2002 0.1949] +19:03:44,443 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00125 std=0.00135 min=-0.0001 max=0.0026 +19:03:44,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, -0.0001)] +19:03:44,518 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.033 -0.0073] probs=[0.191 0.2204 0.1955 0.2005 0.1926] +19:03:45,614 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00125 std=0.00135 min=-0.0001 max=0.0026 +19:03:45,614 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, -0.0001)] +19:03:45,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.3609 0.1856 0.2267 0.4313 0.4103] probs=[0.191 0.2203 0.1955 0.2005 0.1926] +19:03:46,721 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0005 std=0.0 min=0.0005 max=0.0005 +19:03:46,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0005)] +19:03:46,767 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:47,828 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.035 std=0.0 min=0.035 max=0.035 +19:03:47,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.035)] +19:03:47,870 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:48,910 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0062 std=0.0 min=0.0062 max=0.0062 +19:03:48,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0062)] +19:03:48,963 root INFO ContextualMultiArmedBanditAgent - exp=[0.5531 0.4138 0.5153 0.3946 0.4972] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:49,926 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0092 std=0.0 min=0.0092 max=0.0092 +19:03:49,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092)] +19:03:49,979 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:50,978 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.007549999999999999 std=0.00165 min=0.0059 max=0.0092 +19:03:50,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0059), (, 0.0092)] +19:03:51,71 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:52,222 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0056 std=0.0036 min=0.002 max=0.0092 +19:03:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092), (, 0.002)] +19:03:52,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.2137 0.1763 0.172 0.2641 0.1739] +19:03:53,181 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0092 std=0.0 min=0.0092 max=0.0092 +19:03:53,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092)] +19:03:53,279 root INFO ContextualMultiArmedBanditAgent - exp=[0.0016 0.1332 0.6897 0.2924 0.6977] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:54,296 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.2485 std=0.2426 min=0.0059 max=0.4911 +19:03:54,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.4911), (, 0.0059)] +19:03:54,435 root INFO ContextualMultiArmedBanditAgent - exp=[0.2354 0.3107 0.3024 0.1347 0.4319] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] +19:03:55,728 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:03:55,729 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.5801625 std=1.667618717616155 min=-0.0869 max=6.9372 +19:03:55,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1129), (, 1.2056), (, 0.1178), (, 0.0033), (, -0.0093), (, -0.0869), (, 0.393), (, 0.0235), (, -0.0503), (, 0.0365), (, 0.1183), (, 0.0193), (, 0.2487), (, 6.9372), (, 0.0344), (, 0.1786)] +19:03:56,129 root INFO ContextualMultiArmedBanditAgent - exp=[0.2774 0.2938 0.2527 0.1598 0.2295] probs=[0.189 0.2198 0.1958 0.2031 0.1923] +19:03:57,177 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.025200000000000004 std=0.04604541236648881 min=-0.0869 max=0.0344 +19:03:57,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0869), (, 0.0033), (, 0.0193), (, -0.0869), (, -0.0503), (, 0.0344), (, -0.0093)] +19:03:57,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.0136 0.1517 0.0114 0.1335 0.1013] probs=[0.1826 0.227 0.187 0.209 0.1944] +19:03:58,351 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.048740000000000006 std=0.039389216798509714 min=-0.0973 max=0.0001 +19:03:58,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0869), (, -0.0093), (, -0.0503), (, -0.0973), (, 0.0001)] +19:03:58,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.0731 0.2929 0.1993 0.1289 0.1078] probs=[0.1951 0.2146 0.1819 0.1976 0.2108] +19:03:59,412 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0586 std=0.038122040868767776 min=-0.0973 max=0.0001 +19:03:59,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0001), (, -0.0869), (, -0.0973), (, -0.0503)] +19:03:59,514 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0152 0.1637 0.0083 0.0332 -0.0073] probs=[0.1772 0.2131 0.1839 0.2217 0.2041] +19:04:00,396 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1382 std=0.0 min=0.1382 max=0.1382 +19:04:00,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1382)] +19:04:00,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.832 0.3026 0.6577 0.7325 0.3015] probs=[0.1895 0.2264 0.1941 0.1989 0.1911] +19:04:01,268 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1382 std=0.0 min=0.1382 max=0.1382 +19:04:01,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1382)] +19:04:01,335 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1625 0.0083 0.0332 -0.0073] probs=[0.1895 0.2264 0.1941 0.1989 0.1911] +19:04:02,227 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.8043 std=0.0 min=0.8043 max=0.8043 +19:04:02,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.8043)] +19:04:02,275 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1624 0.0083 0.0332 -0.0073] probs=[0.1895 0.2264 0.1941 0.199 0.1911] +19:04:03,191 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0031 std=0.006577233460962139 min=-0.0041 max=0.0118 +19:04:03,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016), (, -0.0041), (, 0.0118)] +19:04:03,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.1991 0.0773 0.2909 0.2037 0.2101] probs=[0.1927 0.2181 0.1964 0.199 0.1938] +19:04:04,148 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.04515 std=0.04355 min=0.0016 max=0.0887 +19:04:04,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016), (, 0.0887)] +19:04:04,234 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0862 0.0061 0.0159 -0.0043] probs=[0.1943 0.214 0.1972 0.1992 0.1952] +19:04:05,293 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0016 std=0.0 min=0.0016 max=0.0016 +19:04:05,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016)] +19:04:05,350 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1624 0.0125 0.0332 -0.0073] probs=[0.1894 0.2262 0.1947 0.1988 0.1909] +19:04:06,179 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 +19:04:06,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] +19:04:06,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.0205 0.0493 0.1043 0.9359 0.7875] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:06,996 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 +19:04:06,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] +19:04:07,27 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:08,72 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 +19:04:08,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] +19:04:08,105 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:09,114 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.00013333333333333337 std=0.0010370899457402697 min=-0.0006 max=0.0016 +19:04:09,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0016), (, -0.0006)] +19:04:09,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.5382 0.3028 0.1722 0.2361 0.2408] probs=[0.196 0.2099 0.1981 0.1993 0.1967] +19:04:10,88 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 +19:04:10,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] +19:04:10,193 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.007 -0.0004 -0.0013 -0.0012] probs=[0.1994 0.2013 0.1999 0.1997 0.1997] +19:04:10,884 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 +19:04:10,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006)] +19:04:10,949 root INFO ContextualMultiArmedBanditAgent - exp=[0.0454 0.1105 0.3204 0.1167 0.3915] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:11,919 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0196 std=0.0319458917546529 min=-0.0006 max=0.0748 +19:04:11,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006), (, 0.0748), (, 0.0048)] +19:04:12,16 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:12,924 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.018325 std=0.032606086471700345 min=-0.0006 max=0.0748 +19:04:12,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0748), (, -0.0006), (, -0.0003)] +19:04:13,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.0516 0.1062 0.1063 0.1146 0.0869] probs=[0.1888 0.2096 0.1932 0.2008 0.2075] +19:04:14,138 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.036775 std=0.03856607155259659 min=-0.0006 max=0.0876 +19:04:14,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0876), (, 0.0607), (, -0.0006)] +19:04:14,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.2029 0.0624 0.1995 0.035 0.1845] probs=[0.2092 0.2034 0.1824 0.1844 0.2207] +19:04:15,335 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 +19:04:15,335 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] +19:04:15,383 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:16,401 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00019999999999999996 std=0.0018991226044325488 min=-0.0023 max=0.0023 +19:04:16,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0023), (, -0.0023)] +19:04:16,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.237 0.1644 0.0985 0.4074 0.4011] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:17,448 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.017959999999999997 std=0.029979966644411063 min=-0.0023 max=0.0769 +19:04:17,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0023), (, -0.0006), (, 0.0135), (, 0.0769)] +19:04:17,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.3612 0.3761 0.371 0.3357 0.4324] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:18,530 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00116 std=0.0018927229062913565 min=-0.0029 max=0.0023 +19:04:18,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0023), (, -0.0029), (, -0.0023), (, -0.0006)] +19:04:18,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.0244 0.167 0.0565 0.0106] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:19,696 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.023940000000000003 std=0.04924638463887477 min=-0.0023 max=0.1223 +19:04:19,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.1223), (, -0.0023), (, 0.0043), (, -0.0023)] +19:04:19,878 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.2084 0.1905 0.2132 0.1962 0.1917] +19:04:20,914 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:20,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:20,994 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:22,63 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:22,64 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] +19:04:22,132 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:23,193 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:23,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:04:23,253 root INFO ContextualMultiArmedBanditAgent - exp=[0.3481 0.4305 0.3075 0.3372 0.3564] probs=[0.2574 0.2002 0.1884 0.1765 0.1775] +19:04:24,155 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:24,155 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:04:24,227 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:25,216 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:25,216 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:04:25,290 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:26,263 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:26,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:26,304 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:27,367 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:27,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023)] +19:04:27,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.0012 0.0974 0.2428 0.2094 0.1952] probs=[0.1953 0.1958 0.1875 0.2159 0.2055] +19:04:28,431 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:28,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0)] +19:04:28,623 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1943 0.2201 0.208 0.1949 0.1827] +19:04:29,564 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0010333333333333334 std=0.0017913371790059204 min=-0.0023 max=0.0015 +19:04:29,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0015)] +19:04:29,690 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:30,623 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000575 std=0.002082516506537223 min=-0.0023 max=0.0028 +19:04:30,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0028), (, -0.0005), (, -0.0023)] +19:04:30,741 root INFO ContextualMultiArmedBanditAgent - exp=[0.4168 0.3121 0.4643 0.5951 0.1832] probs=[0.1901 0.1931 0.202 0.2273 0.1876] +19:04:31,565 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:31,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:31,617 root INFO ContextualMultiArmedBanditAgent - exp=[0.9556 0.5257 0.4138 0.1644 0.5624] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:32,430 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:32,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] +19:04:32,504 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.2132 0.2337 0.1593 0.2285 0.1654] +19:04:33,456 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:33,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0)] +19:04:33,602 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1767 0.2114 0.2127 0.1847 0.2145] +19:04:34,601 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.00023333333333333336 std=0.0017913371790059202 min=-0.0023 max=0.0015 +19:04:34,602 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0015), (, 0.0), (, 0.0015)] +19:04:34,733 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.2148 0.2043 0.2 0.1933 0.1876] +19:04:35,741 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.021849999999999998 std=0.039665444659048005 min=-0.0023 max=0.0905 +19:04:35,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023), (, 0.0015), (, 0.0905)] +19:04:35,888 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.1892 0.1853 0.2123 0.2064 0.2068] +19:04:36,872 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:36,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:36,919 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:37,752 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:37,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] +19:04:37,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.2015 0.286 0.1132 0.3534 0.4421] probs=[0.2493 0.1845 0.1753 0.1884 0.2025] +19:04:38,856 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:38,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0)] +19:04:38,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.2142 0.301 0.2168 0.295 0.0445] probs=[0.1777 0.1652 0.2048 0.2445 0.2078] +19:04:39,828 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.002466666666666667 std=0.006741084647311753 min=-0.0023 max=0.012 +19:04:39,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023), (, 0.012)] +19:04:39,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.028 0.1566 0.2289 0.124 ] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:41,15 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0012333333333333335 std=0.0015084944665313014 min=-0.0023 max=0.0009 +19:04:41,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0009)] +19:04:41,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0934 0.2312 0.0762 0.2304 0.1446] probs=[0.2039 0.1869 0.2167 0.2 0.1926] +19:04:42,56 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:42,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:42,85 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:43,26 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.10293333333333332 std=0.12241580326448415 min=-0.0023 max=0.2746 +19:04:43,26 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.2746), (, 0.0365)] +19:04:43,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.0803 0.0991 0.1199 0.0646] probs=[0.1928 0.218 0.1963 0.1991 0.1938] +19:04:44,19 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0378 std=0.09407248269286826 min=-0.2237 max=0.0365 +19:04:44,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.2237), (, 0.0028), (, -0.0023), (, 0.0365)] +19:04:44,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.2584 0.0813 0.2277 0.1229 0.158 ] probs=[0.1934 0.2165 0.1967 0.1991 0.1944] +19:04:45,57 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.06570000000000001 std=0.09216365878153927 min=-0.2237 max=-0.0023 +19:04:45,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.2237), (, -0.0345)] +19:04:45,175 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.4658 0.2606 0.2042 0.2314] probs=[0.2059 0.1833 0.2052 0.1998 0.2059] +19:04:46,168 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.013033333333333334 std=0.015179225569471221 min=-0.0345 max=-0.0023 +19:04:46,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0345)] +19:04:46,310 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0606 0.0037 0.0103 -0.0038] probs=[0.196 0.2099 0.1981 0.1994 0.1966] +19:04:47,107 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:47,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:47,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.2187 0.5682 0.537 0.3318 0.8622] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:48,25 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:48,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023)] +19:04:48,145 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.226 0.1963 0.1879 0.2042 0.1857] +19:04:49,90 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00055 std=0.0031507935508376297 min=-0.0023 max=0.0053 +19:04:49,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0015), (, 0.0053)] +19:04:49,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0225 0.1744 0.355 0.2997 0.284 ] probs=[0.2043 0.1939 0.2013 0.1924 0.2081] +19:04:50,296 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00030000000000000003 std=0.002782085548648711 min=-0.0023 max=0.0043 +19:04:50,296 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0043), (, 0.0015)] +19:04:50,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1256 0.0257 0.1757 0.2444 0.194 ] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:51,464 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00039999999999999996 std=0.0019 min=-0.0023 max=0.0015 +19:04:51,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, 0.0015)] +19:04:51,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1881 0.2039 0.1842 0.2109 0.213 ] +19:04:52,427 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:52,427 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:52,473 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] +19:04:53,381 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00030000000000000003 std=0.002782085548648711 min=-0.0023 max=0.0043 +19:04:53,381 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0043), (, -0.0023), (, 0.0015)] +19:04:53,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.2684 0.1961 0.2013 0.2473 0.2129] probs=[0.195 0.2181 0.197 0.1908 0.1991] +19:04:54,387 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002925 std=0.005891678453547851 min=-0.0023 max=0.012 +19:04:54,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.012), (, -0.0023), (, 0.0043)] +19:04:54,507 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1597 0.0115 0.0282 -0.0062] probs=[0.1897 0.2259 0.1948 0.1981 0.1914] +19:04:55,473 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00054 std=0.0031283222340417554 min=-0.0023 max=0.0044 +19:04:55,473 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0014), (, -0.0023), (, 0.0044), (, 0.0043)] +19:04:55,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.4915 0.4489 0.3793 0.2645 0.2822] probs=[0.1898 0.2257 0.1949 0.1982 0.1915] +19:04:56,568 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00046 std=0.0030348640826238 min=-0.0023 max=0.0044 +19:04:56,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0044), (, 0.0039), (, -0.0014)] +19:04:56,699 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1583 0.0113 0.0282 -0.0062] probs=[0.1898 0.2257 0.1949 0.1982 0.1915] +19:04:57,674 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:04:57,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:04:57,702 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1583 0.0112 0.0281 -0.0062] probs=[0.1926 0.3239 0.1614 0.1523 0.1698] +19:04:58,468 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.019875 std=0.031007126197053474 min=-0.0023 max=0.0727 +19:04:58,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114), (, 0.0727), (, -0.0023)] +19:04:58,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.1828 0.1492 0.1703 0.1784 0.2315] probs=[0.1899 0.2255 0.1949 0.1982 0.1916] +19:04:59,548 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.027266666666666665 std=0.03260943966945087 min=-0.0023 max=0.0727 +19:04:59,549 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114), (, 0.0727)] +19:04:59,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.5686 0.4366 0.5212 0.2433 0.1732] probs=[0.1603 0.1999 0.1807 0.2128 0.2464] +19:05:00,634 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024000000000000002 std=0.005597767412102794 min=-0.0023 max=0.0114 +19:05:00,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0114), (, 0.0028)] +19:05:00,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0528 0.223 0.1247 0.0267 0.219 ] probs=[0.1727 0.2136 0.1946 0.2181 0.2009] +19:05:01,736 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00455 std=0.00685 min=-0.0023 max=0.0114 +19:05:01,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114)] +19:05:01,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.3361 0.3732 0.2392 0.3621 0.457 ] probs=[0.2009 0.2033 0.2423 0.1953 0.1583] +19:05:02,589 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:02,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:05:02,639 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1632 0.0112 0.0273 -0.0048] probs=[0.1896 0.2266 0.1946 0.1977 0.1915] +19:05:03,589 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002999999999999999 std=0.00282842712474619 min=-0.0023 max=0.0037 +19:05:03,590 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0037), (, -0.0023)] +19:05:03,701 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1632 0.0112 0.0273 -0.0048] probs=[0.1862 0.2292 0.1981 0.1744 0.2121] +19:05:04,376 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.004 std=0.007840280607223188 min=-0.0023 max=0.0169 +19:05:04,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0169), (, -0.0023), (, 0.0037)] +19:05:04,492 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1635 0.0112 0.0272 -0.0048] probs=[0.1896 0.2266 0.1946 0.1977 0.1915] +19:05:05,553 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.017133333333333334 std=0.027482883562117148 min=-0.0023 max=0.056 +19:05:05,553 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.056), (, 0.0), (, -0.0023)] +19:05:05,654 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.163 0.0112 0.0272 -0.0048] probs=[0.1804 0.2068 0.1926 0.1971 0.223 ] +19:05:06,524 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=0.003906404996924922 min=-0.0023 max=0.007 +19:05:06,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0043), (, 0.007)] +19:05:06,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0112 0.0272 -0.0048] probs=[0.1896 0.2264 0.1946 0.1978 0.1915] +19:05:07,464 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:07,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:05:07,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0111 0.0272 -0.0048] probs=[0.2518 0.2582 0.139 0.1803 0.1708] +19:05:08,432 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.004233333333333333 std=0.005519863122296502 min=-0.0023 max=0.0112 +19:05:08,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, 0.0038)] +19:05:08,519 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0106 0.1095 0.0072 0.0178 -0.0036] probs=[0.2097 0.196 0.2294 0.1753 0.1897] +19:05:09,432 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0022 std=0.006363961030678928 min=-0.0023 max=0.0112 +19:05:09,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, -0.0023), (, 0.0)] +19:05:09,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0322 0.1568 0.2156 0.0367 0.1818] probs=[0.1827 0.2263 0.1919 0.2049 0.1942] +19:05:10,498 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.00445 std=0.00675 min=-0.0023 max=0.0112 +19:05:10,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, 0.0)] +19:05:10,614 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0106 0.1095 0.0072 0.0177 -0.0036] probs=[0.1742 0.2163 0.2179 0.215 0.1767] +19:05:11,694 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:11,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0)] +19:05:11,793 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] +19:05:12,731 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:12,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:05:12,760 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] +19:05:13,691 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:13,691 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:05:13,765 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] +19:05:14,740 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:14,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:05:14,795 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.2002 0.2194 0.2051 0.2164 0.1589] +19:05:15,809 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:15,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:05:15,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.461 0.414 0.2776 0.2285 0.731 ] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] +19:05:17,60 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:17,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:05:17,135 root INFO ContextualMultiArmedBanditAgent - exp=[0.477 0.2906 0.1196 0.6928 0.5717] probs=[0.1635 0.2505 0.1552 0.2461 0.1847] +19:05:18,161 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:18,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:05:18,195 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.1897 0.2264 0.1946 0.1978 0.1916] +19:05:19,50 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:05:19,50 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:05:19,122 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.1462 0.1839 0.1877 0.2911 0.1911] +19:05:21,122 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:05:21,123 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.19272777777777778 std=0.3447119099988593 min=-0.1023 max=1.198 +19:05:21,123 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1054), (, -0.0149), (, 0.0108), (, 0.1398), (, -0.0973), (, 0.1158), (, 0.0317), (, 0.4056), (, -0.1023), (, -0.0372), (, 0.0193), (, 1.198), (, 0.0513), (, 0.0498), (, 1.0112), (, 0.1906), (, 0.1906), (, 0.2009)] +19:05:21,629 root INFO ContextualMultiArmedBanditAgent - exp=[0.1586 0.2543 0.1661 0.1611 0.094 ] probs=[0.1898 0.2186 0.2049 0.1897 0.1971] +19:05:22,755 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.05692777777777777 std=0.12885092508422952 min=-0.1227 max=0.4056 +19:05:22,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.0973), (, 0.1023), (, 0.0889), (, 0.4056), (, 0.1906), (, 0.0513), (, -0.1227), (, 0.1054), (, 0.2009), (, 0.0498), (, -0.0149), (, 0.0317), (, 0.1398), (, -0.0372), (, 0.0193), (, -0.1023), (, 0.1158)] +19:05:23,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.3324 0.097 0.1654 0.1121] probs=[0.2013 0.1993 0.1959 0.2019 0.2016] +19:05:24,89 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.026137499999999998 std=0.09400037150857438 min=-0.1227 max=0.1906 +19:05:24,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, 0.1054), (, 0.0513), (, -0.1023), (, 0.1398), (, -0.0372), (, -0.0973), (, -0.0149), (, -0.1227), (, 0.0498), (, 0.0193), (, 0.0889), (, 0.0317), (, 0.1158), (, 0.1023), (, 0.1906)] +19:05:24,413 root INFO ContextualMultiArmedBanditAgent - exp=[0.1639 0.3327 0.1482 0.1552 0.1529] probs=[0.1937 0.2147 0.2056 0.1871 0.1989] +19:05:25,428 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.06707500000000001 std=0.06598899055903189 min=-0.2006 max=0.0317 +19:05:25,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.1023), (, -0.0372), (, 0.0317), (, -0.049), (, -0.0973), (, 0.0193), (, -0.2006), (, -0.0868), (, -0.1498), (, -0.0157), (, -0.0149)] +19:05:25,743 root INFO ContextualMultiArmedBanditAgent - exp=[0.1072 0.2231 0.1199 0.045 0.1146] probs=[0.2024 0.2158 0.1913 0.1962 0.1943] +19:05:26,749 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.09044166666666666 std=0.05042176213920158 min=-0.2006 max=-0.0145 +19:05:26,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.1498), (, -0.0551), (, -0.0), (, -0.113), (, -0.0997), (, -0.0145), (, -0.0267), (, -0.0973), (, -0.0868), (, -0.0372), (, -0.2006), (, -0.1023)] +19:05:27,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.1546 0.0986 0.0416 0.0564] probs=[0.194 0.218 0.2029 0.1945 0.1906] +19:05:28,98 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.08455833333333333 std=0.06114404384093533 min=-0.2006 max=0.0462 +19:05:28,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.0), (, -0.0997), (, -0.1498), (, -0.113), (, 0.0462), (, -0.0459), (, -0.0551), (, -0.0081), (, -0.1023), (, -0.0973), (, -0.0868), (, -0.2006)] +19:05:28,391 root INFO ContextualMultiArmedBanditAgent - exp=[0.0919 0.2012 0.101 0.158 0.1657] probs=[0.1971 0.2115 0.2012 0.1821 0.2081] +19:05:29,346 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.05064285714285714 std=0.045171098760881455 min=-0.1023 max=0.0016 +19:05:29,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0973), (, -0.0479), (, 0.0016), (, -0.1023), (, -0.0008), (, -0.0), (, -0.0997), (, -0.0081)] +19:05:29,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.2388 0.1461 0.3255 0.2545 0.1937] probs=[0.1664 0.2266 0.2194 0.2133 0.1744] +19:05:30,539 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.07445 std=0.0265659086048266 min=-0.1023 max=-0.0479 +19:05:30,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0997), (, -0.0479), (, -0.1023)] +19:05:30,671 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.167 0.0111 0.0294 -0.0047] probs=[0.1832 0.2126 0.1838 0.2094 0.211 ] +19:05:31,498 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.06603333333333333 std=0.025644405931032125 min=-0.1023 max=-0.0479 +19:05:31,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0479), (, -0.1023)] +19:05:31,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.2492 0.2626 0.0916 0.1753 0.2454] probs=[0.2254 0.2093 0.1846 0.1775 0.2032] +19:05:32,523 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.03213333333333333 std=0.022297433833415797 min=-0.0479 max=-0.0006 +19:05:32,523 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0479), (, -0.0006)] +19:05:32,604 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0184 0.167 0.0111 0.0294 -0.0047] probs=[0.1888 0.2273 0.1945 0.1981 0.1914] +19:05:33,678 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.014350000000000002 std=0.0196235190524024 min=-0.0479 max=-0.0006 +19:05:33,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0479), (, -0.0083), (, -0.0006)] +19:05:33,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1461 0.1492 0.1151 0.2694 0.1644] probs=[0.1888 0.2273 0.1945 0.1981 0.1914] +19:05:34,892 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00932 std=0.020230412749126004 min=-0.0479 max=0.0108 +19:05:34,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0479), (, 0.0108), (, -0.0083), (, -0.0006)] +19:05:35,51 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0185 0.167 0.011 0.0294 -0.0047] probs=[0.1888 0.2273 0.1944 0.1981 0.1914] +19:05:36,115 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00785 std=0.018757998294061124 min=-0.0479 max=0.0108 +19:05:36,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0108), (, -0.0005), (, -0.0083), (, -0.0006), (, -0.0479)] +19:05:36,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.2235 0.1919 0.1177 0.0676 0.1268] probs=[0.1783 0.1981 0.183 0.2168 0.2238] +19:05:37,227 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.005275 std=0.016847459007221236 min=-0.0479 max=0.0108 +19:05:37,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0083), (, 0.0017), (, -0.0006), (, -0.0479), (, 0.0031), (, 0.0108), (, -0.0005)] +19:05:37,440 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0185 0.1664 0.0107 0.0294 -0.0047] probs=[0.1997 0.2189 0.1954 0.1917 0.1943] +19:05:38,312 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0030333333333333336 std=0.01414839998806304 min=-0.0479 max=0.0108 +19:05:38,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0004), (, 0.0036), (, -0.0083), (, -0.0006), (, 0.0017), (, -0.0006), (, -0.0479), (, 0.0031), (, -0.0005), (, 0.0108), (, 0.0024)] +19:05:38,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.1164 0.2098 0.0765 0.0824 0.0757] probs=[0.1883 0.2264 0.1928 0.1941 0.1983] +19:05:39,554 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0031214285714285723 std=0.01309204658078596 min=-0.0479 max=0.0108 +19:05:39,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0016), (, 0.0036), (, -0.0023), (, -0.0479), (, -0.0006), (, 0.0031), (, -0.004), (, 0.0108), (, 0.0017), (, -0.0005), (, -0.0083), (, 0.0004), (, 0.0024)] +19:05:39,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.0137 0.1779 0.0413 0.0723 0.0165] probs=[0.1894 0.2238 0.1956 0.1984 0.1928] +19:05:41,39 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.002494736842105263 std=0.011482273462956556 min=-0.0479 max=0.0108 +19:05:41,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0479), (, -0.0005), (, 0.0031), (, -0.0006), (, 0.0017), (, -0.0016), (, -0.004), (, -0.0001), (, 0.0108), (, -0.0017), (, 0.0036), (, -0.0083), (, 0.0068), (, -0.0047), (, 0.0024), (, 0.0004), (, -0.0005), (, -0.0023)] +19:05:41,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0009 0.1573 0.0279 0.0602 0.0375] probs=[0.1834 0.2162 0.2059 0.2001 0.1944] +19:05:42,683 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0041904761904761915 std=0.01064679271007649 min=-0.0479 max=0.0036 +19:05:42,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0017), (, -0.0479), (, -0.0083), (, -0.0143), (, 0.0031), (, -0.004), (, 0.0036), (, -0.0016), (, -0.0006), (, -0.0046), (, -0.0023), (, -0.0047), (, 0.0002), (, 0.0019), (, -0.0005), (, -0.0005), (, -0.0079), (, -0.0001), (, 0.0024), (, 0.0004)] +19:05:43,249 root INFO ContextualMultiArmedBanditAgent - exp=[0.1094 0.2479 0.1959 0.192 0.1535] probs=[0.1896 0.2151 0.2002 0.2022 0.1928] +19:05:44,494 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0020633333333333337 std=0.009296755108937502 min=-0.0479 max=0.0061 +19:05:44,495 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0046), (, 0.0051), (, 0.0006), (, -0.004), (, -0.0047), (, 0.0017), (, -0.0008), (, -0.0006), (, 0.0019), (, -0.0023), (, -0.0016), (, 0.0036), (, -0.003), (, -0.0143), (, -0.0006), (, -0.0023), (, 0.0061), (, 0.0046), (, -0.0005), (, 0.0031), (, -0.0479), (, -0.0005), (, 0.0002), (, 0.0024), (, 0.0014), (, -0.0006), (, 0.0004), (, -0.0001), (, -0.0006)] +19:05:45,310 root INFO ContextualMultiArmedBanditAgent - exp=[0.0902 0.1648 0.1168 0.0885 0.1077] probs=[0.195 0.2159 0.193 0.2006 0.1955] +19:05:46,747 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0028967741935483874 std=0.008845100115079852 min=-0.0479 max=0.0046 +19:05:46,747 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0006), (, -0.0031), (, -0.0005), (, -0.0004), (, 0.0035), (, 0.0028), (, -0.003), (, -0.0006), (, -0.0143), (, -0.0005), (, -0.0026), (, 0.0002), (, -0.0016), (, -0.0006), (, -0.0006), (, 0.0039), (, -0.0046), (, -0.004), (, 0.0046), (, -0.0035), (, -0.0479), (, -0.0005), (, -0.0017), (, -0.0006), (, -0.0016), (, -0.0006), (, -0.0023), (, -0.0008), (, 0.0004), (, -0.0047)] +19:05:47,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.1153 0.1787 0.1309 0.0805 0.1449] probs=[0.1965 0.2061 0.1997 0.2004 0.1973] +19:05:48,966 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0025323529411764704 std=0.008491751034983208 min=-0.0479 max=0.0046 +19:05:48,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0006), (, -0.0006), (, -0.003), (, -0.0035), (, -0.0016), (, -0.0006), (, -0.0006), (, 0.0004), (, 0.0035), (, -0.0006), (, -0.0001), (, -0.0023), (, 0.0004), (, -0.0047), (, 0.0004), (, -0.0016), (, -0.0005), (, -0.0026), (, -0.0143), (, 0.0001), (, -0.0005), (, 0.0046), (, -0.0023), (, -0.0016), (, 0.0028), (, -0.0021), (, -0.0008), (, -0.0006), (, -0.0479), (, -0.0046), (, 0.0002), (, 0.0039), (, -0.004)] +19:05:49,879 root INFO ContextualMultiArmedBanditAgent - exp=[0.0746 0.1814 0.1074 0.0636 0.064 ] probs=[0.1926 0.2114 0.1992 0.1992 0.1976] +19:05:51,194 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0013787878787878786 std=0.003030427270180407 min=-0.0143 max=0.0035 +19:05:51,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, 0.0018), (, -0.0006), (, -0.0143), (, -0.0023), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.004), (, 0.0011), (, 0.0028), (, 0.0001), (, -0.0026), (, -0.003), (, -0.0005), (, -0.0008), (, -0.0047), (, -0.0016), (, 0.0035), (, -0.0016), (, -0.0006), (, -0.0008), (, 0.0035), (, -0.0035), (, -0.0046), (, -0.0023), (, -0.0018), (, -0.0016), (, 0.0003), (, -0.0023), (, -0.0021), (, 0.0004)] +19:05:52,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.1051 0.1687 0.1373 0.1288 0.1308] probs=[0.2002 0.2064 0.1975 0.1973 0.1985] +19:05:53,354 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0015 std=0.0028899419900548784 min=-0.0143 max=0.0027 +19:05:53,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0027), (, -0.0026), (, -0.0004), (, 0.0018), (, 0.0002), (, -0.0005), (, -0.0029), (, -0.0017), (, -0.0003), (, -0.0143), (, -0.0018), (, 0.0005), (, -0.0021), (, -0.003), (, 0.0004), (, -0.0016), (, 0.0003), (, -0.0001), (, -0.0008), (, -0.0023), (, -0.0016), (, -0.0023), (, -0.0021), (, -0.0047), (, 0.0011), (, -0.004), (, -0.0008), (, -0.0046), (, 0.0026), (, -0.0023), (, -0.0035), (, 0.0009), (, 0.0004)] +19:05:54,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.2545 0.1802 0.1768 0.1403] probs=[0.2005 0.2044 0.1953 0.2024 0.1973] +19:05:55,581 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0018272727272727273 std=0.0028341288787522368 min=-0.0143 max=0.0018 +19:05:55,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0043), (, -0.0047), (, -0.0021), (, 0.0005), (, -0.0018), (, -0.0005), (, -0.0035), (, 0.0018), (, -0.0016), (, -0.0004), (, 0.0004), (, -0.0002), (, -0.0046), (, -0.0143), (, 0.0002), (, -0.0008), (, -0.003), (, -0.0001), (, -0.004), (, -0.0023), (, 0.0003), (, -0.0003), (, -0.0023), (, -0.0008), (, -0.0018), (, 0.001), (, -0.0029), (, -0.0043), (, -0.0026), (, 0.0011), (, -0.0017), (, 0.0009)] +19:05:56,448 root INFO ContextualMultiArmedBanditAgent - exp=[0.1659 0.1882 0.1385 0.1289 0.118 ] probs=[0.2043 0.2008 0.194 0.2039 0.1971] +19:05:57,823 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0019294117647058822 std=0.002854875026806799 min=-0.0143 max=0.0018 +19:05:57,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0016), (, -0.0059), (, 0.0002), (, -0.0008), (, -0.0043), (, -0.0001), (, 0.0018), (, -0.004), (, 0.0005), (, -0.0007), (, -0.0023), (, -0.0023), (, -0.0035), (, -0.0018), (, -0.0008), (, -0.0015), (, -0.0005), (, -0.0032), (, -0.0021), (, -0.0017), (, -0.0046), (, -0.0002), (, 0.001), (, -0.0003), (, 0.0003), (, -0.0047), (, -0.0029), (, 0.0012), (, -0.0043), (, -0.0001), (, -0.0007), (, -0.0143), (, 0.0002)] +19:05:58,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1469 0.1003 0.0716 0.0706] probs=[0.1931 0.2057 0.2023 0.2035 0.1955] +19:05:59,986 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0022967741935483866 std=0.0029561836634818977 min=-0.0143 max=0.002 +19:05:59,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0143), (, -0.0003), (, -0.0007), (, -0.0015), (, -0.0025), (, -0.0002), (, -0.0016), (, -0.0001), (, -0.0005), (, -0.0046), (, -0.0009), (, -0.0043), (, -0.0035), (, -0.0059), (, -0.0017), (, -0.0029), (, -0.0018), (, 0.002), (, -0.0047), (, -0.0004), (, -0.004), (, -0.0017), (, -0.0043), (, -0.0008), (, -0.0032), (, 0.0002), (, 0.0012), (, 0.0005), (, -0.0007), (, -0.0021)] +19:06:00,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0361 0.1594 0.0822 0.0893 0.059 ] probs=[0.1863 0.2056 0.193 0.2076 0.2074] +19:06:02,82 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0016090909090909092 std=0.0018314365344216342 min=-0.0059 max=0.0012 +19:06:02,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0021), (, -0.0001), (, -0.0009), (, -0.0028), (, -0.0043), (, -0.0008), (, -0.0013), (, -0.0015), (, 0.001), (, -0.0003), (, -0.0008), (, -0.0025), (, -0.0007), (, -0.0018), (, -0.0016), (, 0.0007), (, -0.0004), (, -0.0009), (, -0.004), (, 0.0012), (, 0.0002), (, -0.0035), (, -0.0007), (, -0.0032), (, -0.0002), (, -0.0059), (, -0.0017), (, 0.0011), (, -0.0005), (, -0.0029), (, -0.0043), (, -0.0017)] +19:06:02,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.1686 0.1485 0.1471 0.1174] probs=[0.1984 0.2096 0.2003 0.201 0.1906] +19:06:04,220 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=35 avg=-0.0018199999999999998 std=0.0023446961423604553 min=-0.0111 max=0.0012 +19:06:04,220 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0009), (, 0.0007), (, -0.0015), (, -0.0008), (, -0.0009), (, 0.0011), (, -0.0005), (, -0.0001), (, -0.0043), (, -0.0021), (, -0.0007), (, -0.0043), (, -0.0035), (, -0.0004), (, -0.0111), (, 0.0012), (, -0.0008), (, -0.0022), (, -0.0017), (, -0.0013), (, -0.0003), (, -0.0007), (, -0.0002), (, -0.0025), (, -0.0018), (, -0.0059), (, -0.0029), (, 0.0006), (, -0.0016), (, -0.0017), (, -0.0009), (, -0.0032), (, -0.0028), (, 0.0002)] +19:06:05,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.155 0.177 0.1213 0.1081 0.1475] probs=[0.2035 0.2086 0.1931 0.1992 0.1956] +19:06:06,650 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=37 avg=-0.001994594594594594 std=0.0028942576834741513 min=-0.0111 max=0.0018 +19:06:06,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0016), (, -0.0028), (, -0.0018), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0006), (, -0.0001), (, -0.0017), (, -0.0012), (, -0.0009), (, -0.0016), (, -0.0111), (, -0.0032), (, -0.0029), (, -0.009), (, -0.0043), (, 0.0012), (, -0.0022), (, 0.0003), (, -0.0017), (, -0.0007), (, -0.0023), (, -0.0008), (, -0.0021), (, -0.0008), (, -0.0059), (, 0.0002), (, -0.0025), (, -0.0009), (, 0.0018), (, -0.0015), (, -0.0003), (, -0.0001), (, -0.0013), (, -0.0009)] +19:06:07,606 root INFO ContextualMultiArmedBanditAgent - exp=[0.1426 0.2079 0.1421 0.1446 0.0895] probs=[0.1974 0.2079 0.2019 0.201 0.1918] +19:06:08,808 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0021818181818181815 std=0.0029977218163389123 min=-0.0111 max=0.0018 +19:06:08,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0003), (, -0.0111), (, -0.0009), (, -0.0008), (, -0.0043), (, -0.0022), (, 0.0014), (, -0.0023), (, -0.0003), (, -0.0001), (, -0.0016), (, -0.0015), (, -0.0021), (, 0.0018), (, -0.0017), (, -0.0008), (, -0.009), (, -0.0003), (, -0.0016), (, -0.0025), (, -0.0032), (, -0.0002), (, -0.0059), (, -0.0007), (, -0.0029), (, -0.0001), (, -0.0013), (, 0.0003), (, -0.0018), (, -0.0028), (, -0.0012), (, -0.0009)] +19:06:09,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1274 0.1319 0.124 0.1035] probs=[0.1829 0.2064 0.2003 0.2108 0.1996] +19:06:10,842 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0017566666666666666 std=0.003621204526427943 min=-0.0111 max=0.005 +19:06:10,842 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0028), (, -0.009), (, 0.0023), (, 0.005), (, -0.0043), (, -0.0003), (, -0.0008), (, -0.0001), (, -0.0022), (, -0.0012), (, -0.0014), (, 0.0014), (, -0.0032), (, -0.0111), (, -0.0059), (, 0.0003), (, 0.0018), (, -0.0021), (, 0.0009), (, -0.0016), (, -0.0015), (, 0.0037), (, -0.0016), (, -0.0003), (, -0.0013), (, -0.0002), (, -0.0029), (, -0.0023), (, -0.0009)] +19:06:11,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1378 0.1053 0.1127 0.0565] probs=[0.1969 0.2093 0.193 0.1985 0.2023] +19:06:12,941 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0014931034482758621 std=0.003727431493806773 min=-0.0111 max=0.005 +19:06:12,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0014), (, -0.0022), (, 0.0009), (, 0.0037), (, -0.0012), (, -0.0016), (, -0.0111), (, -0.0032), (, -0.0001), (, 0.0023), (, -0.0029), (, -0.0001), (, -0.0009), (, -0.009), (, 0.0018), (, -0.0015), (, 0.0023), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0013), (, 0.005), (, 0.0014), (, -0.0016), (, -0.0059), (, -0.0028), (, -0.0023)] +19:06:13,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1609 0.1134 0.1134 0.0918] probs=[0.1936 0.2114 0.1913 0.2006 0.2031] +19:06:14,812 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0019535714285714286 std=0.004168459988229393 min=-0.0111 max=0.005 +19:06:14,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, 0.0037), (, -0.0009), (, 0.0022), (, -0.009), (, -0.0028), (, -0.0032), (, -0.0029), (, -0.0016), (, -0.0009), (, -0.0014), (, -0.0111), (, 0.004), (, -0.0011), (, 0.005), (, -0.0011), (, -0.0012), (, -0.0105), (, 0.0018), (, -0.0023), (, -0.0014), (, 0.0023), (, -0.0001), (, -0.0013), (, -0.0059), (, -0.0016), (, -0.0022), (, -0.0001)] +19:06:15,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1922 0.1437 0.1711 0.1653] probs=[0.1974 0.2047 0.1903 0.2101 0.1976] +19:06:16,810 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.001704166666666667 std=0.00477654679717006 min=-0.0111 max=0.0079 +19:06:16,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, 0.0018), (, -0.0105), (, -0.0014), (, -0.0016), (, -0.0011), (, -0.0111), (, -0.0011), (, 0.0037), (, 0.0079), (, 0.0009), (, -0.0023), (, -0.0012), (, -0.001), (, -0.0029), (, -0.0001), (, -0.0059), (, 0.0013), (, -0.0013), (, 0.005), (, -0.0023), (, -0.0022), (, -0.009), (, 0.004)] +19:06:17,510 root INFO ContextualMultiArmedBanditAgent - exp=[0.0389 0.138 0.0721 0.0484 0.0545] probs=[0.1954 0.2034 0.2026 0.1949 0.2037] +19:06:18,650 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.00125 std=0.005212245197609184 min=-0.0111 max=0.0079 +19:06:18,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, -0.0023), (, -0.0004), (, -0.004), (, 0.0013), (, -0.009), (, -0.0014), (, 0.0079), (, -0.0012), (, -0.002), (, 0.0009), (, -0.0011), (, -0.0016), (, -0.0059), (, -0.0023), (, -0.0105), (, 0.005), (, -0.0002), (, 0.0037), (, 0.005), (, -0.0011), (, 0.0068), (, -0.0111), (, 0.004)] +19:06:19,306 root INFO ContextualMultiArmedBanditAgent - exp=[0.1586 0.1518 0.0649 0.1419 0.0706] probs=[0.2051 0.2028 0.1943 0.2012 0.1965] +19:06:20,576 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0012590909090909091 std=0.005067244104038936 min=-0.0111 max=0.005 +19:06:20,576 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, 0.005), (, 0.0011), (, -0.001), (, 0.0031), (, -0.004), (, 0.004), (, 0.0042), (, -0.0004), (, -0.0023), (, -0.0111), (, 0.0037), (, -0.0059), (, 0.005), (, -0.009), (, 0.0013), (, 0.0005), (, 0.0009), (, -0.0011), (, -0.002), (, -0.0105), (, 0.0013)] +19:06:21,209 root INFO ContextualMultiArmedBanditAgent - exp=[0.0305 0.111 0.0763 0.0577 0.0583] probs=[0.1956 0.2092 0.1969 0.1958 0.2025] +19:06:22,430 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0006 std=0.004884976970263012 min=-0.0105 max=0.0054 +19:06:22,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, -0.0023), (, -0.009), (, 0.0011), (, 0.0013), (, 0.004), (, 0.005), (, -0.0011), (, -0.0004), (, 0.0013), (, -0.0105), (, -0.001), (, 0.0009), (, 0.005), (, -0.0018), (, 0.0037), (, 0.005), (, -0.0041), (, 0.0054), (, -0.004)] +19:06:22,967 root INFO ContextualMultiArmedBanditAgent - exp=[0.2639 0.224 0.2283 0.2248 0.1081] probs=[0.1901 0.2065 0.2002 0.1978 0.2054] +19:06:24,98 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010578947368421055 std=0.003946792940506945 min=-0.0105 max=0.005 +19:06:24,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0041), (, 0.001), (, 0.005), (, -0.0011), (, -0.0018), (, -0.0105), (, -0.004), (, -0.0036), (, 0.005), (, -0.001), (, -0.009), (, -0.0011), (, 0.004), (, 0.0004), (, 0.0013), (, 0.0007), (, 0.0009), (, -0.0004)] +19:06:24,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.2491 0.302 0.1542 0.2127 0.1781] probs=[0.1944 0.2053 0.192 0.2052 0.2031] +19:06:25,840 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0013846153846153847 std=0.0032865333978445935 min=-0.0105 max=0.004 +19:06:25,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0009), (, 0.0007), (, -0.0105), (, -0.0036), (, -0.004), (, -0.0011), (, 0.0009), (, -0.0004), (, 0.004), (, 0.0001), (, 0.0004)] +19:06:26,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.1912 0.1153 0.1686 0.1667] probs=[0.1932 0.2155 0.2007 0.1883 0.2023] +19:06:27,392 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0025555555555555557 std=0.0031710885306367284 min=-0.0105 max=0.0009 +19:06:27,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0014), (, -0.0036), (, -0.0105), (, 0.0001), (, -0.0009), (, -0.004), (, 0.0009)] +19:06:27,655 root INFO ContextualMultiArmedBanditAgent - exp=[0.022 0.1247 0.0961 0.0813 0.0941] probs=[0.1846 0.2148 0.2027 0.1948 0.2031] +19:06:28,892 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0025999999999999994 std=0.0035884736110417276 min=-0.0105 max=0.0018 +19:06:28,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.004), (, -0.0018), (, -0.0009), (, -0.0105), (, 0.0018), (, -0.0014)] +19:06:29,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0182 0.0775 0.1233 0.1527 0.0407] probs=[0.1971 0.2111 0.2085 0.1924 0.1909] +19:06:30,56 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0034166666666666664 std=0.0032997053740531986 min=-0.0105 max=-0.0014 +19:06:30,57 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.004), (, -0.0018), (, -0.0014), (, -0.0105), (, -0.0014)] +19:06:30,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.1738 0.2294 0.2339 0.1213 0.1387] probs=[0.1994 0.2224 0.1988 0.1808 0.1985] +19:06:31,416 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.002828571428571428 std=0.0033775368394794478 min=-0.0105 max=0.0007 +19:06:31,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0018), (, -0.0014), (, 0.0007), (, -0.004), (, -0.0105)] +19:06:31,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0131 0.1125 0.1332 0.0647 0.0889] probs=[0.2178 0.2039 0.1933 0.1939 0.191 ] +19:06:32,582 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0017777777777777779 std=0.0035767079145735178 min=-0.0105 max=0.0024 +19:06:32,582 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0024), (, -0.004), (, -0.0014), (, -0.0018), (, 0.0007), (, 0.0014), (, -0.0014), (, -0.0105)] +19:06:32,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0669 0.1523 0.0817 0.0348 0.0287] probs=[0.1831 0.219 0.1876 0.218 0.1923] +19:06:33,864 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0008909090909090911 std=0.0033456768700829828 min=-0.0105 max=0.0024 +19:06:33,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0014), (, -0.0014), (, 0.0024), (, 0.0014), (, -0.0006), (, -0.0105), (, -0.0018), (, -0.0014), (, 0.0014), (, 0.0007)] +19:06:34,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.2279 0.2066 0.2256 0.2358 0.2378] probs=[0.19 0.2065 0.2011 0.2096 0.1927] +19:06:35,177 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0007000000000000001 std=0.0032652207684422604 min=-0.0105 max=0.0024 +19:06:35,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0014), (, -0.0018), (, -0.0014), (, 0.0014), (, -0.0105), (, 0.0014), (, 0.0007), (, -0.0014), (, 0.0024), (, 0.0014), (, -0.0006)] +19:06:35,572 root INFO ContextualMultiArmedBanditAgent - exp=[0.0314 0.1148 0.063 0.1696 0.1432] probs=[0.1906 0.207 0.2008 0.2086 0.1929] +19:06:36,660 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0008916666666666668 std=0.0031930806267441623 min=-0.0105 max=0.0024 +19:06:36,661 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0006), (, -0.0014), (, -0.0105), (, 0.0024), (, 0.0014), (, 0.0004), (, 0.0014), (, -0.0018), (, 0.0014), (, -0.0006), (, -0.0014)] +19:06:37,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0936 0.1855 0.0887 0.03 0.092 ] probs=[0.2073 0.2053 0.1883 0.2044 0.1947] +19:06:38,96 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000425 std=0.0010556396165358705 min=-0.0018 max=0.0014 +19:06:38,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, -0.0014), (, 0.0006), (, -0.0014), (, -0.0018), (, 0.0014), (, -0.0006)] +19:06:38,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0186 0.231 0.1703 0.1801 0.1895] probs=[0.186 0.2077 0.2159 0.193 0.1973] +19:06:39,314 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00066 std=0.0007158212067269311 min=-0.0014 max=0.0006 +19:06:39,314 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0014), (, -0.0006), (, -0.0014), (, 0.0006), (, -0.0006), (, -0.0014), (, -0.0006), (, 0.0006), (, -0.0012)] +19:06:39,722 root INFO ContextualMultiArmedBanditAgent - exp=[0.207 0.2854 0.1086 0.1089 0.1219] probs=[0.1918 0.198 0.2174 0.1889 0.2039] +19:06:40,744 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008571428571428572 std=0.0006821335077893326 min=-0.0014 max=0.0006 +19:06:40,744 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0012), (, 0.0006), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0006)] +19:06:40,988 root INFO ContextualMultiArmedBanditAgent - exp=[0.0249 0.0747 0.0731 0.0732 0.0574] probs=[0.1937 0.2004 0.1987 0.2058 0.2013] +19:06:41,925 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0013399999999999998 std=0.0006681317235396026 min=-0.0024 max=-0.0003 +19:06:41,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.0014), (, -0.0014), (, -0.0024)] +19:06:42,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0744 0.0965 0.117 0.1082 0.1756] probs=[0.1969 0.2117 0.1959 0.1937 0.2017] +19:06:43,23 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001625 std=0.0008671072598012312 min=-0.0024 max=-0.0003 +19:06:43,23 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0003), (, -0.0024), (, -0.0014)] +19:06:43,155 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0729 0.0076 0.0235 -0.0044] probs=[0.2028 0.205 0.1825 0.1937 0.2161] +19:06:44,59 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.001625 std=0.0008671072598012312 min=-0.0024 max=-0.0003 +19:06:44,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, -0.0003), (, -0.0014), (, -0.0)] +19:06:44,288 root INFO ContextualMultiArmedBanditAgent - exp=[0.361 0.4043 0.3999 0.209 0.2762] probs=[0.2138 0.2024 0.194 0.1719 0.2178] +19:06:45,278 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0017 std=0.0009899494936611666 min=-0.0024 max=-0.0003 +19:06:45,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0), (, -0.0003), (, -0.0024)] +19:06:45,412 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0725 0.0076 0.0234 -0.0044] probs=[0.1932 0.2115 0.1982 0.2013 0.1958] +19:06:46,401 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.001225 std=0.0011882234638316144 min=-0.0024 max=0.0002 +19:06:46,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0002), (, -0.0024), (, -0.0003), (, -0.0)] +19:06:46,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.0769 0.2483 0.1754 0.1451 0.1309] probs=[0.192 0.2104 0.2188 0.1924 0.1864] +19:06:47,468 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0007999999999999999 std=0.0009772410142846032 min=-0.0024 max=0.0002 +19:06:47,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0024), (, -0.0003), (, -0.0007), (, 0.0002)] +19:06:47,635 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.3301 0.3745 0.3589 0.1868] probs=[0.1872 0.2097 0.1902 0.2147 0.1982] +19:06:48,584 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0008333333333333334 std=0.0008076027626390477 min=-0.0024 max=0.0002 +19:06:48,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0024), (, -0.0007), (, 0.0002), (, -0.0011), (, -0.0003)] +19:06:48,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.2184 0.3117 0.3364 0.2305 0.2506] probs=[0.1846 0.2199 0.1997 0.1896 0.2061] +19:06:49,843 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0009857142857142857 std=0.0006770283206327306 min=-0.0024 max=-0.0002 +19:06:49,844 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0007), (, -0.0024), (, -0.0002), (, -0.0011), (, -0.0011)] +19:06:50,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.2108 0.1213 0.1417 0.2432] probs=[0.1933 0.2114 0.1982 0.2013 0.1958] +19:06:51,35 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00074 std=0.0006799999999999999 min=-0.0024 max=-0.0001 +19:06:51,35 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0002), (, -0.0024), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0007), (, -0.0011), (, -0.0011), (, -0.0002)] +19:06:51,366 root INFO ContextualMultiArmedBanditAgent - exp=[0.0951 0.1691 0.1322 0.0873 0.1234] probs=[0.1932 0.2017 0.2029 0.1979 0.2043] +19:06:52,487 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.000881818181818182 std=0.0006264157518891714 min=-0.0024 max=-0.0001 +19:06:52,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, -0.0011), (, -0.0001), (, -0.0024), (, -0.0011), (, -0.0002), (, -0.0012), (, -0.0002), (, -0.0005), (, -0.0011)] +19:06:52,876 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.07 0.0075 0.0231 -0.0044] probs=[0.1951 0.2133 0.1961 0.2049 0.1907] +19:06:53,894 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0008615384615384614 std=0.00041794085252941924 min=-0.0016 max=-0.0001 +19:06:53,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0011), (, -0.0004), (, -0.0016), (, -0.0012), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0011), (, -0.0011), (, -0.0012), (, -0.0001), (, -0.0007)] +19:06:54,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.16 0.0816 0.1343 0.0281] probs=[0.1938 0.2096 0.2008 0.1972 0.1985] +19:06:55,675 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0008857142857142857 std=0.0004120630029101702 min=-0.0016 max=-0.0001 +19:06:55,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0011), (, -0.0005), (, -0.0016), (, -0.0011), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0012), (, -0.0004), (, -0.0), (, -0.0012), (, -0.0), (, -0.0012), (, -0.0011), (, -0.0005), (, -0.0001)] +19:06:56,214 root INFO ContextualMultiArmedBanditAgent - exp=[0.1291 0.1523 0.1512 0.0809 0.1382] probs=[0.1915 0.1982 0.2243 0.1981 0.1879] +19:06:57,511 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0008384615384615385 std=0.0004616666488653433 min=-0.0016 max=-0.0001 +19:06:57,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0), (, -0.0016), (, -0.0011), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0007), (, -0.0011)] +19:06:58,118 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1659 0.1803 0.1684 0.1215] probs=[0.2001 0.2145 0.1976 0.1961 0.1917] +19:06:59,479 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0008538461538461539 std=0.0004343259757997878 min=-0.0016 max=-0.0001 +19:06:59,480 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0005), (, -0.0011), (, -0.0012), (, -0.0006), (, -0.0001), (, -0.0011), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0012), (, -0.0012), (, -0.0005)] +19:06:59,908 root INFO ContextualMultiArmedBanditAgent - exp=[0.0411 0.1331 0.0595 0.022 0.0107] probs=[0.1949 0.2026 0.2095 0.2006 0.1924] +19:07:01,98 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0007466666666666665 std=0.0005426683046658325 min=-0.0016 max=0.0006 +19:07:01,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0005), (, -0.0011), (, -0.0007), (, -0.0005), (, -0.0012), (, 0.0006), (, -0.0011), (, -0.0006), (, -0.0012), (, -0.0001), (, -0.0004), (, -0.0016), (, -0.0004)] +19:07:01,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.2816 0.2222 0.1915 0.2316] probs=[0.1938 0.2079 0.1982 0.2033 0.1968] +19:07:02,940 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0007923076923076923 std=0.00056902283104329 min=-0.0016 max=0.0006 +19:07:02,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0016), (, 0.0006), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0007), (, -0.0012), (, -0.0012), (, -0.0011), (, -0.0005), (, -0.0001)] +19:07:03,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.1313 0.1503 0.1669 0.1587] probs=[0.1927 0.2135 0.2046 0.1957 0.1936] +19:07:04,809 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00125 std=0.00016072751268321597 min=-0.0016 max=-0.0011 +19:07:04,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0016), (, -0.0011)] +19:07:05,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.2588 0.139 0.1909 0.2157 0.1604] probs=[0.1708 0.2394 0.1944 0.1945 0.2008] +19:07:06,19 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:06,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0012)] +19:07:06,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.2811 0.3289 0.159 0.3258 0.1315] probs=[0.1936 0.2102 0.1984 0.2017 0.1962] +19:07:07,314 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:07,315 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:07,472 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0235 -0.0041] probs=[0.2289 0.2245 0.2047 0.17 0.1719] +19:07:08,669 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:08,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] +19:07:08,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.2867 0.4824 0.7103 0.676 0.0678] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:09,594 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:09,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] +19:07:09,690 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:10,636 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:10,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:10,721 root INFO ContextualMultiArmedBanditAgent - exp=[0.2542 0.3914 0.4333 0.323 0.2318] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:11,645 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:11,645 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] +19:07:11,777 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0235 -0.0041] probs=[0.1935 0.2103 0.1984 0.2017 0.1962] +19:07:12,631 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:12,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:12,781 root INFO ContextualMultiArmedBanditAgent - exp=[0.2915 0.5058 0.4926 0.1065 0.3902] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:13,904 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:13,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:14,36 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:15,100 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:15,100 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:15,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:16,178 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:16,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:16,243 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:17,306 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:17,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:17,382 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.174 0.1899 0.2439 0.2129 0.1793] +19:07:18,343 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:18,343 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:18,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:19,403 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:19,403 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] +19:07:19,455 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.145 0.1756 0.2605 0.2723 0.1467] +19:07:20,448 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:20,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:20,552 root INFO ContextualMultiArmedBanditAgent - exp=[0.4522 0.0494 0.0754 0.2013 0.0616] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:21,473 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:21,473 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:21,582 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.233 0.1837 0.1959 0.1744 0.213 ] +19:07:22,564 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:22,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:22,636 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] +19:07:23,626 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:23,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:23,695 root INFO ContextualMultiArmedBanditAgent - exp=[0.4606 0.0385 0.4181 0.161 0.332 ] probs=[0.2628 0.1949 0.1721 0.1863 0.1839] +19:07:24,482 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:24,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:24,567 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0658 0.0071 0.0232 -0.0041] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] +19:07:25,420 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:25,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:25,515 root INFO ContextualMultiArmedBanditAgent - exp=[0.4363 0.2639 0.3154 0.4434 0.0082] probs=[0.1935 0.2103 0.1983 0.2016 0.1961] +19:07:26,286 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:26,286 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:26,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.2296 0.4877 0.086 0.1325 0.0583] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] +19:07:27,291 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:27,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:27,370 root INFO ContextualMultiArmedBanditAgent - exp=[0.3839 0.3188 0.4059 0.121 0.4735] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] +19:07:28,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:28,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:28,377 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0658 0.0071 0.0232 -0.0041] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] +19:07:29,361 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 +19:07:29,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] +19:07:29,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.5004 0.5241 0.4723 0.2814 0.5817] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] +19:07:31,424 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:07:31,425 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.6652125 std=1.2814129442118767 min=-0.0411 max=5.3008 +19:07:31,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0952), (, 0.1293), (, 0.033), (, -0.0411), (, 0.431), (, 0.0193), (, 1.5677), (, 0.115), (, 0.1961), (, 0.1293), (, 0.0311), (, 5.3008), (, 0.9695), (, 0.3371), (, 0.1293), (, 1.2008)] +19:07:31,754 root INFO ContextualMultiArmedBanditAgent - exp=[0.0667 0.1322 0.1233 0.0724 0.0977] probs=[0.1933 0.2161 0.1995 0.1995 0.1915] +19:07:32,747 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.27338000000000007 std=0.4236875754609757 min=-0.0411 max=1.5677 +19:07:32,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, 0.0193), (, -0.0411), (, 1.5677), (, 0.1293), (, 0.115), (, 0.431), (, 0.1293), (, 0.1961), (, 0.0311), (, 0.1293), (, 0.0952), (, 0.3371), (, 0.9695), (, 0.033)] +19:07:33,42 root INFO ContextualMultiArmedBanditAgent - exp=[0.0722 0.1076 0.1494 0.0598 0.1823] probs=[0.195 0.2054 0.1989 0.2082 0.1926] +19:07:34,124 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.094375 std=0.10143247445961279 min=-0.0411 max=0.3371 +19:07:34,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, 0.115), (, 0.1293), (, -0.0411), (, 0.0311), (, 0.1293), (, 0.1293), (, 0.3371), (, 0.0952), (, 0.0193), (, 0.033), (, 0.1961)] +19:07:34,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.0725 0.0995 0.1059 0.1608 0.1416] probs=[0.2005 0.2079 0.1979 0.1994 0.1943] +19:07:35,407 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.06184166666666666 std=0.16110324049261773 min=-0.4682 max=0.115 +19:07:35,408 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, -0.1002), (, -0.1293), (, -0.4682), (, 0.115), (, 0.0311), (, 0.033), (, 0.0193), (, -0.2869), (, 0.0952), (, -0.0411), (, 0.0311)] +19:07:35,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.1925 0.2553 0.2046 0.2736 0.1381] probs=[0.1927 0.2057 0.1954 0.2085 0.1977] +19:07:36,710 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.10960909090909089 std=0.15812431504441202 min=-0.4682 max=0.0311 +19:07:36,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.0425), (, 0.0193), (, -0.0411), (, -0.2869), (, 0.0311), (, 0.0311), (, -0.4682), (, -0.0287), (, -0.1293), (, -0.0036)] +19:07:37,75 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0655 0.0054 0.0229 -0.0038] probs=[0.1956 0.2109 0.2025 0.2007 0.1903] +19:07:37,967 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.09594 std=0.13521692596219848 min=-0.4682 max=0.0207 +19:07:37,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.0036), (, -0.0425), (, -0.0418), (, -0.0411), (, -0.0476), (, -0.4682), (, -0.0254), (, -0.2869), (, 0.0207), (, -0.0418), (, -0.1293), (, -0.003), (, -0.0043), (, -0.0374)] +19:07:38,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1638 0.0485 0.0951 0.0787] probs=[0.188 0.2198 0.2003 0.1838 0.2081] +19:07:39,109 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.05765555555555554 std=0.08499720402082661 min=-0.2869 max=0.0207 +19:07:39,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.2869), (, -0.0374), (, -0.0524), (, -0.0036), (, -0.0374), (, -0.0476), (, -0.0962), (, -0.0411), (, -0.0425), (, -0.001), (, -0.0043), (, -0.0418), (, 0.0207), (, -0.0418), (, -0.0254), (, -0.003), (, -0.0092)] +19:07:39,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1189 0.1456 0.2119 0.189 0.1852] probs=[0.1935 0.2035 0.1961 0.2077 0.1992] +19:07:40,387 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.04388947368421053 std=0.06320209768951163 min=-0.2869 max=0.0207 +19:07:40,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0962), (, -0.0411), (, -0.0476), (, -0.003), (, -0.0092), (, -0.2869), (, -0.0181), (, -0.0151), (, -0.001), (, -0.0605), (, 0.0207), (, -0.0524), (, -0.0476), (, -0.0476), (, -0.0374), (, -0.0418), (, 0.0007), (, -0.0418), (, -0.008)] +19:07:40,923 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1185 0.0538 0.0743 0.0055] probs=[0.1917 0.2101 0.2016 0.196 0.2006] +19:07:42,20 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.040930434782608695 std=0.058511852643810244 min=-0.2869 max=0.0207 +19:07:42,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0605), (, -0.038), (, -0.0165), (, -0.0092), (, -0.0257), (, -0.0418), (, -0.0524), (, 0.0024), (, -0.0418), (, -0.0256), (, -0.003), (, -0.0962), (, -0.0476), (, -0.2869), (, 0.0007), (, -0.0374), (, -0.0181), (, -0.0605), (, -0.0476), (, -0.008), (, -0.0008), (, -0.0476), (, 0.0207)] +19:07:42,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.0764 0.1265 0.1223 0.1153 0.0801] probs=[0.2099 0.2133 0.1896 0.1945 0.1927] +19:07:43,562 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.029171999999999997 std=0.059769420408767565 min=-0.2869 max=0.0239 +19:07:43,563 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.038), (, -0.0524), (, -0.0008), (, -0.008), (, 0.0007), (, 0.0099), (, -0.0257), (, -0.0605), (, -0.0476), (, 0.0058), (, -0.0018), (, 0.0239), (, -0.0029), (, -0.0256), (, -0.2869), (, 0.0076), (, -0.0181), (, 0.003), (, -0.0476), (, -0.0002), (, -0.0962), (, -0.003), (, -0.0476), (, -0.038), (, 0.0207)] +19:07:44,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1123 0.0898 0.0861 0.0248] probs=[0.1937 0.2129 0.2009 0.2001 0.1924] +19:07:45,424 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.029719047619047617 std=0.06377277833241883 min=-0.2869 max=0.0239 +19:07:45,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.038), (, -0.008), (, -0.0018), (, -0.0181), (, 0.0099), (, -0.2869), (, -0.0524), (, -0.0058), (, -0.0962), (, -0.038), (, -0.0605), (, -0.0275), (, -0.0004), (, 0.0239), (, 0.0177), (, 0.003), (, -0.0256), (, -0.0139), (, -0.0008), (, 0.003), (, -0.0077)] +19:07:45,886 root INFO ContextualMultiArmedBanditAgent - exp=[0.1137 0.2078 0.1554 0.1986 0.1525] probs=[0.1948 0.2176 0.1953 0.201 0.1913] +19:07:46,990 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.025995652173913048 std=0.06155846622281215 min=-0.2869 max=0.0239 +19:07:46,990 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0256), (, -0.0018), (, -0.0962), (, -0.0003), (, 0.003), (, -0.0181), (, 0.0027), (, -0.0008), (, -0.0275), (, 0.0239), (, -0.0524), (, -0.0077), (, -0.0058), (, 0.003), (, -0.0004), (, -0.038), (, 0.0), (, -0.0605), (, -0.008), (, -0.0139), (, 0.0174), (, 0.0099), (, -0.2869)] +19:07:47,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.1911 0.1419 0.1871 0.1661] probs=[0.1981 0.2107 0.198 0.195 0.1982] +19:07:48,660 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.02516875 std=0.026929113398652768 min=-0.0962 max=0.0174 +19:07:48,660 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0385), (, -0.0256), (, -0.038), (, 0.0174), (, 0.0), (, -0.0018), (, -0.0524), (, -0.0004), (, -0.0181), (, -0.0077), (, -0.0275), (, -0.0139), (, 0.0001), (, -0.0962), (, -0.0257), (, -0.0605)] +19:07:49,39 root INFO ContextualMultiArmedBanditAgent - exp=[0.0756 0.1193 0.0512 0.0627 0.0467] probs=[0.1973 0.2037 0.2098 0.2018 0.1874] +19:07:50,95 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.02328125 std=0.026210451606897195 min=-0.0962 max=0.0033 +19:07:50,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0385), (, -0.0385), (, 0.0001), (, -0.038), (, 0.0), (, 0.0), (, -0.0003), (, -0.0962), (, -0.0256), (, -0.0275), (, -0.0257), (, -0.0139), (, -0.0605), (, -0.0077), (, -0.0018), (, -0.0014), (, 0.0033), (, -0.0003)] +19:07:50,593 root INFO ContextualMultiArmedBanditAgent - exp=[0.1228 0.2667 0.1169 0.1878 0.1472] probs=[0.192 0.2092 0.1956 0.2045 0.1987] +19:07:51,728 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.015899999999999997 std=0.018782718821187455 min=-0.0605 max=0.0137 +19:07:51,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0385), (, -0.0257), (, -0.0256), (, 0.0), (, -0.0217), (, -0.0385), (, -0.0014), (, -0.0275), (, 0.0001), (, -0.0003), (, -0.0077), (, 0.0137), (, 0.0001), (, 0.0004), (, -0.0139), (, 0.0033), (, -0.0), (, 0.0), (, -0.038), (, -0.021), (, -0.0605), (, 0.0006)] +19:07:52,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0683 0.1003 0.0474 0.0411 0.0757] probs=[0.1966 0.203 0.2037 0.1944 0.2023] +19:07:53,376 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.009720000000000001 std=0.015861550996040707 min=-0.0605 max=0.0033 +19:07:53,377 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, 0.0001), (, -0.0217), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0275), (, -0.0001), (, 0.0002), (, -0.0014), (, -0.0038), (, 0.0006), (, -0.0005), (, -0.0074), (, 0.0033), (, -0.0033), (, 0.0033), (, -0.0077), (, -0.0001), (, 0.0001), (, -0.0385), (, -0.0139), (, -0.038), (, 0.0), (, -0.0605), (, -0.0), (, 0.0), (, -0.003), (, -0.001)] +19:07:54,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.1772 0.1599 0.1637 0.1386 0.1874] probs=[0.1966 0.2086 0.1987 0.2021 0.194 ] +19:07:55,527 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.005907407407407407 std=0.012923734293665994 min=-0.0385 max=0.0206 +19:07:55,528 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, -0.0002), (, 0.0058), (, -0.038), (, -0.0002), (, 0.0206), (, -0.0014), (, 0.0033), (, 0.0002), (, 0.0), (, 0.0033), (, -0.003), (, -0.0275), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.001), (, -0.0217), (, -0.0), (, -0.0), (, -0.0385), (, -0.0038), (, -0.0074), (, -0.0077), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0014), (, -0.0033), (, -0.0139), (, -0.0008)] +19:07:56,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.1093 0.0967 0.0986 0.1159] probs=[0.1966 0.2042 0.1944 0.2082 0.1966] +19:07:57,551 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.005392307692307693 std=0.009556106508282185 min=-0.0385 max=0.0058 +19:07:57,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, -0.0159), (, -0.001), (, 0.0001), (, -0.0074), (, -0.0006), (, -0.0026), (, -0.0139), (, 0.0025), (, -0.0002), (, -0.0005), (, -0.0053), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, 0.0014), (, -0.0038), (, -0.0055), (, -0.0034), (, -0.0014), (, -0.0385), (, 0.0033), (, 0.0), (, 0.0004), (, -0.0217), (, -0.0027), (, -0.0071), (, 0.0058)] +19:07:58,263 root INFO ContextualMultiArmedBanditAgent - exp=[0.1036 0.1068 0.0951 0.076 0.0539] probs=[0.2009 0.2058 0.1993 0.1976 0.1964] +19:07:59,422 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0038258064516129035 std=0.00854664498377393 min=-0.0385 max=0.0058 +19:07:59,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0159), (, -0.0015), (, -0.0), (, -0.0001), (, 0.0), (, -0.0063), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0217), (, 0.0058), (, 0.0003), (, 0.0028), (, -0.0071), (, -0.0004), (, 0.0025), (, 0.0), (, 0.0001), (, 0.0019), (, -0.0002), (, -0.001), (, 0.0005), (, -0.0038), (, -0.0053), (, -0.0027), (, -0.0026), (, -0.0055), (, -0.0005), (, 0.0033), (, -0.0159), (, -0.0014), (, -0.0014), (, -0.0385), (, -0.0034), (, 0.0004)] +19:08:00,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.0519 0.0782 0.0968 0.0525 0.0907] probs=[0.198 0.199 0.2 0.199 0.2041] +19:08:01,908 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=36 avg=-0.00461388888888889 std=0.008010588575191442 min=-0.0385 max=0.004 +19:08:01,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0159), (, -0.0087), (, -0.0053), (, -0.0), (, -0.0005), (, 0.0025), (, -0.001), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0005), (, -0.0018), (, -0.0071), (, -0.0021), (, 0.0), (, 0.004), (, -0.0217), (, -0.0159), (, -0.0002), (, -0.0034), (, -0.0385), (, -0.0026), (, -0.0111), (, -0.0066), (, -0.0055), (, -0.0038), (, -0.0), (, -0.0014), (, 0.003), (, -0.0004), (, -0.0018), (, -0.0126), (, -0.0001), (, -0.0038), (, -0.0015), (, 0.0), (, -0.0009), (, -0.0027), (, 0.0003), (, 0.0019)] +19:08:02,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.1294 0.1001 0.1016 0.125 ] probs=[0.2 0.2035 0.2047 0.1968 0.1951] +19:08:04,469 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=43 avg=-0.0030348837209302326 std=0.005337532036652627 min=-0.0217 max=0.0106 +19:08:04,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.004), (, -0.002), (, 0.0106), (, -0.0009), (, -0.0038), (, 0.002), (, -0.0018), (, 0.0013), (, 0.0025), (, -0.0005), (, -0.0012), (, -0.0022), (, -0.0038), (, -0.0005), (, -0.0015), (, -0.0111), (, -0.0038), (, -0.0071), (, -0.0159), (, 0.0), (, -0.0004), (, -0.0053), (, -0.0066), (, -0.0034), (, -0.0217), (, -0.0027), (, -0.0005), (, 0.0019), (, -0.0012), (, 0.0005), (, 0.0007), (, -0.0026), (, -0.0014), (, -0.0052), (, 0.0012), (, -0.0), (, -0.006), (, -0.0006), (, -0.0), (, -0.0015), (, -0.0126), (, -0.0055), (, -0.0021), (, -0.0024), (, -0.0087)] +19:08:05,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1549 0.1663 0.1463 0.1356 0.1569] probs=[0.2004 0.2014 0.195 0.2021 0.201 ] +19:08:07,127 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=42 avg=-0.002985714285714286 std=0.005432642583695054 min=-0.0217 max=0.0106 +19:08:07,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0038), (, -0.0015), (, -0.0), (, -0.0018), (, -0.0031), (, -0.0006), (, -0.0159), (, 0.0106), (, -0.0005), (, 0.0005), (, -0.0014), (, -0.0038), (, -0.0066), (, -0.0002), (, -0.006), (, 0.0007), (, -0.0015), (, -0.0087), (, 0.0), (, -0.0034), (, -0.0038), (, -0.0007), (, -0.003), (, -0.0009), (, -0.0053), (, -0.0012), (, 0.0004), (, 0.0019), (, 0.0019), (, -0.0011), (, -0.0016), (, -0.0055), (, -0.0052), (, 0.002), (, -0.0111), (, 0.0035), (, 0.0027), (, -0.0024), (, -0.0001), (, -0.0071), (, 0.0012), (, -0.0126), (, -0.0217)] +19:08:08,293 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.07 0.0815 0.079 0.0795] probs=[0.2017 0.2062 0.1985 0.197 0.1966] +19:08:09,598 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=40 avg=-0.0026550000000000002 std=0.005572699076749075 min=-0.0217 max=0.0106 +19:08:09,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0004), (, -0.0006), (, -0.0031), (, -0.006), (, -0.0217), (, -0.0008), (, -0.0111), (, -0.0052), (, -0.0005), (, 0.0002), (, -0.0021), (, -0.0009), (, -0.0066), (, -0.0), (, -0.003), (, 0.0019), (, -0.0064), (, -0.0055), (, -0.0007), (, -0.0015), (, -0.0159), (, -0.0004), (, -0.0005), (, -0.001), (, -0.0015), (, -0.0126), (, -0.0024), (, 0.0007), (, 0.0035), (, -0.0053), (, 0.0001), (, -0.001), (, -0.0001), (, 0.0027), (, 0.0106), (, 0.002), (, -0.0071), (, 0.0021), (, 0.0019), (, -0.0001)] +19:08:10,749 root INFO ContextualMultiArmedBanditAgent - exp=[0.0985 0.156 0.121 0.1187 0.1285] probs=[0.1977 0.2028 0.1994 0.2015 0.1987] +19:08:12,266 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=36 avg=-0.0026444444444444445 std=0.0055108702904373185 min=-0.0217 max=0.0027 +19:08:12,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0066), (, -0.0052), (, -0.0126), (, 0.0019), (, 0.0002), (, -0.0024), (, 0.0002), (, -0.0024), (, 0.0001), (, -0.001), (, -0.0), (, -0.0006), (, 0.0027), (, -0.0021), (, -0.0087), (, 0.002), (, -0.0001), (, -0.0031), (, 0.0003), (, 0.0022), (, -0.0159), (, 0.0007), (, -0.002), (, 0.002), (, 0.0011), (, -0.0111), (, 0.0001), (, -0.001), (, 0.0021), (, -0.0064), (, 0.0021), (, -0.001), (, 0.0022), (, -0.0005), (, -0.0217), (, -0.002)] +19:08:13,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1062 0.1034 0.1066 0.084 ] probs=[0.1954 0.198 0.2028 0.2008 0.2031] +19:08:14,477 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=32 avg=-0.002475 std=0.005620887385457922 min=-0.0217 max=0.0027 +19:08:14,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0111), (, 0.0011), (, -0.0007), (, 0.0002), (, -0.0001), (, -0.0217), (, -0.001), (, -0.0003), (, -0.0001), (, -0.001), (, -0.001), (, -0.0052), (, -0.0005), (, 0.0012), (, -0.0031), (, 0.002), (, -0.0006), (, -0.0024), (, 0.0022), (, -0.0), (, -0.0006), (, 0.0021), (, 0.0006), (, 0.0022), (, -0.0126), (, 0.0003), (, 0.0027), (, -0.0159), (, 0.0021), (, -0.002), (, -0.0064), (, -0.0009)] +19:08:15,473 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.139 0.1526 0.1435 0.1029] probs=[0.2002 0.2027 0.2099 0.1972 0.1901] +19:08:16,969 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0014294117647058824 std=0.004194431140828957 min=-0.0126 max=0.0034 +19:08:16,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0012), (, -0.0003), (, -0.0087), (, -0.0064), (, -0.002), (, -0.0007), (, 0.0002), (, -0.0126), (, 0.0003), (, 0.0034), (, 0.0022), (, -0.0015), (, -0.0001), (, 0.0011), (, -0.0), (, 0.0022), (, 0.0021), (, -0.001), (, -0.0001), (, -0.001), (, -0.0087), (, -0.0005), (, -0.0001), (, 0.0011), (, 0.0032), (, -0.0), (, -0.0009), (, 0.0021), (, 0.0026), (, 0.0022), (, -0.0111), (, -0.0009), (, -0.0071), (, 0.0005), (, -0.0006)] +19:08:17,900 root INFO ContextualMultiArmedBanditAgent - exp=[0.0427 0.0665 0.0517 0.0964 0.0429] probs=[0.1959 0.2033 0.2034 0.1978 0.1996] +19:08:19,402 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.0018125 std=0.004219578622327116 min=-0.0126 max=0.0037 +19:08:19,402 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0022), (, 0.0014), (, -0.0003), (, -0.0007), (, -0.0006), (, 0.0002), (, 0.0026), (, -0.0001), (, 0.0037), (, 0.0002), (, 0.0007), (, -0.0071), (, -0.0087), (, 0.0011), (, -0.0036), (, -0.0), (, -0.0126), (, 0.0012), (, -0.0005), (, 0.0022), (, 0.0003), (, -0.0), (, 0.0022), (, -0.0001), (, -0.0073), (, -0.002), (, -0.0007), (, -0.0005), (, -0.0), (, -0.0), (, -0.0087), (, -0.0111), (, -0.0015), (, -0.0007), (, -0.0005)] +19:08:20,371 root INFO ContextualMultiArmedBanditAgent - exp=[0.0666 0.0994 0.07 0.0723 0.0745] probs=[0.1967 0.2003 0.2017 0.1992 0.2021] +19:08:21,687 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.002048387096774194 std=0.004040909428760611 min=-0.0126 max=0.0026 +19:08:21,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, -0.0036), (, -0.002), (, 0.0022), (, -0.0), (, -0.0005), (, 0.0003), (, -0.0007), (, 0.0026), (, -0.0001), (, 0.0002), (, -0.0087), (, 0.0004), (, -0.0073), (, 0.0001), (, -0.0071), (, -0.0126), (, 0.0007), (, 0.0), (, -0.0087), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0022), (, -0.0005), (, -0.0001), (, -0.002), (, -0.0111), (, 0.0022), (, -0.0007), (, 0.0003), (, -0.0009)] +19:08:22,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0373 0.0458 0.0319 0.0346] probs=[0.1978 0.2054 0.2088 0.1964 0.1915] +19:08:23,955 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0025125 std=0.003602003204236961 min=-0.0111 max=0.0026 +19:08:23,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0005), (, -0.0008), (, -0.0111), (, -0.0087), (, -0.0073), (, -0.0071), (, -0.002), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0019), (, 0.0026), (, -0.0006), (, -0.0001), (, 0.0004), (, -0.0007), (, -0.0087), (, 0.0), (, -0.0036), (, -0.0009), (, -0.0005), (, 0.0)] +19:08:24,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1376 0.1832 0.1155 0.1767] probs=[0.1979 0.2044 0.1982 0.1978 0.2017] +19:08:26,15 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.002142857142857143 std=0.003597693894780963 min=-0.0111 max=0.0026 +19:08:26,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0004), (, 0.0026), (, -0.0005), (, -0.0), (, -0.0087), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0073), (, -0.0024), (, -0.0008), (, -0.0007), (, -0.0005), (, 0.0022), (, -0.0087), (, -0.0), (, -0.0036), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0111), (, -0.0018), (, 0.0), (, -0.0019)] +19:08:26,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.0603 0.1008 0.098 0.0458 0.1116] probs=[0.2016 0.2027 0.1978 0.1962 0.2018] +19:08:27,794 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.0019157894736842106 std=0.003125996793932884 min=-0.0087 max=0.0022 +19:08:27,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0022), (, -0.0018), (, -0.0004), (, -0.0073), (, -0.0026), (, 0.0012), (, -0.0), (, -0.0), (, -0.0), (, -0.0087), (, -0.0005), (, 0.0022), (, -0.0024), (, -0.0001), (, -0.0019), (, -0.0008), (, -0.0003), (, -0.0036), (, 0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0087), (, -0.0006)] +19:08:28,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.1408 0.148 0.1297 0.1382] probs=[0.2085 0.1991 0.1949 0.1977 0.1997] +19:08:29,789 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.001288888888888889 std=0.003041543630185335 min=-0.0087 max=0.0041 +19:08:29,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0073), (, -0.002), (, 0.0012), (, 0.0022), (, 0.0041), (, -0.0004), (, 0.0022), (, -0.0003), (, -0.0026), (, 0.0001), (, -0.0), (, -0.0018), (, -0.0004), (, -0.0024), (, -0.0006), (, -0.0005), (, -0.0036), (, -0.0087), (, -0.0), (, 0.0), (, 0.0)] +19:08:30,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.0949 0.0806 0.1499 0.0379] probs=[0.1953 0.2053 0.2044 0.1997 0.1954] +19:08:31,383 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.001970588235294117 std=0.0025171797257300278 min=-0.0087 max=0.0012 +19:08:31,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0), (, -0.0011), (, -0.0014), (, -0.0018), (, -0.0), (, 0.0008), (, -0.0), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0004), (, -0.002), (, 0.0), (, -0.0003), (, -0.0087), (, 0.0), (, -0.0036), (, 0.0012), (, -0.0026), (, -0.0), (, -0.0024), (, -0.0), (, -0.0073), (, -0.0004)] +19:08:32,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0741 0.1393 0.1421 0.1049 0.1365] probs=[0.1903 0.2051 0.2031 0.198 0.2035] +19:08:33,306 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=26 avg=-0.0014153846153846157 std=0.0021829218788115353 min=-0.0087 max=0.0018 +19:08:33,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0005), (, -0.0005), (, 0.0012), (, 0.0), (, -0.0024), (, 0.0), (, -0.0073), (, -0.0), (, -0.002), (, -0.0036), (, -0.0), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0), (, -0.0087), (, -0.0011), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0016), (, -0.0014), (, -0.0005), (, -0.001), (, -0.0019), (, 0.0018), (, -0.0014), (, -0.0006), (, -0.0018), (, 0.0)] +19:08:34,373 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.1472 0.1031 0.1086 0.1138] probs=[0.204 0.2008 0.2016 0.2011 0.1925] +19:08:35,725 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005969696969696969 std=0.0009793271804430087 min=-0.0024 max=0.0018 +19:08:35,726 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0006), (, -0.002), (, -0.0), (, -0.0004), (, 0.0), (, 0.0007), (, -0.0), (, 0.0), (, -0.0005), (, -0.0011), (, 0.0018), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0), (, -0.0006), (, 0.0005), (, 0.0014), (, 0.0), (, -0.001), (, 0.0), (, -0.0018), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0012), (, -0.0024), (, -0.0008), (, 0.0003), (, -0.0016), (, -0.0014), (, -0.0001), (, -0.0019)] +19:08:36,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.0916 0.1424 0.0891 0.0513 0.1119] probs=[0.1992 0.2029 0.1986 0.2034 0.196 ] +19:08:38,377 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=37 avg=-0.0007297297297297297 std=0.0010210923840102376 min=-0.0024 max=0.0018 +19:08:38,377 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0005), (, 0.0012), (, -0.0002), (, -0.0011), (, -0.002), (, -0.001), (, -0.0015), (, -0.0002), (, -0.0008), (, -0.0018), (, -0.0006), (, -0.0006), (, -0.0019), (, -0.0014), (, -0.0018), (, -0.0014), (, 0.0007), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0009), (, -0.0015), (, -0.0018), (, -0.0016), (, -0.0002), (, -0.0019), (, -0.0024), (, 0.0018), (, -0.0003), (, 0.0012), (, 0.0014), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0006), (, -0.0001)] +19:08:39,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.1018 0.119 0.1158 0.0828 0.1479] probs=[0.2032 0.2033 0.1961 0.2029 0.1945] +19:08:40,996 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.0007297297297297296 std=0.0009836129937879914 min=-0.003 max=0.0017 +19:08:40,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0011), (, -0.0001), (, -0.0019), (, -0.0005), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0008), (, -0.0014), (, -0.003), (, -0.0002), (, -0.0014), (, -0.0011), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0019), (, -0.0018), (, -0.0003), (, -0.0015), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.002), (, -0.0024), (, 0.0012), (, -0.0014), (, -0.0001), (, -0.0005), (, -0.0022), (, -0.0018), (, 0.0017), (, -0.0002)] +19:08:42,209 root INFO ContextualMultiArmedBanditAgent - exp=[0.0742 0.112 0.0896 0.1206 0.0858] probs=[0.1985 0.2026 0.2018 0.1985 0.1987] +19:08:43,682 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=39 avg=-0.00043846153846153856 std=0.000919758994245269 min=-0.003 max=0.0017 +19:08:43,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0022), (, -0.0004), (, 0.0011), (, -0.0001), (, 0.0005), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0019), (, -0.0002), (, -0.003), (, -0.001), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.0013), (, -0.0004), (, -0.0011), (, -0.0011), (, -0.0015), (, 0.0003), (, 0.0017), (, 0.0009), (, -0.0019), (, -0.0006), (, -0.0004), (, 0.0009), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0014), (, -0.0005), (, 0.0008)] +19:08:44,866 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.0958 0.1091 0.086 0.1299] probs=[0.1958 0.1989 0.1977 0.2046 0.203 ] +19:08:46,277 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=36 avg=-0.00045555555555555567 std=0.0007606446259019913 min=-0.003 max=0.0013 +19:08:46,277 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.003), (, 0.0), (, 0.0), (, -0.0002), (, 0.0009), (, 0.0009), (, -0.0007), (, -0.0005), (, -0.001), (, -0.001), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0013), (, -0.0011), (, -0.0002), (, -0.0019), (, -0.0005), (, -0.0004), (, -0.0006), (, 0.0), (, -0.001), (, 0.0003), (, -0.0006), (, -0.0005), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0002), (, 0.0013), (, -0.0015), (, -0.0001)] +19:08:47,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.072 0.0968 0.0683 0.0477 0.0775] probs=[0.1974 0.1985 0.2085 0.194 0.2015] +19:08:49,100 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=38 avg=-0.00030789473684210525 std=0.0005621301492618425 min=-0.0019 max=0.0009 +19:08:49,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0009), (, -0.0002), (, 0.0009), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0007), (, 0.0007), (, -0.0009), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0008), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0002), (, -0.0005), (, -0.001), (, -0.0004), (, -0.001), (, 0.0003), (, 0.0002), (, -0.0019), (, 0.0005), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0005)] +19:08:50,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1151 0.1007 0.0726 0.0603] probs=[0.2012 0.2026 0.2 0.1995 0.1967] +19:08:52,38 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=39 avg=-0.000341025641025641 std=0.0004791648443495062 min=-0.0019 max=0.0009 +19:08:52,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0019), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0009), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0006), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0005), (, 0.0005), (, 0.0009), (, 0.0), (, -0.0), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0007), (, 0.0), (, -0.0001)] +19:08:53,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1205 0.1324 0.1001 0.1099 0.1571] probs=[0.2072 0.1997 0.1951 0.2001 0.198 ] +19:08:54,949 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.00038124999999999997 std=0.00029094404530768454 min=-0.001 max=0.0004 +19:08:54,949 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0002), (, -0.0007), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0007), (, 0.0004), (, -0.0005), (, -0.001), (, -0.0004), (, -0.0002)] +19:08:56,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0816 0.0626 0.0652 0.0643 0.0742] probs=[0.1985 0.1983 0.2013 0.2012 0.2006] +19:08:58,108 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0004259259259259259 std=0.00021703830109605352 min=-0.0009 max=0.0002 +19:08:58,108 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0005), (, -0.0), (, 0.0), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0009), (, 0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0003)] +19:08:59,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.1357 0.1505 0.1002 0.0488 0.1483] probs=[0.1999 0.203 0.1989 0.1992 0.1989] +19:09:00,648 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0003 std=0.00029720924166878345 min=-0.0009 max=0.0003 +19:09:00,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, 0.0003), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0005), (, -0.0002)] +19:09:01,701 root INFO ContextualMultiArmedBanditAgent - exp=[0.1267 0.1118 0.0711 0.1305 0.1184] probs=[0.2061 0.1978 0.1932 0.2 0.2029] +19:09:03,194 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00022500000000000002 std=0.00026692695630078277 min=-0.0008 max=0.0003 +19:09:03,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0003), (, 0.0002), (, 0.0001), (, -0.0004), (, -0.0002), (, -0.0002), (, 0.0002), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0005), (, 0.0003), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0)] +19:09:04,341 root INFO ContextualMultiArmedBanditAgent - exp=[0.1686 0.1612 0.1738 0.1235 0.1473] probs=[0.1927 0.2011 0.2077 0.2058 0.1928] +19:09:05,927 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.00026206896551724137 std=0.00025381746509762685 min=-0.0008 max=0.0002 +19:09:05,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0008), (, 0.0002), (, -0.0), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0003), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0002)] +19:09:06,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.1369 0.1388 0.1029 0.1413 0.1113] probs=[0.194 0.2038 0.2016 0.2019 0.1987] +19:09:08,636 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.00029411764705882356 std=0.0002508118306509158 min=-0.0008 max=0.0003 +19:09:08,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0008), (, -0.0004), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0001)] +19:09:09,834 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.0582 0.0427 0.0278 0.0445] probs=[0.1974 0.2043 0.2062 0.1971 0.1951] +19:09:11,419 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.00025333333333333333 std=0.00024864074931962025 min=-0.0008 max=0.0003 +19:09:11,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0004), (, 0.0003), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0)] +19:09:12,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.0445 0.0592 0.0492 0.0671 0.0056] probs=[0.1961 0.2054 0.2066 0.1971 0.1948] +19:09:14,177 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00022580645161290327 std=0.00031517301130514153 min=-0.0008 max=0.0006 +19:09:14,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0006), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0005), (, 0.0005), (, -0.0003), (, -0.0008), (, 0.0004), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0005)] +19:09:15,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0437 0.0548 0.0212 0.0508 0.0305] probs=[0.196 0.1983 0.197 0.2052 0.2034] +19:09:17,15 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.00036785714285714286 std=0.0007601943226328813 min=-0.004 max=0.0008 +19:09:17,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0006), (, -0.004), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0004), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003)] +19:09:18,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.1124 0.1131 0.1124 0.0951 0.1237] probs=[0.1991 0.2088 0.1968 0.1972 0.1981] +19:09:19,923 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0005857142857142858 std=0.0009981104597167182 min=-0.004 max=0.0004 +19:09:19,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.004), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0004), (, 0.0), (, -0.0002), (, -0.0005)] +19:09:21,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.1189 0.1163 0.1261 0.0995 0.09 ] probs=[0.2036 0.2047 0.1969 0.1997 0.1951] +19:09:22,663 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0005928571428571429 std=0.0010099252346544455 min=-0.004 max=0.0004 +19:09:22,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0014), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, -0.0002), (, -0.004), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0008), (, -0.0001), (, -0.0004)] +19:09:24,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.0702 0.1329 0.111 0.0947 0.1034] probs=[0.2018 0.2075 0.1973 0.1999 0.1936] +19:09:25,634 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.0008359999999999999 std=0.001177074339198676 min=-0.0046 max=-0.0001 +19:09:25,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.004), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0006), (, -0.0046), (, -0.0011), (, 0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0028), (, 0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0002)] +19:09:26,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.0541 0.0462 0.0648 0.0694] probs=[0.1934 0.1988 0.1996 0.2029 0.2053] +19:09:28,439 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=28 avg=-0.0008392857142857142 std=0.0014008515995927737 min=-0.0046 max=0.001 +19:09:28,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0001), (, -0.0028), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0008), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0038), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.004), (, -0.0006), (, -0.0011), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0046), (, -0.0), (, -0.0008), (, -0.0006), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.001)] +19:09:29,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.1459 0.1367 0.142 0.1311 0.1089] probs=[0.1997 0.2068 0.1978 0.2039 0.1918] +19:09:31,550 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.000564516129032258 std=0.0015970837106338892 min=-0.0046 max=0.0036 +19:09:31,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0005), (, -0.0001), (, -0.004), (, 0.001), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0009), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0036), (, 0.0), (, 0.0007), (, -0.0003), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0028), (, 0.0008), (, -0.0038), (, -0.0002), (, -0.0001), (, -0.0046), (, -0.0006), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0007), (, 0.0001), (, 0.0006)] +19:09:32,768 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1091 0.1176 0.0643 0.1095] probs=[0.1981 0.204 0.2071 0.1941 0.1967] +19:09:34,429 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00045666666666666664 std=0.001804749905727168 min=-0.0046 max=0.0036 +19:09:34,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0013), (, -0.0028), (, -0.004), (, -0.0006), (, 0.0008), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0036), (, 0.0029), (, -0.0002), (, -0.0006), (, 0.001), (, 0.0006), (, -0.0046), (, -0.0013), (, 0.0009), (, -0.0038), (, 0.0002), (, -0.0003), (, 0.0), (, 0.0021), (, -0.0), (, 0.0002), (, -0.0), (, -0.0007), (, -0.0011)] +19:09:35,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.1163 0.1204 0.1251 0.1545 0.0792] probs=[0.1927 0.1982 0.2062 0.2053 0.1975] +19:09:37,228 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00029666666666666665 std=0.0020440944748768885 min=-0.0046 max=0.0036 +19:09:37,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0004), (, 0.0018), (, 0.0001), (, -0.0046), (, -0.0), (, -0.0013), (, -0.0007), (, 0.0029), (, 0.0022), (, -0.0002), (, 0.0008), (, -0.0), (, 0.0009), (, -0.004), (, -0.0), (, -0.0038), (, 0.0006), (, -0.0001), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0013), (, -0.0024), (, 0.001), (, 0.0036), (, 0.0032), (, -0.0001), (, -0.0011), (, -0.0014), (, 0.0021), (, -0.0), (, -0.0006), (, -0.0028), (, -0.0001)] +19:09:38,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1049 0.1054 0.0907 0.0797 0.1058] probs=[0.2014 0.2014 0.1968 0.199 0.2014] +19:09:39,856 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00022121212121212121 std=0.0019708108738433366 min=-0.0046 max=0.0036 +19:09:39,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0018), (, 0.0022), (, -0.0002), (, -0.002), (, -0.0004), (, -0.0), (, -0.0007), (, 0.0008), (, -0.0013), (, 0.001), (, -0.0011), (, 0.0007), (, 0.0029), (, 0.0), (, 0.0008), (, 0.0012), (, -0.0003), (, 0.0028), (, 0.0015), (, -0.004), (, -0.0013), (, -0.0038), (, 0.0012), (, -0.0005), (, -0.0024), (, -0.0006), (, 0.0002), (, -0.0028), (, -0.0001), (, 0.0009), (, -0.0046), (, -0.0006), (, 0.0006), (, -0.0), (, 0.0036)] +19:09:41,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.0747 0.048 0.0351 0.0727] probs=[0.2014 0.2008 0.201 0.1961 0.2008] +19:09:42,953 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.0005214285714285714 std=0.0019409786086362912 min=-0.0046 max=0.0036 +19:09:42,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0007), (, -0.0006), (, 0.0012), (, -0.0046), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0013), (, 0.001), (, 0.0008), (, 0.0002), (, -0.0013), (, -0.0003), (, 0.0029), (, -0.0024), (, 0.0028), (, -0.0001), (, -0.004), (, -0.0004), (, 0.0006), (, 0.0009), (, -0.0011), (, 0.0036), (, -0.003), (, -0.002), (, -0.0011), (, 0.0008), (, -0.0028)] +19:09:43,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1451 0.1187 0.1308 0.1259] probs=[0.1962 0.1975 0.2004 0.2084 0.1975] +19:09:45,404 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0005833333333333333 std=0.0016010586775283687 min=-0.0046 max=0.0029 +19:09:45,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0008), (, -0.0013), (, -0.0), (, -0.0004), (, -0.0006), (, 0.0014), (, 0.0), (, -0.0024), (, -0.003), (, -0.0011), (, -0.0001), (, -0.0006), (, -0.0028), (, 0.0006), (, 0.001), (, 0.0002), (, -0.0015), (, -0.0016), (, -0.0005), (, -0.0003), (, 0.0002), (, -0.0006), (, 0.0012), (, -0.0003), (, -0.0013), (, -0.0007), (, -0.0), (, 0.0029), (, -0.0046), (, 0.0), (, -0.001), (, -0.0011), (, 0.0028), (, -0.0)] +19:09:46,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1507 0.1628 0.1185 0.121 0.1052] probs=[0.1933 0.2058 0.2008 0.206 0.1941] +19:09:47,876 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0004212121212121212 std=0.0013158146631391003 min=-0.003 max=0.0029 +19:09:47,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0007), (, -0.0003), (, 0.0029), (, -0.001), (, -0.0011), (, -0.0003), (, -0.0024), (, -0.0013), (, -0.0), (, 0.0002), (, -0.0015), (, -0.0001), (, 0.0), (, 0.0), (, 0.001), (, 0.0012), (, -0.0007), (, 0.0001), (, -0.0028), (, 0.0004), (, -0.0016), (, -0.0012), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0014), (, -0.0008), (, 0.0006), (, -0.0011), (, 0.001), (, -0.0), (, 0.0006), (, -0.003), (, 0.0012), (, 0.0009), (, -0.0013), (, 0.0)] +19:09:49,228 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.0899 0.0754 0.0524 0.048 ] probs=[0.2031 0.1898 0.2046 0.204 0.1985] +19:09:50,881 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.000493939393939394 std=0.001557375296615663 min=-0.006 max=0.002 +19:09:50,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0013), (, -0.0), (, -0.006), (, -0.0001), (, -0.0), (, 0.0006), (, -0.0005), (, 0.0), (, -0.0001), (, 0.001), (, 0.0007), (, -0.003), (, 0.0003), (, 0.0), (, 0.0006), (, -0.0015), (, 0.0009), (, 0.0), (, 0.0011), (, -0.0006), (, 0.0), (, 0.0007), (, -0.0013), (, 0.001), (, -0.0016), (, 0.0012), (, -0.0003), (, 0.002), (, -0.0013), (, -0.0028), (, -0.0007), (, -0.0024), (, -0.0003), (, 0.0001), (, -0.001), (, 0.0014), (, -0.0012), (, -0.0003)] +19:09:52,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.0808 0.1274 0.0651 0.0894 0.1505] probs=[0.1983 0.2001 0.199 0.1989 0.2038] +19:09:54,33 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0010392857142857144 std=0.001977613873498328 min=-0.006 max=0.0011 +19:09:54,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0009), (, 0.0005), (, -0.001), (, 0.0), (, 0.0003), (, -0.0028), (, -0.0013), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0024), (, -0.0005), (, -0.0012), (, -0.0005), (, 0.0006), (, 0.0011), (, 0.001), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, -0.0), (, -0.0052), (, -0.0001), (, 0.0011), (, 0.0), (, -0.0006), (, -0.003), (, -0.0013), (, 0.0), (, -0.0015), (, 0.001), (, -0.0003), (, -0.006)] +19:09:55,305 root INFO ContextualMultiArmedBanditAgent - exp=[0.0967 0.1302 0.1165 0.1343 0.1152] probs=[0.199 0.2003 0.1984 0.2024 0.2 ] +19:09:56,927 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0011608695652173915 std=0.0018244091671206115 min=-0.006 max=0.0016 +19:09:56,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0024), (, -0.0025), (, -0.0005), (, -0.0016), (, -0.0012), (, 0.0), (, -0.0001), (, -0.0028), (, -0.003), (, 0.0011), (, 0.0007), (, -0.0052), (, 0.0), (, -0.0), (, 0.001), (, 0.0), (, -0.006), (, -0.0007), (, 0.0006), (, -0.0012), (, 0.0016), (, -0.001), (, 0.0), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0)] +19:09:58,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.0957 0.1113 0.0768 0.0836 0.1187] probs=[0.1972 0.2036 0.1987 0.203 0.1975] +19:09:59,496 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0009625000000000001 std=0.0018756804320921336 min=-0.006 max=0.0029 +19:09:59,497 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0008), (, -0.0007), (, -0.003), (, 0.0), (, 0.0011), (, -0.0016), (, -0.0), (, -0.0004), (, -0.0052), (, 0.0029), (, -0.0005), (, 0.0), (, -0.0012), (, -0.006), (, -0.0007), (, 0.0016), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0024), (, 0.0), (, -0.0025), (, 0.0), (, 0.0), (, 0.0007), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0003)] +19:10:00,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.0936 0.1362 0.1003 0.0774 0.1091] probs=[0.1982 0.2014 0.2032 0.192 0.2053] +19:10:01,929 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00058 std=0.0020740298937093455 min=-0.006 max=0.004 +19:10:01,929 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0016), (, -0.0005), (, 0.004), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0011), (, 0.0), (, 0.0029), (, -0.0052), (, -0.0003), (, 0.0), (, 0.0005), (, 0.0002), (, -0.0008), (, -0.006), (, -0.0012), (, -0.0007), (, -0.0003), (, -0.0025), (, -0.0), (, -0.0015), (, -0.0012), (, 0.0029)] +19:10:02,996 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.2411 0.1839 0.1789 0.1672] probs=[0.1991 0.1991 0.2001 0.2074 0.1944] +19:10:04,628 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0003793103448275862 std=0.0021366069314565457 min=-0.006 max=0.004 +19:10:04,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0015), (, 0.0002), (, 0.001), (, 0.0029), (, -0.0003), (, 0.0014), (, -0.0052), (, -0.0005), (, 0.0022), (, -0.0007), (, 0.0), (, -0.0012), (, 0.0032), (, -0.0016), (, -0.0012), (, 0.0029), (, -0.0001), (, -0.0004), (, -0.0008), (, 0.004), (, -0.006), (, -0.0003), (, -0.0006), (, -0.0025), (, -0.0014), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0014)] +19:10:05,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.2016 0.2242 0.2229 0.1876 0.2231] probs=[0.2016 0.2026 0.1991 0.1899 0.2068] +19:10:07,80 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0002136363636363636 std=0.002293329349250175 min=-0.006 max=0.0032 +19:10:07,80 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.0029), (, 0.0014), (, 0.0025), (, -0.0012), (, 0.0), (, -0.0002), (, 0.001), (, -0.0004), (, -0.0016), (, 0.0003), (, -0.0014), (, -0.0052), (, 0.0022), (, -0.0012), (, 0.0029), (, 0.0032), (, -0.006), (, -0.0001), (, -0.0014), (, 0.0003), (, -0.0006)] +19:10:08,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1475 0.0918 0.1832 0.1055] probs=[0.1908 0.1992 0.1946 0.2078 0.2076] +19:10:09,468 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0004727272727272727 std=0.0019060148378182867 min=-0.006 max=0.0025 +19:10:09,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0007), (, 0.001), (, 0.0007), (, 0.0025), (, 0.0003), (, 0.0014), (, -0.006), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0052), (, -0.0007), (, 0.001), (, -0.0002), (, -0.0014), (, 0.0006), (, -0.0005), (, 0.0014), (, -0.0012), (, 0.0003), (, 0.0), (, 0.0), (, -0.0012)] +19:10:10,313 root INFO ContextualMultiArmedBanditAgent - exp=[0.0715 0.1221 0.0848 0.0903 0.1014] probs=[0.2015 0.2002 0.1961 0.1998 0.2024] +19:10:11,767 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.00068 std=0.002138597671372528 min=-0.006 max=0.0014 +19:10:11,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0005), (, -0.0001), (, 0.0008), (, 0.0), (, 0.0014), (, -0.0014), (, 0.0006), (, -0.0052), (, -0.006), (, -0.0005), (, -0.0), (, 0.0007), (, -0.0012), (, -0.0007), (, 0.0013), (, 0.001)] +19:10:12,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1405 0.0909 0.0563 0.1815] probs=[0.1963 0.204 0.2081 0.1974 0.1942] +19:10:13,715 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=10 avg=-0.00023 std=0.0007470609078247904 min=-0.0014 max=0.0008 +19:10:13,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0008), (, -0.0001), (, -0.0005), (, -0.0012), (, 0.0), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0007), (, -0.0007), (, 0.0003), (, -0.0)] +19:10:14,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.0853 0.0449 0.0507 0.0589] probs=[0.1953 0.2027 0.2047 0.195 0.2024] +19:10:16,400 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:10:16,401 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.19085 std=0.3190452789182125 min=-0.0974 max=0.9706 +19:10:16,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0482), (, -0.0013), (, 0.4436), (, 0.0333), (, 0.0518), (, -0.0383), (, 0.8143), (, 0.1447), (, -0.0196), (, 0.3145), (, 0.0359), (, -0.0974), (, 0.5163), (, -0.0008), (, -0.0658), (, 0.9706)] +19:10:16,750 root INFO ContextualMultiArmedBanditAgent - exp=[0.0348 0.2024 0.17 0.2016 0.1728] probs=[0.1945 0.2109 0.1883 0.2032 0.2032] +19:10:17,870 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.054517647058823525 std=0.2365017205143091 min=-0.3123 max=0.8143 +19:10:17,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0974), (, -0.0744), (, 0.2878), (, -0.0008), (, -0.0196), (, 0.0333), (, 0.3145), (, -0.3123), (, -0.0974), (, 0.1447), (, 0.0518), (, 0.0359), (, -0.0383), (, -0.0482), (, -0.0013), (, 0.8143), (, -0.0658)] +19:10:18,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.0684 0.1042 0.0499 0.0749 0.0656] probs=[0.1997 0.2021 0.1879 0.2041 0.2062] +19:10:19,505 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.007012499999999996 std=0.1322696765844311 min=-0.3123 max=0.3145 +19:10:19,506 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, -0.0482), (, -0.0383), (, 0.0333), (, 0.0518), (, -0.3123), (, -0.0196), (, -0.0974), (, 0.1863), (, 0.1447), (, -0.0658), (, -0.0744), (, 0.0359), (, -0.0013), (, -0.0008), (, 0.3145)] +19:10:19,855 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1833 0.1272 0.1241 0.0619] probs=[0.1933 0.211 0.1979 0.2026 0.1952] +19:10:20,769 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.043225000000000006 std=0.03275128814260593 min=-0.0974 max=-0.0008 +19:10:20,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0008), (, -0.0482), (, -0.0196), (, -0.0658), (, -0.0974), (, -0.0744), (, -0.0383)] +19:10:20,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.111 0.1409 0.158 0.0518 0.0969] probs=[0.2013 0.2258 0.1806 0.1939 0.1983] +19:10:21,850 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.02379999999999999 std=0.0453586315329889 min=-0.0974 max=0.0561 +19:10:21,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0015), (, 0.0434), (, -0.0482), (, 0.0561), (, -0.0744), (, -0.0383), (, -0.0974), (, -0.0241), (, -0.0658), (, -0.0073)] +19:10:22,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0367 0.1888 0.1477 0.1643 0.0592] probs=[0.1961 0.206 0.1988 0.2156 0.1835] +19:10:23,116 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.031174999999999998 std=0.044163939381204054 min=-0.0974 max=0.0561 +19:10:23,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0348), (, -0.0482), (, -0.0658), (, -0.0383), (, 0.022), (, 0.0561), (, -0.0484), (, -0.0241), (, -0.0513), (, -0.0744), (, -0.0391), (, -0.0974)] +19:10:23,372 root INFO ContextualMultiArmedBanditAgent - exp=[0.0734 0.1379 0.0769 0.1674 0.1005] probs=[0.1989 0.2044 0.1972 0.2058 0.1938] +19:10:24,423 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.02919 std=0.03841620621560645 min=-0.0974 max=0.0259 +19:10:24,423 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0974), (, 0.022), (, 0.0259), (, -0.0041), (, -0.0513), (, -0.001), (, -0.0484), (, -0.0241), (, -0.0391), (, -0.0744)] +19:10:24,638 root INFO ContextualMultiArmedBanditAgent - exp=[0.0779 0.1534 0.1134 0.1024 0.0267] probs=[0.1932 0.211 0.198 0.2025 0.1953] +19:10:25,804 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.022912500000000002 std=0.03216024088451453 min=-0.0974 max=-0.0008 +19:10:25,804 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0974), (, -0.0008), (, -0.0041), (, -0.0484), (, -0.0008), (, -0.0241), (, -0.001)] +19:10:25,995 root INFO ContextualMultiArmedBanditAgent - exp=[0.0074 0.1661 0.0409 0.0789 0.0951] probs=[0.2001 0.2013 0.1931 0.2031 0.2024] +19:10:27,38 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010275 std=0.0264465222981523 min=-0.0974 max=0.0036 +19:10:27,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.002), (, 0.0007), (, -0.0974), (, -0.0008), (, -0.0014), (, -0.0008), (, -0.001), (, 0.0036), (, -0.0041), (, -0.0067), (, -0.0067)] +19:10:27,324 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0205 0.0755 0.0063 0.0307 -0.0088] probs=[0.1893 0.2047 0.1959 0.2185 0.1915] +19:10:28,445 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001906666666666667 std=0.0034587987638613625 min=-0.0067 max=0.0036 +19:10:28,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.001), (, -0.0008), (, 0.0007), (, -0.0008), (, 0.0036), (, -0.0067), (, -0.001), (, -0.0067), (, -0.002), (, 0.0036), (, 0.0014), (, -0.0067), (, -0.0041), (, -0.0014)] +19:10:28,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1936 0.0696 0.1403 0.116 ] probs=[0.1834 0.2185 0.1992 0.2042 0.1947] +19:10:29,851 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0026800000000000005 std=0.0036102077502548242 min=-0.0067 max=0.0053 +19:10:29,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.002), (, -0.0067), (, -0.0041), (, -0.001), (, -0.0016), (, -0.0067), (, 0.0036), (, -0.0067), (, 0.0053), (, -0.0008), (, -0.0023), (, -0.0067), (, -0.0014), (, -0.0067), (, -0.0037), (, -0.0008), (, 0.0014), (, 0.0007), (, -0.0067)] +19:10:30,307 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.1607 0.0687 0.1039 0.1095] probs=[0.1921 0.1969 0.2038 0.2001 0.207 ] +19:10:31,371 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0035749999999999996 std=0.003506571212262296 min=-0.0067 max=0.0053 +19:10:31,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0067), (, -0.0014), (, -0.0063), (, -0.0067), (, -0.0037), (, -0.0067), (, -0.002), (, 0.0053), (, -0.0067), (, -0.0008), (, 0.0036), (, -0.0052), (, -0.001), (, -0.0067), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0008), (, -0.0008), (, 0.0007), (, -0.0041), (, -0.0067)] +19:10:31,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1976 0.0403 0.1343 0.1007] probs=[0.2 0.2094 0.1998 0.1975 0.1933] +19:10:33,106 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.004012 std=0.0031945353339726894 min=-0.0069 max=0.003 +19:10:33,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.0067), (, -0.0061), (, -0.0069), (, -0.0067), (, -0.0053), (, -0.0067), (, -0.0038), (, -0.0023), (, -0.0008), (, -0.0067), (, -0.0067), (, 0.0007), (, -0.0067), (, -0.0014), (, -0.0052), (, -0.0003), (, -0.0067), (, -0.0008), (, -0.0023), (, -0.0063), (, -0.0067), (, 0.003), (, 0.003), (, -0.0067)] +19:10:33,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.0415 0.1247 0.065 0.0668 0.0594] probs=[0.1934 0.2059 0.1999 0.1976 0.2031] +19:10:34,904 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.005258823529411765 std=0.0025347140048741575 min=-0.0069 max=0.0019 +19:10:34,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0052), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0067), (, -0.0013), (, -0.0067), (, -0.0061), (, 0.0019), (, -0.0067), (, -0.0067), (, -0.0069), (, -0.0067), (, -0.0023), (, -0.0067)] +19:10:35,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.1514 0.093 0.1068 0.0608] probs=[0.1973 0.2084 0.2051 0.1911 0.1981] +19:10:36,689 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0050733333333333325 std=0.00211422694041003 min=-0.0069 max=-0.0013 +19:10:36,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0067), (, -0.0026), (, -0.0067), (, -0.0052), (, -0.0013), (, -0.0061), (, -0.0067), (, -0.0069), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0023), (, -0.0023)] +19:10:37,44 root INFO ContextualMultiArmedBanditAgent - exp=[0.1278 0.1473 0.0662 0.1496 0.1131] probs=[0.1921 0.2035 0.1995 0.2121 0.1928] +19:10:38,208 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.004075 std=0.0024910255585467874 min=-0.0069 max=0.0004 +19:10:38,208 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0004), (, -0.0023), (, -0.0026), (, -0.0052), (, -0.0023), (, -0.0067), (, -0.0061), (, -0.0067), (, -0.0013), (, -0.0069), (, -0.0023)] +19:10:38,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1893 0.0697 0.1643 0.0659] probs=[0.2181 0.2059 0.1979 0.1907 0.1873] +19:10:39,597 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0044909090909090905 std=0.00389719119027457 min=-0.0143 max=0.0008 +19:10:39,597 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0023), (, -0.0023), (, -0.0061), (, -0.0023), (, -0.0052), (, 0.0008), (, -0.0013), (, -0.0069), (, -0.0143), (, -0.0026)] +19:10:39,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.0277 0.1281 0.0345 0.0819 0.0356] probs=[0.1919 0.2032 0.2125 0.1969 0.1955] +19:10:40,992 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.004438461538461539 std=0.004728561085661092 min=-0.0143 max=0.0008 +19:10:40,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0143), (, -0.0026), (, -0.0023), (, 0.0008), (, -0.0023), (, -0.0069), (, -0.0052), (, -0.0143), (, -0.0007), (, -0.0024), (, -0.0013), (, -0.0061), (, -0.0001)] +19:10:41,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1788 0.2363 0.1292 0.1351 0.1732] probs=[0.1912 0.2072 0.2062 0.2009 0.1946] +19:10:42,534 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.002753333333333333 std=0.0044997580181852246 min=-0.0143 max=0.0046 +19:10:42,534 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0074), (, -0.0001), (, -0.0016), (, 0.0046), (, -0.0069), (, -0.0026), (, -0.0013), (, -0.0007), (, -0.0052), (, 0.0026), (, -0.0143), (, 0.0008), (, -0.0061), (, -0.0024)] +19:10:42,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.0772 0.182 0.0828 0.1642 0.1763] probs=[0.1951 0.2092 0.1953 0.2012 0.1991] +19:10:44,83 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0011299999999999997 std=0.0051762051736769475 min=-0.0143 max=0.0107 +19:10:44,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0013), (, -0.0064), (, 0.0008), (, -0.0024), (, -0.0007), (, -0.0143), (, -0.0016), (, 0.0013), (, -0.0001), (, 0.0052), (, -0.0069), (, 0.0026), (, -0.0074), (, -0.0052), (, -0.0006), (, 0.0107), (, 0.0046), (, 0.0012), (, -0.0014)] +19:10:44,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.0813 0.1363 0.1112 0.1267 0.0783] probs=[0.1877 0.2081 0.2017 0.2087 0.1938] +19:10:45,658 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013272727272727273 std=0.004831636445739854 min=-0.0143 max=0.0107 +19:10:45,659 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0143), (, -0.0069), (, -0.0008), (, 0.0046), (, 0.0026), (, -0.0024), (, -0.0052), (, -0.0005), (, -0.0016), (, -0.0064), (, 0.0014), (, -0.0007), (, 0.0026), (, -0.0074), (, 0.0026), (, -0.0006), (, 0.0107), (, -0.0013)] +19:10:46,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.0913 0.1301 0.1 0.1226 0.1263] probs=[0.1968 0.2098 0.1987 0.2065 0.1882] +19:10:47,583 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012000000000000001 std=0.004523622209550312 min=-0.0143 max=0.0046 +19:10:47,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0026), (, -0.0007), (, -0.0014), (, -0.0074), (, -0.0002), (, -0.0014), (, 0.0026), (, -0.0002), (, 0.0026), (, 0.0046), (, -0.0008), (, -0.0143), (, -0.0064), (, 0.0022), (, -0.0014), (, 0.0025), (, -0.0069), (, 0.0026)] +19:10:48,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0857 0.1425 0.0904 0.0854 0.0758] probs=[0.193 0.2103 0.2017 0.2019 0.1931] +19:10:49,194 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012157894736842107 std=0.004548251619884715 min=-0.0143 max=0.0066 +19:10:49,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0002), (, -0.0055), (, -0.0143), (, -0.0002), (, -0.0064), (, -0.0002), (, -0.0074), (, 0.0018), (, 0.0046), (, 0.0011), (, 0.0025), (, 0.0022), (, -0.0014), (, -0.0014), (, 0.0066), (, -0.0014), (, -0.0007)] +19:10:49,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.0811 0.1434 0.1578 0.1669 0.156 ] probs=[0.1955 0.2175 0.1911 0.199 0.1969] +19:10:50,764 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.00044545454545454543 std=0.0037930231733260514 min=-0.0143 max=0.0066 +19:10:50,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0002), (, 0.0066), (, 0.0018), (, -0.0002), (, 0.0022), (, -0.0014), (, 0.0), (, 0.0022), (, -0.0014), (, -0.0002), (, -0.0055), (, 0.0001), (, 0.0025), (, -0.0014), (, -0.0007), (, 0.0027), (, -0.0014), (, 0.0011), (, -0.0143), (, 0.0011), (, -0.0018)] +19:10:51,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.0809 0.1287 0.0884 0.0544 0.0842] probs=[0.1891 0.2165 0.2004 0.2009 0.193 ] +19:10:52,657 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0007352941176470588 std=0.0015773921801395484 min=-0.0055 max=0.0025 +19:10:52,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0018), (, -0.0002), (, 0.0001), (, -0.0002), (, 0.0025), (, 0.0011), (, -0.0002), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0055)] +19:10:53,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.0598 0.1744 0.1107 0.1669 0.1162] probs=[0.1952 0.2089 0.2026 0.1979 0.1953] +19:10:54,409 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0006666666666666665 std=0.0014976524840439331 min=-0.0055 max=0.0025 +19:10:54,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0055), (, 0.0011), (, -0.0002), (, 0.0025), (, -0.0024), (, -0.0009), (, 0.0001), (, -0.0002), (, -0.0014), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0019), (, -0.0001), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.003), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0002)] +19:10:55,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.156 0.1045 0.1128 0.1223] probs=[0.1907 0.2151 0.1987 0.2054 0.1901] +19:10:56,270 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012347826086956518 std=0.0014763670733763052 min=-0.0055 max=0.0019 +19:10:56,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0025), (, -0.0018), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0003), (, -0.0018), (, 0.0019), (, -0.0014), (, -0.0055), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0024), (, -0.003), (, 0.0011)] +19:10:56,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.0999 0.1249 0.0774 0.1606 0.129 ] probs=[0.1888 0.2069 0.1967 0.2037 0.2038] +19:10:57,993 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001513333333333333 std=0.0008868420879101809 min=-0.003 max=-0.0001 +19:10:57,994 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0003), (, -0.0024), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0025), (, -0.0014), (, -0.003), (, -0.0001), (, -0.0018), (, -0.0014)] +19:10:58,389 root INFO ContextualMultiArmedBanditAgent - exp=[0.0015 0.131 0.049 0.0867 0.0416] probs=[0.1899 0.216 0.1995 0.1987 0.1959] +19:10:59,288 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0016263157894736843 std=0.0009469297229874075 min=-0.003 max=-0.0001 +19:10:59,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0025), (, -0.0018), (, -0.0014), (, -0.0024), (, -0.003), (, -0.003), (, -0.001), (, -0.0014), (, -0.0014), (, -0.003), (, -0.0), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0017), (, -0.0014), (, -0.0003)] +19:10:59,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.0144 0.1001 0.0566 0.0684 0.0417] probs=[0.1907 0.2068 0.197 0.2056 0.1998] +19:11:00,844 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0012842105263157894 std=0.0010240595983348959 min=-0.003 max=0.001 +19:11:00,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.003), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0003), (, -0.0024), (, -0.0014), (, -0.0002), (, -0.0), (, -0.0), (, -0.001), (, -0.0014), (, -0.0001), (, -0.0017), (, 0.001), (, -0.0005), (, -0.0014), (, -0.003), (, -0.0018), (, -0.0025)] +19:11:01,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.0351 0.1501 0.0686 0.147 0.0703] probs=[0.1968 0.2193 0.2063 0.1908 0.1868] +19:11:02,483 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0015470588235294118 std=0.0014063376078054753 min=-0.005 max=0.0019 +19:11:02,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0019), (, -0.0024), (, -0.0015), (, -0.0014), (, -0.0008), (, -0.0014), (, -0.003), (, -0.0014), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0018), (, -0.0017), (, -0.005), (, 0.0004), (, -0.003)] +19:11:02,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1108 0.2025 0.2215 0.173 0.1611] probs=[0.19 0.2123 0.2023 0.1986 0.1968] +19:11:04,31 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0018266666666666665 std=0.0018379215313923376 min=-0.005 max=0.0019 +19:11:04,31 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0015), (, -0.0014), (, -0.0014), (, 0.0019), (, -0.005), (, -0.003), (, -0.0014), (, -0.0014), (, -0.0008), (, -0.0015), (, -0.0036), (, 0.0011), (, -0.003), (, -0.0014)] +19:11:04,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.2062 0.1736 0.1462 0.2031] probs=[0.1833 0.2094 0.2045 0.2129 0.1899] +19:11:05,510 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0022285714285714283 std=0.0019076644551569827 min=-0.0052 max=0.0011 +19:11:05,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0014), (, -0.0014), (, 0.0005), (, -0.0052), (, -0.0008), (, -0.003), (, -0.005), (, -0.0014), (, -0.0015), (, 0.0011), (, -0.003), (, -0.0015), (, -0.0036)] +19:11:05,878 root INFO ContextualMultiArmedBanditAgent - exp=[0.0012 0.087 0.0314 0.0642 0.0031] probs=[0.1991 0.199 0.2029 0.2062 0.1928] +19:11:06,853 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016277777777777777 std=0.0022543305376185423 min=-0.0052 max=0.0028 +19:11:06,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.003), (, -0.0036), (, -0.0015), (, -0.0008), (, -0.0015), (, -0.0014), (, 0.0005), (, -0.0026), (, -0.0014), (, 0.0028), (, -0.005), (, -0.0014), (, -0.003), (, 0.0006), (, -0.0052), (, 0.0011), (, 0.0013)] +19:11:07,349 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.1534 0.1898 0.113 0.1636] probs=[0.1952 0.2092 0.1982 0.1921 0.2053] +19:11:08,754 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0018124999999999999 std=0.0018346917315996167 min=-0.0052 max=0.0013 +19:11:08,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0036), (, 0.0005), (, -0.003), (, -0.0052), (, -0.0014), (, -0.0026), (, -0.0015), (, -0.0006), (, -0.0008), (, 0.0013), (, -0.0005), (, -0.003), (, -0.0015), (, -0.005), (, 0.0005)] +19:11:09,197 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1247 0.189 0.1055 0.1874] probs=[0.1918 0.2019 0.2039 0.2085 0.194 ] +19:11:10,387 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002025 std=0.0023636571240347026 min=-0.0067 max=0.0013 +19:11:10,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0005), (, -0.0067), (, -0.005), (, -0.0026), (, -0.0052), (, -0.0008), (, 0.0013), (, -0.0007), (, -0.0036), (, 0.0005), (, 0.0005), (, -0.0014), (, 0.0005), (, -0.003), (, -0.0041)] +19:11:10,849 root INFO ContextualMultiArmedBanditAgent - exp=[0.0312 0.0694 0.0101 0.065 0.0453] probs=[0.1939 0.2069 0.2036 0.1973 0.1983] +19:11:12,9 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0021894736842105263 std=0.002371518442473448 min=-0.0067 max=0.0013 +19:11:12,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.005), (, -0.0007), (, -0.0026), (, -0.0007), (, -0.0008), (, -0.0041), (, -0.0007), (, 0.0005), (, -0.0036), (, -0.0052), (, -0.0014), (, -0.0008), (, -0.0034), (, 0.0005), (, -0.0007), (, -0.0067), (, 0.0013), (, -0.0008)] +19:11:12,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.0043 0.1101 0.0628 0.1114 0.0798] probs=[0.2071 0.2048 0.1991 0.1975 0.1916] +19:11:13,650 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0029000000000000002 std=0.002681319392428012 min=-0.011 max=0.0001 +19:11:13,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0008), (, -0.0052), (, -0.0034), (, -0.0036), (, -0.0041), (, -0.0007), (, -0.011), (, -0.0014), (, -0.0026), (, -0.005), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0067), (, -0.0036), (, -0.0008), (, -0.0008), (, -0.0007)] +19:11:14,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.0809 0.0685 0.0606 0.0078] probs=[0.1953 0.1974 0.1965 0.2106 0.2002] +19:11:15,338 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0030086956521739134 std=0.0034839898471721305 min=-0.011 max=0.0028 +19:11:15,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0008), (, -0.0014), (, -0.0007), (, 0.0001), (, -0.0041), (, -0.011), (, -0.0052), (, -0.0041), (, -0.005), (, -0.0067), (, -0.0007), (, -0.0083), (, 0.0003), (, -0.0034), (, -0.0008), (, 0.0028), (, -0.0036), (, -0.0004), (, -0.0007), (, -0.0008), (, -0.0011), (, -0.0026)] +19:11:15,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.1406 0.1038 0.1075 0.1675] probs=[0.1999 0.2086 0.1995 0.195 0.1971] +19:11:17,182 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0018454545454545453 std=0.003713700344391545 min=-0.011 max=0.0028 +19:11:17,182 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0041), (, 0.0017), (, -0.0008), (, -0.0036), (, -0.0036), (, 0.0028), (, -0.0011), (, -0.0034), (, -0.0008), (, 0.0003), (, -0.0052), (, 0.0001), (, 0.0021), (, -0.0026), (, 0.0003), (, -0.0011), (, 0.0), (, 0.0021), (, 0.0028), (, -0.011), (, -0.0004), (, -0.0041)] +19:11:17,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.0773 0.0787 0.0556 0.0608 0.0815] probs=[0.1997 0.209 0.1923 0.1981 0.2009] +19:11:19,75 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0016700000000000003 std=0.0038561768631638254 min=-0.011 max=0.0045 +19:11:19,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0045), (, -0.0005), (, 0.0028), (, -0.003), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0034), (, -0.0041), (, 0.0003), (, -0.0026), (, 0.0), (, -0.0005), (, -0.0011), (, -0.0036), (, -0.011), (, 0.0028), (, 0.0017), (, 0.0001), (, -0.0036)] +19:11:19,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.2076 0.214 0.1475 0.1459 0.2124] probs=[0.1936 0.2074 0.2047 0.1992 0.1951] +19:11:20,845 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0014 std=0.004119785380204576 min=-0.011 max=0.0045 +19:11:20,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0034), (, 0.0), (, -0.0041), (, -0.0004), (, -0.003), (, -0.0003), (, 0.0038), (, -0.011), (, 0.0001), (, -0.0005), (, -0.0036), (, 0.0), (, -0.0005), (, 0.0045), (, -0.0004), (, 0.0017), (, 0.0028), (, -0.0005), (, 0.0028), (, -0.0036)] +19:11:21,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1683 0.0673 0.148 0.1104] probs=[0.1997 0.2014 0.2063 0.1972 0.1955] +19:11:22,721 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=16 avg=-0.0007062500000000001 std=0.0037152504542089754 min=-0.011 max=0.0045 +19:11:22,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0029), (, -0.0004), (, -0.0034), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0), (, -0.0022), (, 0.0045), (, -0.0038), (, 0.0045), (, 0.0028), (, 0.0028), (, -0.003), (, -0.0004), (, 0.0017), (, 0.0001)] +19:11:23,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.0653 0.1083 0.0742 0.0558 0.0257] probs=[0.1928 0.2012 0.1967 0.2047 0.2046] +19:11:24,325 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0011809523809523808 std=0.003026646588084079 min=-0.011 max=0.0028 +19:11:24,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0027), (, -0.0003), (, -0.003), (, 0.0), (, -0.0029), (, -0.0038), (, -0.0022), (, -0.0014), (, 0.0004), (, 0.0002), (, 0.0), (, 0.0009), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0017), (, -0.0038), (, -0.0034), (, -0.0004), (, 0.0), (, 0.0028), (, 0.0028), (, -0.0004), (, -0.011)] +19:11:25,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1643 0.199 0.1672 0.1504 0.1616] probs=[0.1949 0.209 0.1978 0.1948 0.2035] +19:11:26,323 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=11 avg=-0.0023090909090909095 std=0.003268431524156376 min=-0.011 max=0.0017 +19:11:26,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0004), (, 0.0), (, -0.0029), (, 0.0), (, -0.003), (, 0.0002), (, 0.0), (, 0.0), (, -0.011), (, -0.0038), (, 0.0017), (, 0.0), (, 0.0), (, -0.0034), (, -0.0003), (, -0.0004), (, 0.0)] +19:11:26,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0675 0.0606 0.0251 0.0788] probs=[0.2018 0.1985 0.1888 0.2099 0.2009] +19:11:27,992 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.002418181818181818 std=0.003143772540296764 min=-0.011 max=0.0002 +19:11:27,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0002), (, 0.0001), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0029), (, -0.0034), (, -0.011), (, 0.0), (, -0.0038), (, -0.003)] +19:11:28,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.178 0.3249 0.257 0.2719 0.2923] probs=[0.2 0.206 0.1956 0.2 0.1984] +19:11:29,428 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=11 avg=-0.0017363636363636364 std=0.003303241583456724 min=-0.011 max=0.0008 +19:11:29,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0003), (, -0.011), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0008), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, 0.0002), (, -0.0029), (, -0.0038)] +19:11:29,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.1955 0.1461 0.1785 0.1432 0.2149] probs=[0.1942 0.2026 0.1986 0.2068 0.1978] +19:11:30,862 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=6 avg=-0.0023666666666666667 std=0.004269139908173022 min=-0.011 max=0.0021 +19:11:30,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0003), (, 0.0021), (, -0.0029), (, 0.0008), (, 0.0), (, 0.0), (, -0.011)] +19:11:31,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.0455 0.0953 0.0171 0.0861 0.0949] probs=[0.1988 0.2056 0.1944 0.1891 0.2121] +19:11:32,333 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=8 avg=-0.00165 std=0.003902883549377306 min=-0.011 max=0.0021 +19:11:32,334 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0002), (, -0.0029), (, 0.0), (, 0.0), (, -0.011), (, -0.0003), (, 0.0008), (, 0.0008), (, 0.0021), (, 0.0)] +19:11:32,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.049 0.0253 0.0525 0.1324] probs=[0.1869 0.1865 0.2132 0.2203 0.1931] +19:11:33,834 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=7 avg=-0.00031428571428571427 std=0.0017707371922681336 min=-0.0029 max=0.0021 +19:11:33,834 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0), (, 0.0021), (, 0.0), (, -0.0029), (, 0.0002), (, 0.0008), (, 0.0), (, -0.0003), (, 0.0008), (, 0.0)] +19:11:34,154 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.2106 0.1998 0.1956 0.201 0.1931] +19:11:35,331 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=9 avg=-0.0002888888888888888 std=0.0015737036601204634 min=-0.0029 max=0.0021 +19:11:35,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0008), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, 0.0021), (, 0.0), (, 0.0002), (, 0.0), (, -0.0029), (, 0.0008), (, -0.0006), (, 0.0002)] +19:11:35,716 root INFO ContextualMultiArmedBanditAgent - exp=[0.1053 0.1209 0.0654 0.0461 0.0506] probs=[0.1969 0.2118 0.199 0.2003 0.1921] +19:11:36,874 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=4 avg=-0.0012 std=0.0017131841699011814 min=-0.0029 max=0.0008 +19:11:36,875 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0029), (, 0.0002), (, 0.0), (, 0.0008), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, 0.0)] +19:11:37,193 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.1956 0.2063 0.195 0.1971 0.206 ] +19:11:38,297 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:38,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0029), (, 0.0)] +19:11:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.136 0.222 0.1705 0.1553 0.2068] probs=[0.1876 0.2105 0.2117 0.2005 0.1898] +19:11:39,546 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:39,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029), (, 0.0)] +19:11:39,700 root INFO ContextualMultiArmedBanditAgent - exp=[0.1939 0.2282 0.343 0.2737 0.102 ] probs=[0.1913 0.2003 0.2181 0.2024 0.1879] +19:11:40,871 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:40,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0029), (, 0.0), (, 0.0), (, 0.0)] +19:11:41,21 root INFO ContextualMultiArmedBanditAgent - exp=[0.0404 0.1804 0.131 0.0927 0.0877] probs=[0.1748 0.2171 0.1998 0.1968 0.2115] +19:11:42,99 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:42,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0029)] +19:11:42,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.0084 0.0474 0.0998 0.1138 0.1821] probs=[0.2042 0.2169 0.1938 0.1947 0.1905] +19:11:43,168 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:43,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029), (, 0.0), (, 0.0)] +19:11:43,345 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.1959 0.1529 0.2556 0.1313] probs=[0.2091 0.2122 0.191 0.1906 0.1971] +19:11:44,251 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:44,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0029), (, 0.0), (, 0.0)] +19:11:44,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.1985 0.1138 0.1512 0.0055] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:11:45,407 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:45,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029)] +19:11:45,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.3445 0.3215 0.6199 0.3498 0.2535] probs=[0.1854 0.2054 0.1857 0.2115 0.212 ] +19:11:46,540 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:46,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0029), (, 0.0)] +19:11:46,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:11:47,912 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 +19:11:47,912 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029)] +19:11:48,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.4814 0.3692 0.4943 0.4526 0.2826] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:11:48,920 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:11:48,921 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.12688571428571427 std=0.2979718990996654 min=-0.1243 max=1.1316 +19:11:48,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.033), (, 0.1277), (, 0.1254), (, -0.0011), (, 0.2784), (, -0.1243), (, -0.0399), (, 1.1316), (, 0.2038), (, -0.0033), (, 0.1233), (, -0.0161), (, -0.0565)] +19:11:49,219 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.1752 0.1126 0.1185 0.0266] probs=[0.1999 0.2056 0.197 0.209 0.1885] +19:11:50,287 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666667 std=0.051985916896362956 min=-0.1254 max=-0.0011 +19:11:50,287 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.1254), (, -0.0565), (, -0.0056), (, -0.0399), (, -0.0011), (, -0.1243), (, -0.0161), (, -0.0033)] +19:11:50,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.0531 0.2139 0.0211 0.1096 0.0361] probs=[0.2012 0.2013 0.2016 0.2062 0.1897] +19:11:51,509 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666666 std=0.051985916896362956 min=-0.1254 max=-0.0011 +19:11:51,509 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.0056), (, -0.0033), (, -0.1254), (, -0.0161), (, -0.0565), (, -0.1243), (, -0.0399), (, -0.0011)] +19:11:51,722 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0119 0.1332 0.0295 0.0799 0.0409] probs=[0.1932 0.2104 0.1979 0.2031 0.1955] +19:11:52,501 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666666 std=0.051985916896362956 min=-0.1254 max=-0.0011 +19:11:52,501 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.0399), (, -0.0011), (, -0.0033), (, -0.0161), (, -0.1254), (, -0.1243), (, -0.0056), (, -0.0565)] +19:11:52,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0426 0.0807 0.0377 0.065 0.0421] probs=[0.1911 0.1955 0.1944 0.2051 0.2139] +19:11:53,876 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1243 std=0.0 min=-0.1243 max=-0.1243 +19:11:53,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243)] +19:11:53,904 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0166 -0.0002 0.001 -0.0014] probs=[0.2344 0.2165 0.2143 0.1743 0.1605] +19:11:54,912 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1243 std=0.0 min=-0.1243 max=-0.1243 +19:11:54,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243)] +19:11:54,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0644 0.0046 0.0315 -0.007 ] probs=[0.1933 0.21 0.1979 0.2032 0.1956] +19:11:56,2 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.021150000000000002 std=0.00855 min=0.0126 max=0.0297 +19:11:56,2 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0297), (, 0.0126)] +19:11:56,91 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.1243 0.3312 0.4799 0.0134] probs=[0.1933 0.21 0.1979 0.2033 0.1956] +19:11:57,122 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0297 std=0.0 min=0.0297 max=0.0297 +19:11:57,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0297)] +19:11:57,171 root INFO ContextualMultiArmedBanditAgent - exp=[0.1357 0.8672 0.4677 0.6962 0.6417] probs=[0.1148 0.2662 0.2398 0.2138 0.1654] +19:11:58,316 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.3966 std=0.3967 min=-0.0001 max=0.7933 +19:11:58,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.7933), (, -0.0001)] +19:11:58,369 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0315 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2033 0.1956] +19:11:59,390 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:11:59,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] +19:11:59,442 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0324 -0.007 ] probs=[0.1933 0.2099 0.1978 0.2034 0.1956] +19:12:00,287 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:12:00,287 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] +19:12:00,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0323 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2034 0.1956] +19:12:01,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:12:01,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001)] +19:12:01,340 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0314 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2033 0.1956] +19:12:02,266 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=6.666666666666668e-05 std=0.00023570226039551585 min=-0.0001 max=0.0004 +19:12:02,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0004), (, -0.0001)] +19:12:02,334 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0322 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2034 0.1956] +19:12:03,344 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00078 std=0.0010759182125050213 min=-0.0024 max=0.0004 +19:12:03,344 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, -0.0024), (, 0.0004), (, -0.0017)] +19:12:03,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.1466 0.0471 0.0398 0.0293 0.0564] probs=[0.1956 0.2071 0.1985 0.2018 0.1971] +19:12:04,712 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0177 std=0.034411262691159704 min=-0.0024 max=0.0773 +19:12:04,713 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0773), (, -0.0017)] +19:12:04,842 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0278 0.0009 0.007 -0.0028] probs=[0.1976 0.2046 0.1991 0.2003 0.1984] +19:12:05,856 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0177 std=0.034411262691159704 min=-0.0024 max=0.0773 +19:12:05,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0773), (, -0.0017), (, -0.0024)] +19:12:06,162 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0278 0.0009 0.0071 -0.0028] probs=[0.1965 0.2275 0.2055 0.1899 0.1806] +19:12:07,404 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +19:12:07,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +19:12:07,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.4407 0.2136 0.6814 0.6613 0.6816] probs=[0.1403 0.1993 0.3069 0.1444 0.2092] +19:12:08,346 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +19:12:08,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +19:12:08,411 root INFO ContextualMultiArmedBanditAgent - exp=[0.9882 0.7781 0.1448 0.212 0.6362] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:09,227 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=1.0418333333333332 std=1.4740827528406344 min=-0.0024 max=3.1265 +19:12:09,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 3.1265), (, 0.0014), (, -0.0024)] +19:12:09,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1995 0.1094 0.0159 0.2011] probs=[0.2099 0.2188 0.17 0.198 0.2034] +19:12:10,479 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000975 std=0.0014359230480774378 min=-0.0024 max=0.0014 +19:12:10,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0014), (, -0.0017), (, -0.0024)] +19:12:10,639 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0158 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:11,652 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0006999999999999998 std=0.005278257288158659 min=-0.0069 max=0.006 +19:12:11,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0069), (, -0.0012), (, 0.006)] +19:12:11,778 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0158 -0.0003 -0.0011 -0.0014] probs=[0.198 0.2342 0.1673 0.2194 0.1811] +19:12:12,806 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0069 std=0.0 min=-0.0069 max=-0.0069 +19:12:12,806 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069)] +19:12:12,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0145 0.8842 0.5481 0.2695 0.9995] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:13,750 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.008013876853447538 min=-0.0069 max=0.0101 +19:12:13,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, 0.0101)] +19:12:13,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.4891 0.3546 0.4492 0.2438] probs=[0.1769 0.2028 0.2538 0.202 0.1644] +19:12:14,697 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.008013876853447538 min=-0.0069 max=0.0101 +19:12:14,697 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, 0.0101)] +19:12:14,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.0157 0.1709 0.1148 0.3083 0.0093] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:15,795 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0048 std=0.0029698484809834997 min=-0.0069 max=-0.0006 +19:12:15,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, -0.0006)] +19:12:15,877 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:16,927 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00375 std=0.00315 min=-0.0069 max=-0.0006 +19:12:16,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0069)] +19:12:16,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.3549 0.402 0.0205 0.8254 0.4878] probs=[0.2053 0.1799 0.2433 0.2014 0.1702] +19:12:17,900 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0072 std=0.0 min=0.0072 max=0.0072 +19:12:17,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0072)] +19:12:17,960 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:19,67 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0074 std=0.0002000000000000001 min=0.0072 max=0.0076 +19:12:19,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0076), (, 0.0072)] +19:12:19,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:12:20,93 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:12:20,93 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:12:20,145 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:12:21,165 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:12:21,165 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:12:21,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.01 0.7807 0.6326 0.4482 0.5478] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:12:21,945 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 +19:12:21,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] +19:12:21,997 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] +19:12:22,935 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 +19:12:22,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] +19:12:22,980 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:24,81 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 +19:12:24,81 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] +19:12:24,144 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:24,932 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:12:24,932 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:12:24,990 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:26,61 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:12:26,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:12:26,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.218 0.3308 0.1525 0.1337 0.1651] +19:12:27,159 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:12:27,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +19:12:27,221 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:27,977 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0027 std=0.0 min=0.0027 max=0.0027 +19:12:27,977 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0027)] +19:12:28,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:28,926 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0049499999999999995 std=0.00225 min=0.0027 max=0.0072 +19:12:28,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0027), (, 0.0072)] +19:12:29,140 root INFO ContextualMultiArmedBanditAgent - exp=[0.4288 0.045 0.1827 0.1514 0.2096] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:30,24 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 +19:12:30,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] +19:12:30,65 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:31,33 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 +19:12:31,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] +19:12:31,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:32,39 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=1.36005 std=1.35125 min=0.0088 max=2.7113 +19:12:32,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 2.7113), (, 0.0088)] +19:12:32,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.4046 0.4763 0.0818 0.4008 0.4449] probs=[0.199 0.2028 0.1995 0.1994 0.1993] +19:12:33,123 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0088 std=0.0 min=0.0088 max=0.0088 +19:12:33,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0088)] +19:12:33,167 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1992] +19:12:34,34 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.022750000000000003 std=0.018050000000000004 min=0.0047 max=0.0408 +19:12:34,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0047), (, 0.0408)] +19:12:34,123 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1992] +19:12:35,610 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.021500000000000002 std=0.0193 min=0.0022 max=0.0408 +19:12:35,610 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0022), (, 0.0408)] +19:12:35,669 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.2282 0.1937 0.2386 0.1756 0.1638] +19:12:36,734 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0010333333333333334 std=0.002781286672667087 min=-0.0029 max=0.003 +19:12:36,735 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, -0.0029), (, 0.003)] +19:12:36,828 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1993] +19:12:37,741 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 +19:12:37,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] +19:12:37,798 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1993] +19:12:38,804 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0007 std=0.0 min=0.0007 max=0.0007 +19:12:38,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007)] +19:12:38,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.9272 0.1309 0.7445 0.9548 0.3962] probs=[0.199 0.203 0.1995 0.1993 0.1993] +19:12:40,781 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:12:40,782 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.24503125 std=0.34100503243858077 min=0.0244 max=1.2013 +19:12:40,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0263), (, 1.2013), (, 0.0321), (, 0.1192), (, 0.2696), (, 0.0382), (, 0.97), (, 0.1294), (, 0.0936), (, 0.1192), (, 0.0338), (, 0.2002), (, 0.1294), (, 0.0244), (, 0.0363), (, 0.4975)] +19:12:41,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.1866 0.0696 0.109 0.1187] probs=[0.1974 0.2123 0.2055 0.1926 0.1922] +19:12:42,255 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.03266 std=0.042040247382716486 min=-0.0386 max=0.0936 +19:12:42,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0338), (, -0.0386), (, 0.0363), (, 0.0382)] +19:12:42,386 root INFO ContextualMultiArmedBanditAgent - exp=[0.0064 0.1747 0.1417 0.1138 0.175 ] probs=[0.1919 0.1934 0.2039 0.2264 0.1844] +19:12:43,298 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.032375 std=0.0469981050149897 min=-0.0386 max=0.0936 +19:12:43,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0363), (, -0.0386), (, 0.0382)] +19:12:43,426 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0183 0.0669 0.0049 0.0326 -0.0043] probs=[0.1852 0.2037 0.2122 0.2138 0.185 ] +19:12:44,447 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.032375 std=0.0469981050149897 min=-0.0386 max=0.0936 +19:12:44,447 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0382), (, -0.0386), (, 0.0363)] +19:12:44,586 root INFO ContextualMultiArmedBanditAgent - exp=[0.2224 0.349 0.2721 0.0958 0.2865] probs=[0.2006 0.2103 0.2015 0.2086 0.179 ] +19:12:45,674 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0386 std=0.0 min=-0.0386 max=-0.0386 +19:12:45,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0386)] +19:12:45,718 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0669 0.0049 0.0326 -0.0043] probs=[0.1931 0.2103 0.1976 0.2032 0.1958] +19:12:46,797 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0386 std=0.0 min=-0.0386 max=-0.0386 +19:12:46,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0386)] +19:12:46,846 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0669 0.0049 0.0326 -0.0043] probs=[0.1931 0.2103 0.1976 0.2032 0.1958] +19:12:47,617 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0305375 std=0.0257282401992441 min=-0.0603 max=0.0308 +19:12:47,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0222), (, -0.0344), (, -0.0328), (, -0.0524), (, -0.0344), (, 0.0308), (, -0.0386), (, -0.0603)] +19:12:47,836 root INFO ContextualMultiArmedBanditAgent - exp=[0.3526 0.2254 0.1664 0.339 0.2935] probs=[0.1809 0.2043 0.2003 0.2167 0.1977] +19:12:49,111 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.04637142857142857 std=0.015055394314304213 min=-0.0622 max=-0.0222 +19:12:49,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0603), (, -0.0524), (, -0.0222), (, -0.0328), (, -0.0622), (, -0.0603), (, -0.0344)] +19:12:49,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0417 0.1369 0.1311 0.1712 0.1715] probs=[0.2154 0.2086 0.1968 0.1875 0.1917] +19:12:50,482 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.025849999999999998 std=0.039387212391841085 min=-0.0871 max=0.084 +19:12:50,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0603), (, 0.027), (, 0.0004), (, -0.026), (, -0.0328), (, -0.0622), (, -0.0524), (, -0.0622), (, -0.0187), (, -0.0276), (, -0.0222), (, -0.0385), (, 0.084), (, -0.0344), (, -0.0006), (, -0.0871)] +19:12:50,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.1224 0.1604 0.1192 0.122 0.1161] probs=[0.2079 0.1994 0.1953 0.1958 0.2016] +19:12:52,165 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.030513333333333333 std=0.02781991772493625 min=-0.0871 max=0.0038 +19:12:52,165 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0006), (, -0.0385), (, -0.0052), (, -0.0187), (, 0.0004), (, -0.0622), (, -0.0603), (, -0.0871), (, -0.0328), (, -0.0524), (, -0.0622), (, -0.0156), (, -0.026), (, 0.0038)] +19:12:52,561 root INFO ContextualMultiArmedBanditAgent - exp=[0.0937 0.1258 0.0784 0.0716 0.0591] probs=[0.1938 0.2088 0.1977 0.2079 0.1918] +19:12:53,679 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02513571428571429 std=0.030439790855834387 min=-0.0871 max=0.0245 +19:12:53,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0622), (, 0.0038), (, -0.0871), (, -0.0385), (, -0.0622), (, -0.0006), (, -0.0079), (, 0.0245), (, -0.0524), (, -0.0237), (, -0.0187), (, -0.0003), (, -0.026)] +19:12:54,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0579 0.0368 0.0245 0.0238 0.0325] probs=[0.1937 0.2078 0.2021 0.2048 0.1916] +19:12:55,231 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.03185 std=0.030301031335583282 min=-0.0871 max=0.0038 +19:12:55,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0006), (, -0.0014), (, 0.0038), (, -0.0524), (, -0.0622), (, -0.0248), (, -0.0871), (, -0.0622), (, -0.0237)] +19:12:55,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0454 0.143 0.1361 0.0636 0.1361] probs=[0.192 0.1803 0.2153 0.2128 0.1996] +19:12:56,541 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.01624666666666667 std=0.02969677573220515 min=-0.0871 max=0.0217 +19:12:56,541 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0217), (, -0.0079), (, -0.0038), (, -0.0871), (, -0.0248), (, -0.0622), (, -0.0007), (, -0.0004), (, -0.0047), (, 0.01), (, -0.0014), (, -0.0622), (, -0.0237), (, 0.0038)] +19:12:56,909 root INFO ContextualMultiArmedBanditAgent - exp=[0.2142 0.1779 0.2167 0.1219 0.1166] probs=[0.2081 0.2013 0.2004 0.1953 0.195 ] +19:12:58,51 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.008846666666666666 std=0.028305261387632903 min=-0.0871 max=0.0217 +19:12:58,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007), (, -0.0622), (, 0.0038), (, -0.0004), (, -0.0047), (, 0.0217), (, 0.0206), (, -0.0038), (, -0.0079), (, -0.0007), (, 0.0105), (, 0.0005), (, 0.0011), (, -0.0871), (, -0.0248)] +19:12:58,432 root INFO ContextualMultiArmedBanditAgent - exp=[0.0353 0.0889 0.0084 0.0278 0.0106] probs=[0.2059 0.2041 0.1932 0.2003 0.1965] +19:12:59,492 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.005235714285714286 std=0.02525174978782537 min=-0.0871 max=0.0217 +19:12:59,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0133), (, 0.0038), (, 0.0005), (, -0.001), (, -0.0871), (, 0.0089), (, -0.0079), (, 0.0007), (, 0.0139), (, 0.0006), (, 0.0217), (, -0.0248), (, 0.0105)] +19:12:59,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.0444 0.1314 0.0893 0.0896 0.1028] probs=[0.1929 0.2076 0.1998 0.1976 0.2021] +19:13:01,78 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.0003533333333333332 std=0.0074266965888086615 min=-0.0147 max=0.0127 +19:13:01,79 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007), (, 0.0105), (, -0.0133), (, 0.0018), (, 0.0038), (, -0.0079), (, 0.0006), (, 0.0002), (, -0.001), (, 0.0005), (, 0.0026), (, 0.0001), (, 0.0087), (, -0.0147), (, 0.0127)] +19:13:01,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1138 0.1342 0.0932 0.1278 0.0924] probs=[0.2058 0.1999 0.1913 0.1964 0.2066] +19:13:02,589 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012749999999999999 std=0.004161555198079999 min=-0.0133 max=0.0026 +19:13:02,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0133), (, 0.0006), (, -0.001), (, 0.0005), (, 0.0018), (, 0.0018), (, 0.0026), (, 0.0002), (, -0.0052), (, -0.0029), (, -0.0001), (, -0.0003)] +19:13:02,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.1776 0.2817 0.1449 0.2122 0.194 ] probs=[0.19 0.203 0.207 0.2075 0.1926] +19:13:04,91 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002330769230769231 std=0.0036881065843485045 min=-0.0133 max=0.0018 +19:13:04,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0133), (, -0.0027), (, -0.0001), (, -0.001), (, -0.0015), (, -0.003), (, -0.0055), (, 0.0005), (, -0.0003), (, 0.0018), (, 0.0006), (, -0.0029)] +19:13:04,451 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0077 0.033 0.001 0.0091 -0.0024] probs=[0.1906 0.2098 0.2005 0.1964 0.2027] +19:13:05,525 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0017937499999999998 std=0.0021778626994142674 min=-0.0055 max=0.0018 +19:13:05,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0015), (, -0.0001), (, 0.0003), (, -0.0029), (, -0.0017), (, -0.0055), (, -0.0027), (, -0.0055), (, -0.003), (, 0.0003), (, -0.0003), (, -0.0015), (, -0.001), (, 0.0018), (, 0.0001)] +19:13:05,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.1576 0.1125 0.106 0.1077] probs=[0.2011 0.2115 0.1951 0.1957 0.1966] +19:13:07,6 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0021842105263157894 std=0.001879043193782336 min=-0.0055 max=0.0003 +19:13:07,6 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0032), (, -0.0055), (, -0.0027), (, -0.0003), (, -0.003), (, -0.0017), (, -0.001), (, -0.0029), (, 0.0001), (, 0.0003), (, -0.0027), (, 0.0003), (, -0.0001), (, -0.0026), (, -0.0009), (, -0.0012), (, -0.0055), (, -0.0034)] +19:13:07,485 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.087 0.1254 0.0541 0.106 ] probs=[0.1992 0.2079 0.1983 0.1985 0.1962] +19:13:08,603 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0018821428571428568 std=0.0018737002297647316 min=-0.0055 max=0.0026 +19:13:08,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0017), (, -0.0029), (, -0.0017), (, -0.0009), (, -0.0027), (, -0.0046), (, -0.0046), (, -0.001), (, -0.0032), (, -0.0026), (, -0.0009), (, -0.0034), (, -0.0012), (, -0.001), (, -0.0055), (, -0.0027), (, -0.003), (, 0.0009), (, 0.0001), (, -0.0055), (, 0.0026), (, -0.0003), (, -0.0001), (, -0.0033), (, 0.0001), (, -0.001), (, -0.0017)] +19:13:09,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.0641 0.052 0.0995 0.0882 0.1029] probs=[0.2064 0.198 0.1953 0.1957 0.2047] +19:13:10,559 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0017 std=0.002131810353810907 min=-0.0055 max=0.0027 +19:13:10,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0027), (, -0.0055), (, -0.0012), (, -0.0055), (, -0.0046), (, 0.0027), (, 0.0001), (, -0.0015), (, -0.0046), (, 0.0026), (, -0.0017), (, -0.0029), (, 0.0001), (, -0.0032), (, -0.0009), (, -0.0013), (, -0.003), (, -0.0009), (, -0.0017), (, 0.0009), (, -0.0027), (, -0.0013), (, 0.0012), (, -0.0024), (, -0.0033)] +19:13:11,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1422 0.2231 0.1137 0.1873 0.1313] probs=[0.1947 0.2011 0.1992 0.1996 0.2054] +19:13:12,845 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0016606060606060606 std=0.00197743932886883 min=-0.0055 max=0.0039 +19:13:12,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0046), (, -0.0055), (, -0.0015), (, -0.0015), (, -0.0004), (, -0.0013), (, -0.0024), (, -0.0013), (, -0.0046), (, 0.0001), (, -0.0029), (, -0.0027), (, 0.0001), (, -0.0055), (, -0.0009), (, -0.0017), (, 0.0012), (, -0.0009), (, -0.0012), (, 0.002), (, -0.0032), (, 0.0008), (, -0.0017), (, -0.0013), (, -0.0026), (, -0.002), (, -0.0013), (, -0.0005), (, -0.003), (, -0.0027), (, -0.0033), (, 0.0039)] +19:13:13,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.089 0.1148 0.1252 0.1256 0.1219] probs=[0.1959 0.2039 0.2007 0.2016 0.1979] +19:13:15,141 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.001956 std=0.0016778748463458172 min=-0.0055 max=0.0009 +19:13:15,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0026), (, -0.0015), (, -0.0016), (, -0.0015), (, -0.0046), (, -0.0027), (, -0.0009), (, 0.0009), (, 0.0001), (, -0.0024), (, -0.0027), (, -0.0017), (, -0.0033), (, -0.0013), (, -0.0016), (, -0.0055), (, 0.0008), (, -0.0055), (, -0.0009), (, -0.0009), (, -0.002), (, -0.0005), (, -0.0012), (, -0.0046)] +19:13:15,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0745 0.094 0.1184 0.0867 0.0618] probs=[0.1906 0.2118 0.193 0.2069 0.1978] +19:13:17,28 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.00225 std=0.00170220445305492 min=-0.0055 max=0.0008 +19:13:17,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0034), (, -0.0009), (, -0.0012), (, -0.0009), (, -0.0027), (, -0.0041), (, -0.0055), (, -0.0016), (, -0.0015), (, -0.0015), (, -0.0009), (, -0.0046), (, -0.0005), (, -0.0012), (, -0.0013), (, -0.0009), (, -0.002), (, -0.0048), (, -0.0016), (, 0.0008), (, -0.0055), (, -0.0046), (, -0.0024)] +19:13:17,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.1168 0.0807 0.0797 0.1082] probs=[0.1941 0.2 0.2092 0.2015 0.1952] +19:13:19,129 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0026999999999999997 std=0.0016659045876754452 min=-0.0055 max=-0.0009 +19:13:19,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0055), (, -0.0009), (, -0.0031), (, -0.0012), (, -0.0024), (, -0.0046), (, -0.0018), (, -0.0046), (, -0.0048), (, -0.0012), (, -0.0055), (, -0.0009), (, -0.0034), (, -0.0016), (, -0.0016), (, -0.0041), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0016)] +19:13:19,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0704 0.076 0.1018 0.068 ] probs=[0.2065 0.203 0.194 0.2004 0.196 ] +19:13:21,205 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0021857142857142856 std=0.00162019567139449 min=-0.0048 max=0.0012 +19:13:21,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0024), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0012), (, -0.0013), (, -0.0025), (, 0.0012), (, -0.0013), (, -0.0031), (, -0.0046), (, -0.0041), (, -0.0012), (, -0.0012), (, -0.0009), (, -0.0034), (, -0.0046), (, -0.0012), (, -0.0048), (, -0.0018)] +19:13:21,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1738 0.1138 0.0782 0.1309] probs=[0.1988 0.205 0.1973 0.196 0.2029] +19:13:23,198 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0020285714285714286 std=0.001536273430878035 min=-0.0048 max=0.0012 +19:13:23,198 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0013), (, -0.0013), (, -0.0031), (, -0.0009), (, -0.0013), (, -0.0009), (, 0.0012), (, -0.0041), (, -0.0048), (, -0.0046), (, -0.0024), (, -0.0009), (, -0.0025), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0009), (, -0.0018), (, -0.0034)] +19:13:23,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.1961 0.1698 0.1142 0.1267] probs=[0.1991 0.1967 0.1985 0.2019 0.2038] +19:13:25,89 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0022333333333333337 std=0.0012662279942148385 min=-0.0048 max=-0.0009 +19:13:25,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0013), (, -0.0024), (, -0.0012), (, -0.0031), (, -0.0041), (, -0.0012), (, -0.0048), (, -0.0009), (, -0.0025), (, -0.0034), (, -0.0012), (, -0.0025), (, -0.0013), (, -0.0012), (, -0.0012), (, -0.0013), (, -0.0018)] +19:13:25,600 root INFO ContextualMultiArmedBanditAgent - exp=[0.1272 0.1498 0.1499 0.1338 0.1784] probs=[0.1879 0.2002 0.2067 0.1991 0.2061] +19:13:26,689 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016055555555555554 std=0.0016840665803089792 min=-0.0048 max=0.002 +19:13:26,689 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0012), (, -0.0012), (, -0.001), (, -0.0013), (, -0.0018), (, -0.0025), (, 0.002), (, -0.0034), (, -0.0012), (, -0.0012), (, -0.0025), (, 0.0007), (, -0.0002), (, -0.0002), (, -0.0048), (, -0.0031), (, -0.0012)] +19:13:27,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.1668 0.1805 0.2233 0.2017] probs=[0.1939 0.208 0.2007 0.2044 0.193 ] +19:13:28,558 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0016866666666666664 std=0.0018700683291140877 min=-0.0048 max=0.002 +19:13:28,558 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0048), (, 0.0007), (, -0.0013), (, -0.0018), (, -0.0012), (, -0.0034), (, -0.0025), (, -0.0012), (, 0.002), (, -0.0012), (, 0.0008), (, -0.0031), (, -0.0025), (, -0.001)] +19:13:28,994 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1145 0.1049 0.0777 0.1132] probs=[0.199 0.2011 0.1958 0.1993 0.2048] +19:13:30,299 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0018615384615384611 std=0.0019036557791375483 min=-0.0048 max=0.002 +19:13:30,299 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.002), (, -0.0005), (, -0.0025), (, -0.0034), (, -0.0007), (, -0.0025), (, 0.0007), (, -0.0013), (, -0.0015), (, -0.0048), (, -0.0018), (, -0.0031)] +19:13:30,662 root INFO ContextualMultiArmedBanditAgent - exp=[0.1228 0.2334 0.241 0.2687 0.2723] probs=[0.1966 0.1988 0.202 0.1946 0.208 ] +19:13:31,869 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0018545454545454546 std=0.0011555114069407744 min=-0.0048 max=-0.0005 +19:13:31,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0048), (, -0.0005), (, -0.0012), (, -0.0025), (, -0.0025), (, -0.0021), (, -0.0007), (, -0.0018), (, -0.0021)] +19:13:32,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.1371 0.1715 0.0745 0.1638 0.0383] probs=[0.2012 0.2002 0.1992 0.1914 0.2081] +19:13:33,278 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0014916666666666665 std=0.0013634871551364987 min=-0.0048 max=0.0007 +19:13:33,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0025), (, -0.0048), (, -0.0019), (, -0.0012), (, 0.0007), (, -0.0002), (, -0.0007), (, -0.0021), (, -0.0015), (, -0.0025), (, -0.0005)] +19:13:33,620 root INFO ContextualMultiArmedBanditAgent - exp=[0.186 0.1529 0.0482 0.1258 0.1661] probs=[0.1973 0.1965 0.1878 0.2066 0.2118] +19:13:34,772 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0016636363636363637 std=0.0013309413806316512 min=-0.0048 max=0.0007 +19:13:34,772 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0007), (, -0.0025), (, -0.0025), (, -0.0015), (, -0.0012), (, -0.0005), (, -0.0015), (, 0.0007), (, -0.0048)] +19:13:35,116 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.0267 0.0003 0.0048 -0.002 ] probs=[0.1979 0.2044 0.1991 0.2 0.1986] +19:13:36,177 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.002342857142857143 std=0.0011782034057437288 min=-0.0048 max=-0.0007 +19:13:36,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0048), (, -0.0007), (, -0.0025), (, -0.0019), (, -0.0025), (, -0.0015)] +19:13:36,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.047 0.0528 0.0969 0.1046 0.0488] probs=[0.1821 0.2078 0.2096 0.2041 0.1964] +19:13:37,315 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.00248 std=0.0013332666649999163 min=-0.0048 max=-0.0007 +19:13:37,315 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0019), (, -0.0048), (, -0.0025), (, -0.0007)] +19:13:37,658 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0097 0.1199 0.1212 0.1528 0.1347] probs=[0.2063 0.2065 0.2064 0.1965 0.1844] +19:13:38,541 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0027833333333333334 std=0.0013933373205684575 min=-0.0048 max=-0.0007 +19:13:38,541 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0007), (, -0.0019), (, -0.0043), (, -0.0025), (, -0.0048)] +19:13:38,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.15 0.3043 0.1699 0.1626 0.0826] probs=[0.1938 0.2031 0.2095 0.1951 0.1986] +19:13:39,551 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0019875 std=0.0023089161418293216 min=-0.0048 max=0.0018 +19:13:39,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0008), (, -0.0007), (, -0.0025), (, 0.0018), (, -0.0043), (, -0.0048), (, -0.0019)] +19:13:39,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0324 0.2084 0.0958 0.1689 0.017 ] probs=[0.2026 0.2071 0.1934 0.206 0.1909] +19:13:40,786 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0018333333333333335 std=0.0022201101073795614 min=-0.0048 max=0.0018 +19:13:40,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0006), (, -0.0007), (, -0.0019), (, -0.0025), (, -0.0043), (, 0.0018), (, 0.0008), (, -0.0048)] +19:13:41,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.0269 0.047 0.0732 0.1129 0.1052] probs=[0.1957 0.2072 0.1984 0.2014 0.1973] +19:13:42,221 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0013900000000000002 std=0.0024909636689442096 min=-0.0048 max=0.0026 +19:13:42,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0006), (, 0.0008), (, 0.0018), (, -0.0025), (, -0.0048), (, -0.0007), (, 0.0026), (, -0.0043), (, -0.0019)] +19:13:42,515 root INFO ContextualMultiArmedBanditAgent - exp=[0.1674 0.258 0.1244 0.1789 0.189 ] probs=[0.1895 0.1954 0.2077 0.1903 0.2171] +19:13:43,510 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001725 std=0.002218529918662356 min=-0.0043 max=0.0018 +19:13:43,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0018), (, -0.0025), (, -0.0019)] +19:13:43,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0603 0.0032 0.0177 -0.0044] probs=[0.1946 0.2098 0.1981 0.201 0.1966] +19:13:44,703 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0032500000000000003 std=0.0010712142642814275 min=-0.0043 max=-0.0019 +19:13:44,703 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025), (, -0.0019)] +19:13:44,839 root INFO ContextualMultiArmedBanditAgent - exp=[0.3438 0.2254 0.1013 0.2746 0.1699] probs=[0.1908 0.1905 0.2043 0.2249 0.1895] +19:13:45,805 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0032500000000000003 std=0.0010712142642814275 min=-0.0043 max=-0.0019 +19:13:45,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025), (, -0.0019)] +19:13:45,933 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.0603 0.0032 0.0177 -0.0044] probs=[0.2004 0.2245 0.1899 0.1916 0.1936] +19:13:46,776 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0010500000000000002 std=0.004648386816950586 min=-0.0043 max=0.0069 +19:13:46,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0025), (, -0.0043), (, 0.0069)] +19:13:46,915 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0187 0.0743 0.0045 0.023 -0.0054] probs=[0.1932 0.212 0.1977 0.2014 0.1958] +19:13:47,996 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0037 std=0.000848528137423857 min=-0.0043 max=-0.0025 +19:13:47,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025)] +19:13:48,86 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.2674 0.1818 0.1118 0.2445 -0.0024] probs=[0.1932 0.212 0.1977 0.2014 0.1958] +19:13:49,11 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0023799999999999997 std=0.0017554486605993352 min=-0.0043 max=-0.0001 +19:13:49,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0001), (, -0.0043), (, -0.0025), (, -0.0007)] +19:13:49,170 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0581 0.0048 0.0324 -0.0048] probs=[0.183 0.2164 0.2249 0.2032 0.1725] +19:13:50,61 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0017000000000000001 std=0.0018547236990991407 min=-0.0043 max=-0.0001 +19:13:50,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0043), (, -0.0007)] +19:13:50,147 root INFO ContextualMultiArmedBanditAgent - exp=[0.1761 0.3583 0.1641 0.114 0.3172] probs=[0.1932 0.212 0.1977 0.2014 0.1957] +19:13:51,134 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0009833333333333335 std=0.0015431749378760947 min=-0.0043 max=0.0003 +19:13:51,134 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0007), (, -0.0043), (, -0.001), (, -0.0001), (, 0.0003)] +19:13:51,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.1128 0.1104 0.0987 0.0565] probs=[0.1822 0.229 0.2137 0.1944 0.1806] +19:13:52,364 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00104 std=0.0016847551750922148 min=-0.0043 max=0.0003 +19:13:52,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0003), (, -0.0043), (, -0.001)] +19:13:52,527 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1598 0.0897 0.0799 0.0159] probs=[0.1936 0.2088 0.198 0.2035 0.1961] +19:13:53,492 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0015000000000000002 std=0.001979898987322333 min=-0.0043 max=-0.0001 +19:13:53,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0043), (, -0.0001)] +19:13:53,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.0762 0.3046 0.1302 0.1663 0.2004] probs=[0.1707 0.1658 0.1803 0.2398 0.2435] +19:13:54,531 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:13:54,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] +19:13:54,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.4407 0.4626 0.273 0.497 0.0711] probs=[0.1936 0.2088 0.198 0.2035 0.1961] +19:13:55,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.005 std=0.007212489168102785 min=-0.0001 max=0.0152 +19:13:55,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0152), (, -0.0001)] +19:13:55,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.2926 0.2132 0.334 0.2641 0.3007] probs=[0.1713 0.206 0.1856 0.2268 0.2102] +19:13:56,783 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 +19:13:56,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] +19:13:56,841 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0182 0.0743 0.0045 0.023 -0.0053] probs=[0.1932 0.212 0.1977 0.2014 0.1957] +19:13:57,858 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00013333333333333334 std=4.7140452079103176e-05 min=-0.0002 max=-0.0001 +19:13:57,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0001)] +19:13:57,950 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0174 0.0581 0.0048 0.0257 -0.0048] probs=[0.1785 0.214 0.2055 0.1992 0.2029] +19:13:58,938 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 +19:13:58,938 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] +19:13:59,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.042 0.2351 0.1333 0.0171 0.1818] probs=[0.1933 0.212 0.1977 0.2014 0.1957] +19:14:00,95 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 +19:14:00,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] +19:14:00,232 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0743 0.0045 0.0227 -0.0053] probs=[0.2499 0.1693 0.1778 0.2208 0.1823] +19:14:01,218 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 +19:14:01,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002)] +19:14:01,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.1585 0.2505 0.009 0.1999 0.0162] probs=[0.1933 0.212 0.1977 0.2013 0.1957] +19:14:02,325 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 +19:14:02,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002)] +19:14:02,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.0655 0.3751 0.3005 0.1233 0.2068] probs=[0.1933 0.212 0.1977 0.2013 0.1957] +19:14:03,426 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 +19:14:03,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] +19:14:03,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0539 0.3746 0.0262 0.045 0.2688] probs=[0.2073 0.2001 0.1818 0.1913 0.2194] +19:14:04,412 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00043333333333333337 std=0.00032998316455372216 min=-0.0009 max=-0.0002 +19:14:04,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, -0.0002)] +19:14:04,541 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0743 0.0045 0.0227 -0.0053] probs=[0.1933 0.212 0.1977 0.2013 0.1957] +19:14:05,754 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 +19:14:05,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] +19:14:05,880 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0743 0.0045 0.0227 -0.0053] probs=[0.1935 0.2143 0.1992 0.1823 0.2107] +19:14:07,34 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 +19:14:07,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] +19:14:07,166 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.0743 0.0045 0.0227 -0.0053] probs=[0.1933 0.212 0.1977 0.2013 0.1957] +19:14:08,273 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 +19:14:08,274 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] +19:14:08,388 root INFO ContextualMultiArmedBanditAgent - exp=[0.298 0.0516 0.2745 0.2025 0.3083] probs=[0.1915 0.1873 0.2256 0.1763 0.2194] +19:14:09,615 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 +19:14:09,615 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] +19:14:09,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.2643 0.0971 0.0552 0.276 ] probs=[0.1972 0.1818 0.2298 0.1713 0.2199] +19:14:10,672 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:10,672 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:10,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.3129 0.3024 0.407 0.3099 0.2635] probs=[0.2134 0.1927 0.1851 0.1938 0.215 ] +19:14:11,819 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:11,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:11,897 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:13,13 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:13,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:13,122 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:14,157 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:14,157 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:14,226 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.2414 0.1839 0.1938 0.1948 0.186 ] +19:14:15,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:15,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:15,430 root INFO ContextualMultiArmedBanditAgent - exp=[0.407 0.5222 0.2764 0.2411 0.1392] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:16,687 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:16,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:14:16,931 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0168 0.0741 0.0042 0.0223 -0.0054] probs=[0.2084 0.2464 0.1778 0.1829 0.1846] +19:14:17,854 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0006500000000000001 std=0.0027427176303804956 min=-0.001 max=0.0054 +19:14:17,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.001), (, -0.0009), (, 0.0054)] +19:14:18,25 root INFO ContextualMultiArmedBanditAgent - exp=[0.1773 0.0821 0.0582 0.1219 0.2035] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:19,192 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=4.714045207910319e-05 min=-0.001 max=-0.0009 +19:14:19,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.001)] +19:14:19,299 root INFO ContextualMultiArmedBanditAgent - exp=[0.5314 0.4648 0.3803 0.2239 0.4024] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:20,302 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=4.714045207910319e-05 min=-0.001 max=-0.0009 +19:14:20,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.001)] +19:14:20,412 root INFO ContextualMultiArmedBanditAgent - exp=[0.314 0.6028 0.3404 0.6396 0.3202] probs=[0.2152 0.2124 0.2131 0.177 0.1823] +19:14:21,561 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 +19:14:21,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] +19:14:21,660 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0167 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:22,679 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 +19:14:22,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] +19:14:22,753 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:23,812 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 +19:14:23,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] +19:14:23,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] +19:14:24,986 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 +19:14:24,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] +19:14:25,80 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.2368 0.2144 0.1752 0.2196 0.154 ] +19:14:26,327 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 +19:14:26,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] +19:14:26,401 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0165 0.0741 0.0042 0.0223 -0.0053] probs=[0.1869 0.2411 0.1848 0.2218 0.1654] +19:14:28,363 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:14:28,364 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.27008823529411763 std=0.3880982742165017 min=-0.0078 max=1.1991 +19:14:28,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0238), (, 0.2837), (, -0.0005), (, 0.0318), (, 0.1077), (, 0.1163), (, 1.0066), (, -0.0078), (, 1.0344), (, -0.0024), (, 0.2547), (, 0.0238), (, 0.1138), (, 0.2835), (, 1.1991), (, 0.1163)] +19:14:28,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0994 0.1147 0.1013 0.0919 0.1216] probs=[0.1942 0.2145 0.2032 0.1976 0.1905] +19:14:29,870 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.1990941176470588 std=0.3152049575427321 min=-0.0078 max=1.0344 +19:14:29,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0024), (, 0.0067), (, 0.2837), (, -0.0078), (, 0.1163), (, 1.0066), (, 0.1163), (, 0.2547), (, 0.1077), (, 0.1138), (, 0.2835), (, 0.0318), (, -0.0005), (, 0.0238), (, 0.0238), (, 1.0344)] +19:14:30,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.1251 0.215 0.1396 0.1303 0.1545] probs=[0.1983 0.2055 0.1936 0.2052 0.1973] +19:14:31,444 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.02777272727272728 std=0.06284613376275122 min=-0.1077 max=0.1163 +19:14:31,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0078), (, 0.0318), (, 0.1163), (, -0.0024), (, 0.0238), (, 0.1138), (, -0.1077), (, 0.0238), (, -0.0005), (, 0.1077)] +19:14:31,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.0962 0.1906 0.1939 0.1465 0.2142] probs=[0.191 0.2233 0.1955 0.1926 0.1976] +19:14:32,758 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=0.010850000000000002 std=0.050371445284009865 min=-0.1077 max=0.1077 +19:14:32,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1077), (, -0.0024), (, 0.0067), (, 0.0318), (, -0.0005), (, -0.0078), (, 0.1077), (, 0.0331), (, 0.0238), (, 0.0238)] +19:14:33,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.143 0.14 0.0739 0.0864 0.0341] probs=[0.2004 0.2129 0.191 0.2042 0.1915] +19:14:34,152 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0296 std=0.0451705102915608 min=-0.1077 max=-0.0005 +19:14:34,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.1077), (, -0.0005), (, -0.0024)] +19:14:34,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.1021 0.2009 0.2438 0.0876 0.0774] probs=[0.1935 0.2122 0.1973 0.2015 0.1955] +19:14:35,195 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0035666666666666663 std=0.0030922843048824316 min=-0.0078 max=-0.0005 +19:14:35,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0078), (, -0.0024)] +19:14:35,297 root INFO ContextualMultiArmedBanditAgent - exp=[0.2607 0.342 0.0595 0.3427 0.0235] probs=[0.1678 0.2122 0.1778 0.2141 0.2281] +19:14:36,336 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0279 std=0.025500000000000002 min=-0.0534 max=-0.0024 +19:14:36,336 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0534)] +19:14:36,415 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] +19:14:37,444 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0534 std=0.0 min=-0.0534 max=-0.0534 +19:14:37,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0534)] +19:14:37,471 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] +19:14:38,482 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:14:38,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:14:38,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] +19:14:39,535 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002825 std=0.001940843888621648 min=-0.0051 max=-0.0009 +19:14:39,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0044), (, -0.0051), (, -0.0009)] +19:14:39,811 root INFO ContextualMultiArmedBanditAgent - exp=[0.2213 0.218 0.193 0.1575 0.0396] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] +19:14:40,846 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.009600000000000001 std=0.010863470900223372 min=-0.0243 max=0.008 +19:14:40,847 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0044), (, -0.0069), (, -0.0216), (, -0.0051), (, -0.0243), (, -0.0009), (, 0.008)] +19:14:41,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.1198 0.1159 0.1002 0.0643] probs=[0.1888 0.2066 0.2063 0.1933 0.205 ] +19:14:42,139 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.006283333333333334 std=0.01297490098442202 min=-0.0243 max=0.0183 +19:14:42,139 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0051), (, -0.0044), (, 0.0025), (, -0.0243), (, -0.0216), (, -0.0216), (, -0.0069), (, 0.008), (, 0.0022), (, 0.0183), (, -0.0009)] +19:14:42,449 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0666 0.0034 0.0212 -0.0047] probs=[0.1934 0.2162 0.1939 0.1985 0.198 ] +19:14:43,554 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.003915384615384616 std=0.014383850247030316 min=-0.0243 max=0.0206 +19:14:43,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0069), (, -0.0024), (, -0.0216), (, 0.0022), (, -0.0216), (, 0.0025), (, -0.0009), (, -0.0243), (, -0.0032), (, 0.0183), (, 0.0206), (, 0.008)] +19:14:43,910 root INFO ContextualMultiArmedBanditAgent - exp=[0.0206 0.0692 0.0596 0.0446 0.0392] probs=[0.1974 0.1977 0.1869 0.2148 0.2032] +19:14:44,910 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.004315384615384615 std=0.012427441481461417 min=-0.0243 max=0.0166 +19:14:44,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0216), (, 0.008), (, -0.0216), (, 0.0166), (, -0.017), (, -0.0032), (, 0.008), (, -0.0024), (, -0.0009), (, 0.0025), (, 0.0022), (, -0.0243)] +19:14:45,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.1145 0.0101 0.0533 0.0616] probs=[0.1894 0.2067 0.2053 0.2123 0.1864] +19:14:46,202 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0036133333333333334 std=0.012288469753752454 min=-0.0243 max=0.0194 +19:14:46,203 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.017), (, -0.0216), (, 0.0025), (, -0.0007), (, 0.0145), (, -0.0243), (, 0.0039), (, -0.0009), (, 0.0194), (, -0.0046), (, 0.0022), (, -0.0216), (, -0.0012), (, -0.0024)] +19:14:46,605 root INFO ContextualMultiArmedBanditAgent - exp=[0.0476 0.1818 0.1157 0.1835 0.1773] probs=[0.2057 0.2033 0.1903 0.2018 0.199 ] +19:14:47,758 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.006512499999999999 std=0.011698978320776562 min=-0.0243 max=0.0145 +19:14:47,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.017), (, -0.0009), (, 0.0025), (, 0.0022), (, 0.0034), (, -0.0216), (, -0.0243), (, -0.0216), (, -0.0216), (, -0.0007), (, -0.0024), (, -0.0012), (, -0.0182), (, 0.0039), (, 0.0145)] +19:14:48,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0472 0.1397 0.0766 0.1072 0.0915] probs=[0.2029 0.2019 0.208 0.1919 0.1953] +19:14:49,351 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004064705882352941 std=0.011062652653727505 min=-0.0216 max=0.0145 +19:14:49,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0039), (, 0.0145), (, 0.0022), (, -0.0012), (, 0.0075), (, -0.0024), (, 0.0044), (, 0.0003), (, -0.003), (, -0.0182), (, 0.0034), (, -0.0216), (, -0.017), (, -0.0216), (, 0.0025), (, -0.0216)] +19:14:49,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.2246 0.1257 0.1769 0.1964] probs=[0.187 0.2129 0.1973 0.2066 0.1962] +19:14:51,60 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.004166666666666667 std=0.009656460128961451 min=-0.0216 max=0.0096 +19:14:51,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0044), (, -0.0216), (, -0.0003), (, -0.0024), (, -0.0216), (, -0.0004), (, 0.0096), (, 0.0019), (, -0.017), (, 0.0039), (, 0.0039), (, -0.0012), (, -0.0182), (, 0.0012), (, 0.0009), (, -0.009), (, 0.0025), (, 0.0036), (, -0.0216), (, -0.0193), (, 0.0022), (, -0.0006), (, 0.0003)] +19:14:51,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.2852 0.198 0.1797 0.1455] probs=[0.1915 0.2078 0.1955 0.2082 0.1971] +19:14:53,50 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.004265000000000001 std=0.00853875137241974 min=-0.0216 max=0.0025 +19:14:53,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0012), (, -0.0193), (, -0.0029), (, 0.0012), (, -0.0216), (, 0.0003), (, -0.0038), (, -0.0003), (, 0.0019), (, 0.0014), (, -0.0024), (, 0.0009), (, -0.0004), (, 0.0003), (, -0.0006), (, -0.0216), (, -0.0216), (, 0.0022), (, 0.0025)] +19:14:53,620 root INFO ContextualMultiArmedBanditAgent - exp=[0.1455 0.3027 0.2231 0.2422 0.1533] probs=[0.1906 0.2107 0.1984 0.201 0.1993] +19:14:54,835 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0061 std=0.008217055433669655 min=-0.0216 max=0.0022 +19:14:54,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0193), (, -0.0216), (, -0.0216), (, -0.0003), (, -0.003), (, 0.0012), (, 0.0022), (, -0.0038), (, -0.0004), (, 0.0009), (, -0.0216), (, -0.0024), (, -0.0038), (, -0.0053), (, -0.0012), (, -0.0029), (, -0.0031)] +19:14:55,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.0823 0.1854 0.1064 0.0719 0.1436] probs=[0.1973 0.2022 0.197 0.2104 0.1931] +19:14:56,529 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004347058823529411 std=0.006104879210353828 min=-0.0216 max=0.0009 +19:14:56,529 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0003), (, 0.0009), (, -0.0053), (, -0.0024), (, -0.0031), (, -0.0029), (, -0.0216), (, -0.0003), (, -0.0024), (, -0.0012), (, -0.0193), (, -0.003), (, -0.0038), (, -0.0018), (, -0.0004), (, -0.0038)] +19:14:57,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.1015 0.1651 0.0605 0.1828 0.1195] probs=[0.2004 0.2069 0.1952 0.2063 0.1912] +19:14:58,155 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0022185185185185185 std=0.003772221767668476 min=-0.0193 max=0.0022 +19:14:58,156 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0004), (, -0.0004), (, -0.0001), (, -0.0014), (, 0.0003), (, -0.0018), (, -0.0008), (, -0.0029), (, 0.0022), (, 0.0004), (, -0.0193), (, -0.0012), (, -0.0038), (, -0.0024), (, 0.0002), (, -0.0024), (, -0.0038), (, -0.0003), (, -0.0053), (, -0.0018), (, -0.0014), (, -0.0038), (, 0.0007), (, -0.0013), (, -0.003), (, -0.0031)] +19:14:58,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.0409 0.1461 0.0441 0.0607 0.0918] probs=[0.2004 0.2087 0.2031 0.1953 0.1925] +19:15:00,372 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0015900000000000003 std=0.001831820588012556 min=-0.0053 max=0.0022 +19:15:00,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0005), (, 0.0022), (, -0.0038), (, -0.0012), (, -0.0013), (, -0.0003), (, 0.0007), (, -0.003), (, -0.002), (, -0.0029), (, -0.0038), (, -0.0001), (, 0.0002), (, -0.0038), (, -0.0013), (, -0.0014), (, -0.0014), (, 0.0003), (, -0.0038), (, -0.0018), (, -0.0031), (, -0.0008), (, -0.0024), (, 0.0008), (, -0.0053), (, 0.0004), (, -0.0041), (, -0.0018), (, 0.0004)] +19:15:01,261 root INFO ContextualMultiArmedBanditAgent - exp=[0.095 0.1747 0.1283 0.1531 0.1111] probs=[0.1925 0.2119 0.2021 0.1954 0.1981] +19:15:02,627 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0016678571428571426 std=0.0018301158377523094 min=-0.0053 max=0.0022 +19:15:02,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0031), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0038), (, 0.0004), (, -0.0013), (, -0.0024), (, -0.0014), (, -0.0003), (, 0.0004), (, -0.0013), (, -0.0053), (, -0.003), (, 0.0022), (, -0.0008), (, -0.0038), (, -0.0018), (, -0.0014), (, -0.0041), (, 0.0002), (, -0.002), (, 0.0004), (, -0.0038), (, 0.0005), (, -0.0029), (, -0.0038)] +19:15:03,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0772 0.1659 0.0904 0.1192 0.0748] probs=[0.1995 0.2063 0.201 0.1992 0.194 ] +19:15:04,754 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.001319354838709677 std=0.0017054787152829083 min=-0.0041 max=0.0018 +19:15:04,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0029), (, 0.0001), (, -0.0024), (, 0.0004), (, 0.0018), (, -0.003), (, -0.0041), (, 0.0002), (, -0.0009), (, -0.0038), (, 0.0005), (, -0.002), (, -0.0003), (, -0.0038), (, 0.0004), (, -0.0013), (, -0.0001), (, 0.0004), (, -0.0018), (, -0.0038), (, -0.0013), (, -0.0014), (, 0.0002), (, -0.0038), (, -0.0011), (, -0.0031), (, -0.0014), (, 0.0012), (, 0.0003), (, -0.0003)] +19:15:05,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0553 0.0856 0.0773 0.0673 0.0469] probs=[0.1955 0.2025 0.1968 0.2057 0.1996] +19:15:07,234 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0013777777777777777 std=0.0018439758440880528 min=-0.0042 max=0.0018 +19:15:07,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0003), (, 0.0005), (, 0.0012), (, -0.0015), (, -0.0018), (, 0.0002), (, -0.0011), (, -0.0038), (, -0.0038), (, -0.0038), (, 0.0004), (, 0.0008), (, 0.0004), (, -0.0042), (, 0.0002), (, -0.002), (, 0.0004), (, -0.003), (, -0.002), (, -0.0013), (, -0.0029), (, -0.0031), (, -0.0001), (, 0.0018), (, -0.0041), (, -0.0038)] +19:15:08,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1261 0.1815 0.1574 0.1285] probs=[0.1922 0.2081 0.2017 0.1994 0.1986] +19:15:09,578 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0015090909090909091 std=0.001898542285522594 min=-0.0042 max=0.0009 +19:15:09,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0015), (, -0.0038), (, 0.0004), (, -0.002), (, 0.0004), (, 0.0005), (, -0.0018), (, -0.002), (, 0.0005), (, -0.0038), (, -0.0015), (, -0.0011), (, -0.0042), (, -0.0041), (, 0.0008), (, -0.0038), (, -0.0038), (, 0.0), (, 0.0009), (, 0.0002), (, 0.0005), (, 0.0), (, 0.0002)] +19:15:10,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.1189 0.0291 0.0537 0.0652] probs=[0.1992 0.2124 0.2021 0.1928 0.1935] +19:15:11,714 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.002111764705882353 std=0.0018948482332338966 min=-0.0042 max=0.0005 +19:15:11,714 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0013), (, -0.004), (, -0.0041), (, -0.0038), (, -0.0038), (, -0.0038), (, 0.0005), (, -0.0038), (, -0.0042), (, 0.0002), (, -0.0011), (, 0.0), (, -0.002), (, 0.0004), (, 0.0004), (, -0.0018), (, 0.0005), (, 0.0)] +19:15:12,262 root INFO ContextualMultiArmedBanditAgent - exp=[0.0997 0.1261 0.1174 0.1549 0.0909] probs=[0.1956 0.204 0.1995 0.2064 0.1944] +19:15:13,587 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00268125 std=0.0014513867291318326 min=-0.0042 max=0.0002 +19:15:13,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0027), (, -0.0018), (, -0.0014), (, 0.0), (, 0.0002), (, -0.004), (, -0.0027), (, -0.0011), (, -0.0004), (, -0.0038), (, -0.0038), (, -0.0013), (, -0.0041), (, -0.0038), (, -0.0038), (, -0.0042)] +19:15:14,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0802 0.2042 0.0919 0.1307 0.0963] probs=[0.196 0.2079 0.1983 0.2006 0.1972] +19:15:15,441 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0021625000000000004 std=0.0017225979652838327 min=-0.0042 max=0.0014 +19:15:15,441 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0038), (, -0.0007), (, -0.004), (, -0.0018), (, -0.0038), (, -0.0042), (, 0.0002), (, -0.0004), (, -0.0013), (, -0.0014), (, 0.0014), (, -0.0041), (, -0.0027), (, -0.0027), (, -0.0011)] +19:15:15,901 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.0416 0.0013 0.0103 -0.003 ] probs=[0.1965 0.2015 0.2095 0.1979 0.1945] +19:15:17,150 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0022500000000000003 std=0.0014818344486930153 min=-0.0043 max=-0.0001 +19:15:17,150 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0009), (, -0.004), (, -0.0001), (, -0.0002), (, -0.0038), (, -0.0043), (, -0.0013), (, -0.0029), (, -0.0013), (, -0.0011), (, -0.0004), (, -0.0027), (, -0.0038), (, -0.0027), (, -0.0014), (, -0.0012), (, -0.0042)] +19:15:17,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.0812 0.0813 0.0393 0.1068 0.0656] probs=[0.2057 0.2027 0.1994 0.1942 0.1981] +19:15:18,852 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00248 std=0.001388620418496958 min=-0.0043 max=-0.0002 +19:15:18,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0012), (, -0.0007), (, -0.004), (, -0.0042), (, -0.0011), (, -0.0009), (, -0.0027), (, -0.0017), (, -0.0038), (, -0.0025), (, -0.0027), (, -0.0029), (, -0.0043), (, -0.0002)] +19:15:19,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.107 0.2331 0.1443 0.0775] probs=[0.2039 0.2039 0.2105 0.1924 0.1893] +19:15:20,610 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0018624999999999998 std=0.0016840705893756355 min=-0.0043 max=0.0009 +19:15:20,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0025), (, -0.0017), (, 0.0006), (, -0.0002), (, -0.0009), (, -0.0021), (, -0.0043), (, 0.0009), (, -0.0017), (, -0.0007), (, -0.0029), (, -0.0017), (, -0.0042), (, -0.0001), (, -0.004)] +19:15:21,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.1 0.126 0.1019 0.085 0.1033] probs=[0.2015 0.2031 0.1929 0.2112 0.1912] +19:15:22,399 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0017105263157894733 std=0.001600951932886413 min=-0.0043 max=0.0009 +19:15:22,400 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0002), (, -0.0017), (, 0.0009), (, -0.0025), (, -0.0042), (, -0.0009), (, -0.004), (, 0.0006), (, -0.0007), (, -0.0012), (, -0.0001), (, -0.0021), (, -0.0014), (, -0.0017), (, -0.0043), (, -0.0029), (, -0.0001), (, -0.0017)] +19:15:23,3 root INFO ContextualMultiArmedBanditAgent - exp=[0.0049 0.0996 0.0797 0.0679 0.0217] probs=[0.1984 0.2041 0.1992 0.1982 0.2001] +19:15:24,374 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0015473684210526315 std=0.0014823056084686136 min=-0.0043 max=0.0009 +19:15:24,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0014), (, -0.0002), (, -0.0043), (, -0.0021), (, -0.0007), (, -0.0042), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0017), (, 0.0009), (, -0.0025), (, -0.004), (, -0.0017), (, -0.0012), (, -0.0017), (, 0.0006), (, -0.0029)] +19:15:25,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.1146 0.1202 0.1115 0.1292 0.1049] probs=[0.1891 0.2018 0.192 0.2114 0.2057] +19:15:26,388 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016555555555555555 std=0.0014576321065428997 min=-0.0043 max=0.0009 +19:15:26,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0006), (, -0.0014), (, -0.0002), (, -0.0029), (, 0.0009), (, -0.0009), (, -0.0007), (, -0.0043), (, -0.0017), (, -0.0025), (, -0.0006), (, -0.0017), (, -0.0042), (, -0.004), (, -0.0017), (, -0.0021), (, -0.0012)] +19:15:26,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1179 0.0669 0.087 0.1005] probs=[0.1971 0.2088 0.2009 0.1995 0.1937] +19:15:28,363 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0012499999999999998 std=0.001841572395777285 min=-0.0043 max=0.0015 +19:15:28,363 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0015), (, -0.0029), (, -0.0014), (, -0.0043), (, -0.0025), (, 0.0014), (, -0.0021), (, 0.0009), (, -0.0012), (, 0.0012), (, -0.0017), (, -0.0042), (, -0.0007), (, -0.004), (, -0.0017), (, -0.0002), (, 0.0006)] +19:15:28,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.1653 0.1622 0.2012 0.1288 0.1168] probs=[0.1954 0.2056 0.2063 0.2043 0.1884] +19:15:30,458 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0009823529411764704 std=0.0017533951247986916 min=-0.0043 max=0.0015 +19:15:30,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0025), (, -0.0004), (, -0.0021), (, 0.0014), (, 0.0015), (, -0.001), (, -0.0004), (, -0.0012), (, 0.0012), (, -0.0029), (, 0.0006), (, -0.0014), (, -0.0007), (, -0.0043), (, -0.0042), (, 0.0009)] +19:15:31,9 root INFO ContextualMultiArmedBanditAgent - exp=[0.0175 0.0625 0.043 0.0384 0.0392] probs=[0.2118 0.1958 0.2008 0.1999 0.1917] +19:15:32,600 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.001529411764705882 std=0.0014739960515081417 min=-0.0043 max=0.0009 +19:15:32,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.001), (, -0.0029), (, 0.0006), (, -0.0042), (, -0.0021), (, -0.0019), (, 0.0009), (, -0.0004), (, -0.0012), (, -0.0004), (, -0.0025), (, -0.0014), (, -0.0032), (, -0.0004), (, -0.0004), (, -0.0043)] +19:15:33,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.2276 0.2127 0.2062 0.1552 0.1894] probs=[0.1991 0.2035 0.1909 0.2014 0.2051] +19:15:34,455 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.001825 std=0.0016099301227071937 min=-0.0043 max=0.0006 +19:15:34,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0029), (, -0.0004), (, -0.0032), (, -0.0043), (, -0.0012), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0006), (, -0.0042)] +19:15:34,876 root INFO ContextualMultiArmedBanditAgent - exp=[0.0289 0.1374 0.1011 0.1016 0.0187] probs=[0.2047 0.1982 0.1867 0.2092 0.2012] +19:15:36,197 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00235 std=0.0014916433890176297 min=-0.0043 max=-0.0004 +19:15:36,197 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0043), (, -0.0019), (, -0.0012), (, -0.0032), (, -0.0042), (, -0.0004), (, -0.0004)] +19:15:36,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.2223 0.1588 0.0652 0.1898 0.0957] probs=[0.1991 0.195 0.2071 0.1948 0.204 ] +19:15:37,694 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0026285714285714285 std=0.0013863768666298967 min=-0.0043 max=-0.0004 +19:15:37,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0043), (, -0.0042), (, -0.0019), (, -0.0012), (, -0.0032)] +19:15:37,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.1386 0.0846 0.1256 0.1204] probs=[0.1978 0.1973 0.2012 0.205 0.1988] +19:15:39,112 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0025333333333333336 std=0.0009428090415820635 min=-0.0032 max=-0.0012 +19:15:39,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0012), (, -0.0032)] +19:15:39,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.3052 0.3065 0.0697 0.1921 0.0689] probs=[0.2093 0.2147 0.1729 0.1828 0.2202] +19:15:40,341 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00156 std=0.0013395521639712282 min=-0.0032 max=-0.0004 +19:15:40,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0005), (, -0.0032), (, -0.0004), (, -0.0005)] +19:15:40,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.066 0.0978 0.0267 0.0017 0.0053] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] +19:15:41,615 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0013833333333333336 std=0.0012850637684134157 min=-0.0032 max=-0.0004 +19:15:41,615 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0032), (, -0.0005), (, -0.0005)] +19:15:41,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.2339 0.1739 0.3381 0.0904 0.2781] probs=[0.2124 0.1745 0.204 0.2024 0.2068] +19:15:43,128 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0011375 std=0.0011915719659340766 min=-0.0032 max=-0.0004 +19:15:43,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0032), (, -0.0004), (, -0.0004)] +19:15:43,389 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.019 -0.0006 0.0018 -0.0014] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] +19:15:44,754 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0011272727272727274 std=0.0011095379129012625 min=-0.0032 max=-0.0004 +19:15:44,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0032), (, -0.0004), (, -0.0023), (, -0.0006), (, -0.0005)] +19:15:45,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.1075 0.0493 0.0112 0.0631] probs=[0.2 0.1929 0.1997 0.2014 0.206 ] +19:15:46,441 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0008666666666666666 std=0.0011093040861529157 min=-0.0032 max=0.0011 +19:15:46,441 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0032), (, -0.0005), (, 0.0011), (, -0.0004), (, -0.0005), (, -0.0023), (, -0.0004), (, -0.0005)] +19:15:46,865 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0189 -0.0006 0.0018 -0.0014] probs=[0.2118 0.2073 0.1913 0.1981 0.1916] +19:15:48,313 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0011857142857142858 std=0.0013653137487966132 min=-0.0032 max=0.0011 +19:15:48,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0011), (, -0.0005), (, -0.0005), (, -0.0032), (, -0.0006)] +19:15:48,574 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.1529 0.1272 0.0501 0.0012] probs=[0.2102 0.2111 0.1877 0.1976 0.1934] +19:15:49,737 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0016749999999999998 std=0.0016437381178277762 min=-0.0032 max=0.0011 +19:15:49,737 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0032), (, 0.0011)] +19:15:49,883 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.2177 0.1959 0.1901 0.202 0.1942] +19:15:51,30 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001675 std=0.001643738117827776 min=-0.0032 max=0.0011 +19:15:51,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0032), (, -0.0023)] +19:15:51,176 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.1136 0.0622 0.0249 0.0594 -0.0008] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] +19:15:52,222 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0011666666666666665 std=0.0016027753706895078 min=-0.0023 max=0.0011 +19:15:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0023)] +19:15:52,319 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.1948 0.1938 0.2148 0.1983 0.1984] +19:15:53,433 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0011666666666666665 std=0.0016027753706895078 min=-0.0023 max=0.0011 +19:15:53,434 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0023)] +19:15:53,555 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.1722 0.2117 0.225 0.2148 0.1762] +19:15:54,831 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0006799999999999999 std=0.0015289211882893114 min=-0.0023 max=0.0011 +19:15:54,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, 0.0011), (, -0.001), (, -0.0023)] +19:15:55,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.3272 0.3063 0.2532 0.3662] probs=[0.2073 0.1991 0.1831 0.2018 0.2087] +19:15:56,117 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0006000000000000001 std=0.0014378803844548405 min=-0.0027 max=0.0011 +19:15:56,117 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0011), (, 0.0011), (, -0.0027), (, -0.001), (, -0.0023), (, 0.0011), (, 0.0011)] +19:15:56,404 root INFO ContextualMultiArmedBanditAgent - exp=[0.1495 0.183 0.1652 0.1647 0.1867] probs=[0.2072 0.1925 0.1924 0.1973 0.2105] +19:15:57,562 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00043 std=0.001621141573089778 min=-0.0027 max=0.0011 +19:15:57,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.0011), (, 0.0011), (, 0.0011), (, -0.0023), (, -0.001), (, 0.0011), (, 0.0011), (, 0.0011)] +19:15:57,906 root INFO ContextualMultiArmedBanditAgent - exp=[0.0961 0.0331 0.0689 0.0508 0.0083] probs=[0.1977 0.2132 0.201 0.1851 0.203 ] +19:15:59,104 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0008125000000000001 std=0.0015979967928628643 min=-0.0027 max=0.0011 +19:15:59,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0011), (, 0.0011), (, 0.0011), (, -0.001), (, 0.0011), (, -0.0023), (, -0.0027)] +19:15:59,355 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0186 -0.0006 0.0018 -0.0014] probs=[0.1988 0.2031 0.1993 0.1997 0.1991] +19:16:00,710 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00145 std=0.0013338540649811233 min=-0.0027 max=0.0011 +19:16:00,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.001), (, -0.0023), (, 0.0011), (, -0.0027), (, -0.0011)] +19:16:00,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.1012 0.1233 0.0833 0.0055 0.1494] probs=[0.1988 0.1921 0.2184 0.1931 0.1977] +19:16:02,170 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.00184 std=0.0009156418513807678 min=-0.0027 max=-0.0005 +19:16:02,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0005), (, -0.0027), (, -0.0023), (, -0.001), (, -0.0)] +19:16:02,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.0667 0.205 0.2103 0.0149] probs=[0.1799 0.2138 0.2223 0.1981 0.1859] +19:16:03,450 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.00152 std=0.0009765244492586963 min=-0.0027 max=-0.0005 +19:16:03,450 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.001), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0)] +19:16:03,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.1872 0.1937 0.1496 0.2242 0.2297] probs=[0.1796 0.1956 0.2039 0.2053 0.2155] +19:16:04,968 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.00152 std=0.0009765244492586963 min=-0.0027 max=-0.0005 +19:16:04,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.001), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0)] +19:16:05,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0684 0.0446 0.1264 0.0128] probs=[0.2007 0.1911 0.1978 0.2186 0.1918] +19:16:06,237 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=7 avg=-0.0008428571428571429 std=0.001364715713836342 min=-0.0027 max=0.0012 +19:16:06,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0007), (, 0.0012), (, -0.001), (, -0.0), (, -0.0027), (, -0.0), (, 0.0005), (, -0.0005)] +19:16:06,558 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0184 -0.0006 0.0018 -0.0014] probs=[0.1922 0.211 0.2058 0.2065 0.1844] +19:16:07,763 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.0006222222222222224 std=0.0012380789579719217 min=-0.0027 max=0.0012 +19:16:07,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0027), (, 0.0012), (, -0.0), (, 0.0005)] +19:16:08,126 root INFO ContextualMultiArmedBanditAgent - exp=[-0.004 0.023 -0.0002 0.0036 -0.0017] probs=[0.2036 0.2092 0.1945 0.1935 0.1992] +19:16:09,431 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.00033333333333333343 std=0.001 min=-0.0027 max=0.0012 +19:16:09,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, 0.0005), (, -0.0007), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0012)] +19:16:09,724 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.0297 0.0003 0.006 -0.0022] probs=[0.1862 0.2117 0.1916 0.2037 0.2068] +19:16:10,844 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.00025714285714285715 std=0.0011210417895321971 min=-0.0027 max=0.0012 +19:16:10,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0005), (, -0.0005), (, -0.0027), (, -0.0001), (, 0.0012)] +19:16:11,88 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0063 0.0328 0.0005 0.0072 -0.0024] probs=[0.2132 0.1992 0.1982 0.1911 0.1983] +19:16:12,405 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0007666666666666667 std=0.0009660917830792958 min=-0.0027 max=-0.0001 +19:16:12,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0023), (, -0.0001), (, -0.0001), (, -0.0027)] +19:16:12,711 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0351 0.0007 0.0081 -0.0026] probs=[0.1963 0.2097 0.1931 0.2069 0.194 ] +19:16:14,55 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0009600000000000001 std=0.0010001999800039992 min=-0.0027 max=-0.0001 +19:16:14,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0027), (, -0.0023), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0001)] +19:16:14,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.1309 0.032 0.1286 0.1179 0.147 ] probs=[0.187 0.2058 0.2094 0.1994 0.1985] +19:16:15,586 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0008636363636363636 std=0.0010011563562135422 min=-0.0027 max=0.0001 +19:16:15,587 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0001), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0023), (, -0.0001), (, -0.0009), (, -0.0005), (, 0.0001)] +19:16:15,933 root INFO ContextualMultiArmedBanditAgent - exp=[0.1633 0.1334 0.1408 0.1549 0.0951] probs=[0.2004 0.2032 0.2059 0.1973 0.1932] +19:16:17,305 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0012555555555555555 std=0.0010573668669662504 min=-0.0027 max=-0.0001 +19:16:17,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0027), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0023), (, -0.0023), (, -0.0001), (, -0.0001)] +19:16:17,592 root INFO ContextualMultiArmedBanditAgent - exp=[0.0694 0.1167 0.1291 0.0595 0.1266] probs=[0.1983 0.2039 0.1991 0.1999 0.1988] +19:16:18,835 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.001 std=0.001044030650891055 min=-0.0023 max=0.0001 +19:16:18,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0001), (, -0.0023), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0023), (, -0.0001)] +19:16:19,121 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0044 0.0244 -0.0001 0.0042 -0.0018] probs=[0.1822 0.2101 0.2062 0.1914 0.2101] +19:16:20,173 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0013333333333333333 std=0.001002773930432755 min=-0.0023 max=-0.0001 +19:16:20,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0001), (, -0.0023), (, -0.0001), (, -0.0009)] +19:16:20,392 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0049 0.0264 0.0001 0.005 -0.002 ] probs=[0.1958 0.2037 0.2157 0.1888 0.1961] +19:16:21,598 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0012125 std=0.0010117281008255132 min=-0.0023 max=0.0001 +19:16:21,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0001), (, -0.0023), (, -0.0009), (, -0.0023), (, 0.0001), (, -0.0001), (, -0.0018)] +19:16:21,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.1732 0.1379 0.0501 0.1093 0.132 ] probs=[0.1898 0.183 0.2113 0.2039 0.212 ] +19:16:23,68 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.001275 std=0.0009417404100918681 min=-0.0023 max=-0.0001 +19:16:23,68 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0023), (, -0.0018)] +19:16:23,363 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0059 0.0305 0.0004 0.0066 -0.0023] probs=[0.1839 0.213 0.1938 0.2072 0.2021] +19:16:24,565 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0014999999999999998 std=0.0008062257748298549 min=-0.0023 max=-0.0001 +19:16:24,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0018), (, -0.0014), (, -0.0004), (, -0.0014), (, -0.0023), (, -0.0001), (, -0.0023)] +19:16:24,834 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.046 0.0633 0.0198 0.0971] probs=[0.1977 0.205 0.1989 0.2001 0.1984] +19:16:26,50 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015 std=0.0008062257748298549 min=-0.0023 max=-0.0001 +19:16:26,50 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0018), (, -0.0004), (, -0.0023), (, -0.0014), (, -0.0023), (, -0.0014), (, -0.0001)] +19:16:26,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.208 0.1557 0.1402 0.0844] probs=[0.1903 0.1953 0.2008 0.2096 0.204 ] +19:16:27,653 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0013 std=0.0011785113019775792 min=-0.0023 max=0.0016 +19:16:27,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0014), (, -0.0014), (, -0.0023), (, -0.0018), (, -0.0004), (, -0.0014), (, 0.0016), (, -0.0023)] +19:16:27,946 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.0346 0.0494 0.0632 0.1022] probs=[0.2014 0.2097 0.1963 0.2017 0.191 ] +19:16:29,278 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00131 std=0.001118436408563312 min=-0.0023 max=0.0016 +19:16:29,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0004), (, -0.0014), (, -0.0023), (, -0.0014), (, -0.0014), (, 0.0016), (, -0.0023), (, -0.0014), (, -0.0018)] +19:16:29,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.0399 0.0523 0.0189 0.0461] probs=[0.1918 0.2125 0.1986 0.2016 0.1956] +19:16:30,768 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0014111111111111112 std=0.001134748571705492 min=-0.0023 max=0.0016 +19:16:30,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0016), (, -0.0014), (, -0.0023), (, -0.0023), (, -0.0018), (, -0.0014), (, -0.0014), (, -0.0014)] +19:16:31,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.0519 0.2025 0.056 0.0893 0.1399] probs=[0.1969 0.2133 0.1859 0.199 0.205 ] +19:16:32,466 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00155 std=0.0008674675786448736 min=-0.0023 max=0.0005 +19:16:32,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0023), (, -0.0018), (, -0.0014), (, -0.0014), (, 0.0005), (, -0.0014)] +19:16:32,771 root INFO ContextualMultiArmedBanditAgent - exp=[0.1154 0.2387 0.1296 0.2271 0.2796] probs=[0.2135 0.2094 0.1883 0.2045 0.1842] +19:16:33,986 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0016399999999999997 std=0.0010873821775254549 min=-0.0023 max=0.0005 +19:16:33,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0018), (, -0.0023), (, 0.0005)] +19:16:34,162 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.1988 0.203 0.1993 0.1998 0.1991] +19:16:35,392 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:16:35,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0023)] +19:16:35,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.174 0.1868 0.242 0.1997 0.04 ] probs=[0.2132 0.1846 0.1756 0.2062 0.2205] +19:16:36,696 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:16:36,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] +19:16:36,733 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.2093 0.1627 0.1881 0.2445 0.1953] +19:16:37,887 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:16:37,887 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:16:37,960 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.1988 0.203 0.1993 0.1998 0.1991] +19:16:39,206 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 +19:16:39,206 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] +19:16:39,277 root INFO ContextualMultiArmedBanditAgent - exp=[0.2374 0.0987 0.3803 0.2065 0.2542] probs=[0.1988 0.203 0.1993 0.1998 0.1991] +19:16:41,881 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:16:41,882 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.18756470588235294 std=0.2843662984523689 min=-0.07 max=0.9221 +19:16:41,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.2341), (, 0.0275), (, 0.1114), (, 0.3812), (, 0.0248), (, -0.07), (, 0.1023), (, 0.8326), (, -0.0301), (, 0.9221), (, -0.0392), (, 0.2209), (, 0.0248), (, 0.0307), (, -0.0528), (, 0.366), (, 0.1023)] +19:16:42,304 root INFO ContextualMultiArmedBanditAgent - exp=[0.0011 0.0581 0.0071 0.0683 0.0542] probs=[0.1922 0.2093 0.1992 0.2028 0.1966] +19:16:43,872 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.12920588235294117 std=0.22276219837356034 min=-0.07 max=0.8326 +19:16:43,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, 0.0248), (, 0.2341), (, -0.07), (, 0.1114), (, 0.8326), (, -0.0528), (, 0.1023), (, 0.3812), (, 0.0275), (, 0.0248), (, 0.0307), (, 0.1023), (, -0.0392), (, 0.2209), (, -0.0301), (, 0.366)] +19:16:44,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1189 0.1403 0.0886 0.0812] probs=[0.1906 0.2089 0.1929 0.2056 0.202 ] +19:16:45,510 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.02943076923076923 std=0.08266542747369232 min=-0.07 max=0.2209 +19:16:45,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, 0.1023), (, 0.1114), (, 0.2209), (, -0.0528), (, 0.0275), (, -0.0392), (, 0.0307), (, 0.0248), (, -0.07), (, -0.0301), (, 0.0248), (, 0.1023)] +19:16:45,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1675 0.1341 0.1355 0.1514 0.1324] probs=[0.1967 0.2032 0.2058 0.1983 0.196 ] +19:16:47,62 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04285555555555556 std=0.035967704993078664 min=-0.1023 max=0.0248 +19:16:47,62 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0301), (, 0.0248), (, -0.1023), (, -0.0528), (, -0.07), (, -0.0454), (, -0.0007), (, -0.0392)] +19:16:47,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0909 0.0622 0.03 0.0881 0.0506] probs=[0.1949 0.2099 0.1978 0.201 0.1964] +19:16:48,486 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04 std=0.030932471252355154 min=-0.1023 max=-0.0007 +19:16:48,486 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0301), (, -0.0188), (, -0.0392), (, -0.0007), (, -0.0528), (, -0.07), (, -0.1023), (, -0.0454)] +19:16:48,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.1722 0.1734 0.1551 0.134 ] probs=[0.2099 0.2022 0.2082 0.1908 0.189 ] +19:16:49,871 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.026611111111111113 std=0.02693067001866684 min=-0.07 max=0.0188 +19:16:49,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0188), (, -0.0528), (, -0.0007), (, -0.07), (, -0.0392), (, -0.0454), (, -0.0013), (, -0.0301), (, 0.0188)] +19:16:50,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.0535 0.0755 0.0731 0.0017] probs=[0.1841 0.2093 0.1975 0.2196 0.1895] +19:16:51,252 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.027116666666666667 std=0.030331414774491187 min=-0.07 max=0.0188 +19:16:51,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0392), (, 0.0188), (, -0.0188), (, -0.0528), (, -0.07)] +19:16:51,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.0374 0.0516 0.1443 0.1421 0.0362] probs=[0.1958 0.2082 0.1982 0.2007 0.1971] +19:16:52,641 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.021390909090909096 std=0.02897806237783254 min=-0.07 max=0.032 +19:16:52,642 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0528), (, -0.05), (, -0.0007), (, -0.0338), (, -0.0188), (, -0.0188), (, 0.0188), (, -0.07), (, -0.0188), (, 0.032), (, -0.0224)] +19:16:52,877 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.0936 0.1665 0.1211 0.0645] probs=[0.2027 0.2074 0.1861 0.2101 0.1937] +19:16:53,951 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.03260833333333333 std=0.019260990729681817 min=-0.07 max=-0.0007 +19:16:53,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0493), (, -0.05), (, -0.07), (, -0.0007), (, -0.045), (, -0.0188), (, -0.0173), (, -0.0188), (, -0.0188), (, -0.0188), (, -0.0338)] +19:16:54,226 root INFO ContextualMultiArmedBanditAgent - exp=[0.3047 0.253 0.3122 0.2953 0.2119] probs=[0.1973 0.2056 0.1987 0.2003 0.1981] +19:16:55,616 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.023061538461538463 std=0.017774378208816735 min=-0.05 max=0.0148 +19:16:55,617 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0188), (, -0.0239), (, -0.05), (, -0.0338), (, -0.0188), (, -0.0007), (, -0.0188), (, -0.0173), (, -0.0188), (, -0.0187), (, -0.045), (, 0.0148)] +19:16:55,916 root INFO ContextualMultiArmedBanditAgent - exp=[0.1229 0.1789 0.08 0.0611 0.1569] probs=[0.1986 0.2078 0.1996 0.2001 0.1938] +19:16:57,140 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.013819999999999999 std=0.02119414069973114 min=-0.05 max=0.0296 +19:16:57,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0019), (, -0.0061), (, -0.0009), (, -0.0089), (, -0.0188), (, -0.045), (, -0.05), (, -0.0188), (, 0.0148), (, -0.017), (, -0.0173), (, -0.0239), (, 0.0213), (, -0.0188), (, 0.0066), (, -0.0188), (, -0.0338), (, -0.0187), (, 0.0296)] +19:16:57,600 root INFO ContextualMultiArmedBanditAgent - exp=[0.0822 0.0619 0.0783 0.0464 0.1037] probs=[0.197 0.2093 0.2034 0.1946 0.1957] +19:16:58,686 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.013627272727272727 std=0.02087863592327164 min=-0.05 max=0.0296 +19:16:58,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0188), (, -0.0351), (, -0.0169), (, -0.0089), (, -0.0173), (, -0.0009), (, -0.0239), (, 0.0296), (, -0.0061), (, -0.0187), (, 0.0169), (, -0.0067), (, -0.0338), (, 0.0141), (, -0.0188), (, -0.0054), (, -0.045), (, -0.0019), (, 0.0148), (, -0.05), (, -0.017)] +19:16:59,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.1209 0.1776 0.2073 0.1702 0.1348] probs=[0.1959 0.2041 0.2011 0.1974 0.2015] +19:17:00,534 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.01112 std=0.017297618333169455 min=-0.05 max=0.0148 +19:17:00,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0169), (, -0.0066), (, -0.0009), (, -0.0187), (, -0.045), (, 0.0031), (, -0.0018), (, -0.0338), (, -0.0067), (, -0.0054), (, -0.0), (, -0.0019), (, -0.0), (, 0.0148), (, -0.05), (, -0.0169), (, -0.0061), (, 0.0141), (, -0.0351), (, -0.0006), (, -0.0013)] +19:17:01,148 root INFO ContextualMultiArmedBanditAgent - exp=[0.1164 0.1259 0.146 0.1969 0.1289] probs=[0.1946 0.2131 0.1974 0.2011 0.1938] +19:17:02,647 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=10 avg=-0.016919999999999998 std=0.01636091684472481 min=-0.05 max=-0.0004 +19:17:02,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0018), (, -0.0169), (, 0.0), (, -0.0067), (, -0.05), (, -0.0), (, -0.0), (, -0.0009), (, -0.0351), (, -0.0004), (, -0.0338), (, -0.0169), (, -0.0)] +19:17:03,15 root INFO ContextualMultiArmedBanditAgent - exp=[0.1042 0.1543 0.0229 0.0972 0.0475] probs=[0.1894 0.2012 0.2049 0.201 0.2035] +19:17:04,124 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=6 avg=-0.011083333333333334 std=0.017592367347485923 min=-0.05 max=-0.0004 +19:17:04,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, -0.05), (, -0.0018), (, -0.0), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.0067), (, 0.0)] +19:17:04,522 root INFO ContextualMultiArmedBanditAgent - exp=[0.0189 0.029 0.0055 0.0171 0.0633] probs=[0.2025 0.2025 0.1962 0.1942 0.2045] +19:17:05,696 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=9 avg=-0.0072 std=0.015463146151055058 min=-0.05 max=0.0044 +19:17:05,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, -0.0067), (, -0.0004), (, 0.0), (, -0.0), (, -0.05), (, -0.001), (, 0.0044), (, 0.0), (, -0.0), (, -0.0022), (, 0.0), (, -0.0), (, -0.0018)] +19:17:06,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.1335 0.1845 0.1697 0.1713 0.1517] probs=[0.1915 0.201 0.206 0.2076 0.1938] +19:17:07,422 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=9 avg=-0.007344444444444445 std=0.015470984390939427 min=-0.05 max=0.0044 +19:17:07,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.05), (, -0.0054), (, 0.0044), (, 0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0067), (, -0.001), (, -0.0), (, 0.0)] +19:17:07,768 root INFO ContextualMultiArmedBanditAgent - exp=[0.1808 0.2354 0.1874 0.1286 0.166 ] probs=[0.2022 0.1975 0.2004 0.1988 0.2011] +19:17:09,9 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=12 avg=-0.00655 std=0.013456380147226322 min=-0.05 max=0.0044 +19:17:09,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0), (, -0.001), (, 0.0044), (, -0.0038), (, -0.05), (, -0.0004), (, -0.0046), (, 0.0), (, -0.0004), (, -0.0067), (, -0.0054), (, 0.0), (, -0.0035), (, 0.0), (, -0.0), (, 0.0), (, -0.0005)] +19:17:09,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1997 0.1089 0.1408 0.1698 0.1056] probs=[0.1991 0.197 0.2065 0.198 0.1994] +19:17:10,792 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0016666666666666672 std=0.002867674241533643 min=-0.0067 max=0.0044 +19:17:10,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0046), (, -0.0005), (, 0.0), (, -0.0), (, -0.0046), (, -0.0), (, 0.0), (, -0.0067), (, -0.0004), (, -0.0004), (, -0.0035), (, 0.0), (, -0.0001), (, -0.001), (, 0.0007), (, 0.0002), (, -0.0038), (, -0.0), (, 0.0007), (, 0.0044), (, -0.0), (, -0.0054)] +19:17:11,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0412 0.0515 0.0425 0.0268] probs=[0.203 0.1977 0.1883 0.2177 0.1934] +19:17:12,558 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=15 avg=-0.002493333333333333 std=0.0022179469986654075 min=-0.0067 max=0.0002 +19:17:12,558 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0035), (, -0.001), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0021), (, -0.0015), (, -0.0055), (, -0.0046), (, -0.0054), (, -0.0004), (, -0.0005), (, -0.0067), (, -0.0026), (, -0.0038), (, -0.0), (, -0.0)] +19:17:13,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.1252 0.0512 0.0549 0.133 0.1166] probs=[0.2006 0.2033 0.1899 0.2037 0.2025] +19:17:14,428 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00401875 std=0.00389121105023873 min=-0.0172 max=0.0005 +19:17:14,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0005), (, -0.0038), (, -0.0026), (, -0.0035), (, -0.0035), (, -0.0054), (, -0.0015), (, -0.0035), (, -0.0021), (, 0.0001), (, -0.0055), (, -0.0172), (, -0.0067), (, -0.0), (, -0.0035), (, -0.0046)] +19:17:15,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.2137 0.1965 0.2142 0.2107 0.2113] probs=[0.1955 0.2092 0.1924 0.2023 0.2006] +19:17:16,111 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.004878571428571428 std=0.005258215146854705 min=-0.0172 max=0.0005 +19:17:16,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0172), (, -0.0026), (, -0.0046), (, -0.0021), (, -0.0035), (, -0.0038), (, -0.0172), (, -0.0), (, 0.0005), (, -0.0035), (, -0.0055), (, -0.0003), (, -0.0035), (, -0.0035), (, 0.0), (, -0.0015)] +19:17:16,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.0375 0.0867 0.0608 0.0265] probs=[0.1914 0.2066 0.1953 0.2077 0.199 ] +19:17:17,718 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0039000000000000007 std=0.005000555524694787 min=-0.0172 max=0.0007 +19:17:17,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0172), (, 0.0005), (, -0.0026), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0055), (, -0.0015), (, -0.0), (, -0.0009), (, -0.0035), (, 0.0), (, -0.0046), (, -0.0021), (, -0.0035), (, -0.0), (, -0.0038), (, -0.0035), (, -0.0172), (, -0.0015), (, 0.0007), (, -0.0002), (, -0.0035)] +19:17:18,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.198 0.1797 0.2049 0.1121] probs=[0.2061 0.2003 0.1954 0.2038 0.1944] +19:17:19,845 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.0026608695652173913 std=0.0036698227809877047 min=-0.0172 max=0.0019 +19:17:19,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, 0.0), (, -0.0026), (, -0.0035), (, -0.0011), (, 0.0016), (, -0.0039), (, -0.0035), (, -0.0042), (, -0.0172), (, 0.0019), (, -0.0009), (, -0.0019), (, 0.0007), (, -0.0), (, -0.0035), (, 0.0005), (, -0.0046), (, -0.0), (, -0.0), (, -0.0002), (, -0.0021), (, -0.0055), (, -0.0), (, -0.0015), (, -0.0015), (, -0.0), (, -0.0), (, -0.0038), (, -0.0), (, 0.0), (, -0.0035)] +19:17:20,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.0366 0.1573 0.0969 0.1177 0.1248] probs=[0.2014 0.2025 0.2011 0.1948 0.2002] +19:17:21,926 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.0023750000000000004 std=0.004292944793495485 min=-0.0172 max=0.0019 +19:17:21,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0), (, -0.0009), (, 0.0), (, -0.0172), (, 0.0019), (, -0.0022), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0042), (, -0.0), (, 0.0005), (, -0.0003), (, -0.0), (, -0.0), (, -0.0039), (, -0.0011), (, -0.0015), (, -0.0019), (, 0.0019), (, -0.0055), (, -0.0), (, -0.0)] +19:17:22,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.1501 0.159 0.1809 0.2065 0.238 ] probs=[0.1968 0.2023 0.1974 0.199 0.2045] +19:17:23,954 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=17 avg=-0.0018352941176470589 std=0.004249144021270026 min=-0.0172 max=0.0026 +19:17:23,954 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0022), (, 0.0019), (, -0.0), (, -0.0), (, -0.0015), (, 0.0007), (, 0.0), (, 0.0006), (, -0.0021), (, -0.0009), (, -0.0015), (, -0.0055), (, 0.0026), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0), (, -0.0172), (, -0.0019), (, -0.0011), (, -0.0), (, -0.0), (, -0.0019)] +19:17:24,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.1051 0.0193 0.0621 0.0267] probs=[0.2015 0.2001 0.2006 0.1973 0.2004] +19:17:26,373 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=23 avg=-0.0010347826086956522 std=0.003720870479693437 min=-0.0172 max=0.0026 +19:17:26,373 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0001), (, 0.0), (, 0.001), (, -0.0009), (, -0.0019), (, -0.0), (, -0.0015), (, 0.0005), (, -0.0), (, -0.0021), (, -0.0), (, 0.0004), (, -0.0011), (, -0.0015), (, -0.0014), (, 0.0), (, -0.0019), (, -0.0), (, 0.0007), (, -0.0008), (, -0.0022), (, -0.0), (, -0.0), (, -0.0), (, 0.0005), (, 0.0008), (, 0.0026), (, 0.0019), (, -0.0), (, 0.0), (, 0.0022), (, -0.0172), (, 0.0001)] +19:17:27,421 root INFO ContextualMultiArmedBanditAgent - exp=[0.1088 0.1571 0.1226 0.1585 0.0774] probs=[0.1948 0.2081 0.1958 0.204 0.1974] +19:17:28,908 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.0009533333333333333 std=0.0032261156554318103 min=-0.0172 max=0.0019 +19:17:28,908 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0004), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0), (, 0.0007), (, -0.0009), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0011), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0014), (, -0.0019), (, -0.0172), (, 0.0005), (, 0.0001), (, -0.0001), (, 0.0019), (, 0.0008), (, 0.0016), (, 0.001), (, -0.0009), (, -0.0021), (, 0.0001), (, -0.0018), (, -0.0021), (, -0.0014), (, -0.0014), (, -0.0019), (, -0.0), (, 0.0019), (, -0.0005)] +19:17:30,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.0742 0.0549 0.0738 0.0576] probs=[0.2053 0.2023 0.1971 0.1962 0.1992] +19:17:32,59 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.0006060606060606061 std=0.000745060255419448 min=-0.0021 max=0.0008 +19:17:32,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, -0.0002), (, -0.0019), (, -0.0009), (, -0.0), (, -0.0006), (, 0.0), (, 0.0007), (, -0.0), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0021), (, -0.0018), (, -0.0), (, -0.0009), (, -0.0012), (, 0.0001), (, -0.0014), (, -0.0014), (, -0.0011), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0004), (, 0.0008), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0004), (, 0.0006), (, -0.0), (, -0.0001), (, 0.0004), (, -0.0011), (, -0.0004), (, -0.0007), (, 0.0008), (, -0.0014), (, -0.0), (, -0.0)] +19:17:33,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.1405 0.1354 0.1417 0.1466 0.166 ] probs=[0.2062 0.2031 0.1925 0.202 0.1962] +19:17:35,95 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.0007999999999999999 std=0.0006552671211040578 min=-0.0024 max=0.0006 +19:17:35,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0011), (, -0.0018), (, 0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0004), (, -0.0016), (, -0.0008), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0006), (, 0.0001), (, -0.0014), (, -0.0024), (, 0.0001), (, 0.0), (, -0.0), (, -0.0005), (, -0.0008), (, -0.0009), (, -0.0001), (, -0.0019), (, -0.0004), (, 0.0), (, -0.001), (, -0.0013), (, -0.0), (, -0.0011), (, -0.0012), (, -0.0008), (, -0.0012), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0009)] +19:17:36,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.1084 0.0887 0.084 0.1106] probs=[0.1891 0.1979 0.2069 0.2017 0.2043] +19:17:37,915 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0007787878787878788 std=0.0007057158737045177 min=-0.0024 max=0.0003 +19:17:37,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0005), (, -0.0012), (, -0.0024), (, -0.0011), (, -0.001), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0002), (, -0.0009), (, -0.0012), (, -0.0006), (, -0.0014), (, -0.0008), (, -0.0005), (, 0.0001), (, -0.0019), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.0016), (, -0.0011), (, -0.0018)] +19:17:39,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.1209 0.117 0.1639 0.1568 0.142 ] probs=[0.2027 0.2002 0.2028 0.1949 0.1995] +19:17:40,849 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00055625 std=0.0006465956522433475 min=-0.0024 max=0.0005 +19:17:40,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0005), (, 0.0001), (, -0.0005), (, -0.0011), (, -0.0009), (, -0.0012), (, -0.0), (, -0.0018), (, 0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0011), (, -0.0024), (, 0.0002), (, -0.0019), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0012), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0001), (, 0.0), (, 0.0)] +19:17:42,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.0399 0.058 0.0917 0.0457 0.1037] probs=[0.2057 0.2059 0.2015 0.1965 0.1904] +19:17:43,999 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00045625 std=0.000530882225639548 min=-0.0024 max=0.0005 +19:17:44,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0012), (, -0.0002), (, -0.0002), (, -0.0011), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0001), (, 0.0005), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0007), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0011), (, 0.0), (, -0.0012)] +19:17:45,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.1354 0.1236 0.1346 0.1195 0.1093] probs=[0.2023 0.2067 0.1936 0.1934 0.204 ] +19:17:47,230 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003866666666666666 std=0.0005475602452901618 min=-0.0024 max=0.0005 +19:17:47,230 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0002), (, -0.0004), (, -0.0009), (, 0.0), (, 0.0), (, -0.0004), (, 0.0005), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0011), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0008), (, -0.0003), (, 0.0002), (, -0.0004), (, -0.0001), (, -0.0011), (, -0.0001), (, -0.0012), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0002), (, -0.0024), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0)] +19:17:48,481 root INFO ContextualMultiArmedBanditAgent - exp=[0.1264 0.1598 0.0922 0.0869 0.1213] probs=[0.196 0.2095 0.1993 0.2001 0.195 ] +19:17:50,65 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0003724137931034482 std=0.0004820191380691463 min=-0.0024 max=0.0001 +19:17:50,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, -0.0002), (, 0.0), (, 0.0), (, -0.0004), (, -0.0008), (, -0.0001), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0012), (, -0.0009), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0024), (, -0.0)] +19:17:51,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.1005 0.1575 0.0892 0.1309] probs=[0.1964 0.2006 0.2049 0.1943 0.2038] +19:17:52,885 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0003392857142857143 std=0.0005380781181431648 min=-0.0024 max=0.0002 +19:17:52,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0), (, 0.0002), (, 0.0), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0018), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0004), (, 0.0001)] +19:17:54,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.07 0.0869 0.0718 0.0597] probs=[0.1975 0.1967 0.202 0.2054 0.1983] +19:17:55,967 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00032758620689655164 std=0.00045249999178825523 min=-0.0018 max=0.0002 +19:17:55,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0018), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0004)] +19:17:57,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.0925 0.1023 0.1262 0.1175] probs=[0.1894 0.2089 0.2026 0.1963 0.2028] +19:17:59,33 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0003482758620689656 std=0.0004746110492161449 min=-0.0018 max=0.0003 +19:17:59,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0009), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0018), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0008), (, 0.0)] +19:18:00,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.0707 0.0728 0.0775 0.0692] probs=[0.2002 0.2034 0.1984 0.1972 0.2008] +19:18:01,937 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.00027666666666666665 std=0.0003921592646985264 min=-0.0018 max=0.0003 +19:18:01,937 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0005)] +19:18:03,139 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0558 0.0469 0.0367 0.0216] probs=[0.2012 0.1969 0.2023 0.1982 0.2014] +19:18:04,711 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.00035200000000000005 std=0.0005879591822567278 min=-0.0025 max=0.0002 +19:18:04,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0018), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0006), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0001)] +19:18:05,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.1163 0.1735 0.0954 0.1073 0.153 ] probs=[0.2083 0.2001 0.1995 0.1907 0.2014] +19:18:07,344 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0004166666666666667 std=0.0007646713164636308 min=-0.0025 max=0.0006 +19:18:07,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0025), (, -0.0003), (, 0.0006), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0), (, 0.0002), (, -0.0018), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0)] +19:18:08,335 root INFO ContextualMultiArmedBanditAgent - exp=[0.0986 0.104 0.1134 0.0954 0.0678] probs=[0.2019 0.199 0.1996 0.2013 0.1983] +19:18:09,975 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0003625 std=0.0008107673834090761 min=-0.0025 max=0.0006 +19:18:09,975 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0025), (, 0.0002), (, -0.0018), (, 0.0001), (, 0.0002), (, -0.0008), (, -0.0005), (, -0.0), (, 0.0006), (, 0.0), (, 0.0006), (, 0.0004), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0003)] +19:18:10,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1117 0.1369 0.149 0.1354] probs=[0.1979 0.2016 0.2046 0.1932 0.2027] +19:18:12,570 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0003083333333333333 std=0.0008341246243151494 min=-0.0025 max=0.0006 +19:18:12,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0003), (, -0.0025), (, -0.0006), (, -0.0), (, 0.0006), (, -0.0008), (, 0.0006), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0018), (, 0.0001), (, 0.0003), (, 0.0002), (, 0.0006)] +19:18:13,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.1813 0.1559 0.1268 0.1235 0.129 ] probs=[0.1925 0.2036 0.2018 0.2071 0.195 ] +19:18:15,99 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.00028928571428571425 std=0.0008063760580143582 min=-0.0025 max=0.0014 +19:18:15,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0002), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0), (, -0.0003), (, -0.0025), (, -0.0), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0008), (, 0.0001), (, -0.0001), (, 0.0014), (, -0.0003), (, 0.0006), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0003), (, -0.0018), (, 0.0002), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0003), (, -0.0006)] +19:18:16,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.0865 0.0867 0.0806 0.0616] probs=[0.1933 0.2051 0.2002 0.1981 0.2034] +19:18:17,774 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.000517391304347826 std=0.000717272717471349 min=-0.0025 max=0.0002 +19:18:17,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0025), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0005), (, -0.0004), (, -0.0003), (, -0.0018), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004)] +19:18:18,667 root INFO ContextualMultiArmedBanditAgent - exp=[0.1673 0.1327 0.1613 0.1704 0.1266] probs=[0.2029 0.1961 0.207 0.197 0.1969] +19:18:20,124 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000375 std=0.0006098155458825234 min=-0.0025 max=0.0004 +19:18:20,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0006), (, -0.0025), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0005), (, 0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0004), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0001)] +19:18:21,354 root INFO ContextualMultiArmedBanditAgent - exp=[0.1059 0.1798 0.1482 0.1512 0.1123] probs=[0.196 0.207 0.1887 0.2085 0.1998] +19:18:22,950 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00031875 std=0.0004990224819584786 min=-0.0025 max=0.0004 +19:18:22,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.001), (, -0.0006), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0001), (, 0.0002), (, -0.0005), (, 0.0004), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0025), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0004)] +19:18:24,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1378 0.0805 0.106 0.1024] probs=[0.1977 0.2016 0.1967 0.2037 0.2003] +19:18:26,62 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=27 avg=-0.00029629629629629635 std=0.0005666545629305267 min=-0.0025 max=0.0007 +19:18:26,63 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0025), (, 0.0), (, 0.0), (, -0.0006), (, 0.0), (, -0.001), (, -0.0001), (, 0.0007), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0), (, 0.0004), (, 0.0001)] +19:18:27,353 root INFO ContextualMultiArmedBanditAgent - exp=[0.1966 0.1524 0.1046 0.1393 0.1817] probs=[0.1971 0.2004 0.1995 0.2022 0.2007] +19:18:29,121 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=26 avg=-0.0003346153846153846 std=0.0005462757177134214 min=-0.0025 max=0.0006 +19:18:29,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0), (, -0.001), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0002), (, -0.0003), (, 0.0006), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0002)] +19:18:30,377 root INFO ContextualMultiArmedBanditAgent - exp=[0.1359 0.189 0.1595 0.1381 0.1236] probs=[0.1984 0.1967 0.2047 0.1976 0.2027] +19:18:31,904 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=25 avg=-0.00032 std=0.0005491812087098393 min=-0.0025 max=0.0002 +19:18:31,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, 0.0), (, 0.0002), (, 0.0), (, -0.001), (, -0.0001), (, 0.0001), (, -0.0006), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0025), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0)] +19:18:33,241 root INFO ContextualMultiArmedBanditAgent - exp=[0.1025 0.0995 0.0996 0.0688 0.099 ] probs=[0.1988 0.202 0.2003 0.2029 0.1959] +19:18:34,854 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=21 avg=-0.00028095238095238097 std=0.0006068019584510628 min=-0.0025 max=0.0003 +19:18:34,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0001), (, -0.001), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0025), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0)] +19:18:35,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0425 0.0882 0.0649 0.0497 0.0577] probs=[0.1988 0.1982 0.2052 0.1967 0.2011] +19:18:37,417 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=18 avg=-0.00033888888888888895 std=0.0006210554536780189 min=-0.0025 max=0.0002 +19:18:37,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, -0.001), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0002), (, -0.0002), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0001)] +19:18:38,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.1638 0.1316 0.0895 0.129 0.1181] probs=[0.195 0.2078 0.1996 0.1981 0.1995] +19:18:40,31 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=15 avg=-0.0004133333333333333 std=0.0006396526835365858 min=-0.0025 max=0.0002 +19:18:40,31 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.001), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003)] +19:18:41,31 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.106 0.1365 0.1163 0.0621] probs=[0.2061 0.2012 0.2086 0.194 0.19 ] +19:18:42,266 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=14 avg=-0.0004714285714285714 std=0.0006691450530645924 min=-0.0025 max=0.0002 +19:18:42,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0025), (, 0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.001), (, 0.0), (, 0.0), (, -0.0001)] +19:18:43,154 root INFO ContextualMultiArmedBanditAgent - exp=[0.0827 0.0737 0.0881 0.0743 0.0562] probs=[0.2034 0.2054 0.1907 0.1994 0.2011] +19:18:44,732 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0006466666666666666 std=0.0007982202425117742 min=-0.0025 max=0.0002 +19:18:44,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0025), (, -0.001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0009)] +19:18:45,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.1132 0.1376 0.0811 0.1052 0.1108] probs=[0.1946 0.2044 0.1997 0.199 0.2023] +19:18:46,921 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0003523809523809524 std=0.0005908984665172404 min=-0.0025 max=0.0004 +19:18:46,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0), (, -0.001), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0003), (, -0.0009), (, -0.0), (, 0.0004)] +19:18:47,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.0751 0.0896 0.0647 0.1232] probs=[0.2004 0.202 0.1983 0.2068 0.1925] +19:18:49,201 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.00035999999999999997 std=0.0006951258878793107 min=-0.0025 max=0.0004 +19:18:49,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0025), (, 0.0002), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0009), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0009), (, -0.0001), (, 0.0002)] +19:18:50,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.1025 0.124 0.1643 0.1034 0.1118] probs=[0.1959 0.1996 0.2089 0.1994 0.1962] +19:18:51,411 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.00045384615384615385 std=0.0006622983113782171 min=-0.0025 max=0.0004 +19:18:51,411 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0005), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0009), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0003), (, 0.0), (, -0.0002)] +19:18:52,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.1105 0.0538 0.0981 0.0785] probs=[0.2013 0.197 0.1985 0.2076 0.1956] +19:18:53,607 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.0004653846153846154 std=0.000668489863965679 min=-0.0025 max=0.0007 +19:18:53,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0003), (, 0.0007), (, -0.0006), (, -0.0006), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0002)] +19:18:54,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0603 0.0933 0.101 0.0886 0.0644] probs=[0.194 0.21 0.1974 0.1974 0.2012] +19:18:55,876 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0005045454545454545 std=0.0006931333813181418 min=-0.0025 max=0.0002 +19:18:55,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0009), (, -0.0025), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0001)] +19:18:56,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0233 0.1025 0.0532 0.0831 0.0786] probs=[0.2021 0.2047 0.1948 0.2004 0.198 ] +19:18:58,47 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0005529411764705883 std=0.0007724046844367222 min=-0.0025 max=0.0002 +19:18:58,47 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0002), (, -0.0025), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0)] +19:18:58,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0638 0.1126 0.0389 0.0661 0.0731] probs=[0.1989 0.2007 0.2 0.2025 0.198 ] +19:19:00,95 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=17 avg=-0.0005588235294117647 std=0.0007631658701283226 min=-0.0025 max=0.0002 +19:19:00,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0009), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.001), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0002), (, -0.0025), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0002)] +19:19:00,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0241 0.0416 0.0307 0.027 0.0075] probs=[0.1956 0.2064 0.1966 0.2018 0.1996] +19:19:02,306 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.000445 std=0.0007378854924715623 min=-0.0025 max=0.0002 +19:19:02,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.001), (, -0.0), (, 0.0002), (, -0.0025), (, -0.0003), (, -0.0001), (, -0.0001)] +19:19:03,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.0763 0.08 0.1775 0.0945 0.131 ] probs=[0.2008 0.1989 0.2024 0.2002 0.1977] +19:19:04,570 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.0005222222222222222 std=0.0007648932790886987 min=-0.0025 max=0.0002 +19:19:04,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0006), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0)] +19:19:05,358 root INFO ContextualMultiArmedBanditAgent - exp=[0.0803 0.0869 0.1175 0.0654 0.1062] probs=[0.1926 0.2036 0.1972 0.2056 0.2009] +19:19:06,892 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=19 avg=-0.0005421052631578949 std=0.0007343567105932591 min=-0.0025 max=0.0002 +19:19:06,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, -0.0011), (, -0.0006), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0002), (, -0.0002)] +19:19:07,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.0276 0.0849 0.1779 0.1242 0.1331] probs=[0.2021 0.1996 0.1946 0.2117 0.1919] +19:19:09,470 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=15 avg=-0.0005 std=0.0006250333324444918 min=-0.0025 max=0.0002 +19:19:09,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0006), (, -0.0011), (, -0.0002), (, -0.0025), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.001), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0004)] +19:19:10,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.0431 0.0928 0.0782 0.0527 0.0644] probs=[0.1896 0.2097 0.2101 0.1938 0.1969] +19:19:11,840 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=15 avg=-0.00058 std=0.0006584831053261731 min=-0.0025 max=0.0002 +19:19:11,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0004), (, -0.0011), (, -0.0), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0014), (, -0.0025), (, -0.0), (, -0.0002), (, -0.001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0006)] +19:19:12,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.1172 0.1446 0.0943 0.0825 0.0943] probs=[0.2068 0.2024 0.2093 0.1943 0.1871] +19:19:14,311 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.0005095238095238094 std=0.0006480040872187105 min=-0.0025 max=0.0002 +19:19:14,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0002), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0011), (, 0.0), (, 0.0001), (, -0.0014), (, 0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0025), (, -0.0004), (, -0.0004), (, -0.001), (, -0.0006), (, -0.0006)] +19:19:15,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.1421 0.0901 0.1084 0.134 0.09 ] probs=[0.1986 0.2029 0.1997 0.1988 0.2 ] +19:19:16,597 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=16 avg=-0.000475 std=0.0007215434844830906 min=-0.0025 max=0.0002 +19:19:16,598 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0006), (, 0.0001), (, 0.0002), (, 0.0002), (, 0.0002), (, -0.0025), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0006), (, -0.001), (, -0.0), (, 0.0002), (, 0.0), (, -0.0014)] +19:19:17,302 root INFO ContextualMultiArmedBanditAgent - exp=[0.0731 0.1244 0.0497 0.075 0.0629] probs=[0.1848 0.2065 0.2025 0.205 0.2012] +19:19:18,669 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0004733333333333334 std=0.0007505257416563997 min=-0.0025 max=0.0002 +19:19:18,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0001), (, -0.0014), (, -0.0006), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.001), (, -0.0025), (, 0.0), (, 0.0002), (, -0.0011)] +19:19:19,403 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.0681 0.1162 0.1106 0.1243] probs=[0.2016 0.1928 0.1977 0.1982 0.2097] +19:19:20,808 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.000375 std=0.0006766646141183976 min=-0.0025 max=0.0002 +19:19:20,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.001), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0014), (, -0.0006), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0), (, -0.0025), (, -0.0011), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0006)] +19:19:21,641 root INFO ContextualMultiArmedBanditAgent - exp=[0.0878 0.1389 0.0863 0.1103 0.0897] probs=[0.1981 0.2079 0.2001 0.193 0.2008] +19:19:23,222 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.0005071428571428572 std=0.0006932988282884391 min=-0.0025 max=0.0002 +19:19:23,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0014), (, 0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0002), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0025), (, -0.0)] +19:19:23,893 root INFO ContextualMultiArmedBanditAgent - exp=[0.0424 0.0725 0.0778 0.0402 0.066 ] probs=[0.1952 0.2074 0.2031 0.1995 0.1949] +19:19:25,431 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=16 avg=-0.00054375 std=0.0006343980907127638 min=-0.0025 max=0.0001 +19:19:25,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0025), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0004)] +19:19:26,180 root INFO ContextualMultiArmedBanditAgent - exp=[0.1391 0.1185 0.1045 0.1362 0.1202] probs=[0.2028 0.1998 0.1991 0.197 0.2013] +19:19:27,654 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.00056 std=0.0006096993794759294 min=-0.0025 max=-0.0001 +19:19:27,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0025), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0014), (, -0.0004), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003)] +19:19:28,335 root INFO ContextualMultiArmedBanditAgent - exp=[0.1297 0.1406 0.1793 0.1781 0.1668] probs=[0.2054 0.2056 0.1976 0.188 0.2034] +19:19:29,779 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=16 avg=-0.00042500000000000003 std=0.000317214438511238 min=-0.0014 max=-0.0001 +19:19:29,779 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0004), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0003), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0001)] +19:19:30,461 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1147 0.1073 0.1124 0.0898] probs=[0.1902 0.2103 0.2015 0.198 0.2 ] +19:19:31,821 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=17 avg=-0.00035882352941176473 std=0.00032186738871304595 min=-0.0014 max=-0.0001 +19:19:31,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0003)] +19:19:32,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.092 0.074 0.0751 0.0402] probs=[0.1943 0.2144 0.1944 0.2024 0.1946] +19:19:34,20 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0003222222222222223 std=0.0003504846732352779 min=-0.0014 max=0.0002 +19:19:34,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0014), (, -0.0005), (, -0.0006), (, 0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, 0.0002), (, -0.0001)] +19:19:34,767 root INFO ContextualMultiArmedBanditAgent - exp=[0.1326 0.1279 0.0873 0.1201 0.1043] probs=[0.2006 0.201 0.2015 0.2014 0.1954] +19:19:36,251 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=17 avg=-0.00035294117647058826 std=0.0004936272075860529 min=-0.0021 max=0.0002 +19:19:36,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0021), (, -0.0005), (, -0.0001)] +19:19:36,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.0075 0.0367 0.0126 0.0411 0.0349] probs=[0.2017 0.214 0.1923 0.1969 0.1952] +19:19:38,340 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0003882352941176471 std=0.0006658761172021471 min=-0.0021 max=0.0002 +19:19:38,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0021), (, 0.0002), (, -0.0005), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0001)] +19:19:39,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.0907 0.1244 0.0653 0.036 0.0729] probs=[0.2036 0.2009 0.2009 0.1944 0.2001] +19:19:41,362 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:19:41,363 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.12011428571428573 std=0.32645556656117153 min=-0.0544 max=1.2166 +19:19:41,363 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0141), (, 0.0384), (, -0.0417), (, -0.0209), (, 0.1207), (, 0.4049), (, -0.0463), (, 1.2166), (, 0.1368), (, -0.0385), (, -0.0544), (, 0.0437), (, -0.0385), (, -0.0533)] +19:19:41,789 root INFO ContextualMultiArmedBanditAgent - exp=[0.1725 0.1073 0.1152 0.1629 0.0636] probs=[0.1992 0.203 0.1944 0.2022 0.2012] +19:19:42,883 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0036142857142857127 std=0.06318685280457428 min=-0.0563 max=0.1368 +19:19:42,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, 0.0384), (, -0.0417), (, -0.0385), (, -0.0209), (, -0.0563), (, 0.0437), (, -0.0463), (, 0.0141), (, 0.1368), (, 0.1207), (, -0.0385), (, -0.0533), (, -0.0544)] +19:19:43,297 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.063 0.0121 0.0481 0.063 ] probs=[0.1831 0.2109 0.1937 0.1959 0.2163] +19:19:44,444 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0036142857142857127 std=0.0631868528045743 min=-0.0563 max=0.1368 +19:19:44,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0209), (, -0.0563), (, 0.0437), (, -0.0417), (, -0.0544), (, -0.0533), (, 0.1368), (, 0.1207), (, 0.0141), (, -0.0385), (, -0.0385), (, 0.0384), (, -0.0463)] +19:19:44,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0267 0.0905 0.0078 0.0188 0.0175] probs=[0.1953 0.2072 0.2057 0.2077 0.1841] +19:19:45,932 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04492222222222222 std=0.010807073586599327 min=-0.0563 max=-0.0209 +19:19:45,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0544), (, -0.0385), (, -0.0417), (, -0.0463), (, -0.0563), (, -0.0533), (, -0.0385), (, -0.0209)] +19:19:46,138 root INFO ContextualMultiArmedBanditAgent - exp=[0.1575 0.0656 0.1878 0.1211 0.1137] probs=[0.1867 0.2078 0.2135 0.1913 0.2007] +19:19:47,189 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04242222222222222 std=0.016239237651631707 min=-0.0563 max=-0.0068 +19:19:47,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0209), (, -0.0463), (, -0.0477), (, -0.0417), (, -0.0563), (, -0.0533), (, -0.0544), (, -0.0068)] +19:19:47,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.2451 0.3655 0.3347 0.1495 0.3088] probs=[0.2108 0.1951 0.2074 0.2031 0.1836] +19:19:48,256 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04036 std=0.01695141292046182 min=-0.0533 max=-0.0068 +19:19:48,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0477), (, -0.0533), (, -0.0463), (, -0.0068)] +19:19:48,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.1044 0.2199 0.1813 0.261 ] probs=[0.2022 0.1971 0.1988 0.1954 0.2065] +19:19:49,635 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.03662 std=0.01728784544123414 min=-0.0533 max=-0.0068 +19:19:49,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0068), (, -0.0533), (, -0.0276), (, 0.0), (, -0.0477)] +19:19:49,770 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0094 0.1783 0.0329 0.1281 0.0661] probs=[0.1943 0.2107 0.1977 0.2011 0.1962] +19:19:51,8 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 +19:19:51,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0477), (, -0.0276)] +19:19:51,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.1391 0.2008 0.1319 0.2273] probs=[0.2366 0.2112 0.2264 0.1408 0.185 ] +19:19:52,218 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 +19:19:52,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0276), (, -0.0477)] +19:19:52,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.0484 0.1536 0.1295 0.1064 0.2798] probs=[0.1942 0.2112 0.1976 0.201 0.1961] +19:19:53,560 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 +19:19:53,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0276), (, -0.0477)] +19:19:53,646 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0145 0.0666 0.0027 0.0199 -0.0051] probs=[0.1943 0.2107 0.1977 0.2011 0.1961] +19:19:54,629 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.020749999999999998 std=0.023780822105217474 min=-0.0498 max=0.0128 +19:19:54,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, 0.0128), (, -0.0015), (, -0.0025), (, -0.0498), (, -0.0477), (, -0.002), (, -0.0276)] +19:19:54,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.0831 0.1064 0.0112 0.1026 0.0645] probs=[0.1879 0.2105 0.2083 0.2046 0.1887] +19:19:55,921 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=13 avg=-0.010892307692307689 std=0.02466203752074342 min=-0.0498 max=0.029 +19:19:55,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.002), (, -0.0276), (, -0.0477), (, -0.0498), (, 0.0128), (, -0.0025), (, -0.0065), (, 0.029), (, -0.004), (, 0.0), (, 0.0158), (, -0.0112), (, 0.0019)] +19:19:56,347 root INFO ContextualMultiArmedBanditAgent - exp=[0.0849 0.1374 0.1167 0.0978 0.0938] probs=[0.1907 0.2083 0.1944 0.2001 0.2066] +19:19:57,410 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.016018181818181817 std=0.020540152171774906 min=-0.0498 max=0.0019 +19:19:57,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.0065), (, -0.002), (, -0.0074), (, -0.0498), (, 0.0012), (, 0.0019), (, -0.0025), (, 0.0), (, -0.0034), (, -0.0102), (, -0.0477)] +19:19:57,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.1179 0.1561 0.1131 0.108 0.121 ] probs=[0.1908 0.1831 0.1956 0.2286 0.2019] +19:19:58,942 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01716 std=0.021357303200544773 min=-0.0498 max=0.0071 +19:19:58,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.0498), (, -0.0019), (, -0.0034), (, -0.0065), (, -0.0102), (, -0.002), (, -0.0477), (, 0.0071), (, -0.0074)] +19:19:59,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.1196 0.1267 0.1116 0.2166 0.1913] probs=[0.2014 0.2065 0.1993 0.198 0.1948] +19:20:00,455 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.009630769230769231 std=0.017974656715043783 min=-0.0498 max=0.0104 +19:20:00,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.002), (, -0.0102), (, -0.0019), (, -0.0074), (, -0.0498), (, -0.0065), (, -0.0056), (, 0.0071), (, -0.002), (, 0.0104), (, -0.001), (, -0.0065)] +19:20:00,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.1052 0.1092 0.1881 0.1054 0.1583] probs=[0.205 0.2082 0.1887 0.2035 0.1947] +19:20:02,17 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.006293333333333334 std=0.012475868261924252 min=-0.0498 max=0.0071 +19:20:02,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0004), (, -0.0498), (, -0.0074), (, -0.0048), (, 0.0071), (, 0.0056), (, -0.002), (, -0.001), (, -0.0056), (, -0.0065), (, -0.0054), (, -0.0019), (, -0.0102), (, -0.0065)] +19:20:02,385 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0919 0.0318 0.0531 0.0102] probs=[0.2057 0.2081 0.1864 0.2054 0.1943] +19:20:03,711 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.005755555555555555 std=0.01147587915887649 min=-0.0498 max=0.0071 +19:20:03,711 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0071), (, -0.0004), (, -0.0028), (, -0.0498), (, -0.0065), (, 0.0056), (, -0.0054), (, -0.002), (, -0.0019), (, -0.0074), (, -0.0048), (, -0.0102), (, -0.001), (, -0.0065), (, -0.0054), (, -0.001)] +19:20:04,129 root INFO ContextualMultiArmedBanditAgent - exp=[0.126 0.2477 0.1176 0.2628 0.1374] probs=[0.1952 0.1999 0.2097 0.1956 0.1996] +19:20:05,431 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.004904347826086957 std=0.01036907937974075 min=-0.0498 max=0.0056 +19:20:05,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.007), (, -0.001), (, -0.0004), (, -0.0065), (, 0.0056), (, -0.001), (, -0.0028), (, -0.0019), (, 0.0056), (, -0.0102), (, -0.0065), (, -0.002), (, -0.0054), (, -0.0054), (, -0.001), (, -0.0056), (, 0.0042), (, -0.0048), (, -0.0074), (, -0.0032), (, -0.0498), (, -0.0007)] +19:20:05,964 root INFO ContextualMultiArmedBanditAgent - exp=[0.1395 0.1405 0.1181 0.1204 0.1167] probs=[0.2006 0.2123 0.1994 0.1954 0.1923] +19:20:07,228 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0060869565217391295 std=0.010629953754565283 min=-0.0498 max=0.0056 +19:20:07,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0065), (, -0.0102), (, -0.0031), (, -0.0101), (, -0.0143), (, -0.001), (, -0.001), (, -0.001), (, 0.0056), (, 0.0042), (, -0.0103), (, -0.0065), (, -0.007), (, 0.0056), (, -0.0056), (, -0.0068), (, -0.0019), (, -0.0498), (, -0.0074), (, -0.0054), (, 0.0029), (, -0.0048)] +19:20:07,743 root INFO ContextualMultiArmedBanditAgent - exp=[0.0189 0.1207 0.1004 0.0841 0.0768] probs=[0.2003 0.2149 0.1996 0.1983 0.1869] +19:20:09,197 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.00606842105263158 std=0.011707534804182122 min=-0.0498 max=0.0059 +19:20:09,197 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0103), (, 0.0059), (, 0.0011), (, -0.0019), (, -0.0031), (, -0.0102), (, -0.0498), (, -0.0056), (, -0.0036), (, -0.001), (, -0.0101), (, 0.0006), (, -0.0068), (, 0.0056), (, 0.0056), (, -0.0048), (, -0.0143), (, -0.007)] +19:20:09,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.1907 0.1702 0.1744 0.2072 0.1669] probs=[0.2016 0.2084 0.2004 0.1959 0.1936] +19:20:10,901 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.006593333333333335 std=0.013219403247583538 min=-0.0498 max=0.0059 +19:20:10,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0036), (, -0.0498), (, -0.0048), (, 0.0059), (, -0.0103), (, -0.0003), (, -0.0143), (, 0.0056), (, -0.0101), (, 0.0056), (, 0.0056), (, -0.0102), (, -0.007), (, -0.0056)] +19:20:11,204 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0123 0.0598 0.002 0.0156 -0.0069] probs=[0.2001 0.2015 0.2004 0.2046 0.1935] +19:20:12,371 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00415 std=0.013512632978069077 min=-0.0498 max=0.0101 +19:20:12,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0498), (, 0.004), (, -0.0045), (, -0.0056), (, -0.0056), (, -0.0003), (, 0.0059), (, -0.0004), (, 0.0101), (, -0.007), (, 0.0056), (, 0.0056), (, -0.0101), (, 0.0056), (, -0.0143)] +19:20:12,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.1427 0.1743 0.1004 0.0572 0.0503] probs=[0.1965 0.2122 0.1967 0.1931 0.2014] +19:20:13,860 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.00719090909090909 std=0.014498492369613316 min=-0.0498 max=0.0056 +19:20:13,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0002), (, -0.0143), (, -0.0056), (, 0.0056), (, -0.0044), (, -0.0498), (, 0.0056), (, -0.0003), (, -0.0056), (, -0.0045)] +19:20:14,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.0562 0.0247 0.0188 0.0636] probs=[0.193 0.2128 0.1982 0.2013 0.1946] +19:20:15,135 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0046875 std=0.004606093111303765 min=-0.0143 max=0.0027 +19:20:15,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0002), (, 0.0027), (, -0.0056), (, -0.0143), (, -0.0044), (, -0.0045), (, -0.0056)] +19:20:15,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.0348 0.0332 0.0578 0.0698 0.0192] probs=[0.2016 0.1898 0.191 0.2089 0.2088] +19:20:16,592 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004279999999999999 std=0.004415608678313784 min=-0.0143 max=0.0027 +19:20:16,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0045), (, -0.0056), (, -0.0002), (, -0.0056), (, 0.0004), (, 0.0027), (, -0.0143), (, -0.0057), (, -0.0044)] +19:20:16,840 root INFO ContextualMultiArmedBanditAgent - exp=[0.0975 0.1038 0.1893 0.193 0.2013] probs=[0.1925 0.2076 0.2006 0.2012 0.1981] +19:20:18,97 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.005928571428571429 std=0.0038831924589787445 min=-0.0143 max=-0.0002 +19:20:18,97 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056), (, -0.0143), (, -0.0002), (, -0.0057), (, -0.0044), (, -0.0056)] +19:20:18,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.0435 0.0582 0.1303 0.0834 0.0532] probs=[0.1937 0.1978 0.2287 0.1823 0.1976] +19:20:19,341 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.005633333333333334 std=4.714045207910329e-05 min=-0.0057 max=-0.0056 +19:20:19,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056), (, -0.0056)] +19:20:19,444 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0151 0.0669 0.0028 0.0189 -0.0052] probs=[0.1985 0.1814 0.179 0.2335 0.2076] +19:20:20,477 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 +19:20:20,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] +19:20:20,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.2779 0.2753 0.2159 0.6886 0.4748] probs=[0.1943 0.2109 0.1978 0.201 0.1962] +19:20:21,562 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 +19:20:21,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] +19:20:21,611 root INFO ContextualMultiArmedBanditAgent - exp=[-0.015 0.0669 0.0028 0.0189 -0.0052] probs=[0.1943 0.2109 0.1978 0.201 0.1962] +19:20:22,718 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 +19:20:22,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0057)] +19:20:22,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.2997 0.1702 0.4844 0.2263 0.256 ] probs=[0.1796 0.1926 0.2451 0.2018 0.1809] +19:20:23,888 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 +19:20:23,888 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] +19:20:23,933 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0646 0.0026 0.0183 -0.0054] probs=[0.2075 0.198 0.2075 0.2076 0.1794] +19:20:24,993 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006066666666666667 std=0.0005906681715556449 min=-0.0069 max=-0.0056 +19:20:24,993 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0057), (, -0.0069)] +19:20:25,86 root INFO ContextualMultiArmedBanditAgent - exp=[0.2565 0.2527 0.2257 0.0443 0.3031] probs=[0.1727 0.219 0.1884 0.2163 0.2036] +19:20:26,98 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0065 std=0.0005656854249492379 min=-0.0069 max=-0.0057 +19:20:26,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0057), (, -0.0069)] +19:20:26,181 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0333 0.0006 0.0077 -0.0027] probs=[0.2066 0.1522 0.1324 0.2343 0.2745] +19:20:27,297 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0036249999999999998 std=0.005003686141236279 min=-0.0069 max=0.005 +19:20:27,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0057), (, 0.005), (, -0.0069)] +19:20:27,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.033 0.0526 0.1623 0.1431 0.1903] probs=[0.205 0.1904 0.2078 0.193 0.2038] +19:20:28,482 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=6 avg=-0.002133333333333333 std=0.004605310943778812 min=-0.0069 max=0.005 +19:20:28,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.005), (, -0.0069), (, 0.0004), (, -0.0), (, 0.0013), (, -0.0057)] +19:20:28,636 root INFO ContextualMultiArmedBanditAgent - exp=[0.022 0.0736 0.1179 0.2434 0.187 ] probs=[0.1927 0.2105 0.1839 0.2256 0.1873] +19:20:29,987 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=8 avg=-0.0013750000000000001 std=0.004209735739924776 min=-0.0069 max=0.005 +19:20:29,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0015), (, 0.0004), (, -0.0), (, -0.0), (, -0.0057), (, 0.0003), (, -0.0), (, -0.0069), (, 0.005), (, 0.0013)] +19:20:30,246 root INFO ContextualMultiArmedBanditAgent - exp=[0.0119 0.1239 0.0726 0.1038 0.0995] probs=[0.1998 0.2169 0.1948 0.1944 0.1941] +19:20:31,439 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=8 avg=-0.0031375 std=0.004918317166470662 min=-0.0079 max=0.005 +19:20:31,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0079), (, -0.0), (, 0.0027), (, -0.0057), (, 0.0015), (, -0.0), (, -0.0), (, -0.0069), (, -0.0), (, 0.005), (, -0.0069)] +19:20:31,797 root INFO ContextualMultiArmedBanditAgent - exp=[0.1206 0.1748 0.226 0.2194 0.2146] probs=[0.205 0.2068 0.1874 0.2071 0.1938] +19:20:32,932 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=10 avg=-0.00278 std=0.004596041775267062 min=-0.0079 max=0.005 +19:20:32,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0009), (, -0.0), (, -0.0), (, -0.0008), (, 0.005), (, -0.0), (, 0.0027), (, -0.0079), (, -0.0), (, -0.0057), (, 0.0), (, -0.0), (, -0.0069), (, -0.0), (, -0.0), (, -0.0069), (, 0.0015)] +19:20:33,372 root INFO ContextualMultiArmedBanditAgent - exp=[0.1775 0.1437 0.0921 0.126 0.1281] probs=[0.2088 0.2014 0.1917 0.196 0.2021] +19:20:34,748 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=13 avg=-0.0017153846153846154 std=0.0039770197875460146 min=-0.0079 max=0.005 +19:20:34,749 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0016), (, -0.0008), (, -0.0), (, 0.005), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0015), (, 0.0012), (, -0.0069), (, -0.0), (, 0.0), (, -0.0009), (, -0.0), (, 0.0027), (, -0.0), (, -0.0), (, 0.0002), (, -0.0079), (, -0.0054), (, 0.0015), (, -0.0)] +19:20:35,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.0718 0.067 0.0679 0.0621] probs=[0.1999 0.2046 0.1969 0.1897 0.2089] +19:20:36,513 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.001255 std=0.00341415802211907 min=-0.0079 max=0.005 +19:20:36,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, 0.0008), (, 0.005), (, -0.001), (, 0.0015), (, -0.0017), (, -0.0079), (, -0.0002), (, 0.0002), (, 0.0012), (, -0.0069), (, -0.0015), (, -0.0), (, -0.0054), (, 0.0015), (, 0.0013), (, -0.0), (, -0.0), (, -0.0009), (, -0.0035), (, -0.0008), (, -0.0), (, 0.0027), (, -0.0016), (, 0.0), (, -0.0)] +19:20:37,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.0286 0.0493 0.0636 0.0606 0.0718] probs=[0.2068 0.1915 0.1912 0.1976 0.2129] +19:20:38,425 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0011192307692307693 std=0.00272876687151051 min=-0.0079 max=0.005 +19:20:38,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.001), (, 0.0011), (, 0.005), (, -0.0009), (, -0.0004), (, -0.0054), (, 0.0002), (, -0.0017), (, -0.0022), (, 0.0015), (, -0.0), (, -0.0), (, -0.0021), (, -0.0002), (, 0.0013), (, -0.0001), (, -0.0016), (, 0.0), (, -0.0008), (, -0.0015), (, 0.0012), (, -0.0), (, -0.0079), (, -0.0035), (, 0.0002), (, -0.0001), (, -0.0069), (, 0.0015), (, -0.0046)] +19:20:39,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1275 0.1102 0.0838 0.0822] probs=[0.2015 0.2026 0.192 0.2016 0.2024] +19:20:40,527 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.0013807692307692308 std=0.002539082091981763 min=-0.0079 max=0.0022 +19:20:40,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0079), (, -0.0069), (, -0.0022), (, 0.0002), (, 0.0002), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0017), (, 0.0015), (, -0.0035), (, -0.0054), (, -0.0046), (, -0.0002), (, 0.0015), (, -0.0026), (, 0.0003), (, -0.0004), (, -0.0), (, -0.0028), (, 0.0022), (, 0.0011), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0013), (, -0.0021)] +19:20:41,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.108 0.1167 0.0995 0.0751 0.0971] probs=[0.1993 0.2081 0.1889 0.1954 0.2082] +19:20:42,638 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.001293103448275862 std=0.0020375663364674414 min=-0.0079 max=0.0012 +19:20:42,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0079), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0013), (, -0.0025), (, 0.0007), (, -0.0046), (, 0.0012), (, -0.0012), (, -0.0001), (, 0.0003), (, -0.0069), (, -0.0), (, -0.0028), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0012), (, -0.0021), (, 0.0), (, -0.0015), (, -0.0017), (, 0.0002), (, -0.001), (, -0.0014), (, -0.0005), (, -0.0004)] +19:20:43,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0987 0.1189 0.1488 0.1225 0.1546] probs=[0.2013 0.2007 0.1998 0.1982 0.2 ] +19:20:44,819 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.000893939393939394 std=0.0015567914544634878 min=-0.0079 max=0.001 +19:20:44,820 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.0), (, -0.001), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0021), (, -0.0001), (, 0.0001), (, 0.0009), (, -0.0015), (, -0.0012), (, -0.0013), (, 0.0), (, -0.0079), (, -0.0017), (, 0.001), (, -0.0001), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0009), (, 0.0001), (, -0.0028), (, 0.0007), (, -0.0014), (, -0.0004), (, -0.0005), (, 0.0004), (, -0.0002), (, -0.002), (, -0.0015), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0025)] +19:20:45,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0622 0.0706 0.0702 0.0627 0.0441] probs=[0.2015 0.203 0.1981 0.1977 0.1997] +19:20:47,442 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0008933333333333334 std=0.0014315337540166105 min=-0.0067 max=0.0007 +19:20:47,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0067), (, -0.0009), (, -0.0031), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, 0.0), (, 0.0002), (, -0.0001), (, 0.0), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0017), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0015), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0017), (, -0.0004), (, 0.0002), (, -0.0005), (, 0.0001), (, 0.0), (, -0.002), (, -0.0005), (, -0.0025), (, 0.0001), (, -0.0004), (, -0.0028)] +19:20:48,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.1313 0.2127 0.1674 0.1786 0.1872] probs=[0.198 0.2066 0.1939 0.1975 0.2039] +19:20:49,976 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0011862068965517241 std=0.0017325930612277385 min=-0.0067 max=0.0007 +19:20:49,976 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0031), (, -0.0001), (, -0.002), (, -0.0015), (, 0.0), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0017), (, 0.0005), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0067), (, 0.0), (, -0.0028), (, 0.0007), (, -0.0017), (, -0.001), (, -0.0013), (, -0.0005)] +19:20:50,913 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.1042 0.1658 0.126 0.1314] probs=[0.2032 0.1999 0.1951 0.2029 0.1989] +19:20:52,422 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0007757575757575757 std=0.0014514423971138427 min=-0.0067 max=0.0018 +19:20:52,423 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0), (, -0.0017), (, -0.0001), (, 0.0), (, -0.002), (, 0.0018), (, -0.0017), (, -0.0067), (, -0.0031), (, 0.0002), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0006), (, -0.0), (, -0.0011), (, 0.0005), (, -0.0007), (, 0.0006), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0028), (, -0.0014), (, -0.0004), (, 0.0011), (, -0.0005), (, -0.0005), (, 0.0005), (, 0.0004), (, -0.0015), (, 0.0003)] +19:20:53,585 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.1699 0.1304 0.1437 0.1803] probs=[0.1945 0.2057 0.1997 0.1987 0.2014] +19:20:55,327 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0005387096774193548 std=0.0017619046547662541 min=-0.0067 max=0.0041 +19:20:55,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, 0.003), (, 0.0), (, -0.0013), (, 0.0018), (, 0.0041), (, 0.0005), (, -0.0), (, 0.0), (, 0.0003), (, -0.0008), (, 0.0), (, -0.002), (, -0.0), (, 0.0006), (, 0.0005), (, -0.0011), (, -0.0014), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0031), (, -0.0007), (, -0.0017), (, -0.0004), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0011), (, -0.0004), (, -0.0067), (, -0.0017), (, -0.0001), (, -0.0003), (, 0.0), (, -0.001), (, -0.0005)] +19:20:56,483 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.1314 0.0656 0.0753 0.0693] probs=[0.1979 0.2016 0.1995 0.2008 0.2002] +19:20:58,113 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-0.000403448275862069 std=0.0018782755771921055 min=-0.0067 max=0.0041 +19:20:58,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, 0.0009), (, 0.0), (, -0.001), (, -0.0005), (, 0.003), (, -0.0002), (, -0.0031), (, -0.0), (, -0.0004), (, -0.0011), (, 0.0041), (, 0.0), (, 0.0018), (, -0.0011), (, -0.0), (, -0.0), (, -0.0005), (, -0.001), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0), (, -0.0067), (, -0.0002), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0005), (, -0.0005), (, 0.001), (, -0.0025), (, 0.0), (, -0.0013), (, -0.0011), (, 0.0017)] +19:20:59,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0833 0.0884 0.0726 0.0665 0.0711] probs=[0.1972 0.2009 0.1991 0.2022 0.2006] +19:21:00,843 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=34 avg=-0.00021176470588235292 std=0.001971229044184536 min=-0.0067 max=0.0048 +19:21:00,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, 0.0014), (, -0.0004), (, 0.003), (, 0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0017), (, -0.0), (, 0.0), (, -0.0002), (, 0.0), (, -0.0), (, -0.0011), (, -0.001), (, -0.001), (, -0.0018), (, -0.0002), (, 0.0017), (, 0.0), (, -0.0013), (, 0.0009), (, -0.0067), (, -0.0025), (, 0.0), (, 0.0041), (, 0.0), (, 0.0048), (, -0.0031), (, -0.001), (, -0.0002), (, -0.0), (, 0.0), (, 0.001), (, -0.0001), (, -0.0005), (, -0.0005), (, 0.0018), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0004)] +19:21:02,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0715 0.0801 0.0652 0.081 0.0997] probs=[0.2004 0.2074 0.1928 0.2003 0.199 ] +19:21:03,732 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-9.705882352941178e-05 std=0.002006384705079035 min=-0.0067 max=0.0048 +19:21:03,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0001), (, -0.0067), (, 0.0017), (, -0.0011), (, -0.0011), (, 0.0), (, 0.002), (, 0.0), (, -0.0009), (, -0.0018), (, -0.0031), (, 0.0002), (, -0.0003), (, -0.0025), (, -0.0002), (, 0.0009), (, -0.0004), (, 0.001), (, 0.0), (, -0.001), (, -0.001), (, 0.001), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0014), (, -0.0013), (, 0.0018), (, -0.0002), (, 0.0041), (, -0.0), (, -0.0004), (, -0.0005), (, -0.001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0), (, 0.0048), (, 0.003)] +19:21:04,896 root INFO ContextualMultiArmedBanditAgent - exp=[0.0386 0.0515 0.0436 0.0559 0.0341] probs=[0.2004 0.2071 0.1972 0.1956 0.1998] +19:21:06,340 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=34 avg=-0.00015000000000000001 std=0.0018691378950169075 min=-0.0067 max=0.0041 +19:21:06,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.0002), (, 0.002), (, -0.0), (, -0.0025), (, -0.0011), (, 0.0003), (, 0.0002), (, -0.0002), (, 0.0002), (, 0.0018), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0005), (, -0.0012), (, 0.0009), (, -0.0), (, -0.0005), (, 0.0017), (, 0.0), (, -0.0018), (, 0.0), (, 0.003), (, -0.0003), (, -0.0009), (, 0.001), (, -0.0005), (, -0.0), (, 0.0), (, 0.0003), (, -0.0006), (, 0.0001), (, 0.0), (, -0.0067), (, 0.0041), (, 0.0), (, 0.0018), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0043), (, 0.0)] +19:21:07,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.1614 0.1544 0.134 0.1191] probs=[0.1992 0.1997 0.2008 0.201 0.1993] +19:21:09,139 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=30 avg=-0.00038333333333333334 std=0.0013897441810955312 min=-0.0045 max=0.0019 +19:21:09,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0002), (, 0.0001), (, -0.0), (, 0.0), (, -0.0043), (, -0.0), (, 0.0), (, -0.0002), (, 0.0018), (, 0.0019), (, 0.0017), (, -0.0017), (, 0.001), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0018), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0004), (, 0.0), (, 0.0003), (, 0.0), (, -0.0007), (, 0.0012), (, -0.0005), (, -0.0012), (, -0.0004), (, 0.0002), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0045), (, -0.0009)] +19:21:10,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.1193 0.1094 0.1179 0.1632 0.1068] probs=[0.194 0.1963 0.2092 0.1995 0.201 ] +19:21:11,928 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=27 avg=-0.000737037037037037 std=0.0012049736890160094 min=-0.0045 max=0.0007 +19:21:11,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, -0.0018), (, 0.0), (, -0.0021), (, -0.0002), (, 0.0), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0007), (, 0.0003), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0009), (, -0.0043), (, -0.0007), (, 0.0), (, -0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0), (, -0.0009), (, 0.0006), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0045), (, 0.0), (, -0.0012), (, -0.0005), (, -0.0003), (, -0.0)] +19:21:13,155 root INFO ContextualMultiArmedBanditAgent - exp=[0.1705 0.1634 0.1547 0.1338 0.1335] probs=[0.1969 0.2037 0.2049 0.2032 0.1912] +19:21:14,665 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.0005178571428571428 std=0.0008750728832619647 min=-0.0045 max=0.0006 +19:21:14,666 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, 0.0003), (, -0.0003), (, -0.0009), (, -0.0006), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0006), (, 0.0006), (, -0.0002), (, -0.0009), (, -0.0007), (, -0.0005), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0), (, 0.0002), (, 0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0012), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0045)] +19:21:15,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.0531 0.0505 0.0884 0.0714 0.0942] probs=[0.1996 0.1995 0.2029 0.1994 0.1986] +19:21:17,260 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=34 avg=-0.000626470588235294 std=0.0013318074457910045 min=-0.0067 max=0.0005 +19:21:17,261 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0002), (, 0.0001), (, -0.0067), (, -0.0007), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0008), (, -0.0006), (, 0.0001), (, -0.0007), (, -0.001), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0045), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, 0.0002), (, -0.0009), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0012), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0), (, 0.0005), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0), (, 0.0003)] +19:21:18,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1367 0.0859 0.1246 0.1361] probs=[0.2013 0.2004 0.1974 0.1957 0.2052] +19:21:19,936 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=35 avg=-0.0008514285714285713 std=0.00165294048437866 min=-0.0067 max=0.0005 +19:21:19,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0002), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0005), (, -0.0004), (, -0.0009), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0014), (, 0.0), (, 0.0), (, 0.0001), (, -0.0009), (, -0.001), (, 0.0001), (, -0.0008), (, -0.0012), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0067), (, 0.0002), (, -0.0007), (, -0.0045)] +19:21:21,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.0483 0.0814 0.06 0.0769 0.0632] probs=[0.1987 0.2008 0.2003 0.2016 0.1985] +19:21:22,619 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0007500000000000001 std=0.0016475739740600423 min=-0.0067 max=0.0005 +19:21:22,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, -0.0007), (, -0.0), (, 0.0), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0006), (, 0.0003), (, -0.0014), (, -0.0008), (, -0.0067), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0009), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0009), (, 0.0002), (, 0.0001), (, -0.0)] +19:21:23,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.0959 0.125 0.0933 0.1439] probs=[0.1978 0.2072 0.1957 0.2038 0.1956] +19:21:25,356 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.00068 std=0.0016831320011613273 min=-0.0067 max=0.0007 +19:21:25,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0002), (, -0.001), (, -0.0014), (, -0.0004), (, -0.0067), (, -0.0006), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0004), (, 0.0003), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0009), (, -0.0006), (, 0.0), (, 0.0001), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0004), (, 0.0006), (, 0.0), (, 0.0007), (, 0.0)] +19:21:26,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0545 0.1174 0.1017 0.0826 0.1249] probs=[0.197 0.2071 0.201 0.2006 0.1944] +19:21:27,849 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0007192307692307691 std=0.0017905777389025182 min=-0.0067 max=0.0007 +19:21:27,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0067), (, 0.0003), (, -0.0009), (, 0.0), (, 0.0), (, -0.0014), (, -0.0002), (, -0.0001), (, 0.0004), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0009), (, 0.0), (, -0.0004), (, 0.0007), (, -0.0004), (, 0.0), (, 0.0), (, -0.0004), (, -0.0007), (, 0.0001), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0004), (, 0.0), (, -0.0), (, 0.0004), (, 0.0004), (, -0.0006), (, 0.0), (, -0.0007), (, 0.0), (, 0.0)] +19:21:28,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0541 0.0808 0.0325 0.0388 0.0418] probs=[0.1988 0.2072 0.1936 0.2048 0.1955] +19:21:30,724 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.0008680000000000001 std=0.0017631154244688576 min=-0.0067 max=0.0003 +19:21:30,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0014), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0009), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0007), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0067), (, -0.0007), (, -0.0007), (, -0.0006)] +19:21:31,872 root INFO ContextualMultiArmedBanditAgent - exp=[0.127 0.1745 0.1656 0.1502 0.146 ] probs=[0.1983 0.21 0.1963 0.1974 0.1979] +19:21:33,578 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.0006000000000000001 std=0.0024010962408647298 min=-0.0067 max=0.004 +19:21:33,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, 0.0), (, 0.0024), (, -0.0), (, -0.0001), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0014), (, 0.0), (, 0.0003), (, -0.0), (, 0.0), (, 0.0001), (, 0.004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0067), (, 0.0006), (, 0.0), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0)] +19:21:34,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0986 0.1235 0.1267 0.1454 0.1338] probs=[0.2019 0.2047 0.1948 0.1989 0.1997] +19:21:36,231 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.00018399999999999997 std=0.002370093669035045 min=-0.0067 max=0.0044 +19:21:36,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, 0.0003), (, 0.004), (, -0.0007), (, 0.0002), (, -0.0006), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0001), (, 0.0044), (, 0.0), (, 0.0), (, -0.0002), (, 0.0024), (, -0.0), (, -0.0067), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0024), (, 0.0006), (, -0.0002), (, 0.0)] +19:21:37,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1333 0.1274 0.0996 0.1096 0.0947] probs=[0.1979 0.2083 0.1996 0.1966 0.1976] +19:21:38,687 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=0.00032424242424242415 std=0.0018705096215365451 min=-0.0067 max=0.0044 +19:21:38,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0002), (, -0.0014), (, -0.0003), (, -0.0002), (, 0.0024), (, -0.0002), (, 0.0044), (, -0.0003), (, 0.0002), (, 0.0024), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0), (, 0.004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0067), (, 0.0), (, 0.0024), (, -0.0003), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0024), (, 0.0024), (, 0.0024)] +19:21:39,967 root INFO ContextualMultiArmedBanditAgent - exp=[0.1026 0.1047 0.0763 0.0947 0.0771] probs=[0.1997 0.2058 0.1983 0.2025 0.1937] +19:21:41,644 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=28 avg=0.0002214285714285714 std=0.002258690698938079 min=-0.0067 max=0.0044 +19:21:41,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0), (, -0.0067), (, -0.0), (, 0.0044), (, -0.0004), (, -0.0), (, 0.0), (, 0.0004), (, 0.0007), (, 0.0001), (, 0.004), (, 0.0), (, -0.0003), (, -0.0), (, 0.0024), (, -0.0044), (, 0.0024), (, -0.0), (, 0.0024), (, 0.0024), (, -0.0024), (, 0.0024), (, -0.0003), (, -0.0003), (, 0.0024), (, 0.0)] +19:21:42,833 root INFO ContextualMultiArmedBanditAgent - exp=[0.1374 0.1145 0.1025 0.1385 0.1351] probs=[0.2024 0.2012 0.2039 0.1955 0.1969] +19:21:44,559 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=1.7857142857142818e-05 std=0.0026050848041349237 min=-0.0067 max=0.0044 +19:21:44,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0009), (, -0.0003), (, -0.0004), (, 0.0024), (, 0.0024), (, 0.0004), (, -0.0), (, 0.0004), (, -0.0004), (, 0.0024), (, -0.0011), (, -0.0067), (, 0.0), (, -0.0003), (, 0.0024), (, 0.0024), (, 0.0005), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0024), (, -0.0002), (, -0.0007), (, -0.0037), (, -0.0044), (, 0.0024), (, 0.0007), (, -0.0), (, 0.004), (, -0.0), (, 0.0044), (, 0.0033), (, -0.0014), (, 0.0), (, 0.0)] +19:21:45,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1576 0.1163 0.1347 0.1209] probs=[0.197 0.2108 0.1983 0.2011 0.1928] +19:21:47,204 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=0.0001387096774193548 std=0.002509038810864128 min=-0.0067 max=0.0044 +19:21:47,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0005), (, -0.0), (, -0.0), (, 0.0024), (, 0.0007), (, -0.0), (, -0.0), (, 0.0004), (, -0.0007), (, 0.0044), (, -0.0009), (, 0.0007), (, 0.0024), (, 0.0024), (, 0.0024), (, -0.0011), (, -0.0004), (, 0.0004), (, -0.0004), (, -0.0044), (, 0.0008), (, 0.0033), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0013), (, 0.0007), (, 0.0), (, -0.0024), (, -0.0), (, 0.004), (, -0.0037), (, 0.0024), (, -0.0021), (, 0.0), (, 0.0024), (, 0.0024), (, -0.0067)] +19:21:48,457 root INFO ContextualMultiArmedBanditAgent - exp=[0.1001 0.1841 0.1222 0.1412 0.1029] probs=[0.2001 0.2049 0.1945 0.2023 0.1981] +19:21:50,168 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=8.181818181818178e-05 std=0.0021979955807514165 min=-0.0067 max=0.0033 +19:21:50,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0024), (, -0.0), (, 0.0005), (, 0.0004), (, -0.0021), (, 0.0024), (, -0.0024), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0033), (, -0.0), (, 0.0007), (, -0.0013), (, 0.0007), (, -0.0067), (, 0.0), (, 0.0024), (, -0.0011), (, -0.0037), (, 0.003), (, -0.0009), (, 0.0007), (, 0.0012), (, -0.0003), (, 0.0024), (, -0.0003), (, -0.0003), (, 0.0024), (, -0.0008), (, 0.0024), (, 0.0004), (, 0.0007), (, -0.0005), (, 0.0024), (, -0.0044)] +19:21:51,235 root INFO ContextualMultiArmedBanditAgent - exp=[0.0727 0.1148 0.1051 0.1162 0.1143] probs=[0.1954 0.2056 0.1969 0.2011 0.201 ] +19:21:52,656 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0006586206896551725 std=0.001789339550934214 min=-0.0067 max=0.0024 +19:21:52,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0002), (, 0.0005), (, -0.0021), (, 0.0007), (, -0.0011), (, -0.0009), (, 0.0008), (, 0.0024), (, -0.0007), (, -0.0002), (, -0.0005), (, 0.0003), (, 0.0005), (, 0.0012), (, -0.0003), (, 0.0005), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0044), (, -0.0003), (, -0.0), (, -0.0), (, -0.0067), (, 0.0), (, -0.0037), (, 0.0002), (, 0.0004), (, 0.0007), (, -0.0003), (, -0.0004), (, -0.0024)] +19:21:53,594 root INFO ContextualMultiArmedBanditAgent - exp=[0.1147 0.106 0.0822 0.0836 0.0825] probs=[0.1972 0.203 0.2014 0.1968 0.2015] +19:21:55,12 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0007821428571428571 std=0.00158340807199186 min=-0.0067 max=0.0013 +19:21:55,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0003), (, -0.0024), (, -0.0004), (, 0.0013), (, -0.0003), (, 0.0005), (, -0.0002), (, 0.0008), (, -0.0037), (, 0.0004), (, 0.0004), (, 0.0012), (, -0.0013), (, -0.0011), (, -0.0021), (, 0.0003), (, 0.0), (, -0.0016), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0), (, -0.002), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0009), (, -0.0067)] +19:21:55,963 root INFO ContextualMultiArmedBanditAgent - exp=[0.108 0.141 0.1702 0.1178 0.1131] probs=[0.1947 0.2048 0.2003 0.2099 0.1903] +19:21:57,647 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0004129032258064516 std=0.0011449022878391288 min=-0.0037 max=0.0014 +19:21:57,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, -0.0001), (, 0.0012), (, 0.0014), (, -0.0024), (, -0.0), (, 0.0006), (, 0.0008), (, -0.0009), (, -0.0013), (, 0.0004), (, 0.0013), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0003), (, -0.0037), (, -0.0009), (, 0.0003), (, 0.0005), (, -0.0016), (, -0.0015), (, 0.0003), (, -0.0002), (, 0.0009), (, -0.0021), (, -0.0011)] +19:21:58,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0854 0.1039 0.0885 0.0854 0.0506] probs=[0.1973 0.2028 0.1975 0.2034 0.1991] +19:22:00,336 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0005633333333333334 std=0.0011259021074478703 min=-0.0037 max=0.0013 +19:22:00,336 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, -0.0011), (, -0.0002), (, -0.002), (, 0.0009), (, -0.0021), (, -0.0009), (, -0.0001), (, 0.0003), (, 0.0003), (, -0.0003), (, 0.0012), (, -0.0), (, -0.0021), (, 0.0013), (, -0.0024), (, -0.0003), (, 0.0), (, 0.0003), (, -0.0003), (, 0.0005), (, 0.0003), (, -0.0016), (, 0.0003), (, -0.0037), (, -0.0007), (, -0.0002), (, -0.001), (, -0.0005), (, -0.0013), (, -0.0015)] +19:22:01,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0919 0.0736 0.0787 0.0482] probs=[0.1958 0.2027 0.1922 0.2081 0.2012] +19:22:02,787 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0004838709677419355 std=0.001144438663414697 min=-0.0037 max=0.0013 +19:22:02,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, -0.0003), (, 0.0003), (, -0.0005), (, -0.0002), (, -0.0013), (, 0.0), (, 0.0008), (, 0.0012), (, -0.001), (, -0.0011), (, -0.0002), (, -0.0001), (, 0.0013), (, 0.0003), (, -0.0), (, -0.0001), (, 0.0009), (, -0.0008), (, 0.0), (, -0.0016), (, 0.0003), (, 0.0003), (, -0.002), (, -0.0003), (, -0.0021), (, -0.0015), (, 0.0007), (, 0.0003), (, -0.0003), (, -0.0021), (, 0.0003), (, -0.0024)] +19:22:03,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.1207 0.1153 0.0819 0.0704 0.0916] probs=[0.2012 0.2005 0.1997 0.1985 0.2 ] +19:22:05,542 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00041 std=0.0008703830574331434 min=-0.0024 max=0.001 +19:22:05,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, -0.0021), (, -0.0008), (, -0.0002), (, -0.001), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0013), (, 0.0003), (, -0.0005), (, 0.0007), (, -0.0002), (, -0.0003), (, 0.0007), (, 0.0003), (, -0.0024), (, -0.0005), (, -0.0021), (, 0.0), (, 0.001), (, 0.0), (, -0.0006), (, 0.0003), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0001), (, 0.0003), (, 0.0007), (, -0.0008), (, -0.0015), (, -0.0016)] +19:22:06,610 root INFO ContextualMultiArmedBanditAgent - exp=[0.1515 0.1696 0.1171 0.1661 0.1097] probs=[0.2001 0.205 0.1945 0.1992 0.2012] +19:22:08,402 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.0002466666666666667 std=0.0009185979655008072 min=-0.0024 max=0.0014 +19:22:08,403 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, 0.0014), (, 0.0007), (, -0.0006), (, 0.0), (, -0.0003), (, -0.0016), (, -0.0002), (, 0.0003), (, -0.0021), (, 0.0), (, 0.001), (, 0.0007), (, -0.0), (, 0.001), (, -0.0003), (, 0.0007), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0021), (, 0.0003), (, -0.0003), (, 0.0003), (, -0.0002), (, 0.0003), (, -0.0002), (, 0.0003), (, -0.0013), (, -0.0001), (, -0.0024), (, -0.0005)] +19:22:09,480 root INFO ContextualMultiArmedBanditAgent - exp=[0.0576 0.1293 0.0886 0.0914 0.0747] probs=[0.2013 0.2026 0.2003 0.2017 0.1941] +19:22:11,147 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00025333333333333333 std=0.0008118839544882974 min=-0.0024 max=0.001 +19:22:11,147 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0008), (, 0.0003), (, -0.0004), (, 0.0006), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0024), (, 0.001), (, 0.0003), (, -0.0004), (, -0.0002), (, -0.0013), (, -0.0016), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0003), (, 0.0007), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0021), (, 0.0003), (, -0.0006), (, -0.0), (, -0.0004), (, 0.0007), (, 0.001), (, -0.0002), (, 0.0007), (, -0.0)] +19:22:12,380 root INFO ContextualMultiArmedBanditAgent - exp=[0.1182 0.1611 0.1457 0.1181 0.1457] probs=[0.1925 0.1987 0.2005 0.204 0.2043] +19:22:14,76 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.00013703703703703705 std=0.0007013997371120483 min=-0.0021 max=0.001 +19:22:14,76 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0), (, 0.0004), (, 0.0), (, -0.0001), (, 0.0004), (, -0.0003), (, 0.0007), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0006), (, 0.0007), (, -0.0007), (, -0.0021), (, 0.0003), (, 0.0007), (, 0.001), (, -0.0008), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0013), (, 0.0002), (, -0.0002), (, -0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, 0.001)] +19:22:15,189 root INFO ContextualMultiArmedBanditAgent - exp=[0.0346 0.0524 0.0699 0.0391 0.0584] probs=[0.1994 0.203 0.1974 0.2011 0.199 ] +19:22:16,873 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00010344827586206895 std=0.0006692676175315354 min=-0.0021 max=0.001 +19:22:16,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0007), (, 0.001), (, 0.0), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0), (, 0.001), (, -0.0), (, 0.0002), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0013), (, 0.0001), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0004), (, 0.0004), (, 0.0007), (, 0.0006), (, -0.0004), (, -0.0008), (, -0.0021), (, 0.0001), (, -0.0006), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003)] +19:22:18,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.1657 0.1498 0.1992 0.1718 0.1958] probs=[0.2013 0.1975 0.2055 0.1991 0.1965] +19:22:19,943 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00021923076923076925 std=0.0005567897205403565 min=-0.0021 max=0.0007 +19:22:19,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0006), (, 0.0007), (, 0.0007), (, 0.0004), (, -0.0001), (, -0.0004), (, -0.0021), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0003), (, 0.0007), (, 0.0001), (, 0.0002), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0004), (, -0.0008)] +19:22:21,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.1913 0.2089 0.2023 0.2089 0.1964] probs=[0.2006 0.2045 0.1915 0.1974 0.206 ] +19:22:22,967 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0004166666666666667 std=0.0004058598553961973 min=-0.0021 max=-0.0001 +19:22:22,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0021), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, -0.0007), (, -0.0009), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0003)] +19:22:24,178 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.0946 0.0331 0.0904 0.0739] probs=[0.2045 0.2 0.2045 0.1996 0.1915] +19:22:25,968 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00035833333333333333 std=0.00046270641039672464 min=-0.0021 max=0.0005 +19:22:25,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0006), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0), (, -0.0021), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0004), (, 0.0005), (, -0.0001), (, -0.0007), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0)] +19:22:27,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1384 0.1308 0.1645 0.128 ] probs=[0.2049 0.1979 0.1958 0.1992 0.2022] +19:22:28,778 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000272 std=0.0005488314859772533 min=-0.0021 max=0.0008 +19:22:28,778 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0004), (, 0.0002), (, 0.0008), (, -0.0003), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0021), (, -0.0001), (, 0.0006), (, 0.0), (, 0.0004), (, 0.0005), (, -0.0), (, 0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0005)] +19:22:30,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.051 0.0525 0.0309 0.037 0.0596] probs=[0.1929 0.2023 0.2049 0.1995 0.2004] +19:22:31,702 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.00025 std=0.00032532035493238555 min=-0.0009 max=0.0006 +19:22:31,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0006), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0003), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0004), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0)] +19:22:32,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1651 0.155 0.1237 0.0895] probs=[0.1989 0.2037 0.1945 0.2053 0.1976] +19:22:34,744 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0002733333333333333 std=0.0003785351884420904 min=-0.0009 max=0.0006 +19:22:34,744 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0009), (, 0.0004), (, 0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, 0.0006), (, 0.0), (, 0.0)] +19:22:35,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.1042 0.0968 0.0639 0.0669 0.0829] probs=[0.2137 0.2002 0.1987 0.1921 0.1953] +19:22:37,404 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.0002 std=0.00036878177829171546 min=-0.0009 max=0.0006 +19:22:37,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0002), (, -0.0), (, 0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0007), (, -0.0006), (, -0.0004), (, 0.0006), (, -0.0001), (, -0.0), (, -0.0006), (, 0.0), (, -0.0002)] +19:22:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0533 0.1317 0.0873 0.0865 0.0817] probs=[0.2001 0.2045 0.1987 0.1981 0.1986] +19:22:40,38 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.00023214285714285717 std=0.00037421686935001 min=-0.0009 max=0.0006 +19:22:40,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0004), (, 0.0005), (, 0.0), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0006), (, -0.0009), (, -0.0002), (, -0.0001), (, -0.0006), (, -0.0009), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0001)] +19:22:41,345 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.0939 0.1459 0.0934 0.0929] probs=[0.2 0.2031 0.1976 0.1952 0.2041] +19:22:43,19 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0001833333333333333 std=0.00040585985539619735 min=-0.0009 max=0.0007 +19:22:43,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0009), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0006), (, 0.0005), (, 0.0002), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0009), (, 0.0001), (, 0.0006), (, -0.0004), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0001), (, 0.0001), (, 0.0007), (, -0.0003), (, -0.0001), (, -0.0)] +19:22:44,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.0985 0.0758 0.1049 0.0753 0.1032] probs=[0.1968 0.2087 0.1956 0.1974 0.2016] +19:22:46,569 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=34 avg=-0.00025294117647058816 std=0.00035249972391949725 min=-0.0009 max=0.0005 +19:22:46,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.0007), (, -0.0002), (, 0.0005), (, 0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0009), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0009), (, -0.0001), (, 0.0005), (, -0.0), (, -0.0004), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0001)] +19:22:48,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.0976 0.1174 0.0568 0.0777] probs=[0.1975 0.1985 0.2035 0.2016 0.1988] +19:22:50,213 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0003366666666666666 std=0.00038771409856003713 min=-0.0009 max=0.0006 +19:22:50,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0), (, 0.0001), (, 0.0006), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0008), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0004), (, 0.0002), (, -0.0004), (, 0.0005), (, -0.0004), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0001), (, 0.0), (, 0.0)] +19:22:52,125 root INFO ContextualMultiArmedBanditAgent - exp=[0.101 0.121 0.0803 0.118 0.0921] probs=[0.1952 0.2013 0.2052 0.201 0.1974] +19:22:54,149 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0003096774193548387 std=0.0003863433528149643 min=-0.0009 max=0.0006 +19:22:54,150 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0009), (, -0.0009), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0), (, -0.0006), (, 0.0006), (, -0.0), (, 0.0), (, -0.0005), (, 0.0005)] +19:22:55,898 root INFO ContextualMultiArmedBanditAgent - exp=[0.0916 0.081 0.0672 0.0855 0.1001] probs=[0.2062 0.2045 0.1967 0.1954 0.1971] +19:22:57,897 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.00039565217391304334 std=0.0003507485918278035 min=-0.0009 max=0.0005 +19:22:57,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0004), (, 0.0)] +19:22:59,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.0931 0.0776 0.0821 0.0556] probs=[0.2021 0.1991 0.1995 0.2013 0.1979] +19:23:00,780 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.000404 std=0.00033761516553614706 min=-0.0009 max=0.0003 +19:23:00,780 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0006), (, -0.0003), (, -0.0008), (, 0.0003), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0003), (, -0.0008), (, -0.0005), (, -0.0002), (, -0.0009)] +19:23:02,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1136 0.133 0.1506 0.1302 0.1404] probs=[0.1973 0.2036 0.2048 0.1968 0.1976] +19:23:04,56 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0003551724137931034 std=0.00037562472734196467 min=-0.0009 max=0.0004 +19:23:04,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, 0.0003), (, -0.0008), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0008), (, -0.0005), (, -0.0009), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0002), (, -0.0009), (, -0.0004), (, 0.0004), (, -0.0006), (, -0.0001), (, -0.0004), (, -0.0007)] +19:23:05,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.0702 0.0881 0.0711 0.0677 0.0763] probs=[0.195 0.202 0.1996 0.2001 0.2034] +19:23:07,348 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003400000000000001 std=0.00036751417206233925 min=-0.0009 max=0.0004 +19:23:07,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0009), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0007), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0004), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0), (, -0.0009), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0005)] +19:23:09,52 root INFO ContextualMultiArmedBanditAgent - exp=[0.0999 0.0761 0.0915 0.1284 0.0874] probs=[0.1921 0.2004 0.196 0.2064 0.2051] +19:23:11,129 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0003518518518518518 std=0.00038041923304026184 min=-0.0009 max=0.0004 +19:23:11,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0), (, -0.0), (, -0.0008), (, -0.0002), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0004), (, -0.0005), (, -0.0005), (, -0.0009), (, -0.0002), (, -0.0007), (, -0.0004), (, -0.0009)] +19:23:12,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.0821 0.0916 0.0698 0.1208 0.0468] probs=[0.2049 0.2013 0.2043 0.1933 0.1962] +19:23:14,171 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.0003076923076923077 std=0.0003647159874193753 min=-0.0009 max=0.0004 +19:23:14,172 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0001), (, -0.0), (, 0.0), (, 0.0002), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0006), (, -0.0005), (, -0.0004), (, 0.0004), (, -0.0003), (, 0.0004), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0006), (, -0.0), (, -0.0008), (, -0.0005), (, -0.0002)] +19:23:15,542 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1011 0.0566 0.0807 0.0495] probs=[0.1973 0.2055 0.1987 0.1981 0.2004] +19:23:17,634 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0003571428571428572 std=0.0003553287258319549 min=-0.0009 max=0.0004 +19:23:17,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0009), (, 0.0004), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0008), (, -0.0009), (, -0.0004), (, 0.0)] +19:23:18,863 root INFO ContextualMultiArmedBanditAgent - exp=[0.122 0.1143 0.1609 0.1442 0.1356] probs=[0.1985 0.1933 0.2022 0.206 0.2001] +19:23:20,448 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.00036666666666666667 std=0.00034156502553198657 min=-0.0009 max=0.0004 +19:23:20,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0005), (, 0.0), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, 0.0004), (, -0.0004), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0003), (, 0.0)] +19:23:21,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.1317 0.1221 0.0958 0.1084] probs=[0.1982 0.1973 0.2021 0.2031 0.1993] +19:23:23,91 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=15 avg=-0.0003133333333333333 std=0.00028487814158961993 min=-0.0008 max=0.0002 +19:23:23,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0008), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0006), (, 0.0001), (, 0.0002), (, -0.0)] +19:23:24,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.0291 0.1096 0.065 0.0832 0.0981] probs=[0.1955 0.1982 0.202 0.2044 0.1999] +19:23:25,281 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=14 avg=-0.0003428571428571429 std=0.00026108095546424376 min=-0.0008 max=0.0002 +19:23:25,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, -0.0), (, 0.0), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0008), (, -0.0003), (, -0.0003)] +19:23:26,179 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.0949 0.1095 0.0716 0.0668] probs=[0.1979 0.2062 0.1972 0.1961 0.2025] +19:23:28,286 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:23:28,288 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.170675 std=0.30316642397369803 min=-0.0913 max=1.2008 +19:23:28,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.3935), (, 0.431), (, 0.0479), (, 0.1286), (, -0.0096), (, 0.0282), (, 0.033), (, 1.2008), (, -0.0593), (, 0.0311), (, 0.0535), (, 0.1293), (, -0.0913), (, 0.1293), (, 0.2901)] +19:23:28,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1291 0.0597 0.0656 0.1445] probs=[0.1954 0.2026 0.1929 0.2068 0.2023] +19:23:29,824 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.026871428571428567 std=0.07116206281210141 min=-0.0913 max=0.1293 +19:23:29,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, 0.0479), (, -0.0096), (, 0.1293), (, 0.0521), (, 0.1286), (, 0.1293), (, 0.0282), (, -0.0593), (, 0.0311), (, 0.0535), (, -0.0913), (, 0.033), (, -0.0053)] +19:23:30,171 root INFO ContextualMultiArmedBanditAgent - exp=[0.0777 0.1572 0.0356 0.0969 0.067 ] probs=[0.1924 0.21 0.1935 0.2039 0.2002] +19:23:31,226 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.01899230769230769 std=0.06770858895111816 min=-0.0913 max=0.1293 +19:23:31,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, 0.0282), (, -0.0096), (, -0.0593), (, -0.0053), (, 0.0479), (, 0.0311), (, -0.0913), (, 0.1286), (, 0.0521), (, 0.033), (, 0.1293), (, 0.0535)] +19:23:31,490 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0116 0.0476 0.0012 0.0147 -0.0054] probs=[0.1922 0.2077 0.1964 0.2107 0.193 ] +19:23:32,601 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.05136 std=0.03773293521580318 min=-0.0913 max=-0.0053 +19:23:32,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0096), (, -0.0913), (, -0.0593), (, -0.0053)] +19:23:32,764 root INFO ContextualMultiArmedBanditAgent - exp=[0.0666 0.2819 0.2399 0.1783 0.1534] probs=[0.1952 0.2087 0.1981 0.2013 0.1966] +19:23:33,922 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.024100000000000007 std=0.05217890552529999 min=-0.0913 max=0.0642 +19:23:33,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0764), (, 0.0642), (, -0.0053), (, 0.0642), (, -0.0593), (, -0.0096), (, -0.0913), (, -0.0418), (, -0.0053), (, -0.0132)] +19:23:34,158 root INFO ContextualMultiArmedBanditAgent - exp=[0.1454 0.2147 0.0947 0.1368 0.0616] probs=[0.2012 0.1956 0.1955 0.2058 0.202 ] +19:23:35,367 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.01647272727272727 std=0.0575111228911273 min=-0.0913 max=0.0642 +19:23:35,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0418), (, 0.0642), (, -0.0593), (, -0.0913), (, -0.0132), (, 0.0561), (, 0.0028), (, -0.0764), (, 0.0048), (, 0.0642)] +19:23:35,625 root INFO ContextualMultiArmedBanditAgent - exp=[0.239 0.0706 0.1312 0.1 0.1153] probs=[0.202 0.2074 0.1984 0.1976 0.1947] +19:23:36,784 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.05024000000000001 std=0.031031893271278182 min=-0.0913 max=0.0028 +19:23:36,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0764), (, -0.0516), (, -0.0032), (, -0.0321), (, -0.0913), (, 0.0028), (, -0.0418), (, -0.0593), (, -0.0582)] +19:23:37,21 root INFO ContextualMultiArmedBanditAgent - exp=[-0.011 0.1184 0.027 0.0978 -0.0019] probs=[0.1959 0.2075 0.1984 0.201 0.1972] +19:23:38,306 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.03751111111111111 std=0.03000053497465391 min=-0.0913 max=0.003 +19:23:38,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0582), (, -0.022), (, -0.0764), (, 0.003), (, -0.0253), (, -0.0321), (, -0.0913), (, -0.0321), (, -0.0032)] +19:23:38,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1899 0.1369 0.1331 0.1528 0.1103] probs=[0.1969 0.2047 0.2004 0.1964 0.2016] +19:23:39,538 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.027885714285714288 std=0.03255182367379431 min=-0.0913 max=0.0016 +19:23:39,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0913), (, -0.0321), (, 0.0016), (, -0.0582), (, -0.0036), (, -0.0093)] +19:23:39,704 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0107 0.043 0.001 0.0127 -0.0047] probs=[0.2037 0.2137 0.1942 0.2125 0.1758] +19:23:40,851 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.021166666666666667 std=0.0316103358623937 min=-0.0913 max=0.0122 +19:23:40,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0913), (, -0.0582), (, -0.0023), (, -0.0023), (, -0.0321), (, -0.0093), (, 0.0122), (, -0.0036)] +19:23:41,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.2345 0.1681 0.0994 0.14 0.127 ] probs=[0.1983 0.2066 0.2062 0.1964 0.1924] +19:23:42,195 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.009545454545454544 std=0.018374258853889918 min=-0.0582 max=0.0122 +19:23:42,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0582), (, -0.0023), (, -0.0023), (, -0.0036), (, -0.0045), (, -0.0093), (, -0.0023), (, 0.0122), (, 0.001), (, -0.0321)] +19:23:42,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1323 0.1589 0.2235 0.1656 0.1728] probs=[0.199 0.1991 0.2038 0.2028 0.1953] +19:23:43,641 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.008808333333333333 std=0.017777113485852782 min=-0.0582 max=0.0122 +19:23:43,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0036), (, 0.0122), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0045), (, 0.001), (, -0.0), (, -0.0582), (, 0.0002), (, -0.0321), (, -0.0093)] +19:23:43,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0047 0.0315 0.0305 0.0512 0.0446] probs=[0.2058 0.2195 0.2011 0.1889 0.1846] +19:23:45,284 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.007335714285714286 std=0.016894234314144708 min=-0.0582 max=0.0122 +19:23:45,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0033), (, 0.0026), (, -0.0036), (, 0.0029), (, -0.0321), (, -0.0582), (, -0.0032), (, -0.0093), (, -0.0023), (, 0.001), (, -0.0), (, -0.0004), (, 0.0122), (, -0.0045)] +19:23:45,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.2012 0.1366 0.2102 0.1331 0.1945] probs=[0.2087 0.1958 0.1984 0.1886 0.2085] +19:23:46,987 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.003 std=0.009841303267352348 min=-0.0321 max=0.0113 +19:23:46,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.001), (, -0.0045), (, -0.0008), (, 0.0026), (, -0.0033), (, -0.0045), (, -0.0129), (, 0.0089), (, -0.0321), (, -0.0127), (, -0.0052), (, 0.0029), (, -0.0036), (, 0.0045), (, 0.0113), (, -0.0), (, 0.0004)] +19:23:47,430 root INFO ContextualMultiArmedBanditAgent - exp=[0.1021 0.0616 0.1013 0.0701 0.0367] probs=[0.1981 0.2039 0.1991 0.2001 0.1987] +19:23:48,616 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0030388888888888887 std=0.00526246022828876 min=-0.0129 max=0.0061 +19:23:48,616 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, -0.0), (, -0.0008), (, -0.0095), (, -0.0089), (, -0.0033), (, 0.0029), (, -0.0), (, -0.0028), (, -0.0001), (, -0.0045), (, -0.0129), (, -0.0052), (, -0.0045), (, -0.0036), (, 0.0045), (, -0.0127), (, -0.0008), (, 0.001), (, 0.0004)] +19:23:49,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.1603 0.2019 0.0521 0.1824 0.1414] probs=[0.2095 0.2104 0.1886 0.1979 0.1936] +19:23:50,530 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0019416666666666664 std=0.004181498601644577 min=-0.0127 max=0.0061 +19:23:50,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0), (, 0.0011), (, 0.0004), (, -0.0008), (, -0.0036), (, -0.0127), (, 0.0029), (, 0.0004), (, -0.0095), (, -0.0), (, -0.0), (, 0.0004), (, -0.0036), (, -0.0008), (, -0.0045), (, -0.0028), (, 0.0006), (, -0.0089), (, -0.0006), (, -0.0027), (, -0.0033), (, -0.0026), (, -0.0045), (, 0.0061), (, 0.0045), (, 0.001)] +19:23:51,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0309 0.0299 0.0286 0.0206 0.0177] probs=[0.1998 0.2047 0.1999 0.1966 0.199 ] +19:23:52,860 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0019208333333333334 std=0.004019844437979604 min=-0.0112 max=0.0061 +19:23:52,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0112), (, -0.0045), (, 0.0006), (, -0.0), (, -0.0031), (, -0.0027), (, -0.0095), (, -0.0027), (, 0.0), (, -0.0089), (, -0.0006), (, 0.0045), (, 0.0004), (, -0.0026), (, 0.0004), (, -0.0), (, -0.0045), (, -0.0033), (, 0.0004), (, 0.0029), (, -0.0008), (, 0.0018), (, -0.0001), (, -0.0036), (, 0.0061), (, -0.0015), (, -0.0036)] +19:23:53,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.1386 0.166 0.1591 0.1799 0.1261] probs=[0.1947 0.2006 0.2061 0.2068 0.1918] +19:23:54,840 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00176 std=0.004430620724006965 min=-0.0112 max=0.0061 +19:23:54,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0112), (, 0.0029), (, -0.0), (, -0.0), (, 0.0004), (, 0.0018), (, 0.0007), (, 0.0045), (, -0.0033), (, -0.0045), (, 0.0061), (, -0.0001), (, -0.0106), (, -0.0026), (, 0.0004), (, 0.0), (, -0.0015), (, -0.0026), (, 0.0004), (, -0.0031), (, -0.0027), (, 0.0011), (, 0.0052), (, -0.0036), (, -0.0045), (, 0.0006), (, -0.0006), (, 0.0), (, -0.0112), (, -0.0019), (, -0.0095), (, 0.0029), (, -0.0027), (, -0.0036)] +19:23:55,691 root INFO ContextualMultiArmedBanditAgent - exp=[0.1362 0.1489 0.1216 0.1167 0.151 ] probs=[0.1997 0.2006 0.1971 0.2028 0.1998] +19:23:57,292 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0023884615384615385 std=0.00384330856295187 min=-0.0112 max=0.0018 +19:23:57,292 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0106), (, 0.0004), (, 0.0004), (, -0.0015), (, -0.0), (, -0.0001), (, -0.0019), (, -0.0002), (, 0.0008), (, -0.0045), (, -0.0019), (, -0.0), (, -0.0112), (, -0.0095), (, -0.0027), (, -0.0006), (, -0.0045), (, 0.0004), (, -0.0027), (, 0.0), (, 0.0011), (, -0.0031), (, -0.0106), (, 0.0004), (, 0.0018), (, -0.0033), (, 0.0004), (, 0.0005), (, 0.0006)] +19:23:58,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.0881 0.1075 0.1022 0.0861 0.1006] probs=[0.1968 0.1965 0.1991 0.2026 0.205 ] +19:23:59,532 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.001964 std=0.0034744645630657967 min=-0.0112 max=0.0018 +19:23:59,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0014), (, -0.0019), (, 0.0018), (, -0.0045), (, -0.0), (, -0.0019), (, -0.0112), (, 0.0), (, 0.0003), (, 0.0008), (, -0.0027), (, -0.0027), (, -0.0004), (, -0.0106), (, -0.0002), (, -0.0015), (, 0.0011), (, 0.0005), (, -0.0004), (, 0.0009), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0031), (, 0.0), (, -0.0027), (, 0.0006), (, -0.0095)] +19:24:00,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1093 0.102 0.0821 0.0829] probs=[0.1959 0.1978 0.2083 0.2012 0.1967] +19:24:01,919 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0014633333333333332 std=0.0028014857169406057 min=-0.0112 max=0.002 +19:24:01,919 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.001), (, 0.0), (, -0.0019), (, -0.0014), (, -0.0027), (, -0.0015), (, 0.0014), (, -0.0009), (, 0.0), (, -0.0001), (, 0.002), (, -0.0014), (, -0.001), (, 0.0), (, -0.0007), (, -0.0106), (, -0.0011), (, 0.0), (, 0.0), (, -0.0027), (, -0.0007), (, 0.0009), (, -0.0031), (, 0.0006), (, -0.0007), (, -0.0112), (, -0.0019), (, -0.0027), (, 0.0005), (, 0.0005), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0019)] +19:24:02,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.1627 0.1478 0.171 0.1583] probs=[0.2023 0.1991 0.1997 0.1945 0.2043] +19:24:04,426 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0021615384615384617 std=0.00335903797160356 min=-0.0112 max=0.002 +19:24:04,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0019), (, -0.0103), (, -0.0015), (, -0.0014), (, 0.002), (, -0.0004), (, -0.0019), (, -0.0007), (, -0.0018), (, 0.0), (, -0.0106), (, -0.0006), (, -0.0048), (, -0.0112), (, -0.0027), (, -0.001), (, 0.0019), (, 0.0), (, -0.0019), (, -0.0001), (, 0.0), (, 0.0), (, -0.0011), (, -0.0027), (, -0.0009), (, -0.001), (, 0.0006), (, -0.001)] +19:24:05,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.0669 0.0665 0.0664 0.0537] probs=[0.1975 0.2067 0.1944 0.2017 0.1997] +19:24:07,1 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.00226896551724138 std=0.0037301292802109157 min=-0.0112 max=0.002 +19:24:07,2 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, 0.0019), (, -0.001), (, 0.0003), (, -0.0005), (, -0.0014), (, 0.0006), (, -0.0019), (, -0.001), (, 0.0), (, 0.0), (, -0.0048), (, -0.0006), (, -0.0103), (, 0.002), (, -0.0112), (, 0.0), (, -0.0106), (, -0.0007), (, -0.0027), (, -0.0018), (, 0.0006), (, -0.001), (, -0.0015), (, -0.006), (, -0.0019), (, 0.002), (, -0.0019), (, -0.0008), (, -0.0002), (, -0.001), (, -0.0001)] +19:24:07,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.0482 0.1158 0.0784 0.0577 0.0685] probs=[0.1978 0.209 0.1944 0.2004 0.1984] +19:24:09,269 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0019793103448275864 std=0.0042500612012100385 min=-0.0112 max=0.0077 +19:24:09,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, -0.006), (, 0.0), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0007), (, -0.0112), (, -0.0027), (, 0.002), (, 0.0006), (, 0.0004), (, -0.0066), (, -0.0001), (, 0.0003), (, -0.0002), (, -0.0048), (, -0.0005), (, -0.001), (, 0.0077), (, -0.0014), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.001), (, -0.0018), (, -0.0106), (, -0.001), (, 0.0019), (, 0.0), (, 0.0004), (, -0.0103)] +19:24:10,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.1585 0.1891 0.1767 0.1606 0.1369] probs=[0.1924 0.2042 0.2034 0.2003 0.1997] +19:24:11,555 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00161875 std=0.0037665001576397154 min=-0.0106 max=0.0077 +19:24:11,556 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, 0.001), (, -0.0005), (, -0.0002), (, -0.0048), (, -0.0014), (, -0.0001), (, -0.0003), (, -0.0002), (, 0.0019), (, -0.006), (, -0.001), (, 0.0077), (, 0.0), (, -0.0002), (, -0.0026), (, 0.0007), (, -0.0018), (, 0.0004), (, -0.0106), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0103), (, 0.001), (, 0.0005), (, -0.0001), (, -0.0), (, -0.0027), (, -0.0002), (, -0.0048), (, -0.0066), (, -0.0), (, -0.0005), (, 0.0006), (, -0.0006)] +19:24:12,598 root INFO ContextualMultiArmedBanditAgent - exp=[0.1214 0.1216 0.1336 0.0999 0.1279] probs=[0.204 0.199 0.2018 0.1939 0.2013] +19:24:14,252 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.0010210526315789475 std=0.00331647862512547 min=-0.0106 max=0.0077 +19:24:14,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0014), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0007), (, -0.0048), (, 0.001), (, 0.0077), (, 0.001), (, 0.0004), (, -0.0006), (, -0.002), (, 0.0006), (, -0.0002), (, -0.001), (, 0.0), (, -0.0026), (, 0.0005), (, 0.0037), (, -0.0007), (, 0.0), (, -0.0106), (, -0.0005), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0048), (, 0.0003), (, 0.0007), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.006), (, -0.0002), (, -0.0103), (, 0.0019), (, -0.0066), (, 0.0017), (, 0.0007), (, 0.0)] +19:24:15,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.1124 0.1652 0.1428 0.1207] probs=[0.2009 0.2001 0.205 0.1943 0.1997] +19:24:17,337 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0012289473684210523 std=0.0029498356684591986 min=-0.0106 max=0.0037 +19:24:17,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0001), (, 0.001), (, 0.0), (, -0.0003), (, -0.0014), (, 0.0007), (, 0.0003), (, -0.006), (, 0.0), (, -0.0026), (, -0.0048), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0009), (, -0.0007), (, 0.0001), (, -0.0106), (, 0.0002), (, 0.0), (, -0.002), (, -0.001), (, -0.0011), (, -0.0103), (, -0.0005), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0006), (, 0.0007), (, 0.0037), (, -0.0006), (, -0.0066), (, 0.001), (, 0.0013), (, 0.0006), (, -0.0002), (, -0.0048), (, 0.0001)] +19:24:18,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.1607 0.1351 0.1394 0.1075 0.1216] probs=[0.2012 0.1993 0.2002 0.2025 0.1968] +19:24:20,358 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.000764705882352941 std=0.0019407218719030928 min=-0.0066 max=0.0012 +19:24:20,358 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0066), (, -0.0004), (, -0.0003), (, 0.0008), (, 0.0007), (, 0.0001), (, 0.0), (, -0.0026), (, -0.0011), (, 0.0006), (, -0.0002), (, -0.0007), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0), (, -0.0048), (, -0.0006), (, 0.0009), (, -0.0), (, 0.001), (, 0.0012), (, -0.0003), (, -0.0048), (, -0.0), (, -0.0003), (, -0.0006), (, 0.0004), (, 0.0006), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.006)] +19:24:21,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.0933 0.1375 0.1292 0.1106] probs=[0.1974 0.1933 0.202 0.2042 0.2031] +19:24:23,110 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.000972 std=0.0019896773607798826 min=-0.0066 max=0.0012 +19:24:23,110 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0012), (, 0.0001), (, 0.0), (, -0.006), (, -0.0002), (, 0.0002), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0066), (, 0.0), (, -0.0012), (, 0.001), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0026), (, -0.0003), (, -0.001), (, 0.0), (, -0.0048), (, 0.0001), (, -0.0), (, 0.0006), (, 0.0)] +19:24:24,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.1263 0.1002 0.0968 0.0848 0.0727] probs=[0.2003 0.2031 0.2004 0.2016 0.1946] +19:24:25,870 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.000606896551724138 std=0.002099906571728397 min=-0.0066 max=0.0026 +19:24:25,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0012), (, 0.0001), (, -0.001), (, 0.0012), (, 0.0002), (, 0.0012), (, -0.0002), (, -0.0014), (, -0.0003), (, -0.0004), (, 0.0012), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0006), (, -0.0005), (, -0.0002), (, 0.0026), (, -0.0), (, -0.0001), (, 0.001), (, 0.0026), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0), (, -0.006), (, 0.0001), (, -0.0066), (, -0.0039), (, -0.0), (, 0.0), (, -0.0), (, 0.002)] +19:24:26,929 root INFO ContextualMultiArmedBanditAgent - exp=[0.1156 0.0724 0.0833 0.1203 0.1001] probs=[0.1942 0.2113 0.1982 0.2015 0.1949] +19:24:28,479 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.0006818181818181818 std=0.00214341197067504 min=-0.0066 max=0.0026 +19:24:28,480 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.0012), (, 0.0001), (, -0.0006), (, -0.0066), (, -0.0004), (, 0.0025), (, -0.002), (, 0.0012), (, -0.0), (, 0.0), (, -0.001), (, 0.0026), (, -0.0026), (, 0.0005), (, -0.0012), (, -0.006), (, -0.0013), (, -0.0003), (, 0.001), (, -0.0001), (, -0.0002), (, -0.0027), (, -0.0014), (, 0.0012), (, -0.0039), (, -0.0008), (, 0.001), (, -0.0), (, -0.0026), (, -0.0017), (, 0.0026), (, -0.0012), (, 0.0026), (, -0.0003)] +19:24:29,613 root INFO ContextualMultiArmedBanditAgent - exp=[0.0518 0.0587 0.0453 0.0631 0.0476] probs=[0.2017 0.1989 0.1953 0.2038 0.2003] +19:24:31,462 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=35 avg=-0.0006457142857142857 std=0.0018737804196928972 min=-0.0066 max=0.0026 +19:24:31,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0026), (, 0.0001), (, 0.0026), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0006), (, -0.0014), (, -0.0066), (, -0.0027), (, -0.0003), (, -0.0002), (, -0.002), (, -0.0012), (, -0.0007), (, -0.001), (, -0.0008), (, -0.0001), (, -0.002), (, 0.0007), (, 0.001), (, 0.0026), (, -0.0014), (, -0.0012), (, -0.0017), (, 0.0025), (, -0.0), (, -0.0012), (, 0.0026), (, -0.0006), (, -0.0), (, 0.0012), (, -0.0009), (, -0.0026), (, -0.0013), (, -0.0), (, 0.0012), (, -0.0039)] +19:24:32,764 root INFO ContextualMultiArmedBanditAgent - exp=[0.0655 0.0903 0.0903 0.0609 0.0679] probs=[0.1995 0.2017 0.1969 0.2009 0.2011] +19:24:34,303 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.00035625 std=0.00166450771626328 min=-0.0039 max=0.0031 +19:24:34,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, 0.0031), (, -0.0039), (, 0.0026), (, -0.0026), (, -0.0017), (, -0.0), (, 0.0006), (, 0.0005), (, -0.0002), (, -0.0027), (, -0.0026), (, -0.002), (, -0.0002), (, 0.0005), (, -0.0), (, -0.0012), (, 0.0004), (, 0.001), (, -0.0012), (, 0.0026), (, -0.0011), (, -0.0006), (, 0.0026), (, 0.0001), (, -0.0009), (, 0.0005), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0013), (, -0.0004), (, -0.001), (, 0.002)] +19:24:35,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.0989 0.0892 0.1076 0.0727 0.0634] probs=[0.1913 0.2076 0.2046 0.1982 0.1983] +19:24:37,255 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00046333333333333334 std=0.0016716226315237005 min=-0.0039 max=0.0031 +19:24:37,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0017), (, -0.0003), (, 0.0026), (, -0.0024), (, 0.0005), (, -0.0009), (, -0.0026), (, -0.0022), (, 0.002), (, 0.0019), (, 0.0031), (, -0.0014), (, 0.0004), (, -0.0012), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0), (, 0.001), (, 0.0004), (, -0.0006), (, -0.0039), (, 0.0), (, -0.0), (, 0.0026), (, -0.0001), (, -0.0013), (, -0.002), (, -0.0026), (, -0.001), (, -0.0011), (, -0.0), (, -0.0014)] +19:24:38,467 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.064 0.0626 0.0612 0.0737] probs=[0.1978 0.2075 0.2027 0.1949 0.1972] +19:24:40,212 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0008962962962962963 std=0.001574679622084602 min=-0.0049 max=0.0026 +19:24:40,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0006), (, -0.0), (, -0.001), (, -0.0024), (, -0.0001), (, -0.0026), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0022), (, 0.0008), (, -0.0049), (, -0.0009), (, -0.0002), (, -0.0), (, 0.0004), (, -0.0), (, -0.0001), (, 0.0026), (, -0.0012), (, -0.0026), (, -0.0004), (, -0.0014), (, -0.0016), (, -0.0), (, 0.001), (, -0.0039), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0006), (, -0.0), (, 0.0019)] +19:24:41,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.147 0.1477 0.1505 0.1276 0.1214] probs=[0.1997 0.2018 0.1997 0.2002 0.1987] +19:24:43,169 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=25 avg=-0.0012919999999999997 std=0.0017092501279801036 min=-0.0049 max=0.0019 +19:24:43,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, 0.0004), (, -0.0014), (, -0.0039), (, -0.0017), (, -0.0012), (, -0.0001), (, -0.0), (, 0.0019), (, -0.0044), (, -0.0004), (, -0.0), (, -0.001), (, -0.0005), (, -0.0002), (, -0.0049), (, 0.0008), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0016), (, -0.0006), (, -0.0009), (, -0.0014), (, -0.0026), (, -0.0012), (, 0.0008), (, -0.0)] +19:24:44,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.0396 0.0445 0.0047 0.0436 0.035 ] probs=[0.2007 0.204 0.1959 0.2007 0.1987] +19:24:45,851 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0011333333333333332 std=0.0014941862643568214 min=-0.0049 max=0.0019 +19:24:45,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0015), (, -0.0009), (, -0.0018), (, -0.0017), (, -0.0002), (, -0.0), (, -0.0049), (, -0.0), (, 0.0019), (, -0.001), (, 0.0008), (, -0.0039), (, -0.0002), (, -0.0), (, -0.0022), (, 0.0), (, 0.0), (, 0.0004), (, -0.0044), (, 0.0015), (, -0.0013), (, -0.0009), (, -0.0011), (, -0.0005), (, -0.0016), (, -0.0), (, -0.0), (, -0.0014), (, -0.0012), (, -0.0014), (, -0.0004), (, -0.0007), (, -0.0012), (, -0.0008)] +19:24:47,69 root INFO ContextualMultiArmedBanditAgent - exp=[0.0436 0.0658 0.0618 0.0529 0.0961] probs=[0.2024 0.2004 0.1997 0.1982 0.1993] +19:24:48,766 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0011 std=0.001254234207903716 min=-0.0049 max=0.0014 +19:24:48,766 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0007), (, -0.0049), (, 0.001), (, -0.0018), (, -0.001), (, 0.0014), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0), (, 0.0006), (, -0.0008), (, -0.0013), (, -0.0), (, -0.001), (, -0.0), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0011), (, -0.002), (, -0.0012), (, -0.0002), (, -0.0013), (, -0.0022), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0012), (, -0.0016), (, -0.0009), (, -0.0004), (, -0.0044)] +19:24:50,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.0268 0.0391 0.0341 0.064 0.0228] probs=[0.1993 0.2092 0.2002 0.1979 0.1935] +19:24:51,732 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.0008647058823529412 std=0.0015558017325937993 min=-0.0049 max=0.003 +19:24:51,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0006), (, 0.001), (, -0.0039), (, -0.0007), (, 0.003), (, -0.0009), (, -0.001), (, -0.0002), (, 0.0013), (, -0.002), (, -0.0003), (, -0.0018), (, -0.0012), (, -0.0), (, -0.0022), (, -0.0004), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0044), (, -0.002), (, -0.0009), (, -0.0015), (, -0.0), (, 0.0014), (, -0.0013), (, -0.0007), (, -0.0018), (, -0.0008), (, -0.0002), (, 0.001), (, -0.0), (, 0.0002), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, -0.0012), (, -0.0), (, -0.0049), (, -0.0004)] +19:24:53,374 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1617 0.1591 0.1711 0.1488] probs=[0.2001 0.2011 0.2005 0.1988 0.1995] +19:24:55,273 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0009181818181818181 std=0.0016734023670634817 min=-0.0049 max=0.003 +19:24:55,273 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.002), (, -0.001), (, 0.0), (, -0.001), (, -0.0009), (, -0.0009), (, 0.001), (, -0.0), (, -0.0), (, -0.0013), (, -0.0049), (, -0.0), (, -0.0001), (, -0.001), (, -0.0001), (, 0.003), (, -0.0007), (, -0.0003), (, -0.0002), (, 0.0006), (, -0.0022), (, 0.001), (, -0.0013), (, 0.0002), (, -0.0018), (, -0.0007), (, -0.0008), (, 0.0013), (, -0.0044), (, -0.0015), (, 0.0014), (, -0.0039), (, -0.002), (, -0.0), (, -0.0018), (, 0.0001), (, -0.0002)] +19:24:56,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.053 0.0787 0.054 0.0473 0.0392] probs=[0.1997 0.2014 0.1983 0.206 0.1947] +19:24:58,179 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0009212121212121211 std=0.0016488301777334716 min=-0.0049 max=0.003 +19:24:58,179 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0007), (, -0.001), (, -0.0013), (, -0.0002), (, 0.001), (, -0.0), (, -0.001), (, -0.0), (, 0.0), (, -0.001), (, -0.001), (, -0.0007), (, -0.0018), (, 0.003), (, -0.002), (, -0.0001), (, -0.0013), (, 0.0013), (, -0.0044), (, 0.001), (, -0.0007), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0003), (, -0.0018), (, -0.0002), (, -0.0008), (, -0.0015), (, 0.0014), (, -0.002), (, -0.0039), (, -0.0049), (, 0.0006)] +19:24:59,452 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.0959 0.0824 0.0718 0.0795] probs=[0.1963 0.2077 0.1982 0.1955 0.2022] +19:25:01,257 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000775 std=0.0017912984117672856 min=-0.0049 max=0.003 +19:25:01,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.001), (, -0.0044), (, -0.0), (, -0.0017), (, -0.0021), (, -0.0003), (, -0.0007), (, 0.0014), (, -0.0), (, -0.0001), (, -0.0008), (, -0.001), (, -0.0013), (, 0.0), (, 0.0027), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0007), (, -0.0007), (, -0.0002), (, 0.0013), (, -0.0004), (, 0.0), (, 0.001), (, -0.0002), (, 0.0), (, 0.003), (, -0.0013), (, -0.0039), (, -0.0015), (, -0.001), (, -0.0049), (, 0.001), (, -0.0018), (, -0.0007), (, -0.0), (, -0.0018)] +19:25:02,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.061 0.088 0.0546 0.0816 0.0914] probs=[0.1949 0.2014 0.2062 0.1961 0.2015] +19:25:04,246 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0008799999999999999 std=0.0016434516522652357 min=-0.0049 max=0.0014 +19:25:04,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0003), (, -0.0049), (, -0.0018), (, -0.0008), (, -0.0017), (, -0.0012), (, -0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, 0.0013), (, 0.001), (, -0.0009), (, 0.0013), (, -0.0035), (, -0.0021), (, -0.0039), (, -0.0008), (, -0.0004), (, 0.0001), (, -0.0), (, 0.0009), (, -0.0008), (, 0.001), (, -0.0), (, 0.0014), (, 0.001), (, -0.0013), (, -0.0007), (, 0.0001), (, -0.0013), (, -0.0044), (, -0.0007)] +19:25:05,437 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.1591 0.1249 0.1347 0.1448] probs=[0.1947 0.2005 0.2026 0.2021 0.2001] +19:25:07,195 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0010357142857142856 std=0.0017071727433128152 min=-0.0049 max=0.0014 +19:25:07,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0017), (, -0.0002), (, -0.0006), (, 0.0014), (, 0.001), (, -0.0), (, -0.0), (, -0.0049), (, -0.0044), (, 0.0013), (, -0.0), (, -0.0), (, -0.0035), (, -0.0007), (, 0.001), (, 0.0001), (, -0.0), (, -0.0039), (, -0.0013), (, -0.0011), (, -0.0021), (, -0.0004), (, -0.0008), (, 0.001), (, -0.0), (, -0.0003), (, -0.0009), (, -0.001), (, -0.0034), (, 0.001), (, -0.0017)] +19:25:08,409 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0558 0.0729 0.0777 0.0825] probs=[0.1999 0.1981 0.2001 0.1961 0.2058] +19:25:09,950 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.001182608695652174 std=0.0016661990522334109 min=-0.0049 max=0.0014 +19:25:09,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0035), (, -0.0), (, -0.0017), (, -0.0034), (, -0.0001), (, -0.0039), (, 0.0001), (, 0.0014), (, -0.0007), (, -0.0), (, -0.0049), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0013), (, -0.0004), (, -0.0007), (, -0.0044), (, -0.0006), (, -0.0004), (, -0.001), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0)] +19:25:10,940 root INFO ContextualMultiArmedBanditAgent - exp=[0.0876 0.1066 0.124 0.0706 0.1205] probs=[0.1984 0.2041 0.1993 0.2024 0.1958] +19:25:12,367 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0013136363636363636 std=0.0013250370336318408 min=-0.0042 max=0.0001 +19:25:12,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0039), (, -0.0003), (, -0.0), (, -0.0006), (, 0.0), (, -0.0011), (, -0.0), (, -0.0017), (, -0.0006), (, -0.0013), (, -0.0001), (, -0.0035), (, 0.0001), (, -0.003), (, 0.0), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0004), (, -0.0042), (, -0.0007), (, -0.0), (, -0.0007), (, -0.0), (, -0.0034), (, 0.0001)] +19:25:13,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.2003 0.2154 0.1978 0.231 0.2296] probs=[0.1954 0.2055 0.1982 0.1968 0.2041] +19:25:14,926 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0017454545454545457 std=0.0017938600514804718 min=-0.0067 max=0.0001 +19:25:14,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0017), (, -0.0003), (, -0.0035), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0034), (, 0.0), (, -0.0), (, 0.0), (, -0.0011), (, 0.0), (, -0.0013), (, -0.0067), (, 0.0001), (, -0.0001), (, -0.0042), (, 0.0001), (, -0.0011), (, -0.0007), (, -0.003), (, -0.0039), (, -0.0006), (, -0.0006), (, -0.0004)] +19:25:15,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.1015 0.1372 0.1191 0.0945] probs=[0.2001 0.1943 0.2055 0.1979 0.2021] +19:25:17,234 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.001973684210526316 std=0.002018295817153711 min=-0.0067 max=0.0001 +19:25:17,234 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0008), (, 0.0001), (, -0.0011), (, -0.0011), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0013), (, -0.0035), (, 0.0), (, -0.0007), (, -0.0017), (, -0.0011), (, -0.0004), (, -0.0042), (, -0.0006), (, -0.0034), (, -0.003), (, -0.0003), (, -0.0067)] +19:25:17,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.1895 0.2306 0.206 0.175 0.1444] probs=[0.2021 0.1983 0.1989 0.2038 0.1968] +19:25:19,298 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.001630434782608696 std=0.0021018490374385777 min=-0.0067 max=0.0001 +19:25:19,299 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0001), (, -0.0042), (, 0.0), (, -0.003), (, -0.0011), (, 0.0), (, -0.0067), (, -0.0011), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0007), (, -0.0003), (, -0.0034), (, -0.0004), (, -0.0052), (, -0.0011), (, -0.0011), (, -0.0006), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0003), (, -0.001), (, 0.0001), (, -0.0001)] +19:25:20,256 root INFO ContextualMultiArmedBanditAgent - exp=[0.0551 0.0748 0.1362 0.1236 0.0752] probs=[0.2017 0.2098 0.195 0.1992 0.1943] +19:25:21,985 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0015958333333333334 std=0.0020973155792319113 min=-0.0067 max=0.0001 +19:25:21,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.0052), (, -0.0042), (, 0.0001), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0049), (, -0.0002), (, -0.0011), (, -0.0003), (, -0.0034), (, -0.0), (, 0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, -0.003), (, 0.0001), (, -0.0007), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0067), (, -0.0011), (, -0.0001)] +19:25:22,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.0857 0.0145 0.0976 0.1174] probs=[0.1993 0.2101 0.1939 0.201 0.1958] +19:25:24,249 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0014904761904761905 std=0.0021511690646416433 min=-0.0067 max=0.0021 +19:25:24,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0042), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0034), (, 0.0021), (, -0.0011), (, -0.001), (, -0.003), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0052), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0067), (, -0.0003), (, -0.0049)] +19:25:25,42 root INFO ContextualMultiArmedBanditAgent - exp=[0.1241 0.1747 0.1589 0.1101 0.1071] probs=[0.1972 0.2036 0.1965 0.2052 0.1975] +19:25:26,428 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0012944444444444444 std=0.0023707645794886563 min=-0.0067 max=0.0021 +19:25:26,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0004), (, 0.0021), (, -0.0), (, -0.0049), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0052), (, -0.0003), (, 0.0015), (, 0.0), (, -0.0067), (, -0.0003), (, -0.0003), (, -0.0011), (, -0.003), (, 0.0), (, -0.0001), (, -0.0042), (, -0.0003)] +19:25:27,76 root INFO ContextualMultiArmedBanditAgent - exp=[0.0901 0.0488 0.0997 0.0736 0.1016] probs=[0.1973 0.2008 0.2075 0.2013 0.1931] +19:25:28,587 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.00146 std=0.002570291812226775 min=-0.0067 max=0.0021 +19:25:28,587 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0049), (, -0.003), (, -0.0011), (, 0.0015), (, 0.0), (, -0.0003), (, 0.0), (, 0.0021), (, -0.0003), (, -0.0042), (, -0.0), (, -0.0067), (, 0.0003), (, -0.0052), (, 0.0004)] +19:25:29,201 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.1492 0.1387 0.0526 0.1586] probs=[0.2149 0.1939 0.2048 0.1989 0.1875] +19:25:30,782 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.0015923076923076923 std=0.0027398656728616177 min=-0.0067 max=0.0021 +19:25:30,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0052), (, -0.0), (, 0.0015), (, 0.0021), (, -0.0003), (, -0.0011), (, -0.0049), (, 0.0019), (, 0.0), (, 0.0), (, 0.0), (, -0.0067), (, -0.0), (, -0.0003), (, -0.0022), (, -0.0041)] +19:25:31,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.1504 0.2512 0.0998 0.2071 0.1762] probs=[0.1968 0.2017 0.2027 0.2027 0.1962] +19:25:32,962 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0016642857142857143 std=0.002786858739271343 min=-0.0067 max=0.0024 +19:25:32,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0022), (, -0.0052), (, -0.0011), (, -0.0), (, 0.0001), (, -0.0003), (, 0.0019), (, -0.0003), (, -0.0041), (, -0.0067), (, -0.0003), (, 0.0015), (, 0.0024), (, -0.0049), (, 0.0), (, 0.0)] +19:25:33,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1016 0.119 0.1879 0.1858 0.1239] probs=[0.1905 0.1991 0.2069 0.2019 0.2016] +19:25:34,957 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=13 avg=-0.0019153846153846155 std=0.0023237390803636853 min=-0.0067 max=0.0008 +19:25:34,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0), (, 0.0), (, -0.0022), (, -0.0019), (, 0.0001), (, 0.0005), (, -0.0041), (, -0.0), (, -0.0067), (, -0.0003), (, -0.0011), (, -0.0012), (, -0.0052), (, 0.0), (, 0.0), (, -0.0), (, 0.0008), (, 0.0005)] +19:25:35,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0352 0.0661 0.0266 0.0321 0.0318] probs=[0.1953 0.1974 0.2002 0.2166 0.1905] +19:25:37,72 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.001992307692307692 std=0.0022369146121943326 min=-0.0067 max=0.0008 +19:25:37,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0), (, -0.0003), (, -0.0), (, -0.0019), (, -0.0052), (, 0.0008), (, -0.002), (, 0.0001), (, -0.0003), (, -0.0012), (, 0.0001), (, -0.0067), (, 0.0), (, -0.0041), (, -0.0011)] +19:25:37,664 root INFO ContextualMultiArmedBanditAgent - exp=[0.0243 0.0547 0.0068 0.0246 0.0129] probs=[0.2058 0.2073 0.198 0.196 0.1929] +19:25:39,283 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0013499999999999999 std=0.0018475960356937095 min=-0.0052 max=0.001 +19:25:39,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0011), (, -0.0003), (, 0.0008), (, -0.0042), (, 0.0001), (, -0.0), (, -0.0012), (, -0.002), (, -0.0041), (, 0.0), (, 0.0001), (, -0.0019), (, -0.0052), (, 0.0), (, -0.0004), (, 0.001), (, -0.0003), (, -0.0), (, -0.0), (, 0.0009)] +19:25:39,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.1015 0.0892 0.0762 0.0955] probs=[0.2014 0.2001 0.2096 0.1976 0.1913] +19:25:41,585 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0009142857142857142 std=0.0015854354109129994 min=-0.0042 max=0.0013 +19:25:41,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0), (, 0.0013), (, -0.0012), (, 0.0), (, 0.0001), (, -0.0012), (, 0.0), (, -0.002), (, -0.0), (, -0.0042), (, -0.0003), (, -0.0), (, -0.0019), (, 0.001), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0009), (, -0.0012), (, -0.0003), (, -0.0), (, -0.0041), (, 0.0001), (, -0.0011), (, -0.0006)] +19:25:42,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.0653 0.0606 0.042 0.0479] probs=[0.1986 0.2016 0.1958 0.2016 0.2024] +19:25:44,36 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.000980952380952381 std=0.0015361110598549237 min=-0.0042 max=0.0013 +19:25:44,36 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042), (, -0.0004), (, 0.0001), (, 0.0013), (, -0.002), (, -0.0004), (, 0.0001), (, -0.0012), (, -0.0), (, -0.0003), (, -0.0019), (, -0.0), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0041), (, -0.0003), (, -0.0011), (, 0.001), (, -0.0)] +19:25:44,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.1847 0.1888 0.192 0.1737 0.1318] probs=[0.2001 0.2066 0.1975 0.1976 0.1982] +19:25:46,502 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0007791666666666666 std=0.0012916330640790447 min=-0.0042 max=0.0013 +19:25:46,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0002), (, -0.0005), (, 0.001), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.002), (, -0.0004), (, -0.0012), (, -0.0003), (, -0.0004), (, -0.0011), (, -0.0012), (, -0.0006), (, 0.0008), (, -0.0019), (, 0.0013), (, -0.0), (, -0.0004), (, -0.0042), (, -0.0), (, 0.0), (, 0.0001), (, -0.0012), (, -0.0011)] +19:25:47,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.1227 0.1329 0.0864 0.1351 0.1331] probs=[0.2025 0.1971 0.1919 0.2016 0.2068] +19:25:49,5 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0006478260869565216 std=0.001110765331619675 min=-0.0042 max=0.0013 +19:25:49,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.002), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0013), (, -0.0006), (, -0.0011), (, 0.0001), (, -0.0019), (, -0.0014), (, -0.0011), (, -0.0012), (, 0.0001), (, 0.001), (, -0.0042), (, 0.0), (, -0.0008), (, -0.0002), (, -0.0), (, 0.0), (, 0.0008), (, -0.0005), (, -0.0012)] +19:25:49,837 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0143 -0.0003 0.0011 -0.0012] probs=[0.2048 0.1983 0.1998 0.2038 0.1932] +19:25:51,349 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0007869565217391305 std=0.001058836255282631 min=-0.0042 max=0.0013 +19:25:51,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0042), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0017), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0012), (, 0.0), (, -0.0019), (, -0.0003), (, -0.002), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0012), (, 0.0013), (, 0.0001), (, -0.0011), (, 0.0008), (, -0.0003), (, -0.0014), (, -0.0001), (, -0.0005)] +19:25:52,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.0767 0.1184 0.0855 0.0841] probs=[0.199 0.2015 0.2072 0.195 0.1973] +19:25:53,708 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0008799999999999999 std=0.0010557461816175326 min=-0.0042 max=0.0013 +19:25:53,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0006), (, -0.002), (, 0.0013), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0012), (, -0.0), (, -0.0017), (, -0.0005), (, -0.0019), (, -0.0003), (, -0.0042), (, -0.0012), (, -0.0), (, -0.0005), (, -0.0014), (, -0.0008)] +19:25:54,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.045 0.0474 0.0523 0.0456 0.0705] probs=[0.1985 0.2005 0.1933 0.2042 0.2034] +19:25:56,180 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0006714285714285714 std=0.000981322167934115 min=-0.0042 max=0.0013 +19:25:56,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0017), (, -0.0012), (, -0.0008), (, -0.0006), (, -0.0004), (, -0.0), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0008), (, -0.0006), (, -0.0042), (, -0.0), (, 0.0002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0012), (, 0.0013), (, -0.0005), (, 0.0), (, -0.0002)] +19:25:56,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.1304 0.1344 0.1634 0.1276 0.1551] probs=[0.1955 0.1995 0.2009 0.2005 0.2036] +19:25:58,514 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0006714285714285713 std=0.0009386631106920893 min=-0.0042 max=0.0013 +19:25:58,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0006), (, -0.0002), (, -0.0042), (, -0.0008), (, -0.0006), (, -0.0006), (, -0.0011), (, -0.0005), (, 0.0), (, -0.0001), (, 0.0), (, 0.0013), (, -0.0012), (, -0.0001)] +19:25:59,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.1256 0.1362 0.1778 0.1467] probs=[0.1965 0.2013 0.2029 0.2026 0.1967] +19:26:00,756 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.00058 std=0.0008831760866327847 min=-0.0042 max=0.0013 +19:26:00,756 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0006), (, -0.0042), (, -0.0005), (, -0.0), (, -0.0012), (, -0.0006), (, 0.0013), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0011), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0007)] +19:26:01,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.1296 0.1191 0.0817 0.1066 0.0886] probs=[0.2028 0.2013 0.193 0.1982 0.2047] +19:26:03,274 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=27 avg=-0.0005222222222222223 std=0.0008663817195385744 min=-0.0042 max=0.0013 +19:26:03,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0003), (, 0.0013), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0042), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0012), (, -0.0005), (, -0.0006), (, -0.0002), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0012), (, -0.0008), (, -0.0004), (, -0.0006), (, -0.0006), (, -0.0005)] +19:26:04,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0707 0.0774 0.0821 0.0713 0.0613] probs=[0.2025 0.199 0.1978 0.2048 0.1958] +19:26:05,802 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.00048636363636363634 std=0.0009668578228399339 min=-0.0042 max=0.001 +19:26:05,803 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0006), (, -0.0012), (, -0.0006), (, -0.0001), (, 0.0001), (, -0.0), (, -0.0042), (, -0.0), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0002), (, 0.001), (, 0.0), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0011), (, 0.0007), (, -0.0004), (, -0.0008), (, -0.0006), (, 0.0), (, -0.0001)] +19:26:06,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1478 0.1668 0.1454 0.137 ] probs=[0.1991 0.2004 0.1993 0.2041 0.1971] +19:26:08,375 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=22 avg=-0.0002636363636363637 std=0.001115814197039117 min=-0.0042 max=0.0014 +19:26:08,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0012), (, -0.0002), (, 0.0012), (, -0.0042), (, -0.0008), (, 0.0014), (, -0.0), (, -0.0011), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0004), (, -0.0012), (, 0.0), (, 0.0006), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0)] +19:26:09,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1447 0.1189 0.0782 0.0991 0.106 ] probs=[0.1961 0.2024 0.1987 0.201 0.2018] +19:26:10,822 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.00046470588235294124 std=0.0009887253686799383 min=-0.0042 max=0.0007 +19:26:10,822 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0004), (, -0.0006), (, -0.0), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0042), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003)] +19:26:11,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.1218 0.1184 0.1027 0.0859] probs=[0.1935 0.2071 0.2061 0.1881 0.2052] +19:26:12,969 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=14 avg=-0.0005285714285714286 std=0.0010408983561112498 min=-0.0042 max=0.0004 +19:26:12,970 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0), (, -0.0042), (, -0.0003), (, -0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0004), (, 0.0004), (, 0.0), (, -0.0002), (, 0.0)] +19:26:13,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.076 0.0465 0.0549 0.0616] probs=[0.2052 0.2005 0.1944 0.195 0.2049] +19:26:15,100 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=13 avg=-0.00027692307692307695 std=0.00012498520622516863 min=-0.0005 max=-0.0001 +19:26:15,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0002), (, 0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004)] +19:26:15,791 root INFO ContextualMultiArmedBanditAgent - exp=[0.122 0.1473 0.141 0.1427 0.165 ] probs=[0.1926 0.2079 0.2029 0.201 0.1956] +19:26:17,298 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=13 avg=-0.00026153846153846154 std=0.00012113858267710479 min=-0.0005 max=-0.0001 +19:26:17,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002)] +19:26:18,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.0922 0.1088 0.0883 0.1188] probs=[0.2009 0.2025 0.2064 0.2002 0.19 ] +19:26:19,309 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=15 avg=-0.00024666666666666674 std=0.00012036980056845192 min=-0.0005 max=-0.0001 +19:26:19,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0004), (, 0.0), (, -0.0002), (, 0.0)] +19:26:20,36 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.1367 0.0412 0.1 0.064 ] probs=[0.2027 0.1972 0.1958 0.2018 0.2025] +19:26:21,654 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.00024705882352941174 std=0.00016130952000943633 min=-0.0007 max=-0.0001 +19:26:21,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002)] +19:26:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0367 0.0407 0.0498 0.0134 0.008 ] probs=[0.2042 0.2047 0.2006 0.1944 0.1961] +19:26:23,914 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0002777777777777778 std=0.0001872477727372524 min=-0.0007 max=-0.0001 +19:26:23,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0007), (, 0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0002)] +19:26:24,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.2112 0.1833 0.1651 0.2003 0.1518] probs=[0.197 0.2043 0.2018 0.1983 0.1985] +19:26:26,277 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00025 std=0.0002889636655359978 min=-0.0007 max=0.0003 +19:26:26,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0003), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0003), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0)] +19:26:27,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.0929 0.1161 0.1753 0.1205 0.1467] probs=[0.2034 0.1937 0.2003 0.2014 0.2012] +19:26:30,161 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:26:30,162 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.22744 std=0.42234847507715717 min=-0.0892 max=1.2166 +19:26:30,162 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0207), (, 0.5505), (, -0.0352), (, 0.4049), (, 1.2036), (, -0.0892), (, 1.2166), (, 0.1368), (, 0.1368), (, -0.0179), (, -0.0492), (, 0.0437), (, -0.0385), (, 0.0178)] +19:26:30,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.1738 0.1906 0.2899 0.1347 0.1341] probs=[0.1956 0.2077 0.1983 0.201 0.1973] +19:26:31,853 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.030799999999999994 std=0.13417699753186707 min=-0.0892 max=0.4049 +19:26:31,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, 0.0178), (, 0.1368), (, 0.1368), (, -0.0207), (, -0.0385), (, -0.0484), (, 0.0437), (, -0.0352), (, -0.0892), (, 0.4049), (, -0.0492)] +19:26:32,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.0868 0.1947 0.1147 0.1587 0.0933] probs=[0.1924 0.2111 0.1925 0.2042 0.1997] +19:26:33,208 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0032090909090909075 std=0.07589944848937794 min=-0.0892 max=0.1368 +19:26:33,208 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0207), (, 0.1368), (, -0.0492), (, -0.0484), (, 0.0178), (, -0.0385), (, 0.1368), (, -0.0892), (, -0.0352), (, 0.0437)] +19:26:33,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1476 0.128 0.0992 0.1434 0.0947] probs=[0.2051 0.1983 0.1941 0.201 0.2014] +19:26:34,744 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0413 std=0.03837437295904651 min=-0.0892 max=0.04 +19:26:34,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0892), (, -0.0492), (, -0.0385), (, -0.0207), (, 0.04), (, -0.0352), (, -0.0484)] +19:26:34,988 root INFO ContextualMultiArmedBanditAgent - exp=[0.1006 0.1678 0.0498 0.0774 0.1197] probs=[0.1844 0.2151 0.2041 0.2055 0.1909] +19:26:36,133 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04091111111111111 std=0.03923174577485955 min=-0.0892 max=0.04 +19:26:36,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0352), (, -0.0385), (, -0.0484), (, -0.0109), (, -0.0761), (, -0.0892), (, 0.04), (, -0.0207)] +19:26:36,347 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.2272 0.1978 0.2966 0.0082] probs=[0.1862 0.2132 0.2028 0.1985 0.1992] +19:26:37,604 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0408 std=0.04009567130181084 min=-0.0892 max=0.04 +19:26:37,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0139), (, -0.0484), (, -0.0761), (, -0.0385), (, -0.0892), (, 0.04)] +19:26:37,742 root INFO ContextualMultiArmedBanditAgent - exp=[0.0071 0.1564 0.1033 0.1407 0.0305] probs=[0.2022 0.2197 0.1906 0.1954 0.1921] +19:26:39,142 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0431125 std=0.038015636174474315 min=-0.0892 max=0.04 +19:26:39,142 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0595), (, 0.04), (, -0.0484), (, -0.0761), (, -0.0892), (, -0.0383), (, -0.0139)] +19:26:39,327 root INFO ContextualMultiArmedBanditAgent - exp=[0.0947 0.1292 0.0979 0.114 0.0319] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:26:40,603 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03005714285714286 std=0.04290796986051682 min=-0.0892 max=0.0355 +19:26:40,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, 0.0272), (, -0.0266), (, -0.0595), (, 0.0355), (, -0.0383), (, -0.0892)] +19:26:40,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0505 0.0725 0.0728 0.1541 0.0546] probs=[0.1948 0.2092 0.198 0.2012 0.1969] +19:26:41,957 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0383375 std=0.02786332434850515 min=-0.0892 max=0.0028 +19:26:41,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, 0.0028), (, -0.0595), (, -0.0116), (, -0.0248), (, -0.0892), (, -0.0266), (, -0.0383)] +19:26:42,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1355 0.1741 0.1387 0.0517] probs=[0.1928 0.2099 0.1957 0.2046 0.1971] +19:26:43,419 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 +19:26:43,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0248), (, -0.0019), (, -0.0595)] +19:26:43,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.2079 0.1817 0.145 0.0222 0.097 ] probs=[0.1947 0.2092 0.198 0.2012 0.1969] +19:26:44,761 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.028733333333333333 std=0.023679010865227362 min=-0.0595 max=-0.0019 +19:26:44,761 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0248), (, -0.0019)] +19:26:44,879 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0564 0.0013 0.0175 -0.0039] probs=[0.214 0.1909 0.2156 0.1862 0.1933] +19:26:46,60 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 +19:26:46,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0019), (, -0.0248), (, -0.0595)] +19:26:46,169 root INFO ContextualMultiArmedBanditAgent - exp=[0.3108 0.2266 0.2233 0.1817 0.327 ] probs=[0.2052 0.2159 0.1784 0.2116 0.1889] +19:26:47,289 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 +19:26:47,290 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0019), (, -0.0595), (, -0.0248)] +19:26:47,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.1011 0.2203 0.2451 0.1177 0.1023] probs=[0.1941 0.2108 0.1977 0.201 0.1964] +19:26:48,577 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0298 std=0.025572798047925845 min=-0.0595 max=-0.0019 +19:26:48,577 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0033), (, -0.0019), (, -0.0248), (, -0.0595)] +19:26:48,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.1115 0.0551 0.0837 0.1318 0.0338] probs=[0.2047 0.1895 0.2101 0.1952 0.2005] +19:26:49,861 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0157 std=0.021227733432155838 min=-0.0595 max=-0.0014 +19:26:49,861 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, -0.0033), (, -0.0248), (, -0.0595), (, -0.0014)] +19:26:50,31 root INFO ContextualMultiArmedBanditAgent - exp=[0.2922 0.3734 0.2456 0.2533 0.2063] probs=[0.1944 0.2267 0.2039 0.198 0.177 ] +19:26:51,183 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0092 std=0.0184758220385454 min=-0.0595 max=0.0039 +19:26:51,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0014), (, -0.0019), (, -0.0033), (, 0.0039), (, -0.0595), (, 0.0033), (, -0.0248), (, -0.0069), (, 0.0019)] +19:26:51,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1086 0.0446 0.0506 0.0153] probs=[0.2016 0.2013 0.1979 0.2058 0.1934] +19:26:52,825 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.011422222222222222 std=0.01857601666293741 min=-0.0595 max=0.0033 +19:26:52,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0033), (, -0.0595), (, -0.0014), (, -0.0033), (, -0.0014), (, -0.0019), (, -0.0248), (, -0.0069)] +19:26:53,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0242 0.0998 0.0786 0.1217 0.0375] probs=[0.2037 0.1987 0.2009 0.1967 0.2 ] +19:26:54,309 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00835 std=0.0172721886279649 min=-0.0595 max=0.0033 +19:26:54,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0014), (, -0.0595), (, -0.0033), (, -0.0022), (, 0.0033), (, -0.0019), (, -0.0014), (, -0.0033), (, -0.0069)] +19:26:54,560 root INFO ContextualMultiArmedBanditAgent - exp=[0.2084 0.1951 0.2243 0.0707 0.2276] probs=[0.1987 0.2018 0.1973 0.2053 0.1969] +19:26:55,695 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.008249999999999999 std=0.017343428150166852 min=-0.0595 max=0.003 +19:26:55,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.003), (, -0.0014), (, -0.0036), (, -0.0022), (, -0.0069), (, -0.0033), (, -0.0595), (, 0.0016), (, -0.0033)] +19:26:55,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.0998 0.1745 0.0739 0.058 0.1481] probs=[0.1941 0.2108 0.1978 0.201 0.1964] +19:26:57,294 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.012242857142857142 std=0.0193680043328355 min=-0.0595 max=-0.0022 +19:26:57,294 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0595), (, -0.0069), (, -0.0036), (, -0.0033), (, -0.0033), (, -0.0022)] +19:26:57,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.0557 0.152 0.2375 0.1002 0.1515] probs=[0.184 0.2085 0.2045 0.214 0.1889] +19:26:58,818 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004366666666666667 std=0.0018436075745366445 min=-0.0069 max=-0.0022 +19:26:58,818 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, -0.0022), (, -0.0033), (, -0.0033), (, -0.0036)] +19:26:58,995 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0156 0.0567 0.0013 0.0174 -0.004 ] probs=[0.1947 0.2092 0.198 0.2012 0.1969] +19:27:00,426 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.004114285714285714 std=0.0018153540161857226 min=-0.0069 max=-0.0022 +19:27:00,427 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0022), (, -0.0069), (, -0.0026), (, -0.0033), (, -0.0036), (, -0.0033)] +19:27:00,611 root INFO ContextualMultiArmedBanditAgent - exp=[1.000e-04 1.524e-01 1.650e-02 8.030e-02 1.265e-01] probs=[0.2097 0.215 0.1926 0.1806 0.2021] +19:27:01,794 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.002666666666666666 std=0.0023065125189341592 min=-0.0069 max=0.0026 +19:27:01,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0021), (, -0.0026), (, -0.0022), (, -0.0033), (, 0.0026), (, -0.0069), (, -0.0036), (, -0.0033)] +19:27:02,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.1321 0.182 0.1304 0.064 0.1106] probs=[0.1941 0.2108 0.1978 0.2009 0.1964] +19:27:03,315 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0019727272727272723 std=0.0025605719918838123 min=-0.0069 max=0.0026 +19:27:03,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.0036), (, -0.0069), (, -0.0022), (, -0.0033), (, -0.0033), (, 0.0007), (, 0.0026), (, -0.0021), (, 0.0016)] +19:27:03,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.2734 0.2589 0.2349 0.1885 0.239 ] probs=[0.1928 0.2033 0.2059 0.1951 0.203 ] +19:27:04,874 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.002175 std=0.003069235789790894 min=-0.0081 max=0.0026 +19:27:04,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0033), (, -0.0022), (, -0.0021), (, 0.0026), (, 0.0007), (, 0.0016), (, -0.0026), (, -0.0036), (, -0.0069), (, 0.0004), (, -0.0081)] +19:27:05,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0002 0.1131 0.0738 0.0976 0.0725] probs=[0.1873 0.1993 0.1975 0.2033 0.2127] +19:27:07,22 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.002633333333333333 std=0.0034814588257734078 min=-0.0081 max=0.0026 +19:27:07,22 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0026), (, -0.0), (, -0.0081), (, -0.0036), (, -0.0069), (, 0.0007), (, 0.0016), (, -0.0021), (, -0.0033), (, 0.0004), (, 0.0026), (, -0.0022)] +19:27:07,368 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.1194 0.0852 0.1531 0.0614] probs=[0.1842 0.2063 0.2034 0.2114 0.1947] +19:27:08,654 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.002386666666666667 std=0.003392907635380342 min=-0.0081 max=0.0026 +19:27:08,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0016), (, -0.0036), (, 0.0003), (, 0.0004), (, -0.0022), (, -0.0), (, 0.0004), (, -0.0026), (, -0.0063), (, -0.0003), (, -0.0009), (, -0.0081), (, 0.0026), (, -0.0069), (, -0.0021)] +19:27:09,77 root INFO ContextualMultiArmedBanditAgent - exp=[0.0263 0.1118 0.0325 0.1158 0.0566] probs=[0.2037 0.2046 0.1962 0.2025 0.193 ] +19:27:10,356 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0028636363636363638 std=0.0036619102633542924 min=-0.0081 max=0.0017 +19:27:10,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0069), (, 0.0016), (, -0.0026), (, -0.0063), (, -0.0015), (, 0.0017), (, 0.0004), (, -0.0), (, 0.0004), (, -0.0081), (, -0.0021)] +19:27:10,666 root INFO ContextualMultiArmedBanditAgent - exp=[0.1225 0.2193 0.1108 0.1604 0.1025] probs=[0.1884 0.2006 0.2099 0.2103 0.1907] +19:27:11,981 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.003245454545454545 std=0.003385091280188263 min=-0.0081 max=0.0017 +19:27:11,981 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0081), (, -0.0026), (, -0.0063), (, -0.0069), (, 0.0017), (, -0.0), (, -0.0), (, -0.0015), (, 0.0004), (, -0.0026), (, 0.0004), (, -0.0021)] +19:27:12,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.0923 0.1475 0.1272 0.2081 0.1458] probs=[0.1895 0.2108 0.2017 0.1982 0.1998] +19:27:13,743 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0026785714285714286 std=0.00370022751644671 min=-0.0081 max=0.0027 +19:27:13,743 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0021), (, -0.0063), (, 0.0017), (, -0.0081), (, -0.0026), (, 0.0018), (, 0.0004), (, -0.0063), (, -0.0069), (, 0.0027), (, -0.0), (, -0.0015), (, -0.0026), (, 0.0004), (, -0.0)] +19:27:14,155 root INFO ContextualMultiArmedBanditAgent - exp=[0.0562 0.0664 0.0513 0.0953 0.0947] probs=[0.1872 0.2012 0.1978 0.2137 0.2001] +19:27:15,646 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.00210625 std=0.00383119902086801 min=-0.0081 max=0.0037 +19:27:15,646 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0015), (, 0.0037), (, 0.0027), (, 0.0004), (, -0.0), (, -0.0), (, -0.0026), (, 0.0001), (, 0.0018), (, -0.0081), (, -0.0063), (, 0.0004), (, -0.0021), (, 0.0017), (, -0.0026), (, -0.0069), (, -0.0063)] +19:27:16,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.1794 0.1085 0.1025 0.1516] probs=[0.1983 0.2094 0.2023 0.2017 0.1883] +19:27:17,482 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0022105263157894735 std=0.003351181211523091 min=-0.0081 max=0.0027 +19:27:17,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0004), (, -0.0081), (, 0.0001), (, -0.0), (, -0.0015), (, -0.0026), (, -0.0048), (, -0.0006), (, -0.0), (, 0.0017), (, 0.0018), (, -0.0024), (, -0.0021), (, -0.0081), (, 0.0006), (, 0.0004), (, -0.0063), (, 0.0027), (, -0.0025), (, -0.0026)] +19:27:18,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.2186 0.1256 0.1154 0.0841] probs=[0.1952 0.2136 0.2004 0.1915 0.1993] +19:27:19,349 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.002805263157894737 std=0.0039191129077100475 min=-0.0102 max=0.0027 +19:27:19,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0006), (, 0.0018), (, -0.0), (, -0.0009), (, -0.0063), (, -0.0026), (, 0.0001), (, 0.0027), (, 0.0006), (, 0.0017), (, 0.0001), (, -0.0048), (, -0.0), (, -0.0081), (, -0.0081), (, -0.0102), (, 0.0003), (, -0.0025), (, -0.0093), (, -0.0024)] +19:27:19,885 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1682 0.0797 0.1371 0.0663] probs=[0.1877 0.2078 0.1988 0.2046 0.2011] +19:27:21,302 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0034611111111111106 std=0.004209267406421862 min=-0.0102 max=0.0027 +19:27:21,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0008), (, -0.0006), (, 0.0017), (, -0.0102), (, -0.0047), (, -0.0048), (, -0.0063), (, -0.0081), (, -0.0093), (, -0.0024), (, -0.0025), (, 0.0003), (, -0.0008), (, 0.0001), (, -0.0081), (, 0.0001), (, 0.0027)] +19:27:21,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0499 0.1343 0.0828 0.0446 0.0607] probs=[0.1966 0.2116 0.1958 0.1982 0.1978] +19:27:23,91 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.004656250000000001 std=0.003990922316645614 min=-0.0102 max=0.001 +19:27:23,92 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0008), (, -0.0102), (, -0.0025), (, -0.0093), (, 0.0003), (, -0.0063), (, -0.0048), (, -0.0081), (, -0.0047), (, -0.0081), (, 0.0008), (, -0.0032), (, -0.0085), (, 0.0001), (, 0.001)] +19:27:23,505 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2575 0.1714 0.1667 0.235 ] probs=[0.1934 0.2065 0.1978 0.209 0.1933] +19:27:24,845 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.003225 std=0.0041321755771022125 min=-0.0102 max=0.0035 +19:27:24,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0008), (, -0.0102), (, 0.001), (, -0.0093), (, 0.0003), (, -0.0085), (, -0.0025), (, -0.0047), (, -0.0081), (, 0.0001), (, -0.0032), (, 0.0008), (, -0.0081), (, 0.0008), (, 0.0035), (, -0.0024), (, 0.0006), (, -0.0048), (, -0.0005), (, 0.0)] +19:27:25,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.0369 0.0566 0.042 0.0977 0.0206] probs=[0.1919 0.1981 0.2075 0.1995 0.203 ] +19:27:26,751 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.003521052631578947 std=0.004270409686665526 min=-0.0102 max=0.0035 +19:27:26,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0048), (, -0.0093), (, -0.0005), (, -0.0085), (, 0.0), (, -0.0047), (, -0.0058), (, 0.0008), (, -0.0081), (, -0.0032), (, 0.0002), (, -0.0024), (, 0.0003), (, -0.0102), (, -0.0081), (, 0.0035), (, 0.0006), (, 0.0026), (, -0.0008)] +19:27:27,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.1649 0.1346 0.1193 0.1171 0.1745] probs=[0.1983 0.1993 0.1961 0.2059 0.2003] +19:27:28,613 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.002030769230769231 std=0.004496560157991648 min=-0.0102 max=0.0065 +19:27:28,613 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0032), (, -0.0085), (, 0.0006), (, -0.0093), (, -0.0047), (, -0.0028), (, 0.0), (, 0.0035), (, 0.0007), (, -0.0024), (, -0.0005), (, 0.0065), (, 0.0002), (, 0.0026), (, -0.0055), (, -0.0018), (, -0.0058), (, 0.0009), (, 0.0035), (, -0.0102), (, 0.0044), (, 0.0006), (, -0.0008), (, 0.0006), (, -0.0081), (, -0.0048)] +19:27:29,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.2511 0.1356 0.0697 0.1226] probs=[0.1946 0.2041 0.2073 0.1894 0.2046] +19:27:30,924 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.0008699999999999999 std=0.004336600050730987 min=-0.0102 max=0.0067 +19:27:30,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0033), (, 0.0026), (, -0.0002), (, -0.0008), (, -0.0093), (, 0.0009), (, -0.0008), (, 0.0035), (, -0.0102), (, 0.0019), (, 0.0065), (, 0.0035), (, 0.0004), (, -0.0024), (, -0.0003), (, -0.0058), (, -0.0085), (, 0.0035), (, -0.0055), (, 0.0044), (, 0.0012), (, -0.0028), (, -0.0014), (, 0.0003), (, -0.0018), (, 0.0067), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0005)] +19:27:31,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.1058 0.0967 0.1099 0.0815] probs=[0.1954 0.2142 0.1977 0.19 0.2026] +19:27:33,352 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0007392857142857144 std=0.004493832224418763 min=-0.0102 max=0.0113 +19:27:33,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0093), (, -0.0005), (, 0.0013), (, 0.0011), (, -0.0102), (, 0.0005), (, 0.0), (, 0.0019), (, 0.0), (, -0.0001), (, 0.0012), (, -0.0002), (, 0.0003), (, -0.0), (, -0.0033), (, -0.0028), (, 0.0035), (, 0.0004), (, 0.0003), (, 0.0113), (, 0.0007), (, -0.0008), (, -0.0003), (, -0.0024), (, -0.0018), (, 0.0), (, 0.0007), (, -0.0043), (, 0.0026), (, 0.0065), (, -0.0085)] +19:27:34,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.1006 0.1299 0.0982 0.1217 0.1203] probs=[0.2058 0.2002 0.1972 0.1989 0.1979] +19:27:35,897 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0006724137931034483 std=0.003761684926193006 min=-0.0102 max=0.009 +19:27:35,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0028), (, -0.0), (, -0.0044), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0012), (, 0.0), (, 0.009), (, -0.0001), (, -0.0024), (, -0.0008), (, -0.0049), (, -0.0085), (, 0.0), (, 0.0), (, 0.0002), (, 0.0013), (, 0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0004), (, -0.0018), (, -0.0043), (, -0.0102), (, -0.0003), (, 0.0008), (, 0.0005), (, -0.0002), (, 0.0003), (, 0.0045), (, -0.0), (, 0.0065), (, -0.0005), (, 0.0007), (, -0.0002)] +19:27:37,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.1103 0.0938 0.0769 0.1018] probs=[0.1995 0.1975 0.2043 0.2001 0.1986] +19:27:38,819 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0006580645161290324 std=0.0030159547991766024 min=-0.0085 max=0.0065 +19:27:38,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0006), (, -0.0056), (, -0.0005), (, -0.001), (, 0.0), (, -0.0044), (, 0.0008), (, 0.0045), (, -0.0085), (, 0.0002), (, -0.0024), (, -0.0), (, 0.0), (, -0.0003), (, 0.0004), (, -0.0012), (, 0.0002), (, -0.0002), (, 0.002), (, 0.0065), (, 0.0005), (, 0.0003), (, -0.0039), (, 0.0), (, 0.0003), (, 0.0007), (, -0.0043), (, 0.0004), (, 0.0007), (, -0.0009), (, 0.0039), (, 0.0012), (, 0.0), (, -0.0049), (, -0.0), (, 0.0), (, 0.0001)] +19:27:39,972 root INFO ContextualMultiArmedBanditAgent - exp=[0.072 0.1101 0.0867 0.1109 0.0825] probs=[0.1929 0.2125 0.1966 0.1951 0.2029] +19:27:41,632 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0002838709677419356 std=0.003470065238225965 min=-0.0085 max=0.0094 +19:27:41,633 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, 0.0007), (, -0.0049), (, 0.002), (, 0.0025), (, 0.0002), (, 0.0), (, 0.0002), (, -0.0), (, 0.0), (, -0.0044), (, 0.0003), (, -0.0064), (, 0.0028), (, -0.0012), (, -0.0), (, 0.0002), (, 0.0007), (, -0.001), (, 0.0012), (, 0.0001), (, 0.0001), (, -0.0056), (, 0.0094), (, -0.0), (, 0.0004), (, 0.0008), (, 0.0012), (, -0.0005), (, -0.0043), (, 0.0045), (, 0.0003), (, 0.0005), (, -0.0085), (, 0.0039), (, 0.0004), (, 0.0)] +19:27:42,789 root INFO ContextualMultiArmedBanditAgent - exp=[0.0546 0.1008 0.0937 0.0436 0.0964] probs=[0.1943 0.2026 0.1952 0.2074 0.2005] +19:27:44,441 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0012774193548387095 std=0.002627117846420337 min=-0.0085 max=0.0039 +19:27:44,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0044), (, -0.0035), (, 0.002), (, 0.0007), (, 0.0003), (, -0.0), (, 0.0007), (, -0.0006), (, -0.0064), (, 0.0002), (, -0.0005), (, 0.0039), (, 0.0), (, -0.0016), (, -0.0019), (, -0.0056), (, -0.001), (, 0.0002), (, 0.0), (, -0.0007), (, 0.0003), (, 0.0003), (, -0.0085), (, -0.0), (, -0.0), (, 0.0006), (, 0.0001), (, -0.0012), (, -0.0023), (, 0.0004), (, -0.0037), (, 0.0007), (, 0.0005), (, 0.0001), (, -0.0043), (, 0.0)] +19:27:45,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.1996 0.1648 0.1905 0.1622 0.1612] probs=[0.1946 0.2043 0.1999 0.1991 0.202 ] +19:27:47,166 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.001640625 std=0.00218100598563484 min=-0.0085 max=0.002 +19:27:47,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0035), (, -0.0085), (, -0.0011), (, -0.0026), (, -0.0064), (, 0.0), (, -0.0043), (, -0.0011), (, -0.0001), (, -0.001), (, -0.0008), (, -0.0016), (, -0.0013), (, 0.0007), (, -0.0023), (, -0.0007), (, -0.0), (, 0.0003), (, 0.002), (, -0.003), (, -0.001), (, -0.0044), (, -0.0037), (, -0.0012), (, -0.0005), (, 0.0003), (, 0.0001), (, 0.0008), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0019), (, -0.0006), (, -0.0023)] +19:27:48,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0374 0.0747 0.0408 0.048 ] probs=[0.2017 0.199 0.1986 0.1976 0.203 ] +19:27:49,972 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.001517142857142857 std=0.0022316535463687923 min=-0.0085 max=0.0022 +19:27:49,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0008), (, -0.0043), (, -0.0039), (, -0.0019), (, -0.0064), (, -0.001), (, -0.0011), (, -0.0007), (, 0.0003), (, -0.0013), (, 0.0), (, 0.0015), (, 0.0002), (, 0.002), (, 0.0003), (, -0.001), (, -0.0008), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0037), (, -0.0013), (, 0.0), (, -0.0023), (, -0.0), (, 0.0005), (, 0.0002), (, 0.0022), (, -0.0005), (, -0.0037), (, -0.0023), (, -0.0001), (, -0.0016), (, -0.003), (, -0.0026), (, -0.0085), (, -0.0044)] +19:27:51,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.1253 0.0964 0.0974 0.1097 0.097 ] probs=[0.1948 0.1977 0.2021 0.1972 0.2081] +19:27:52,792 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.00118125 std=0.0018576593976022623 min=-0.0044 max=0.0022 +19:27:52,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0001), (, -0.0039), (, -0.0002), (, -0.0011), (, 0.002), (, -0.0023), (, 0.0002), (, -0.0001), (, -0.0008), (, 0.0), (, 0.0022), (, 0.0002), (, -0.0037), (, 0.0015), (, -0.0026), (, 0.0014), (, -0.001), (, -0.0), (, 0.0003), (, -0.0037), (, -0.0), (, -0.0), (, -0.0019), (, -0.003), (, -0.0037), (, 0.0011), (, -0.0017), (, 0.0), (, 0.0002), (, -0.0023), (, -0.0016), (, 0.0), (, -0.0044), (, -0.0043), (, -0.0004), (, -0.0005), (, -0.001)] +19:27:53,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.0512 0.0511 0.0317 0.0512 0.0554] probs=[0.2044 0.2067 0.1938 0.1911 0.204 ] +19:27:55,637 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.001196551724137931 std=0.001784508578857011 min=-0.0044 max=0.0011 +19:27:55,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.0002), (, 0.0), (, -0.0043), (, 0.0), (, 0.0002), (, -0.0017), (, -0.0044), (, -0.0011), (, -0.0037), (, 0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0037), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0005), (, 0.0002), (, 0.0011), (, -0.0016), (, -0.0002), (, -0.0026), (, 0.0011), (, -0.0), (, -0.0023), (, 0.0011), (, 0.0001), (, -0.003), (, -0.0039), (, -0.0), (, 0.0009), (, -0.0037)] +19:27:56,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.1175 0.1358 0.0782 0.1007 0.0818] probs=[0.2001 0.1983 0.2045 0.1947 0.2025] +19:27:58,595 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0014217391304347825 std=0.001859863604568691 min=-0.0044 max=0.0017 +19:27:58,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0002), (, 0.0005), (, -0.0011), (, -0.0026), (, 0.0002), (, -0.0043), (, -0.0017), (, -0.0), (, -0.003), (, 0.0), (, 0.0001), (, -0.0), (, -0.0037), (, -0.0009), (, -0.0037), (, -0.0037), (, 0.0), (, 0.0), (, 0.0017), (, -0.0), (, 0.0), (, -0.0005), (, 0.0001), (, -0.0044), (, -0.0039), (, 0.0009)] +19:27:59,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.0635 0.092 0.026 0.0705] probs=[0.1979 0.1977 0.2017 0.2065 0.1962] +19:28:01,144 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.001280952380952381 std=0.0020183961213038264 min=-0.0044 max=0.0026 +19:28:01,145 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0043), (, 0.0001), (, 0.0026), (, 0.0), (, -0.0037), (, -0.0039), (, -0.0011), (, 0.0), (, -0.0037), (, -0.0002), (, -0.0037), (, -0.0044), (, 0.0), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0026), (, 0.0017), (, 0.0001), (, -0.0005), (, 0.0002)] +19:28:01,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.1759 0.1959 0.1506 0.1748] probs=[0.2006 0.1993 0.1983 0.2007 0.2011] +19:28:03,513 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0010250000000000003 std=0.002122233493280134 min=-0.0044 max=0.0026 +19:28:03,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0002), (, -0.0037), (, -0.0009), (, -0.0043), (, -0.0002), (, 0.0003), (, 0.0025), (, -0.0044), (, -0.0005), (, -0.0026), (, 0.0), (, -0.0), (, -0.0037), (, -0.0011), (, -0.0037), (, 0.0001), (, 0.0026), (, -0.0), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0017), (, 0.0), (, 0.0002), (, -0.0)] +19:28:04,444 root INFO ContextualMultiArmedBanditAgent - exp=[0.04 0.0776 0.0872 0.0691 0.0615] probs=[0.1883 0.2091 0.2039 0.2009 0.1977] +19:28:05,956 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.001242105263157895 std=0.0019876767156058787 min=-0.0044 max=0.0025 +19:28:05,956 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0043), (, 0.0017), (, -0.0037), (, -0.0037), (, 0.0001), (, -0.0026), (, -0.0011), (, -0.0), (, -0.0003), (, 0.0001), (, 0.0025), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0037), (, 0.0002), (, 0.0), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0044), (, -0.0005)] +19:28:06,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.0583 0.1011 0.0835 0.0968 0.0617] probs=[0.2012 0.2072 0.2022 0.1933 0.1961] +19:28:08,210 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007714285714285716 std=0.001832807593139386 min=-0.0044 max=0.0025 +19:28:08,210 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0005), (, -0.0037), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0037), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0026), (, 0.0018), (, 0.0), (, -0.0044), (, 0.0001), (, -0.0), (, 0.0017), (, -0.0011), (, -0.0), (, 0.0), (, -0.0005), (, 0.0025), (, -0.0003), (, 0.0003), (, 0.0001), (, -0.0037)] +19:28:09,145 root INFO ContextualMultiArmedBanditAgent - exp=[0.037 0.1144 0.0658 0.0388 0.1344] probs=[0.2108 0.1964 0.1986 0.1995 0.1948] +19:28:10,546 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00022083333333333338 std=0.0015895437413155876 min=-0.0037 max=0.0025 +19:28:10,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0017), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0037), (, 0.0018), (, 0.0018), (, 0.0017), (, 0.0), (, -0.0), (, 0.0025), (, -0.0007), (, 0.0006), (, -0.0011), (, 0.0), (, -0.0009), (, -0.0026), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0037), (, -0.0002), (, 0.0023)] +19:28:11,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0721 0.0827 0.0995 0.0779 0.0719] probs=[0.2029 0.1953 0.2015 0.1941 0.2063] +19:28:13,319 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=8e-05 std=0.0011274750551564321 min=-0.0026 max=0.0023 +19:28:13,319 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0005), (, 0.0001), (, 0.0017), (, -0.0006), (, -0.0007), (, 0.0018), (, 0.0006), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0), (, 0.0), (, 0.0001), (, -0.0007), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0), (, -0.0002), (, 0.0017), (, 0.0012), (, -0.0026), (, 0.0018), (, -0.0005), (, -0.0017), (, -0.0001), (, 0.0023)] +19:28:14,407 root INFO ContextualMultiArmedBanditAgent - exp=[0.1303 0.1419 0.1135 0.1112 0.0812] probs=[0.2027 0.2 0.1975 0.2 0.1999] +19:28:15,917 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-7.333333333333332e-05 std=0.0010295414297421719 min=-0.0034 max=0.0018 +19:28:15,917 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, 0.0003), (, -0.0), (, 0.0011), (, -0.0), (, 0.0018), (, 0.0002), (, 0.0), (, -0.0017), (, -0.0003), (, 0.0017), (, -0.0002), (, 0.0012), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0026), (, -0.0001), (, -0.0001), (, 0.0007), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0034)] +19:28:17,137 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.1256 0.1627 0.1167 0.1202] probs=[0.199 0.2061 0.201 0.1958 0.1981] +19:28:19,7 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0004428571428571429 std=0.0010407512984887996 min=-0.0034 max=0.0006 +19:28:19,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0001), (, -0.0034), (, 0.0001), (, 0.0), (, -0.0017), (, -0.0012), (, -0.0003), (, 0.0002), (, 0.0001), (, -0.0026), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0006), (, 0.0001), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0005), (, 0.0001)] +19:28:20,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.1074 0.1104 0.0904 0.1041 0.0426] probs=[0.1973 0.2069 0.199 0.1902 0.2066] +19:28:21,878 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.0006076923076923076 std=0.0010819935578235194 min=-0.0034 max=0.0003 +19:28:21,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0003), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0034), (, -0.0003), (, -0.0012), (, 0.0001), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0026), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0026), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0002)] +19:28:22,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1215 0.1054 0.0732 0.099 0.0579] probs=[0.1954 0.2092 0.1994 0.198 0.1979] +19:28:24,516 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0005666666666666666 std=0.0009737289911202953 min=-0.0034 max=0.0003 +19:28:24,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0026), (, 0.0), (, -0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0034), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0026), (, -0.0004), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0002), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0001)] +19:28:25,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.2303 0.0822 0.1397 0.1426] probs=[0.2004 0.2094 0.1944 0.1991 0.1968] +19:28:27,456 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0004666666666666667 std=0.000846299132826108 min=-0.0034 max=0.0003 +19:28:27,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0001), (, -0.0004), (, -0.0034), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0026), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0005)] +19:28:28,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.0504 0.0913 0.069 0.0622] probs=[0.1986 0.1959 0.2022 0.2 0.2033] +19:28:30,511 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0004931034482758619 std=0.0008602048811616428 min=-0.0034 max=0.0005 +19:28:30,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0026), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0005), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0034), (, -0.0005), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0), (, 0.0), (, -0.0), (, 0.0002), (, -0.001), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0004)] +19:28:31,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.1423 0.1196 0.1206 0.1125] probs=[0.1999 0.2039 0.2008 0.1938 0.2016] +19:28:33,825 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0005548387096774194 std=0.0008575428926270156 min=-0.0034 max=0.0006 +19:28:33,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0017), (, -0.0001), (, -0.0004), (, -0.001), (, -0.0003), (, 0.0005), (, -0.0003), (, -0.0004), (, 0.0006), (, 0.0), (, -0.0034), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0002), (, -0.0026)] +19:28:35,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.1194 0.1473 0.1686 0.0824 0.1183] probs=[0.2018 0.201 0.1938 0.2009 0.2025] +19:28:36,919 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000284375 std=0.000975035055459546 min=-0.0034 max=0.0027 +19:28:36,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, 0.0004), (, 0.0027), (, -0.0003), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0001), (, -0.0026), (, -0.0), (, -0.0004), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0034), (, 0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0017), (, -0.001), (, 0.0001), (, 0.0001), (, -0.0002), (, 0.0006), (, 0.0003), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0002)] +19:28:38,472 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.13 0.1061 0.1226 0.1208] probs=[0.1982 0.1992 0.2006 0.2063 0.1958] +19:28:40,381 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003733333333333334 std=0.0008330399483551526 min=-0.0034 max=0.0005 +19:28:40,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0034), (, 0.0001), (, 0.0005), (, -0.0), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0017), (, -0.0002), (, -0.0026), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0005), (, 0.0003), (, 0.0), (, -0.0001), (, 0.0004), (, 0.0001), (, -0.0005)] +19:28:41,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.1934 0.1687 0.1094 0.1812 0.1736] probs=[0.2043 0.2024 0.2025 0.1968 0.194 ] +19:28:43,567 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00032 std=0.0008825719989515493 min=-0.0034 max=0.0013 +19:28:43,567 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0003), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0013), (, -0.0001), (, 0.0004), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0017), (, -0.0034), (, 0.0003), (, 0.0005), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0003), (, 0.0001), (, -0.001), (, -0.0), (, -0.0026)] +19:28:44,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.0913 0.0694 0.0997 0.0927] probs=[0.1973 0.2043 0.2019 0.195 0.2016] +19:28:46,727 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.00038076923076923086 std=0.0009343937692302594 min=-0.0034 max=0.0013 +19:28:46,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0004), (, -0.0004), (, -0.0017), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0013), (, -0.0002), (, -0.0), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0034), (, 0.0001), (, -0.0014), (, 0.0003), (, -0.0), (, 0.0003), (, -0.0), (, -0.0002), (, 0.0)] +19:28:47,898 root INFO ContextualMultiArmedBanditAgent - exp=[0.0476 0.1099 0.101 0.1067 0.0949] probs=[0.2012 0.2046 0.1924 0.2052 0.1966] +19:28:49,694 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.00031363636363636365 std=0.0008688003508210485 min=-0.0026 max=0.0016 +19:28:49,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, 0.0008), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0016), (, -0.0024), (, -0.0001), (, -0.0026), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0002)] +19:28:50,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.0389 0.0297 0.0142 0.0363 0.0187] probs=[0.1978 0.2057 0.199 0.2008 0.1967] +19:28:52,419 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0005714285714285715 std=0.000865829003871768 min=-0.0026 max=0.0004 +19:28:52,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0003), (, -0.0026), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0024), (, -0.0004), (, -0.0001), (, -0.0017), (, 0.0), (, 0.0), (, 0.0001), (, -0.0)] +19:28:53,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.1838 0.1634 0.0939 0.1991 0.1225] probs=[0.1951 0.2014 0.1988 0.2026 0.2021] +19:28:55,303 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0005277777777777777 std=0.0009853400741512521 min=-0.0026 max=0.0018 +19:28:55,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0), (, -0.0004), (, 0.0018), (, -0.0001), (, -0.0017), (, -0.0002), (, -0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0026), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0024), (, -0.0002)] +19:28:56,167 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.2132 0.1747 0.2043 0.1625] probs=[0.1975 0.1993 0.2003 0.2008 0.2022] +19:28:57,973 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00054375 std=0.0010845325894135224 min=-0.0026 max=0.0018 +19:28:57,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0024), (, 0.0), (, -0.0026), (, -0.0002), (, -0.0), (, 0.0018), (, 0.0), (, 0.0), (, -0.0002), (, -0.0)] +19:28:59,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.0983 0.0569 0.0734 0.097 ] probs=[0.2002 0.2003 0.1959 0.2026 0.2009] +19:29:00,720 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0004050000000000001 std=0.001044736808961951 min=-0.0026 max=0.0018 +19:29:00,720 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, -0.0024), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0006), (, 0.0018), (, -0.0002), (, -0.0), (, 0.001), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0026), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0002)] +19:29:01,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1059 0.1647 0.0955 0.111 0.1298] probs=[0.1987 0.1992 0.1956 0.2075 0.199 ] +19:29:03,478 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.00028095238095238097 std=0.0011549558010999082 min=-0.0026 max=0.0022 +19:29:03,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0024), (, -0.0003), (, 0.0018), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0), (, 0.0022), (, -0.0002), (, -0.0004), (, 0.001), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0003), (, -0.0026), (, 0.0), (, -0.0005)] +19:29:04,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.0376 0.0448 0.0739 0.0332 0.0444] probs=[0.2088 0.1928 0.1963 0.2027 0.1993] +19:29:06,384 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.00040526315789473684 std=0.0011151934853178128 min=-0.0026 max=0.0022 +19:29:06,385 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0004), (, -0.0024), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0022), (, -0.0007), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0026), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0003), (, 0.001)] +19:29:07,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1803 0.0872 0.1311 0.1159 0.1347] probs=[0.2082 0.1983 0.2004 0.1969 0.1963] +19:29:09,635 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:29:09,636 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.3396333333333333 std=0.42661770617523853 min=-0.0693 max=1.1965 +19:29:09,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, 0.0327), (, -0.0349), (, 0.1671), (, 0.1244), (, 0.943), (, 0.943), (, 0.0678), (, 0.5244), (, 1.1965), (, 0.1669), (, 0.014)] +19:29:09,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.2092 0.1929 0.1575 0.1509] probs=[0.1909 0.2144 0.1972 0.2013 0.1962] +19:29:11,367 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.018283333333333335 std=0.048190850330281115 min=-0.0693 max=0.0678 +19:29:11,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, 0.014), (, 0.0678), (, -0.0349), (, -0.018), (, -0.0693)] +19:29:11,512 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0421 0.0005 0.0114 -0.003 ] probs=[0.1875 0.1775 0.1929 0.2122 0.2299] +19:29:12,852 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0355 std=0.03175449574469732 min=-0.0693 max=0.014 +19:29:12,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, -0.0349), (, 0.014), (, -0.0693), (, -0.018)] +19:29:12,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.2451 0.1638 0.1953 0.1057 0.2266] probs=[0.1867 0.2079 0.1919 0.2163 0.1972] +19:29:14,334 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.047875 std=0.022242568983820193 min=-0.0693 max=-0.018 +19:29:14,334 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, -0.0693), (, -0.018), (, -0.0349)] +19:29:14,447 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.0456 0.0006 0.0127 -0.0032] probs=[0.1958 0.2075 0.1983 0.2007 0.1976] +19:29:15,761 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 +19:29:15,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] +19:29:15,839 root INFO ContextualMultiArmedBanditAgent - exp=[0.7848 0.7578 0.5824 0.8345 0.243 ] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:16,891 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 +19:29:16,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] +19:29:16,957 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.0561 0.001 0.0164 -0.0039] probs=[0.1877 0.178 0.2825 0.1633 0.1885] +19:29:18,112 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 +19:29:18,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] +19:29:18,151 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:19,333 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 +19:29:19,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] +19:29:19,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.6906 0.6433 0.8463 0.4851 0.6685] probs=[0.1461 0.2641 0.2346 0.1509 0.2043] +19:29:20,457 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0608 std=0.0 min=0.0608 max=0.0608 +19:29:20,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0608)] +19:29:20,502 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:21,681 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0608 std=0.0 min=0.0608 max=0.0608 +19:29:21,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0608)] +19:29:21,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.2022 0.1396 0.2774 0.193 0.1878] +19:29:22,741 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0047 std=0.0031 min=-0.0078 max=-0.0016 +19:29:22,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0016)] +19:29:22,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.3937 0.3312 0.4351 0.1826 0.1515] probs=[0.2187 0.1726 0.2177 0.1696 0.2215] +19:29:23,878 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0047 std=0.0031 min=-0.0078 max=-0.0016 +19:29:23,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0016)] +19:29:23,941 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0025] probs=[0.2257 0.1697 0.1775 0.222 0.2052] +19:29:25,256 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0078 std=0.0 min=-0.0078 max=-0.0078 +19:29:25,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078)] +19:29:25,303 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0004 0.0015 -0.0011] probs=[0.1991 0.2024 0.1994 0.1998 0.1993] +19:29:26,411 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 +19:29:26,411 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] +19:29:26,459 root INFO ContextualMultiArmedBanditAgent - exp=[0.0471 0.3406 0.9274 0.1275 0.46 ] probs=[0.1991 0.2024 0.1994 0.1998 0.1993] +19:29:27,760 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0725 std=0.07490000000000001 min=-0.0024 max=0.1474 +19:29:27,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1474), (, -0.0024)] +19:29:27,826 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0025] probs=[0.1969 0.2058 0.1987 0.2004 0.1982] +19:29:29,84 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:29,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:29:29,123 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0562 0.001 0.0164 -0.0039] probs=[0.1947 0.2092 0.198 0.201 0.197 ] +19:29:30,431 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:30,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:29:30,524 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0562 0.001 0.0164 -0.0039] probs=[0.1947 0.2092 0.198 0.201 0.197 ] +19:29:31,646 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003366666666666667 std=0.006033977866125206 min=-0.0009 max=0.0119 +19:29:31,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0119)] +19:29:31,751 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.2184 0.2021 0.1943 0.2052 0.18 ] +19:29:32,949 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:32,949 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:29:33,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:34,159 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:34,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:29:34,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:35,458 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:35,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:29:35,531 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1978 0.2229 0.1716 0.235 0.1727] +19:29:36,656 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:36,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] +19:29:36,734 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1952 0.2238 0.2131 0.1927 0.1752] +19:29:37,836 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0022 std=0.0031000000000000003 min=-0.0009 max=0.0053 +19:29:37,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0053)] +19:29:37,921 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:39,160 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:39,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] +19:29:39,256 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0039] probs=[0.1918 0.201 0.238 0.2019 0.1673] +19:29:40,490 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:40,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:29:40,521 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:41,634 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:41,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] +19:29:41,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.2058 0.1643 0.1288 0.2885 0.3147] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:43,93 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0029333333333333334 std=0.005421151989096865 min=-0.0009 max=0.0106 +19:29:43,93 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0106), (, -0.0009)] +19:29:43,187 root INFO ContextualMultiArmedBanditAgent - exp=[0.0546 0.1066 0.1871 0.2085 0.1849] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:44,606 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:44,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0), (, 0.0)] +19:29:44,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.4839 0.5147 0.3112 0.228 0.3908] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:45,991 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.031400000000000004 std=0.045679098064650966 min=-0.0009 max=0.096 +19:29:45,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.096), (, -0.0009), (, 0.0)] +19:29:46,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1844 0.1701 0.0377 0.2173 0.1599] probs=[0.1896 0.2376 0.1882 0.1685 0.2161] +19:29:47,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:47,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:29:47,327 root INFO ContextualMultiArmedBanditAgent - exp=[0.4834 0.2779 0.1038 0.297 0.9789] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:48,465 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0075 std=0.0060072178807386925 min=-0.0009 max=0.0128 +19:29:48,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0128), (, 0.0106)] +19:29:48,553 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0038] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:49,840 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0029799999999999996 std=0.004434140277438232 min=-0.0009 max=0.0106 +19:29:49,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0106), (, 0.0053), (, 0.0008), (, -0.0009)] +19:29:49,989 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0476 0.0007 0.0134 -0.0033] probs=[0.1956 0.2078 0.1983 0.2008 0.1975] +19:29:51,271 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003225 std=0.004721956691881026 min=-0.0009 max=0.0106 +19:29:51,271 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0041), (, 0.0106)] +19:29:51,394 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0559 0.001 0.0164 -0.0038] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] +19:29:52,663 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0482 std=0.06593395685583163 min=-0.0009 max=0.1414 +19:29:52,663 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0041), (, 0.1414)] +19:29:52,752 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.042 0.0006 0.0114 -0.0029] probs=[0.1962 0.2069 0.1985 0.2006 0.1978] +19:29:53,852 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:53,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:29:53,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.9074 0.3859 0.9159 0.6335 0.9532] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:29:55,51 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:55,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] +19:29:55,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:29:56,507 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:56,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] +19:29:56,648 root INFO ContextualMultiArmedBanditAgent - exp=[0.211 0.1141 0.0758 0.2511 0.148 ] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:29:57,898 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:29:57,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0)] +19:29:57,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.2388 0.3191 0.2165 0.2859] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:29:59,128 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00035 std=0.0005499999999999999 min=-0.0009 max=0.0002 +19:29:59,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0002), (, 0.0)] +19:29:59,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.2391 0.0595 0.053 0.1103 0.1816] probs=[0.1915 0.1937 0.1921 0.1916 0.2311] +19:30:00,265 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:30:00,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] +19:30:00,317 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.201 0.197 ] +19:30:01,483 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 +19:30:01,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] +19:30:01,564 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.201 0.197 ] +19:30:02,769 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=0.00039999999999999996 std=0.0013 min=-0.0009 max=0.0017 +19:30:02,770 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, 0.0017)] +19:30:02,878 root INFO ContextualMultiArmedBanditAgent - exp=[0.1988 0.1065 0.113 0.1198 0.0004] probs=[0.1958 0.2075 0.1984 0.2007 0.1976] +19:30:04,114 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002325 std=0.004108755894428385 min=-0.0092 max=0.0017 +19:30:04,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0017), (, -0.0092), (, -0.0009)] +19:30:04,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1748 0.0652 0.2451 0.1723 0.0072] probs=[0.2123 0.1914 0.2035 0.1914 0.2014] +19:30:05,359 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0011000000000000003 std=0.007863523383318702 min=-0.0092 max=0.0128 +19:30:05,360 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, 0.0017), (, -0.0009), (, 0.0128)] +19:30:05,477 root INFO ContextualMultiArmedBanditAgent - exp=[0.1936 0.2959 0.3218 0.3979 0.2432] probs=[0.1969 0.2058 0.1987 0.2004 0.1982] +19:30:06,722 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0052 std=0.0 min=0.0052 max=0.0052 +19:30:06,723 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0052)] +19:30:06,777 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0024] probs=[0.2465 0.1496 0.2246 0.2603 0.119 ] +19:30:07,931 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.006449999999999999 std=0.00165 min=0.0048 max=0.0081 +19:30:07,931 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, -0.0), (, 0.0081)] +19:30:08,33 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.2134 0.1929 0.21 0.1731 0.2106] +19:30:09,283 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.006699999999999999 std=0.0019000000000000002 min=0.0048 max=0.0086 +19:30:09,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, 0.0086), (, -0.0)] +19:30:09,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.1488 0.0463 0.3111 0.0273 0.0577] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:10,514 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0057 std=0.0029 min=0.0028 max=0.0086 +19:30:10,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0028), (, 0.0086)] +19:30:10,600 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:11,792 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0133 std=0.0 min=0.0133 max=0.0133 +19:30:11,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0133)] +19:30:11,835 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:13,7 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0135 std=0.0024535688292770595 min=0.0106 max=0.0166 +19:30:13,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0133), (, 0.0166), (, 0.0106)] +19:30:13,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.1289 0.179 0.156 0.1566 0.2657] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:14,343 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.007866666666666666 std=0.005878964383479647 min=-0.0003 max=0.0133 +19:30:14,343 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0133), (, -0.0003)] +19:30:14,439 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.212 0.2193 0.2048 0.1825 0.1813] +19:30:15,782 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.007866666666666666 std=0.005878964383479647 min=-0.0003 max=0.0133 +19:30:15,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0133), (, -0.0003)] +19:30:15,864 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2001 0.1721 0.1995 0.1997 0.2286] +19:30:16,899 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0045 std=0.0002999999999999999 min=0.0042 max=0.0048 +19:30:16,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, 0.0042)] +19:30:16,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.5141 0.6108 0.6488 0.4121 0.2549] probs=[0.1544 0.1959 0.1985 0.2175 0.2337] +19:30:17,961 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0038 std=0.0 min=0.0038 max=0.0038 +19:30:17,961 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038)] +19:30:18,11 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.0011 0.0164 -0.0038] probs=[0.148 0.262 0.2748 0.1475 0.1677] +19:30:19,95 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0009500000000000001 std=0.00275 min=-0.0018 max=0.0037 +19:30:19,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0037)] +19:30:19,188 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +19:30:20,215 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0009333333333333334 std=0.0022065558884580487 min=-0.0017 max=0.0037 +19:30:20,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.0037), (, -0.0017)] +19:30:20,306 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2133 0.2202 0.1901 0.1977 0.1787] +19:30:21,644 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:30:21,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] +19:30:21,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.9329 0.2153 0.3056 0.3273 0.6086] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:22,990 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.008 std=0.0 min=0.008 max=0.008 +19:30:22,990 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.008)] +19:30:23,24 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:24,177 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0072 std=0.0010999999999999998 min=0.0061 max=0.0083 +19:30:24,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, 0.0083)] +19:30:24,391 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.187 0.1927 0.169 0.2365 0.2148] +19:30:25,595 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0068 std=0.0 min=0.0068 max=0.0068 +19:30:25,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0068)] +19:30:25,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.2458 0.1848 0.1406 0.5664 0.0871] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:26,740 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00019999999999999987 std=0.004 min=-0.0042 max=0.0038 +19:30:26,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0038)] +19:30:26,817 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2177 0.1679 0.1921 0.2331 0.1892] +19:30:28,66 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00019999999999999987 std=0.004 min=-0.0042 max=0.0038 +19:30:28,66 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, -0.0042)] +19:30:28,129 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:29,303 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.02265 std=0.01885 min=0.0038 max=0.0415 +19:30:29,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0038), (, 0.0415)] +19:30:29,428 root INFO ContextualMultiArmedBanditAgent - exp=[0.5096 0.2324 0.4961 0.4004 0.136 ] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:30,393 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0094 std=0.0 min=0.0094 max=0.0094 +19:30:30,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0094)] +19:30:30,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1577 0.2443 0.1878 0.1576 0.2526] +19:30:31,536 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0108 std=0.0 min=0.0108 max=0.0108 +19:30:31,536 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0108)] +19:30:31,589 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] +19:30:32,640 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0036 std=0.0 min=-0.0036 max=-0.0036 +19:30:32,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036)] +19:30:32,688 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0557 0.0011 0.0164 -0.0038] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] +19:30:33,975 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:30:33,976 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.17272222222222222 std=0.2783072134561525 min=-0.0335 max=1.2033 +19:30:33,976 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 1.2033), (, 0.0477), (, 0.1593), (, -0.0146), (, 0.0329), (, 0.0929), (, 0.0329), (, 0.1268), (, -0.0016), (, 0.3895), (, -0.0335), (, 0.0371), (, 0.0113), (, 0.1654), (, 0.1268), (, 0.3895), (, 0.0714), (, 0.2719)] +19:30:34,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.0341 0.0824 0.0653 0.109 0.0672] probs=[0.2005 0.1997 0.2025 0.1948 0.2025] +19:30:35,710 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.010199999999999999 std=0.03342878001562925 min=-0.0335 max=0.0714 +19:30:35,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, 0.0058), (, 0.0477), (, 0.0371), (, 0.0714), (, -0.0335), (, -0.0016), (, -0.0335), (, 0.0329), (, -0.0146), (, 0.0329), (, 0.0113)] +19:30:35,953 root INFO ContextualMultiArmedBanditAgent - exp=[0.1387 0.1976 0.1815 0.2163 0.1214] probs=[0.195 0.2014 0.2085 0.1928 0.2024] +19:30:37,224 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.004636363636363636 std=0.029113985165748178 min=-0.0335 max=0.0477 +19:30:37,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, 0.0371), (, -0.0016), (, -0.0335), (, 0.0058), (, -0.0146), (, 0.0329), (, 0.0477), (, 0.0113), (, -0.0335), (, 0.0329)] +19:30:37,453 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0516 0.0011 0.0136 -0.0034] probs=[0.1828 0.2131 0.2103 0.1923 0.2015] +19:30:38,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.020800000000000003 std=0.013506109728563588 min=-0.0335 max=-0.0016 +19:30:38,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, -0.0335), (, -0.0146), (, -0.0016)] +19:30:38,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.2339 0.1042 0.0645 0.2183 0.2326] probs=[0.1941 0.2112 0.1976 0.2007 0.1964] +19:30:39,822 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.001 std=0.0 min=0.001 max=0.001 +19:30:39,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001)] +19:30:39,847 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0159 0.0684 0.0017 0.0171 -0.0043] probs=[0.1941 0.2112 0.1976 0.2007 0.1964] +19:30:41,175 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.001 std=0.0 min=0.001 max=0.001 +19:30:41,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001)] +19:30:41,219 root INFO ContextualMultiArmedBanditAgent - exp=[-0.016 0.0666 0.0016 0.017 -0.0043] probs=[0.1942 0.2109 0.1977 0.2007 0.1965] +19:30:42,218 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1966 std=0.0 min=0.1966 max=0.1966 +19:30:42,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1966)] +19:30:42,285 root INFO ContextualMultiArmedBanditAgent - exp=[-0.016 0.0666 0.0016 0.017 -0.0043] probs=[0.1942 0.2109 0.1977 0.2007 0.1965] +19:30:43,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 +19:30:43,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104)] +19:30:43,485 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.7707 0.1771 0.2524 0.7367] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:30:44,490 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 +19:30:44,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104)] +19:30:44,554 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0139 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:30:45,527 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 +19:30:45,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, 0.0)] +19:30:45,629 root INFO ContextualMultiArmedBanditAgent - exp=[0.2427 0.091 0.2881 0.0898 0.0791] probs=[0.2307 0.2199 0.1994 0.1771 0.173 ] +19:30:46,731 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0063 std=0.00579827560572969 min=-0.0104 max=0.0019 +19:30:46,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0), (, -0.0104), (, 0.0019)] +19:30:46,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:30:48,56 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.021024999999999995 std=0.04759392687097798 min=-0.0104 max=0.103 +19:30:48,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.103), (, 0.0019), (, -0.0104)] +19:30:48,173 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.215 0.1813 0.2053 0.2126 0.1858] +19:30:49,233 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0063750000000000005 std=0.0050231339818882 min=-0.0104 max=0.0019 +19:30:49,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, -0.0066), (, 0.0019)] +19:30:49,375 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.2059 0.2055 0.2006 0.1969 0.191 ] +19:30:50,605 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0066 std=0.0 min=-0.0066 max=-0.0066 +19:30:50,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066)] +19:30:50,642 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0143 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:30:51,857 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002175 std=0.010537166364825032 min=-0.0066 max=0.0192 +19:30:51,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066), (, 0.0027), (, -0.0066), (, 0.0192)] +19:30:52,0 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:30:53,227 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0009399999999999996 std=0.00974301801291571 min=-0.0066 max=0.0192 +19:30:53,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066), (, -0.0066), (, 0.0192), (, -0.004), (, 0.0027)] +19:30:53,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.0526 0.167 0.1764 0.1755] probs=[0.1957 0.2136 0.188 0.2105 0.1921] +19:30:54,570 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0027 std=0.0031292171544972714 min=-0.0066 max=0.0027 +19:30:54,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0016), (, 0.0027), (, -0.0066), (, -0.004)] +19:30:54,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.1462 0.0372 0.1462 0.1159] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:30:56,24 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00048000000000000007 std=0.003491360766234277 min=-0.004 max=0.0045 +19:30:56,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0027), (, -0.004), (, 0.0045), (, -0.0016)] +19:30:56,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.1005 0.1081 0.195 0.0359 0.1632] probs=[0.2104 0.1872 0.1804 0.1896 0.2324] +19:30:57,458 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:30:57,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] +19:30:57,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0017 -0.0011] probs=[0.186 0.256 0.1412 0.1864 0.2304] +19:30:58,638 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0007499999999999998 std=0.00475 min=-0.004 max=0.0055 +19:30:58,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0055)] +19:30:58,743 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0139 -0.0004 0.0017 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:30:59,911 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.00016666666666666666 std=0.0031180478223116178 min=-0.004 max=0.0035 +19:30:59,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.004), (, 0.001)] +19:31:00,2 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.1334 0.2706 0.2464 0.1018] probs=[0.1823 0.2003 0.2035 0.2183 0.1956] +19:31:01,162 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0015 std=0.0025 min=-0.004 max=0.001 +19:31:01,163 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.001)] +19:31:01,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.4491 0.2478 0.2989 0.4085 0.2413] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:02,330 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0015 std=0.0025 min=-0.004 max=0.001 +19:31:02,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001), (, -0.004)] +19:31:02,417 root INFO ContextualMultiArmedBanditAgent - exp=[0.6178 0.4087 0.1398 0.7454 0.698 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:03,634 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.09565 std=0.08465 min=0.011 max=0.1803 +19:31:03,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1803), (, 0.011)] +19:31:03,694 root INFO ContextualMultiArmedBanditAgent - exp=[0.391 0.0259 0.3183 0.2456 0.3357] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:04,752 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0011 std=0.0024000000000000002 min=-0.0013 max=0.0035 +19:31:04,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.0013)] +19:31:04,877 root INFO ContextualMultiArmedBanditAgent - exp=[0.4114 0.3279 0.1445 0.419 0.0142] probs=[0.1968 0.2062 0.1986 0.2003 0.198 ] +19:31:06,53 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.02025 std=0.01075 min=0.0095 max=0.031 +19:31:06,53 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.031), (, 0.0095)] +19:31:06,134 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0088 0.0372 0.0005 0.0089 -0.0025] probs=[0.1968 0.2061 0.1987 0.2003 0.1981] +19:31:07,219 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0152 std=0.0 min=0.0152 max=0.0152 +19:31:07,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0152)] +19:31:07,276 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:08,607 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0152 std=0.0 min=0.0152 max=0.0152 +19:31:08,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0152)] +19:31:08,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.7585 0.0079 0.041 0.8996 0.6929] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:09,780 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0018 std=0.0 min=0.0018 max=0.0018 +19:31:09,781 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0018)] +19:31:09,844 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:10,943 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0038 std=0.0 min=0.0038 max=0.0038 +19:31:10,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038)] +19:31:10,995 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:12,200 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0007 std=0.0 min=0.0007 max=0.0007 +19:31:12,200 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007)] +19:31:12,260 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:13,511 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0021 std=0.0 min=0.0021 max=0.0021 +19:31:13,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0021)] +19:31:13,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:14,757 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0021 std=0.0 min=0.0021 max=0.0021 +19:31:14,757 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0021)] +19:31:14,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.5861 0.1852 0.8592 0.9204 0.5152] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:15,986 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0019 std=0.0 min=0.0019 max=0.0019 +19:31:15,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0019)] +19:31:16,20 root INFO ContextualMultiArmedBanditAgent - exp=[0.8353 0.0257 0.4454 0.2662 0.034 ] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:17,335 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0097 std=0.0 min=0.0097 max=0.0097 +19:31:17,335 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0097)] +19:31:17,386 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:18,633 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00495 std=0.00175 min=0.0032 max=0.0067 +19:31:18,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0032)] +19:31:18,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.2631 0.5049 0.2316 0.2484 0.3343] probs=[0.2208 0.2123 0.2041 0.1676 0.1951] +19:31:19,968 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0007333333333333336 std=0.004041726803676314 min=-0.0057 max=0.0042 +19:31:19,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0007), (, 0.0042)] +19:31:20,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.3426 0.1596 0.1707 0.0736] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:21,510 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00295 std=0.0027500000000000003 min=-0.0057 max=-0.0002 +19:31:21,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0057)] +19:31:21,598 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:22,800 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:22,800 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:31:22,879 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:23,974 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:23,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:31:24,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] +19:31:25,240 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003725 std=0.00429032341438265 min=-0.0002 max=0.0101 +19:31:25,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0052), (, 0.0101)] +19:31:25,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.0453 0.1282 0.1193 0.0771] probs=[0.1834 0.1921 0.1932 0.2285 0.2029] +19:31:26,675 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00426 std=0.003973713628333073 min=-0.0002 max=0.0101 +19:31:26,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, 0.0101), (, -0.0002), (, 0.0062)] +19:31:26,832 root INFO ContextualMultiArmedBanditAgent - exp=[0.1642 0.1495 0.0054 0.0874 0.1704] probs=[0.1832 0.2112 0.2162 0.1956 0.1938] +19:31:28,145 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0028 std=0.003013303834663873 min=-0.0002 max=0.0062 +19:31:28,146 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, 0.0062), (, -0.0002)] +19:31:28,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.2511 0.2871 0.4575 0.4088 0.439 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:29,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0048 std=0.005 min=-0.0002 max=0.0098 +19:31:29,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0)] +19:31:29,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0981 0.2345 0.3319 0.2997 0.2667] probs=[0.2109 0.2136 0.1958 0.1715 0.2083] +19:31:30,783 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:30,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:31:30,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0003 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:32,33 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003133333333333333 std=0.004714045207910317 min=-0.0002 max=0.0098 +19:31:32,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0002)] +19:31:32,210 root INFO ContextualMultiArmedBanditAgent - exp=[0.2557 0.0161 0.1104 0.2796 0.1787] probs=[0.1897 0.1805 0.1976 0.1934 0.2389] +19:31:33,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003133333333333333 std=0.004714045207910317 min=-0.0002 max=0.0098 +19:31:33,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0002)] +19:31:33,583 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0003 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:34,738 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:34,738 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:31:34,800 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:36,16 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:36,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0)] +19:31:36,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.4888 0.4792 0.281 0.3265 0.1318] probs=[0.219 0.1761 0.2047 0.2207 0.1795] +19:31:37,255 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:37,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:31:37,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.9621 0.5011 0.267 0.4791 0.68 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:38,577 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.2990333333333333 std=0.42317983831410916 min=-0.0002 max=0.8975 +19:31:38,578 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.8975), (, -0.0002)] +19:31:38,694 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] +19:31:39,749 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:39,749 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:31:39,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.3522 0.6006 0.8054 0.3287 0.0376] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:40,911 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:40,912 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:31:40,986 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0144 -0.0003 0.0018 -0.0011] probs=[0.2204 0.2192 0.1866 0.2213 0.1524] +19:31:42,123 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.001666666666666667 std=0.0026398653164297777 min=-0.0002 max=0.0054 +19:31:42,123 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, -0.0002)] +19:31:42,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2257 0.2116 0.1719 0.2229 0.168 ] +19:31:43,381 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:43,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:31:43,423 root INFO ContextualMultiArmedBanditAgent - exp=[0.2199 0.867 0.1987 0.7884 0.1797] probs=[0.199 0.2024 0.1994 0.1999 0.1993] +19:31:44,624 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:44,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002)] +19:31:44,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2065 0.1941 0.1907 0.2184 0.1904] +19:31:45,926 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:45,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] +19:31:46,49 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.201 0.218 0.2082 0.1776 0.1952] +19:31:47,284 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:47,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0002)] +19:31:47,389 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0144 -0.0003 0.0018 -0.0011] probs=[0.1816 0.1826 0.2059 0.2321 0.1978] +19:31:48,712 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:48,713 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] +19:31:48,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.1648 0.178 0.3314 0.1538] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:49,967 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +19:31:49,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] +19:31:50,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:51,218 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:51,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] +19:31:51,351 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:52,448 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.022999999999999996 std=0.03280975464705581 min=-0.0002 max=0.0694 +19:31:52,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0694), (, -0.0), (, -0.0002)] +19:31:52,570 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2009 0.2138 0.1818 0.193 0.2105] +19:31:54,23 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0017000000000000001 std=0.0026870057685088804 min=-0.0002 max=0.0055 +19:31:54,23 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0055), (, -0.0), (, -0.0002)] +19:31:54,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.0421 0.0228 0.006 0.0689 0.0489] probs=[0.2092 0.1961 0.1919 0.208 0.1949] +19:31:55,214 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.00085 std=0.00105 min=-0.0002 max=0.0019 +19:31:55,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0019)] +19:31:55,328 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:56,497 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:56,497 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:31:56,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:57,765 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:31:57,765 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:31:57,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.255 0.2555 0.3967 0.1769 0.396 ] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:31:59,98 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0187 std=0.026728636328851498 min=-0.0002 max=0.0565 +19:31:59,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0565)] +19:31:59,195 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:32:00,263 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008333333333333332 std=0.0014613540144521981 min=-0.0002 max=0.0029 +19:32:00,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0029)] +19:32:00,370 root INFO ContextualMultiArmedBanditAgent - exp=[0.1062 0.1953 0.0171 0.2563 0.1997] probs=[0.1813 0.2094 0.1765 0.2144 0.2184] +19:32:01,285 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008333333333333332 std=0.0014613540144521981 min=-0.0002 max=0.0029 +19:32:01,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0029)] +19:32:01,411 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:32:02,675 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:32:02,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:32:02,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.8269 0.3593 0.7593 0.1074] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:32:03,991 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 +19:32:03,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.1761)] +19:32:04,102 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:32:05,168 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 +19:32:05,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.1761)] +19:32:05,321 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0147 -0.0003 0.0015 -0.0011] probs=[0.2342 0.1942 0.1878 0.2027 0.1811] +19:32:06,512 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 +19:32:06,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.1761), (, -0.0002)] +19:32:06,617 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0147 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:07,849 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:32:07,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:32:08,81 root INFO ContextualMultiArmedBanditAgent - exp=[0.7266 0.6599 0.7841 0.4259 0.6467] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:09,285 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:32:09,286 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:32:09,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:10,448 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00155 min=-0.0002 max=0.0029 +19:32:10,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029)] +19:32:10,528 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:11,833 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00155 min=-0.0002 max=0.0029 +19:32:11,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029)] +19:32:11,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:13,14 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0002999999999999999 std=0.0017564168070250297 min=-0.002 max=0.0029 +19:32:13,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029), (, 0.0005), (, -0.002)] +19:32:13,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.3502 0.3126 0.4324 0.2403 0.3292] probs=[0.1975 0.2148 0.1754 0.2057 0.2066] +19:32:14,367 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000625 std=0.0011755317945508746 min=-0.0026 max=0.0005 +19:32:14,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0026), (, 0.0005), (, -0.0002)] +19:32:14,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1832 0.1766 0.0907 0.1921] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:15,717 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:32:15,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:32:15,782 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.2587 0.1351 0.2714 0.144 0.1909] +19:32:16,796 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017333333333333335 std=0.002734146220587984 min=-0.0002 max=0.0056 +19:32:16,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, -0.0002)] +19:32:16,902 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:18,182 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0017333333333333335 std=0.002734146220587984 min=-0.0002 max=0.0056 +19:32:18,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, -0.0), (, -0.0002)] +19:32:18,336 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:19,465 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0023333333333333335 std=0.0024239545283597126 min=-0.0002 max=0.0056 +19:32:19,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0056), (, 0.0016)] +19:32:19,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:20,722 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0033799999999999998 std=0.00397210271770507 min=-0.0002 max=0.0101 +19:32:20,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, 0.0101), (, -0.0002), (, 0.0016)] +19:32:20,864 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:22,48 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:32:22,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:32:22,101 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:23,294 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00115 std=0.00135 min=-0.0002 max=0.0025 +19:32:23,294 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0025), (, -0.0002), (, 0.0025)] +19:32:23,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.2466 0.1325 0.029 0.0607 0.1297] probs=[0.1812 0.1987 0.2213 0.1854 0.2134] +19:32:24,941 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007 std=0.0012727922061357855 min=-0.0002 max=0.0025 +19:32:24,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0025)] +19:32:25,36 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:26,255 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002666666666666667 std=9.428090415820634e-05 min=-0.0004 max=-0.0002 +19:32:26,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0004)] +19:32:26,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:27,376 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0012 std=0.0016186414056238647 min=-0.004 max=-0.0002 +19:32:27,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.004), (, -0.0002)] +19:32:27,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0264 0.1312 0.0804 0.2111 0.2284] probs=[0.2235 0.2469 0.1671 0.1819 0.1807] +19:32:28,833 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:28,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] +19:32:28,877 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:30,87 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0012666666666666666 std=0.007448191428498301 min=-0.004 max=0.0118 +19:32:30,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.0118)] +19:32:30,213 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.2174 0.2134 0.175 0.1913 0.203 ] +19:32:31,503 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.1088 std=0.15952328983568512 min=-0.004 max=0.3344 +19:32:31,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.3344)] +19:32:31,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.2647 0.0221 0.192 0.0098 0.2801] probs=[0.176 0.2138 0.1671 0.211 0.2322] +19:32:32,893 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:32,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004)] +19:32:32,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.401 0.2879 0.0308 0.3816 0.0659] probs=[0.1867 0.2307 0.1636 0.1753 0.2437] +19:32:34,198 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023666666666666667 std=0.002309882151876055 min=-0.004 max=0.0009 +19:32:34,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0009), (, -0.004)] +19:32:34,345 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:35,393 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:35,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] +19:32:35,432 root INFO ContextualMultiArmedBanditAgent - exp=[0.6234 0.638 0.682 0.6597 0.2471] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:36,418 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:36,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0)] +19:32:36,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:37,642 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:37,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, -0.0)] +19:32:37,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.1921 0.1944 0.2161 0.1892 0.2082] +19:32:38,965 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:38,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004)] +19:32:39,58 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:40,161 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023333333333333335 std=0.0023570226039551583 min=-0.004 max=0.001 +19:32:40,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.001)] +19:32:40,285 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:41,470 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:41,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] +19:32:41,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.2775 0.1446 0.2234 0.197 0.1575] +19:32:42,846 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 +19:32:42,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] +19:32:42,900 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] +19:32:45,60 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:32:45,60 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.1099 std=0.29051835857079095 min=-0.11 max=1.202 +19:32:45,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0301), (, -0.0635), (, 0.3893), (, 0.0329), (, 0.1571), (, -0.0796), (, -0.11), (, 0.0329), (, 0.1142), (, 0.0663), (, -0.0699), (, 0.0158), (, 0.1931), (, -0.0089), (, 0.1571), (, 0.0408), (, 1.202), (, -0.0613)] +19:32:45,461 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.0792 0.0229 0.0679 0.0404] probs=[0.1977 0.2071 0.2083 0.191 0.1959] +19:32:46,728 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.005237499999999997 std=0.08464472720583367 min=-0.11 max=0.1571 +19:32:46,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.11), (, -0.0089), (, 0.0329), (, 0.0329), (, 0.1571), (, 0.1142), (, -0.0699), (, 0.1571), (, -0.0796), (, -0.0301), (, 0.0663), (, 0.0158), (, -0.0635), (, -0.0613), (, 0.0408)] +19:32:47,64 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1918 0.1278 0.0991 0.108 ] probs=[0.1974 0.2055 0.1915 0.2055 0.2001] +19:32:48,515 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.016457142857142858 std=0.06650565727048785 min=-0.11 max=0.1142 +19:32:48,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0613), (, -0.0635), (, 0.0329), (, 0.0408), (, -0.0699), (, -0.11), (, 0.1142), (, -0.0301), (, -0.0796), (, 0.0663), (, 0.0158), (, 0.0329), (, -0.0089)] +19:32:48,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.0405 0.1116 0.071 0.1216 0.1219] probs=[0.1965 0.2124 0.1961 0.1979 0.197 ] +19:32:50,95 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.06664 std=0.05871872273815226 min=-0.1802 max=0.0471 +19:32:50,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0699), (, -0.1802), (, -0.11), (, -0.0613), (, -0.0635), (, -0.0089), (, -0.0796), (, 0.0471), (, -0.0301)] +19:32:50,302 root INFO ContextualMultiArmedBanditAgent - exp=[0.1492 0.2168 0.2809 0.2172 0.2323] probs=[0.1961 0.1986 0.2031 0.2089 0.1933] +19:32:51,741 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.07 std=0.06584595659567867 min=-0.1802 max=0.0471 +19:32:51,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0699), (, 0.0471), (, 0.0039), (, -0.1802), (, -0.11), (, -0.0613), (, -0.0796)] +19:32:51,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.1089 0.1342 0.0703 0.0226 0.0242] probs=[0.1973 0.2075 0.1934 0.1924 0.2094] +19:32:53,222 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.039625 std=0.060477283958524454 min=-0.11 max=0.0471 +19:32:53,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.016), (, 0.0471), (, -0.0796)] +19:32:53,305 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.1382 0.0282 0.1505 0.0757] probs=[0.1968 0.1994 0.2408 0.1898 0.1732] +19:32:54,463 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.07323333333333333 std=0.03292823847230351 min=-0.11 max=-0.0301 +19:32:54,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0301), (, -0.11), (, -0.0796)] +19:32:54,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0167 0.0722 0.0017 0.0174 -0.0047] probs=[0.1939 0.2119 0.1975 0.2006 0.1962] +19:32:55,594 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0366 std=0.04496403006848919 min=-0.11 max=0.0308 +19:32:55,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0308), (, -0.0301), (, -0.0286), (, -0.11), (, -0.0451)] +19:32:55,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.2281 0.1355 0.1624 0.0348] probs=[0.1904 0.2189 0.1912 0.1947 0.2047] +19:32:56,815 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0451 std=0.0 min=-0.0451 max=-0.0451 +19:32:56,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0451)] +19:32:56,867 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0146 -0.0003 0.0017 -0.0011] probs=[0.192 0.2132 0.1651 0.198 0.2317] +19:32:58,88 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0451 std=0.0 min=-0.0451 max=-0.0451 +19:32:58,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0451)] +19:32:58,141 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0146 -0.0003 0.0017 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] +19:32:59,196 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0133875 std=0.018371406961634706 min=-0.0451 max=0.0004 +19:32:59,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, -0.0451), (, 0.0004), (, -0.004), (, -0.004), (, -0.004), (, -0.0013)] +19:32:59,380 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0506 0.001 0.0115 -0.0033] probs=[0.2025 0.21 0.1912 0.1956 0.2007] +19:33:00,428 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00825 std=0.014014991972883896 min=-0.0451 max=0.0004 +19:33:00,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, 0.0004), (, -0.004), (, -0.004), (, -0.0013), (, -0.004), (, -0.004)] +19:33:00,604 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0578 0.0012 0.0134 -0.0038] probs=[0.1886 0.2161 0.1962 0.1945 0.2046] +19:33:01,600 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.010654545454545456 std=0.016354613674121197 min=-0.0451 max=0.0004 +19:33:01,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0013), (, -0.004), (, -0.0451), (, -0.004), (, -0.004), (, -0.0064), (, -0.004), (, 0.0003), (, -0.004), (, 0.0004)] +19:33:01,869 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.0732 0.0496 0.0927 0.0049] probs=[0.1974 0.2104 0.1944 0.1955 0.2024] +19:33:02,974 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.008900000000000002 std=0.014939688273665075 min=-0.0451 max=0.0004 +19:33:02,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, 0.0003), (, 0.0004), (, -0.004), (, -0.0451), (, -0.0013), (, -0.0013), (, -0.004), (, -0.004), (, -0.004), (, -0.0064), (, -0.004), (, -0.0064), (, 0.0003)] +19:33:03,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.0841 0.0675 0.0795 0.1143 0.0302] probs=[0.1997 0.1999 0.2006 0.1998 0.1999] +19:33:04,519 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.007806250000000001 std=0.014301987132475682 min=-0.0451 max=0.0025 +19:33:04,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, -0.0013), (, 0.0004), (, 0.0025), (, -0.004), (, -0.0028), (, 0.0003), (, -0.0451), (, 0.0003), (, -0.004), (, -0.004), (, -0.0064), (, -0.0064), (, -0.0013), (, -0.004)] +19:33:04,891 root INFO ContextualMultiArmedBanditAgent - exp=[0.2019 0.2015 0.2025 0.1434 0.1581] probs=[0.1912 0.2036 0.1966 0.2082 0.2004] +19:33:06,323 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.008243750000000001 std=0.014097427458139305 min=-0.0451 max=0.0007 +19:33:06,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, 0.0003), (, -0.0064), (, -0.0013), (, -0.004), (, -0.001), (, -0.004), (, -0.0028), (, -0.004), (, -0.004), (, 0.0), (, 0.0003), (, -0.0051), (, -0.0064), (, -0.004), (, -0.0451), (, 0.0007)] +19:33:06,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.123 0.1377 0.088 0.0798 0.0808] probs=[0.1993 0.2069 0.1967 0.1946 0.2025] +19:33:07,828 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00592 std=0.01072251214346091 min=-0.0451 max=0.0016 +19:33:07,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0021), (, 0.0007), (, -0.0064), (, -0.004), (, -0.0451), (, -0.0064), (, 0.0), (, -0.004), (, -0.004), (, -0.004), (, -0.001), (, -0.0052), (, -0.0051), (, 0.0016), (, -0.0028)] +19:33:08,186 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.2049 0.2131 0.2524 0.1337] probs=[0.2021 0.2009 0.1928 0.1969 0.2073] +19:33:09,419 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.006709090909090909 std=0.012344704756987514 min=-0.0451 max=0.0007 +19:33:09,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0014), (, 0.0), (, -0.001), (, -0.0021), (, -0.0052), (, -0.0451), (, -0.0019), (, -0.0064), (, 0.0007), (, -0.0064), (, -0.004)] +19:33:09,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0391 0.0595 0.0569 0.0742 0.0749] probs=[0.1978 0.1994 0.1996 0.2014 0.2018] +19:33:10,913 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.007083333333333334 std=0.011653456807126183 min=-0.0451 max=-0.0003 +19:33:10,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, -0.0003), (, -0.004), (, -0.0052), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0451), (, -0.0053), (, -0.0074), (, -0.0059)] +19:33:11,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.1376 0.121 0.102 0.1773 0.1693] probs=[0.192 0.2107 0.2093 0.192 0.1961] +19:33:12,510 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0032857142857142868 std=0.002620484454353852 min=-0.0074 max=0.0014 +19:33:12,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, -0.001), (, -0.0024), (, -0.004), (, -0.004), (, -0.0014), (, 0.0014), (, -0.0003), (, -0.0074), (, -0.0053), (, -0.0059), (, -0.0003), (, -0.004), (, -0.004)] +19:33:12,838 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.1248 0.0748 0.109 0.0329] probs=[0.2002 0.209 0.1982 0.1984 0.1942] +19:33:14,13 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0025190476190476187 std=0.0028433077731702776 min=-0.0074 max=0.0026 +19:33:14,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, 0.0026), (, -0.0059), (, -0.0031), (, 0.001), (, -0.0024), (, -0.004), (, -0.0053), (, -0.0003), (, 0.0014), (, -0.004), (, -0.006), (, -0.004), (, 0.0006), (, -0.0003), (, -0.0074), (, -0.0009), (, -0.001), (, -0.0011), (, -0.004), (, -0.0014)] +19:33:14,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.1431 0.0987 0.1441 0.1314 0.0814] probs=[0.2012 0.2036 0.1976 0.1986 0.199 ] +19:33:15,824 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.001836666666666667 std=0.0027563845079298273 min=-0.0074 max=0.0026 +19:33:15,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, 0.0026), (, -0.001), (, -0.0013), (, 0.002), (, -0.0003), (, 0.0009), (, -0.0001), (, -0.0003), (, 0.0012), (, 0.0004), (, -0.0019), (, -0.0009), (, -0.0074), (, 0.001), (, -0.004), (, -0.0031), (, -0.0024), (, -0.0003), (, -0.004), (, -0.0059), (, -0.0005), (, -0.006), (, -0.0011), (, -0.004), (, 0.0006), (, -0.004), (, 0.0014), (, -0.0053), (, -0.004)] +19:33:16,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.0456 0.0833 0.0998 0.0657 0.1024] probs=[0.1904 0.1997 0.2055 0.2087 0.1958] +19:33:17,879 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0017533333333333333 std=0.002850699719172275 min=-0.0074 max=0.0034 +19:33:17,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, -0.0013), (, 0.001), (, -0.0059), (, -0.0011), (, 0.0017), (, -0.0003), (, -0.004), (, -0.004), (, -0.0074), (, -0.0), (, -0.0001), (, 0.0034), (, -0.0039), (, -0.0005), (, 0.0), (, 0.002), (, -0.0), (, -0.004), (, 0.0009), (, -0.004), (, -0.0011), (, -0.0), (, 0.0026), (, 0.0002), (, 0.0005), (, -0.0025), (, -0.0022), (, -0.0031), (, -0.0024), (, -0.006), (, -0.004), (, 0.0012), (, -0.0009)] +19:33:18,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.0574 0.0783 0.0779 0.0439 0.0713] probs=[0.2015 0.2011 0.1972 0.2009 0.1992] +19:33:20,179 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.001937037037037037 std=0.002460374579754541 min=-0.0074 max=0.0034 +19:33:20,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, 0.0002), (, -0.0003), (, -0.006), (, -0.0), (, -0.004), (, -0.0), (, 0.0012), (, -0.0005), (, -0.004), (, -0.0009), (, -0.0), (, -0.0001), (, -0.004), (, -0.0039), (, -0.0009), (, -0.0022), (, 0.0), (, 0.0001), (, -0.0031), (, -0.004), (, 0.0034), (, 0.0005), (, -0.0074), (, -0.0059), (, 0.0005), (, -0.0013), (, 0.0001), (, -0.0025), (, -0.0011), (, -0.004)] +19:33:21,32 root INFO ContextualMultiArmedBanditAgent - exp=[0.0792 0.0584 0.0632 0.0353 0.0626] probs=[0.1932 0.2009 0.2038 0.2006 0.2015] +19:33:22,323 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.0022440000000000003 std=0.0022362611654276874 min=-0.0074 max=0.0024 +19:33:22,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0), (, -0.0012), (, -0.0043), (, 0.0001), (, -0.004), (, -0.0059), (, 0.0001), (, 0.0), (, 0.0024), (, 0.0), (, -0.0009), (, -0.0025), (, -0.0039), (, -0.0011), (, -0.0015), (, -0.002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0031), (, -0.004), (, -0.0074), (, -0.004), (, -0.006), (, 0.0001), (, -0.0009), (, -0.0022), (, -0.0001), (, -0.0013)] +19:33:23,106 root INFO ContextualMultiArmedBanditAgent - exp=[0.0714 0.0586 0.0459 0.0882 0.0561] probs=[0.2014 0.2019 0.1958 0.1992 0.2017] +19:33:24,645 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.0024600000000000004 std=0.002019504889818294 min=-0.0074 max=-0.0001 +19:33:24,646 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0009), (, -0.0012), (, -0.0025), (, -0.002), (, 0.0), (, -0.006), (, -0.0011), (, -0.0), (, -0.0039), (, -0.0074), (, -0.0002), (, -0.0015), (, -0.0013), (, -0.0036), (, -0.0043), (, -0.0009), (, -0.0001), (, -0.0022), (, 0.0), (, -0.0059), (, -0.0007), (, -0.0013)] +19:33:25,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0941 0.1343 0.0753 0.0499] probs=[0.2065 0.1958 0.1915 0.2025 0.2038] +19:33:26,681 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.002657142857142857 std=0.0020169688310199842 min=-0.0074 max=-0.0001 +19:33:26,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0074), (, -0.0025), (, -0.0022), (, -0.0011), (, -0.0043), (, -0.0059), (, -0.0007), (, -0.0014), (, -0.0015), (, -0.002), (, -0.0009), (, -0.0036), (, -0.0001)] +19:33:27,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.026 0.0382 0.0717 0.0051] probs=[0.1903 0.1926 0.2051 0.2075 0.2046] +19:33:28,224 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0018352941176470587 std=0.0019733343464569237 min=-0.0074 max=0.0011 +19:33:28,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0001), (, 0.0002), (, -0.0015), (, -0.0043), (, -0.0022), (, -0.0074), (, -0.0036), (, -0.002), (, -0.0011), (, -0.0), (, -0.0011), (, -0.0025), (, -0.0001), (, -0.0009), (, 0.0011), (, -0.0007), (, -0.0014)] +19:33:28,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.069 0.0772 0.1236 0.0815 0.0381] probs=[0.1986 0.1958 0.2089 0.1883 0.2084] +19:33:30,40 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.0013549999999999999 std=0.0023178600044006107 min=-0.0074 max=0.0022 +19:33:30,41 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0017), (, -0.0011), (, -0.0001), (, -0.0043), (, -0.0074), (, 0.0019), (, -0.0009), (, -0.003), (, 0.0), (, -0.0022), (, 0.0011), (, 0.0019), (, -0.003), (, 0.0022), (, -0.0), (, -0.0011), (, -0.0015), (, 0.0001), (, -0.0007), (, -0.0036), (, -0.0001)] +19:33:30,549 root INFO ContextualMultiArmedBanditAgent - exp=[0.1468 0.1995 0.1994 0.2147 0.1707] probs=[0.1996 0.198 0.2007 0.198 0.2037] +19:33:31,680 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0011875 std=0.0016766316679581118 min=-0.0043 max=0.0019 +19:33:31,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0043), (, -0.003), (, -0.0001), (, -0.0015), (, -0.0011), (, 0.0007), (, -0.0036), (, 0.0019), (, 0.0011), (, -0.0023), (, -0.0022), (, -0.0001), (, -0.0011), (, -0.0007), (, -0.0037), (, -0.0001), (, 0.0), (, -0.0022), (, 0.0019), (, -0.003), (, -0.0003), (, -0.0009), (, 0.0001), (, -0.0023)] +19:33:32,318 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.092 0.1687 0.0893 0.0736] probs=[0.2027 0.2037 0.2052 0.1993 0.1891] +19:33:33,709 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00075 std=0.0014555067845942867 min=-0.0037 max=0.0019 +19:33:33,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0011), (, -0.0015), (, -0.003), (, -0.0), (, -0.0), (, 0.0), (, 0.0006), (, -0.0011), (, -0.0007), (, -0.0017), (, 0.0003), (, -0.0001), (, -0.0001), (, -0.0022), (, -0.0012), (, 0.0007), (, -0.0011), (, 0.0019), (, 0.0001), (, -0.0007), (, 0.0019), (, -0.0022), (, -0.0023), (, -0.0037), (, -0.0023), (, 0.0), (, 0.0011), (, -0.0036), (, -0.0003), (, 0.0003), (, -0.0001), (, 0.0007), (, 0.0006)] +19:33:34,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.1822 0.1592 0.0933 0.1199 0.1342] probs=[0.2006 0.2097 0.2009 0.1968 0.1921] +19:33:36,102 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.001223076923076923 std=0.0014267520113093052 min=-0.0037 max=0.0013 +19:33:36,102 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0012), (, -0.0037), (, 0.0007), (, -0.0036), (, -0.0011), (, 0.0006), (, 0.0001), (, 0.0006), (, -0.0012), (, 0.0), (, -0.0023), (, -0.0), (, -0.0023), (, -0.0007), (, -0.0001), (, -0.0015), (, -0.0011), (, 0.0007), (, -0.0022), (, -0.0021), (, -0.0037), (, 0.0013), (, -0.0), (, -0.0017), (, -0.0007), (, 0.0003), (, 0.0), (, -0.0022), (, -0.003)] +19:33:36,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0515 0.0698 0.0839 0.101 ] probs=[0.2016 0.2005 0.2013 0.1985 0.1982] +19:33:38,180 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0013333333333333335 std=0.001639557302489958 min=-0.0045 max=0.0013 +19:33:38,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0007), (, 0.0006), (, -0.0023), (, 0.0), (, -0.0022), (, 0.0), (, 0.0006), (, 0.0013), (, -0.0012), (, -0.0012), (, -0.0), (, 0.0003), (, -0.0036), (, -0.0037), (, 0.0006), (, 0.0007), (, -0.0007), (, -0.0037), (, 0.0), (, -0.0045), (, -0.0), (, -0.0009), (, 0.0001), (, -0.003), (, -0.0), (, -0.0007), (, -0.0022), (, -0.0011), (, -0.0017), (, -0.0), (, -0.0021), (, -0.0001), (, -0.0023), (, -0.0)] +19:33:39,87 root INFO ContextualMultiArmedBanditAgent - exp=[0.1202 0.1342 0.059 0.1066 0.1425] probs=[0.1958 0.2021 0.2023 0.2027 0.1971] +19:33:40,648 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.001421875 std=0.0014798087661502077 min=-0.0045 max=0.0007 +19:33:40,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0012), (, -0.0036), (, -0.0), (, -0.0001), (, -0.0), (, -0.003), (, -0.0045), (, -0.0), (, 0.0), (, -0.0005), (, -0.0023), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0023), (, -0.0028), (, 0.0), (, 0.0006), (, -0.0001), (, 0.0006), (, -0.0005), (, -0.0), (, -0.0017), (, -0.0), (, -0.0), (, -0.0009), (, 0.0007), (, -0.0037), (, -0.0037), (, 0.0001), (, 0.0006), (, -0.0021), (, -0.0007), (, -0.0012), (, 0.0), (, -0.0022), (, -0.0009)] +19:33:41,701 root INFO ContextualMultiArmedBanditAgent - exp=[0.0955 0.1089 0.0464 0.0658 0.0992] probs=[0.2025 0.2017 0.2001 0.1962 0.1995] +19:33:43,312 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0013499999999999994 std=0.0016560495161679193 min=-0.0045 max=0.0022 +19:33:43,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0001), (, -0.0045), (, -0.0), (, -0.0005), (, -0.003), (, -0.0007), (, -0.0), (, -0.0032), (, -0.0021), (, 0.0006), (, 0.0022), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0), (, -0.0028), (, -0.0037), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0), (, -0.0005), (, -0.0017), (, -0.0037), (, 0.0), (, -0.0007), (, -0.0), (, -0.0006), (, -0.0036), (, -0.0007), (, -0.0007), (, -0.0009), (, -0.0009), (, 0.0), (, 0.0006), (, -0.0009)] +19:33:44,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.1131 0.1022 0.1592 0.1118 0.0748] probs=[0.2116 0.202 0.1955 0.1968 0.1941] +19:33:45,744 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0013533333333333336 std=0.0016508045176687504 min=-0.0045 max=0.0022 +19:33:45,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0018), (, -0.0021), (, -0.0007), (, 0.0), (, -0.0006), (, -0.0), (, -0.0007), (, -0.0), (, -0.0014), (, -0.0028), (, -0.0032), (, -0.0021), (, -0.0008), (, -0.0007), (, -0.0), (, -0.0017), (, -0.0005), (, -0.0001), (, -0.003), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0037), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0013), (, 0.0), (, -0.0036), (, 0.0007), (, -0.0007), (, -0.0037), (, -0.0045), (, 0.0022), (, -0.0006), (, 0.0), (, -0.0007), (, -0.0)] +19:33:46,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.0779 0.0704 0.0655 0.0585] probs=[0.201 0.2014 0.1982 0.1975 0.2019] +19:33:48,311 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0015566666666666667 std=0.0015324671466480303 min=-0.0045 max=0.0022 +19:33:48,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0008), (, -0.0007), (, -0.0015), (, -0.0), (, -0.0007), (, 0.0022), (, -0.0), (, 0.0), (, -0.0037), (, 0.0), (, -0.0021), (, -0.0004), (, -0.003), (, -0.0032), (, -0.0012), (, -0.0013), (, -0.0021), (, -0.0014), (, -0.0037), (, -0.0036), (, -0.0007), (, -0.0017), (, -0.0028), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.002), (, -0.0012), (, -0.0005), (, 0.0013), (, 0.0), (, -0.0045), (, 0.0), (, -0.0006), (, -0.0005)] +19:33:49,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.083 0.0535 0.0657 0.0658] probs=[0.1969 0.2015 0.1991 0.2003 0.2023] +19:33:50,746 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.001543333333333333 std=0.0013838794102891416 min=-0.0045 max=0.0013 +19:33:50,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0006), (, -0.0021), (, -0.0028), (, 0.0001), (, -0.0037), (, -0.0006), (, -0.0012), (, 0.0), (, -0.0013), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0037), (, -0.0011), (, -0.0015), (, 0.0), (, -0.0008), (, 0.0), (, -0.003), (, -0.0004), (, 0.0004), (, 0.0013), (, -0.0006), (, -0.0032), (, -0.0014), (, -0.002), (, -0.0021), (, -0.0011), (, -0.0007), (, -0.0004), (, -0.0045), (, -0.0021), (, -0.0007), (, 0.0)] +19:33:51,673 root INFO ContextualMultiArmedBanditAgent - exp=[0.0744 0.0648 0.0533 0.0585 0.0409] probs=[0.2037 0.1973 0.1968 0.1993 0.2029] +19:33:53,90 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0011357142857142857 std=0.0015045678747719953 min=-0.0045 max=0.0026 +19:33:53,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, -0.0021), (, 0.0026), (, -0.0006), (, 0.0001), (, -0.0011), (, -0.0006), (, -0.0021), (, -0.0), (, 0.0013), (, 0.0), (, -0.002), (, -0.0028), (, -0.0), (, 0.0), (, 0.0007), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0021), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0015), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0005), (, -0.003), (, -0.0032), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0012)] +19:33:54,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.1725 0.1317 0.1341 0.1051 0.0989] probs=[0.1976 0.207 0.2015 0.2003 0.1936] +19:33:55,458 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0014375000000000002 std=0.0015816163936513386 min=-0.0045 max=0.0013 +19:33:55,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0014), (, 0.0), (, -0.0037), (, -0.0), (, -0.0013), (, -0.0007), (, -0.0), (, 0.0006), (, -0.0028), (, -0.0021), (, 0.0003), (, -0.0032), (, -0.003), (, -0.002), (, 0.0001), (, -0.001), (, 0.0013), (, -0.0006), (, 0.0), (, 0.0), (, -0.0021), (, -0.0), (, -0.0003), (, 0.0), (, 0.0007), (, 0.0001), (, -0.0045), (, -0.0021), (, -0.0015), (, -0.0008), (, -0.0)] +19:33:56,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.0925 0.0824 0.0898 0.102 ] probs=[0.1965 0.2041 0.198 0.2019 0.1995] +19:33:57,877 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=21 avg=-0.0011476190476190477 std=0.0016632209278611436 min=-0.0045 max=0.0013 +19:33:57,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0006), (, -0.0007), (, -0.0), (, -0.0045), (, -0.0013), (, -0.003), (, -0.0032), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0015), (, -0.001), (, -0.0), (, 0.0001), (, 0.0), (, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0037), (, -0.0), (, 0.0013), (, 0.0), (, 0.0), (, -0.0008), (, 0.0), (, 0.0007), (, -0.0), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0013)] +19:33:58,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.0786 0.1168 0.0909 0.1056 0.1112] probs=[0.1968 0.204 0.2042 0.1934 0.2015] +19:34:00,264 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.0009115384615384615 std=0.0014478968628475533 min=-0.0045 max=0.0013 +19:34:00,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0009), (, -0.0019), (, -0.0005), (, -0.0009), (, -0.0015), (, 0.0013), (, -0.0003), (, -0.0), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0013), (, 0.0001), (, 0.0), (, 0.0011), (, -0.0013), (, -0.0), (, 0.0013), (, -0.0045), (, -0.0018), (, -0.0032), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0013), (, -0.0006), (, -0.0006), (, -0.0)] +19:34:01,203 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.0615 0.0662 0.0446 0.0612] probs=[0.213 0.2025 0.1903 0.1977 0.1966] +19:34:02,811 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-0.0008275862068965516 std=0.0009138386455795016 min=-0.0045 max=0.0011 +19:34:02,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0005), (, -0.0), (, -0.0), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0), (, -0.0013), (, -0.0015), (, -0.0011), (, 0.0011), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0006), (, -0.001), (, -0.0), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0019), (, -0.0006), (, -0.0007), (, -0.0006), (, -0.0013), (, -0.0045), (, -0.0006), (, -0.0018)] +19:34:03,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.0495 0.0845 0.067 0.0586] probs=[0.2022 0.2045 0.1962 0.2036 0.1936] +19:34:05,667 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=36 avg=-0.0008166666666666667 std=0.0008460693430998035 min=-0.0045 max=0.0009 +19:34:05,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0005), (, -0.0006), (, -0.0001), (, -0.0018), (, 0.0004), (, 0.0), (, -0.0008), (, -0.0005), (, -0.001), (, -0.001), (, -0.0013), (, -0.0002), (, -0.0003), (, -0.0013), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0009), (, -0.0006), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.001), (, -0.0007), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0005), (, -0.0016), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, 0.0009), (, 0.0002), (, -0.0), (, -0.0019), (, -0.0011), (, -0.0), (, -0.0011), (, 0.0), (, -0.0011), (, -0.0045), (, -0.0), (, -0.0009)] +19:34:06,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.0743 0.0646 0.1293 0.1013] probs=[0.1977 0.2028 0.1995 0.2017 0.1982] +19:34:08,810 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.0008303030303030303 std=0.000901340701226671 min=-0.0045 max=0.0008 +19:34:08,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0009), (, -0.0008), (, -0.0013), (, -0.0003), (, 0.0008), (, 0.0), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0011), (, -0.0001), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0013), (, -0.0), (, -0.001), (, -0.0006), (, -0.0), (, 0.0004), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0045), (, -0.001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0019), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.001), (, 0.0002), (, -0.0018), (, -0.0001), (, -0.0016)] +19:34:10,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.0992 0.1252 0.1159 0.1327] probs=[0.1998 0.1996 0.1995 0.2037 0.1975] +19:34:11,870 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0006600000000000001 std=0.0010407048893258197 min=-0.0045 max=0.0008 +19:34:11,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0), (, -0.0009), (, -0.0019), (, 0.0002), (, 0.0), (, -0.0), (, 0.0008), (, -0.0013), (, 0.0), (, -0.0011), (, -0.001), (, -0.0), (, 0.0002), (, -0.0006), (, -0.0009), (, -0.0001), (, -0.0018), (, -0.0001), (, -0.0006), (, 0.0), (, 0.0), (, -0.0009), (, -0.0006), (, -0.0045), (, -0.0016), (, -0.0012), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0004), (, 0.0003), (, -0.001), (, -0.0), (, 0.0008), (, -0.0005), (, 0.0008), (, 0.0)] +19:34:12,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1036 0.144 0.1367 0.1249] probs=[0.2032 0.205 0.2055 0.1883 0.1979] +19:34:14,635 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.0007920000000000001 std=0.0005775257570013653 min=-0.0019 max=0.0003 +19:34:14,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, 0.0002), (, -0.0013), (, -0.0006), (, 0.0003), (, -0.0004), (, -0.0019), (, -0.0018), (, -0.0009), (, -0.0), (, 0.0002), (, -0.0008), (, -0.0014), (, -0.0004), (, -0.0014), (, -0.0006), (, -0.0006), (, -0.0007), (, -0.0009), (, -0.0009), (, -0.0006), (, 0.0), (, 0.0), (, 0.0), (, -0.0012), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0016), (, -0.0005), (, -0.001)] +19:34:15,582 root INFO ContextualMultiArmedBanditAgent - exp=[0.0386 0.081 0.1016 0.0658 0.0894] probs=[0.1942 0.2055 0.1968 0.2003 0.2032] +19:34:17,227 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0008000000000000001 std=0.0010032091364359534 min=-0.0053 max=0.0004 +19:34:17,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0001), (, -0.0007), (, 0.0), (, -0.0014), (, -0.0006), (, -0.0013), (, -0.0006), (, -0.0), (, -0.0), (, 0.0003), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0006), (, -0.0009), (, -0.0008), (, 0.0), (, -0.001), (, -0.0053), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0004), (, -0.0009), (, 0.0004)] +19:34:18,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.123 0.1008 0.1473 0.15 0.0451] probs=[0.1962 0.2006 0.2074 0.2046 0.1911] +19:34:20,159 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0007181818181818181 std=0.0013301753234760344 min=-0.0053 max=0.0017 +19:34:20,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0001), (, -0.0008), (, -0.0006), (, -0.0005), (, 0.0003), (, 0.0009), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0001), (, -0.0014), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0014), (, -0.0008), (, -0.0004), (, 0.0004), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0017), (, 0.0), (, -0.0004), (, -0.0007), (, -0.0053), (, -0.001), (, -0.0016), (, 0.0002)] +19:34:21,386 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1043 0.0809 0.0958 0.0928] probs=[0.1943 0.2019 0.1983 0.2054 0.2001] +19:34:23,246 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0006599999999999999 std=0.0014018083558984327 min=-0.0053 max=0.0017 +19:34:23,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0), (, 0.0007), (, -0.0014), (, -0.0016), (, -0.0053), (, -0.0006), (, -0.0014), (, -0.0001), (, -0.0008), (, -0.0006), (, 0.0009), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0017), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, 0.0), (, -0.0004)] +19:34:24,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.1215 0.1516 0.1002 0.0685 0.1486] probs=[0.2085 0.1977 0.1978 0.1983 0.1977] +19:34:25,934 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0006586206896551725 std=0.0014787033558981166 min=-0.0053 max=0.0019 +19:34:25,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0016), (, -0.0001), (, -0.0011), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0001), (, 0.0007), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0006), (, -0.0011), (, 0.0), (, -0.0014), (, -0.0006), (, 0.0001), (, -0.0001), (, 0.0017), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0053), (, -0.0006), (, 0.0019)] +19:34:27,32 root INFO ContextualMultiArmedBanditAgent - exp=[0.1015 0.0892 0.0973 0.0951 0.0921] probs=[0.1977 0.1995 0.2016 0.2077 0.1934] +19:34:28,626 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.0007679999999999999 std=0.0012651387275710122 min=-0.0053 max=0.0019 +19:34:28,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0011), (, -0.0016), (, -0.0004), (, -0.0008), (, -0.0013), (, -0.0017), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0014), (, -0.0003), (, -0.0019), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0017), (, -0.0011), (, 0.0019), (, -0.0007), (, -0.0), (, -0.0053)] +19:34:29,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.139 0.1837 0.131 0.1436 0.2172] probs=[0.1969 0.2058 0.1959 0.2011 0.2002] +19:34:31,48 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0006071428571428571 std=0.0012094652216781512 min=-0.0053 max=0.0019 +19:34:31,49 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0005), (, -0.0003), (, -0.0013), (, -0.0004), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0011), (, 0.0017), (, -0.0014), (, -0.0017), (, 0.0001), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0053), (, -0.0007), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0), (, 0.0019), (, -0.0005), (, -0.0019)] +19:34:32,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.0896 0.1312 0.1298 0.1312] probs=[0.1937 0.1987 0.204 0.2073 0.1963] +19:34:33,695 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0004499999999999999 std=0.001240094082452349 min=-0.0053 max=0.0019 +19:34:33,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0053), (, -0.0001), (, -0.0013), (, -0.0003), (, 0.0014), (, -0.0002), (, -0.0011), (, -0.0007), (, 0.0001), (, -0.0004), (, 0.0005), (, -0.0019), (, 0.0003), (, 0.0), (, -0.0005), (, 0.0004), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0017), (, -0.0008), (, -0.0007), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0019), (, -0.0), (, 0.0017)] +19:34:34,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1167 0.1393 0.0861 0.1149 0.0733] probs=[0.2107 0.2019 0.195 0.1891 0.2033] +19:34:36,574 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.0006 std=0.0012572986916401369 min=-0.0053 max=0.0017 +19:34:36,574 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0053), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0008), (, -0.0017), (, -0.0001), (, -0.0006), (, 0.0004), (, -0.0001), (, -0.0011), (, -0.0002), (, 0.0017), (, 0.0), (, -0.0003), (, -0.0007), (, 0.0014), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0017), (, -0.0005), (, -0.0), (, 0.0), (, -0.0019), (, -0.0), (, 0.0), (, -0.001), (, -0.0004), (, -0.0007)] +19:34:37,708 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.0591 0.1288 0.1193 0.1226] probs=[0.206 0.197 0.1945 0.2014 0.201 ] +19:34:39,253 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0007615384615384615 std=0.0011024716717368515 min=-0.0053 max=0.0004 +19:34:39,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0004), (, 0.0), (, 0.0), (, -0.0011), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0017), (, 0.0), (, -0.0011), (, 0.0001), (, -0.0008), (, 0.0001), (, -0.0017), (, 0.0003), (, -0.0006), (, 0.0003), (, -0.0005), (, -0.0019), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0013), (, 0.0), (, -0.0007), (, -0.001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0053), (, -0.0006)] +19:34:40,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.0454 0.0538 0.0354 0.0292] probs=[0.2083 0.1954 0.1991 0.2009 0.1963] +19:34:42,280 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=29 avg=-0.0003482758620689655 std=0.000569101342199456 min=-0.0019 max=0.0008 +19:34:42,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0006), (, -0.0), (, 0.0), (, -0.0019), (, -0.0), (, -0.0002), (, -0.0), (, -0.0013), (, -0.0002), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0), (, -0.0008), (, 0.0008), (, 0.0), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0), (, 0.0), (, -0.0011), (, 0.0003), (, 0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0005), (, 0.0003), (, 0.0004), (, 0.0004), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0007)] +19:34:43,770 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.09 0.0147 0.035 0.0625] probs=[0.1986 0.2103 0.1969 0.1982 0.1959] +19:34:45,471 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.0003 std=0.0004227406739590536 min=-0.0011 max=0.0004 +19:34:45,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0011), (, 0.0), (, 0.0001), (, 0.0001), (, 0.0003), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0008), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0003), (, 0.0004), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0008), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0004), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0007), (, -0.0006), (, 0.0), (, -0.0006)] +19:34:47,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.0663 0.0731 0.0495 0.0592 0.0254] probs=[0.1984 0.2084 0.1986 0.194 0.2006] +19:34:48,977 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=30 avg=-0.00029666666666666665 std=0.0003781387164637983 min=-0.0011 max=0.0003 +19:34:48,977 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0011), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0), (, -0.0008), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0001), (, -0.0006), (, -0.0008), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0), (, -0.0011), (, 0.0), (, -0.0002)] +19:34:50,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0534 0.0925 0.0789 0.1142 0.0829] probs=[0.1985 0.1983 0.2015 0.1983 0.2034] +19:34:52,175 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.00029090909090909086 std=0.00033877107347054543 min=-0.0011 max=0.0002 +19:34:52,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0008), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0001), (, 0.0), (, 0.0), (, 0.0001), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0011), (, -0.0008), (, 0.0), (, 0.0002), (, -0.0007), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0003)] +19:34:53,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0658 0.0373 0.0695 0.0327] probs=[0.2018 0.2057 0.2007 0.1987 0.1931] +19:34:55,622 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.000375 std=0.0003960744879438715 min=-0.0015 max=0.0005 +19:34:55,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0005), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0011), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0015), (, -0.0002), (, -0.0003), (, -0.0003), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0008)] +19:34:56,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.1123 0.1157 0.1332 0.0971 0.1321] probs=[0.2027 0.2116 0.1925 0.1981 0.195 ] +19:34:58,795 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=38 avg=-0.0003526315789473684 std=0.0003911769300223589 min=-0.0015 max=0.0005 +19:34:58,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0015), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0002), (, 0.0002), (, 0.0)] +19:35:00,595 root INFO ContextualMultiArmedBanditAgent - exp=[0.0466 0.0456 0.0399 0.0606 0.05 ] probs=[0.1961 0.2077 0.1991 0.1988 0.1983] +19:35:02,619 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0003606060606060606 std=0.0003868594560704803 min=-0.0015 max=0.0005 +19:35:02,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0015), (, -0.0007), (, -0.0001), (, -0.0002), (, -0.0008), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0006)] +19:35:03,957 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.0614 0.0615 0.0863 0.0451] probs=[0.1944 0.2079 0.1976 0.1962 0.2039] +19:35:05,669 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0004 std=0.000458257569495584 min=-0.0015 max=0.0005 +19:35:05,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0003), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0007), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0005), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0015), (, -0.0004), (, -0.0), (, -0.0006)] +19:35:06,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.1109 0.1476 0.1126 0.1196 0.1191] probs=[0.1997 0.2016 0.202 0.198 0.1987] +19:35:08,667 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.00032647058823529406 std=0.00046735099766374855 min=-0.0015 max=0.0012 +19:35:08,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, -0.0003), (, -0.0005), (, -0.0011), (, -0.0015), (, -0.0006), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0008), (, -0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0008), (, 0.0005), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0005), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0001), (, 0.0012), (, 0.0)] +19:35:10,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.1032 0.1447 0.1612 0.1949 0.1856] probs=[0.1964 0.2053 0.1961 0.2057 0.1965] +19:35:11,951 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.0003375 std=0.0003879030162295725 min=-0.0015 max=0.0005 +19:35:11,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0005), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0015), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0008), (, -0.0004), (, 0.0005), (, -0.0005)] +19:35:13,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.0893 0.0663 0.12 0.0811 0.044 ] probs=[0.1981 0.2035 0.1952 0.2019 0.2014] +19:35:14,960 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.00032500000000000004 std=0.00044930501889028576 min=-0.0015 max=0.0006 +19:35:14,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0008), (, -0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0003), (, -0.0005), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0006), (, -0.0006), (, -0.0015), (, -0.0002), (, -0.0004), (, -0.0006)] +19:35:16,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.1469 0.177 0.2319 0.1669 0.1958] probs=[0.1976 0.1975 0.2081 0.1959 0.2009] +19:35:18,33 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.00026551724137931036 std=0.0004942956410259124 min=-0.0015 max=0.0006 +19:35:18,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0005), (, -0.0006), (, -0.0004), (, 0.0003), (, -0.0004), (, -0.0), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0008), (, -0.0006), (, 0.0), (, 0.0003), (, 0.0003), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0015), (, -0.0008), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0003), (, 0.0006), (, -0.0), (, 0.0006), (, -0.0002), (, 0.0001)] +19:35:19,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.0621 0.0761 0.0942 0.0956] probs=[0.1948 0.1975 0.2038 0.2071 0.1967] +19:35:21,412 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00016666666666666666 std=0.0005226196639347903 min=-0.0015 max=0.0007 +19:35:21,413 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0006), (, 0.0003), (, -0.0005), (, -0.0006), (, -0.0001), (, -0.0004), (, 0.0007), (, 0.0004), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0007), (, 0.0004), (, 0.0003), (, -0.0002), (, 0.0005), (, 0.0002), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0011), (, 0.0006), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0015), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0004)] +19:35:22,742 root INFO ContextualMultiArmedBanditAgent - exp=[0.1546 0.1264 0.126 0.1724 0.1219] probs=[0.2019 0.1988 0.196 0.2084 0.1949] +19:35:24,548 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.00024285714285714289 std=0.0004531071864901059 min=-0.0015 max=0.0007 +19:35:24,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0004), (, -0.0004), (, -0.0003), (, 0.0003), (, -0.0006), (, -0.0004), (, 0.0007), (, 0.0003), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0001), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0015), (, -0.0008), (, 0.0006), (, -0.0007), (, -0.0), (, -0.0004), (, 0.0)] +19:35:25,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1359 0.1795 0.2046 0.1351 0.1864] probs=[0.2004 0.1996 0.1958 0.2023 0.2019] +19:35:27,453 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0003777777777777777 std=0.0006740333728045822 min=-0.0029 max=0.0007 +19:35:27,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0004), (, 0.0006), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0008), (, 0.0004), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0005), (, 0.0), (, 0.0002), (, -0.0015), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, 0.0007), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0029)] +19:35:28,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.1405 0.1019 0.0956 0.1387 0.1205] probs=[0.204 0.1967 0.1992 0.1978 0.2023] +19:35:30,356 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00040689655172413785 std=0.0008123745672867388 min=-0.0029 max=0.0014 +19:35:30,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0029), (, 0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0002), (, 0.0003), (, -0.0004), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0009), (, -0.0001), (, -0.0001), (, 0.0014), (, -0.0007), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0005)] +19:35:31,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1752 0.1661 0.1276 0.1642 0.1126] probs=[0.2069 0.1924 0.1993 0.2067 0.1947] +19:35:33,423 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0003466666666666666 std=0.0007998888811717676 min=-0.0029 max=0.0014 +19:35:33,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0003), (, -0.0004), (, 0.0003), (, 0.0002), (, 0.0003), (, 0.0014), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0009), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0004), (, -0.0), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0029), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0003)] +19:35:34,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.1668 0.1574 0.1256 0.1428 0.1461] probs=[0.2007 0.2041 0.2002 0.1997 0.1953] +19:35:36,856 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.00034545454545454544 std=0.0007572241608348653 min=-0.0029 max=0.0014 +19:35:36,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0009), (, -0.0002), (, -0.0), (, 0.0014), (, -0.0029), (, -0.0003), (, -0.0002), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0001), (, -0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0007), (, -0.0006), (, -0.0001), (, 0.0002)] +19:35:38,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.1119 0.1502 0.0903 0.1533 0.1156] probs=[0.1957 0.2035 0.1993 0.2015 0.2001] +19:35:40,319 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.00018823529411764704 std=0.0003825338938326849 min=-0.0009 max=0.0014 +19:35:40,319 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0), (, 0.0014), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0004), (, -0.0002)] +19:35:41,859 root INFO ContextualMultiArmedBanditAgent - exp=[0.1634 0.143 0.1626 0.1492 0.164 ] probs=[0.2007 0.1988 0.2026 0.1989 0.199 ] +19:35:43,757 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00014999999999999996 std=0.00043950729990145404 min=-0.0009 max=0.0014 +19:35:43,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0009), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0001), (, 0.0003), (, 0.0014), (, -0.0006), (, 0.0)] +19:35:45,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0587 0.0709 0.061 0.0804 0.0742] probs=[0.1978 0.2035 0.2005 0.2037 0.1945] +19:35:46,893 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-6.129032258064514e-05 std=0.000535017286036592 min=-0.0011 max=0.0014 +19:35:46,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, 0.001), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0009), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0014), (, -0.0009), (, -0.0001), (, 0.001)] +19:35:48,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.058 0.0535 0.0237 0.0658] probs=[0.2021 0.1967 0.1981 0.2045 0.1987] +19:35:50,211 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-4.827586206896552e-05 std=0.0006111722425855214 min=-0.0015 max=0.0014 +19:35:50,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.001), (, -0.0), (, -0.0015), (, -0.0), (, -0.0005), (, 0.0002), (, 0.0001), (, 0.0), (, 0.001), (, -0.0002), (, 0.0009), (, -0.0004), (, 0.0014), (, 0.0001), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0001), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0011), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0001)] +19:35:51,759 root INFO ContextualMultiArmedBanditAgent - exp=[0.1129 0.0777 0.112 0.0991 0.0766] probs=[0.1949 0.2055 0.1983 0.1977 0.2035] +19:35:53,731 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0001185185185185185 std=0.0004929405621423465 min=-0.0015 max=0.001 +19:35:53,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, -0.0003), (, -0.0004), (, 0.0009), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0), (, 0.001), (, 0.0002), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0015), (, -0.0004), (, -0.0003), (, 0.0001), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0)] +19:35:55,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.0358 0.0516 0.0527 0.062 ] probs=[0.1999 0.1991 0.1987 0.2026 0.1997] +19:35:57,51 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0002769230769230769 std=0.0003856140879844394 min=-0.0015 max=0.0004 +19:35:57,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0), (, 0.0003), (, 0.0004), (, -0.0), (, 0.0002), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0015), (, -0.0004), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0003), (, 0.0)] +19:35:58,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.1172 0.1472 0.1126 0.0948] probs=[0.1929 0.2022 0.1977 0.209 0.1982] +19:36:00,247 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0002931034482758621 std=0.0003609671247641857 min=-0.0015 max=0.0004 +19:36:00,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0), (, 0.0004), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0008), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0015), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0), (, -0.0009), (, -0.0003)] +19:36:01,725 root INFO ContextualMultiArmedBanditAgent - exp=[0.1171 0.1376 0.1039 0.0742 0.0823] probs=[0.1971 0.197 0.2051 0.199 0.2019] +19:36:03,524 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00035 std=0.00040423890326030093 min=-0.0015 max=0.0004 +19:36:03,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0015), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0002), (, 0.0)] +19:36:04,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.0283 0.0812 0.0511 0.0296 0.028 ] probs=[0.2 0.2019 0.1981 0.2034 0.1965] +19:36:06,372 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.00032857142857142856 std=0.0004266624149448023 min=-0.0015 max=0.0004 +19:36:06,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0005), (, -0.0015), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0005), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0009), (, 0.0), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0008), (, -0.0003), (, -0.0008), (, 0.0001), (, -0.0), (, 0.0)] +19:36:07,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.1285 0.1424 0.158 0.1483 0.2439] probs=[0.1977 0.2015 0.204 0.1985 0.1983] +19:36:09,342 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.00035217391304347834 std=0.0003987693734886296 min=-0.0015 max=0.0002 +19:36:09,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0008), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0), (, -0.001), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0015), (, -0.0)] +19:36:10,589 root INFO ContextualMultiArmedBanditAgent - exp=[0.0792 0.1048 0.1031 0.1259 0.0893] probs=[0.2031 0.2016 0.1965 0.1991 0.1996] +19:36:12,436 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00037500000000000006 std=0.00042744395344107203 min=-0.0015 max=0.0002 +19:36:12,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0008), (, 0.0002), (, -0.0), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0007), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0015), (, -0.0002)] +19:36:13,706 root INFO ContextualMultiArmedBanditAgent - exp=[0.1078 0.1794 0.1083 0.1638 0.1303] probs=[0.1956 0.2065 0.1974 0.1995 0.2009] +19:36:15,419 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.0003363636363636364 std=0.0003937528695946857 min=-0.001 max=0.0002 +19:36:15,420 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0005), (, -0.0), (, -0.0003), (, -0.001), (, -0.0001), (, -0.0), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0007), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0008), (, 0.0002), (, 0.0002), (, 0.0002), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0007), (, -0.0003), (, 0.0002)] +19:36:16,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0119 0.0153 0.0293 0.0129 0.0274] probs=[0.195 0.2059 0.1941 0.1953 0.2097] +19:36:18,348 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.000308695652173913 std=0.0004042309321450247 min=-0.001 max=0.0006 +19:36:18,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0007), (, 0.0006), (, -0.0), (, -0.0003), (, -0.0002), (, -0.001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0009), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0001)] +19:36:19,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.1175 0.1223 0.1383 0.1682] probs=[0.197 0.2082 0.1999 0.1972 0.1977] +19:36:21,384 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.00029565217391304345 std=0.00039943248966455133 min=-0.001 max=0.0006 +19:36:21,385 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0006), (, 0.0001), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0007), (, -0.0008), (, -0.0003), (, -0.001), (, -0.0003), (, -0.0003), (, -0.0009), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0007)] +19:36:22,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0633 0.07 0.0689 0.0496 0.0084] probs=[0.2025 0.1971 0.2017 0.2036 0.1951] +19:36:25,122 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:36:25,125 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.23088235294117648 std=0.34754265288009506 min=-0.0408 max=1.198 +19:36:25,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1692), (, 0.0813), (, 0.0108), (, 0.1531), (, 0.2399), (, 1.198), (, 1.0112), (, -0.0071), (, 0.0101), (, -0.0287), (, 0.2009), (, 0.0513), (, -0.0408), (, 0.1158), (, 0.5377), (, 0.1906), (, 0.0317)] +19:36:25,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.1123 0.1632 0.1816 0.2189] probs=[0.1954 0.2123 0.2008 0.1965 0.195 ] +19:36:26,611 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.09786470588235294 std=0.2601087305253358 min=-0.333 max=1.0112 +19:36:26,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0408), (, 0.1531), (, 1.0112), (, 0.2399), (, -0.0287), (, 0.0317), (, -0.333), (, 0.2009), (, 0.0108), (, 0.0513), (, 0.1158), (, 0.0813), (, 0.0388), (, 0.0101), (, -0.0408), (, 0.1692), (, -0.0071)] +19:36:26,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.2425 0.1549 0.1739 0.0965] probs=[0.2014 0.2009 0.1969 0.2002 0.2006] +19:36:28,268 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.048318749999999994 std=0.12693542265040716 min=-0.333 max=0.2399 +19:36:28,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0108), (, 0.0513), (, 0.2009), (, 0.1531), (, 0.0388), (, -0.0071), (, 0.2399), (, 0.1692), (, 0.0813), (, 0.1158), (, 0.0317), (, 0.0101), (, -0.0287), (, -0.333), (, 0.0798), (, -0.0408)] +19:36:28,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.0919 0.1524 0.1148 0.0823 0.1997] probs=[0.19 0.2 0.2018 0.1925 0.2157] +19:36:30,57 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004 std=0.024719358136219206 min=-0.0408 max=0.0317 +19:36:30,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0287), (, 0.0108), (, 0.0101), (, -0.0071), (, -0.0408), (, 0.0317)] +19:36:30,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.1664 0.2559 0.0362 0.1438 0.3069] probs=[0.203 0.2112 0.1884 0.1993 0.1982] +19:36:31,516 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.025533333333333335 std=0.013938994065410732 min=-0.0408 max=-0.0071 +19:36:31,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0287), (, -0.0408), (, -0.0071)] +19:36:31,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.0368 0.1872 0.3305 0.1386 0.222 ] probs=[0.1796 0.1632 0.2242 0.2032 0.2299] +19:36:32,690 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.016242857142857142 std=0.015703216880886644 min=-0.0408 max=0.0012 +19:36:32,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0318), (, 0.0012), (, -0.0287), (, -0.0071), (, -0.0408), (, -0.0028), (, -0.0037)] +19:36:32,862 root INFO ContextualMultiArmedBanditAgent - exp=[0.2723 0.5005 0.286 0.2386 0.2858] probs=[0.1873 0.2107 0.1848 0.2119 0.2053] +19:36:34,106 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0125 std=0.024240424538736566 min=-0.0468 max=0.034 +19:36:34,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0141), (, -0.0287), (, -0.0468), (, -0.0037), (, -0.0408), (, -0.0332), (, 0.034), (, -0.0318), (, -0.0013), (, -0.0028), (, 0.0035)] +19:36:34,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1598 0.1794 0.1101 0.038 0.0501] probs=[0.1879 0.2111 0.197 0.1975 0.2065] +19:36:35,839 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0030473684210526306 std=0.021204080253351756 min=-0.0468 max=0.034 +19:36:35,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0141), (, 0.0035), (, 0.0006), (, -0.0037), (, -0.0371), (, 0.034), (, -0.0013), (, -0.0468), (, -0.0371), (, 0.0017), (, 0.0035), (, 0.0267), (, 0.0058), (, -0.0012), (, -0.0067), (, -0.0332), (, -0.0013), (, 0.0219)] +19:36:36,285 root INFO ContextualMultiArmedBanditAgent - exp=[0.1772 0.1398 0.1181 0.1488 0.1753] probs=[0.214 0.2051 0.1972 0.1906 0.1932] +19:36:37,763 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.0008000000000000003 std=0.011270688579347385 min=-0.0371 max=0.0222 +19:36:37,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0028), (, -0.0012), (, -0.0012), (, 0.0029), (, -0.0013), (, 0.0056), (, 0.0035), (, -0.0013), (, -0.0012), (, 0.0035), (, 0.0017), (, 0.0222), (, 0.0206), (, 0.0006), (, -0.0371), (, -0.0037), (, -0.0001), (, 0.0058)] +19:36:38,231 root INFO ContextualMultiArmedBanditAgent - exp=[0.131 0.171 0.0687 0.1256 0.1847] probs=[0.1889 0.206 0.2083 0.1882 0.2086] +19:36:39,789 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.002615 std=0.005748067066414587 min=-0.0234 max=0.0035 +19:36:39,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0006), (, -0.002), (, -0.0012), (, -0.0028), (, -0.0011), (, 0.0035), (, -0.0234), (, -0.0013), (, -0.0001), (, 0.0034), (, -0.0011), (, -0.0037), (, -0.0062), (, -0.0046), (, -0.0012), (, -0.0012), (, -0.0108), (, 0.0035), (, -0.0013)] +19:36:40,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1023 0.1734 0.1064 0.1246 0.1967] probs=[0.2027 0.209 0.1996 0.1983 0.1903] +19:36:42,45 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.003220833333333334 std=0.005468392448628959 min=-0.0234 max=0.0035 +19:36:42,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0062), (, -0.002), (, 0.0006), (, -0.0003), (, -0.0234), (, -0.0013), (, -0.0028), (, -0.0011), (, -0.0012), (, -0.0037), (, -0.0012), (, -0.002), (, 0.0006), (, -0.0108), (, -0.0011), (, -0.003), (, -0.0012), (, -0.0114), (, 0.0035), (, -0.0007), (, -0.0062), (, 0.0035), (, -0.0013), (, -0.0046)] +19:36:42,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.1235 0.2035 0.1507 0.1516 0.0998] probs=[0.1936 0.2148 0.197 0.1977 0.1969] +19:36:44,219 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0028499999999999997 std=0.0034891976154984403 min=-0.0114 max=0.0035 +19:36:44,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0046), (, -0.0062), (, 0.0035), (, -0.002), (, -0.003), (, 0.0015), (, -0.0031), (, -0.0028), (, -0.0114), (, -0.0037), (, -0.0108), (, -0.0013), (, 0.0006), (, -0.002), (, -0.002), (, 0.0006), (, -0.0013), (, -0.004), (, -0.002)] +19:36:44,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0168 0.0988 0.0377 0.0465 0.0425] probs=[0.1985 0.2119 0.1932 0.1985 0.1979] +19:36:46,199 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.003142857142857143 std=0.0030742511947079512 min=-0.0114 max=0.0006 +19:36:46,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0108), (, -0.0012), (, 0.0006), (, 0.0004), (, -0.0013), (, -0.0046), (, -0.002), (, -0.0013), (, -0.0049), (, -0.002), (, -0.003), (, -0.004), (, 0.0002), (, -0.0114), (, -0.0013), (, -0.0025), (, -0.0062), (, -0.0031), (, -0.002), (, -0.0026)] +19:36:46,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.0541 0.1338 0.0839 0.1046 0.0738] probs=[0.1967 0.2089 0.201 0.194 0.1995] +19:36:48,359 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.002747826086956523 std=0.003149999249857383 min=-0.0114 max=0.0028 +19:36:48,359 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0062), (, -0.004), (, 0.0004), (, -0.0031), (, -0.0005), (, -0.0018), (, -0.003), (, -0.0018), (, -0.0013), (, 0.0028), (, -0.0049), (, 0.0003), (, -0.0108), (, -0.0013), (, -0.0013), (, -0.0018), (, -0.0036), (, -0.0013), (, -0.0114), (, -0.0012), (, -0.0018), (, -0.0026)] +19:36:48,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1035 0.1281 0.0676 0.0576 0.0858] probs=[0.196 0.203 0.2058 0.2004 0.1947] +19:36:50,370 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.002222727272727273 std=0.004253974806330258 min=-0.0114 max=0.0097 +19:36:50,370 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0004), (, -0.0031), (, -0.0114), (, -0.0018), (, -0.0013), (, -0.004), (, -0.0049), (, -0.0108), (, -0.0036), (, -0.0018), (, -0.002), (, -0.0005), (, -0.003), (, -0.0018), (, -0.0013), (, 0.005), (, -0.0062), (, -0.0018), (, -0.0013), (, -0.0029), (, 0.0097)] +19:36:50,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.1202 0.1189 0.0462 0.0889 0.1154] probs=[0.1892 0.2128 0.2017 0.2035 0.1929] +19:36:52,516 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.002742857142857143 std=0.00228839128950395 min=-0.0108 max=-0.0004 +19:36:52,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0049), (, -0.0018), (, -0.0029), (, -0.0013), (, -0.0017), (, 0.0), (, -0.0062), (, -0.0018), (, -0.0004), (, -0.0018), (, -0.0018), (, -0.0018), (, -0.002), (, -0.0024), (, -0.0036), (, -0.0013), (, -0.004), (, -0.0005), (, -0.003), (, -0.0031), (, -0.0108)] +19:36:53,83 root INFO ContextualMultiArmedBanditAgent - exp=[0.0292 0.0651 0.0421 0.043 0.0803] probs=[0.1918 0.21 0.1994 0.2051 0.1937] +19:36:54,675 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.002856666666666666 std=0.0029417322938855074 min=-0.0108 max=0.0033 +19:36:54,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0062), (, -0.0031), (, -0.0012), (, -0.0018), (, -0.0018), (, -0.0094), (, -0.0004), (, -0.0029), (, 0.0015), (, -0.002), (, 0.0), (, -0.0049), (, -0.004), (, 0.0033), (, -0.0002), (, -0.003), (, -0.0036), (, -0.0108), (, -0.0067), (, -0.0013), (, -0.0005), (, -0.0024), (, -0.0036), (, -0.0013), (, -0.0018), (, -0.0017), (, -0.0018), (, -0.0082), (, -0.0024), (, -0.0018)] +19:36:55,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.1129 0.1896 0.1368 0.1839 0.1542] probs=[0.2021 0.2022 0.2001 0.2044 0.1911] +19:36:57,114 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.0026620689655172418 std=0.0032793411652346236 min=-0.0094 max=0.0056 +19:36:57,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0016), (, -0.003), (, -0.0094), (, -0.0039), (, 0.0), (, -0.0018), (, -0.0045), (, -0.0018), (, -0.002), (, -0.0049), (, -0.0036), (, 0.0015), (, -0.0018), (, 0.0), (, 0.0056), (, -0.0062), (, -0.0003), (, 0.0015), (, -0.0024), (, -0.0017), (, -0.0036), (, 0.0022), (, -0.0082), (, -0.0029), (, -0.0002), (, -0.0016), (, -0.0036), (, -0.0024), (, -0.0005), (, -0.0067)] +19:36:57,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.0858 0.1665 0.0962 0.0594 0.1075] probs=[0.2005 0.21 0.2 0.1999 0.1896] +19:36:59,672 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=28 avg=-0.0027500000000000003 std=0.003170567772497538 min=-0.0094 max=0.0048 +19:36:59,673 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0024), (, -0.0005), (, -0.0012), (, -0.0029), (, 0.0005), (, 0.0048), (, -0.0008), (, 0.0015), (, -0.0013), (, 0.0), (, -0.0039), (, -0.0067), (, 0.0022), (, -0.0094), (, -0.0062), (, -0.0016), (, -0.0045), (, -0.003), (, -0.0024), (, -0.0018), (, -0.0017), (, -0.0039), (, -0.0016), (, -0.0024), (, -0.003), (, -0.0036), (, -0.0036), (, -0.0082)] +19:37:00,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1718 0.0715 0.1377 0.1013] probs=[0.198 0.2086 0.1938 0.2018 0.1978] +19:37:02,441 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0030433333333333337 std=0.0034283799219002684 min=-0.0131 max=0.0022 +19:37:02,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0029), (, -0.003), (, -0.0039), (, 0.0022), (, -0.0045), (, 0.0005), (, 0.0005), (, -0.0), (, -0.003), (, -0.0067), (, -0.0024), (, -0.0082), (, 0.0001), (, -0.0016), (, -0.0039), (, -0.0094), (, -0.003), (, -0.0056), (, -0.0131), (, 0.0019), (, -0.0013), (, -0.0017), (, -0.0024), (, -0.0005), (, -0.0024), (, -0.0029), (, -0.0029), (, -0.0012), (, -0.0008), (, 0.0), (, 0.0002)] +19:37:03,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.1009 0.0966 0.1051 0.1346] probs=[0.1908 0.209 0.1926 0.2046 0.2029] +19:37:04,836 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0024129032258064518 std=0.0035891181355083256 min=-0.0131 max=0.0022 +19:37:04,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, -0.0005), (, -0.0025), (, -0.0012), (, 0.0001), (, 0.0004), (, -0.0014), (, -0.0026), (, -0.0131), (, 0.0022), (, -0.0029), (, -0.0013), (, -0.0012), (, -0.0047), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.003), (, -0.0008), (, -0.0094), (, -0.0056), (, 0.0005), (, -0.0029), (, -0.0013), (, -0.003), (, 0.0002), (, -0.003), (, -0.0039), (, -0.0016), (, 0.0005), (, 0.0016)] +19:37:05,678 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.1553 0.0928 0.1397 0.1855] probs=[0.1975 0.2099 0.1981 0.1931 0.2012] +19:37:07,435 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0026384615384615383 std=0.0038411814011073495 min=-0.0131 max=0.0022 +19:37:07,435 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, 0.0001), (, -0.0039), (, 0.0022), (, -0.0094), (, -0.0012), (, -0.0024), (, -0.0016), (, -0.0008), (, -0.0008), (, -0.0033), (, -0.0014), (, -0.0131), (, 0.0022), (, -0.0012), (, -0.0002), (, -0.0056), (, -0.0029), (, 0.0004), (, -0.0025), (, -0.0047), (, -0.0005), (, 0.0002), (, 0.0002), (, -0.0029), (, -0.0024)] +19:37:08,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.1159 0.1587 0.1322 0.1567 0.1049] probs=[0.1876 0.1996 0.205 0.2039 0.2038] +19:37:09,549 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0025714285714285717 std=0.0038828245557341688 min=-0.0131 max=0.0022 +19:37:09,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, 0.0008), (, -0.0033), (, -0.0012), (, -0.0012), (, 0.0001), (, -0.0008), (, 0.0004), (, 0.0022), (, 0.0002), (, -0.0094), (, 0.0022), (, -0.0017), (, -0.0047), (, -0.0029), (, -0.0039), (, -0.0024), (, 0.0015), (, -0.0024), (, -0.0008), (, -0.0002), (, -0.0131), (, -0.008), (, -0.0017), (, -0.0012), (, -0.0029), (, -0.0016), (, -0.0029)] +19:37:10,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.103 0.0625 0.0893 0.0743] probs=[0.2015 0.1952 0.1974 0.1995 0.2064] +19:37:11,988 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0026258064516129034 std=0.003717002585498635 min=-0.0131 max=0.0043 +19:37:11,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, -0.0016), (, -0.0024), (, -0.0017), (, -0.0001), (, -0.0017), (, -0.0024), (, -0.0007), (, 0.0001), (, -0.0017), (, -0.0008), (, -0.0017), (, -0.0029), (, 0.0015), (, -0.0131), (, 0.0043), (, -0.0017), (, -0.0094), (, -0.008), (, -0.0033), (, -0.0047), (, -0.004), (, -0.0017), (, -0.0008), (, -0.0029), (, 0.0004), (, -0.0039), (, -0.0029), (, 0.0008), (, -0.0015), (, 0.0002)] +19:37:12,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0287 0.127 0.0302 0.0752 0.0362] probs=[0.2002 0.205 0.2064 0.1994 0.189 ] +19:37:14,562 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.002455555555555555 std=0.0035434167789205663 min=-0.0131 max=0.0043 +19:37:14,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0002), (, -0.0017), (, 0.0001), (, -0.0017), (, -0.0029), (, -0.0038), (, -0.0047), (, -0.0017), (, -0.0131), (, 0.0043), (, 0.0015), (, -0.0029), (, -0.0039), (, 0.0009), (, -0.0001), (, -0.004), (, -0.0007), (, -0.0015), (, -0.0062), (, -0.0094), (, -0.0033), (, -0.008), (, 0.0015), (, -0.0017), (, -0.0017), (, -0.0017)] +19:37:15,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.1334 0.1619 0.1325 0.0874 0.1 ] probs=[0.1993 0.2024 0.1961 0.2001 0.2022] +19:37:16,879 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0016862068965517243 std=0.003718149719484701 min=-0.0131 max=0.0043 +19:37:16,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0015), (, 0.0029), (, -0.0062), (, -0.0029), (, -0.0001), (, -0.0007), (, -0.0094), (, -0.0033), (, 0.0043), (, -0.0002), (, -0.008), (, -0.0017), (, -0.0001), (, -0.0039), (, -0.0001), (, -0.0017), (, -0.004), (, -0.0017), (, 0.0001), (, -0.0017), (, 0.0002), (, 0.0002), (, 0.0015), (, -0.0131), (, -0.0017), (, -0.0016), (, 0.0043), (, -0.0017)] +19:37:17,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.0671 0.1265 0.1562 0.0995 0.1063] probs=[0.2178 0.195 0.1992 0.1951 0.1929] +19:37:19,107 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0018111111111111114 std=0.004079609034765857 min=-0.0131 max=0.0056 +19:37:19,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0033), (, -0.0016), (, -0.0007), (, -0.0002), (, 0.0015), (, 0.0043), (, -0.0048), (, -0.008), (, -0.0007), (, -0.0001), (, 0.0056), (, 0.0002), (, -0.0094), (, 0.0001), (, -0.004), (, -0.0062), (, 0.0043), (, -0.0039), (, 0.0002), (, -0.0131), (, 0.0015), (, -0.0001), (, -0.003), (, -0.0017), (, -0.0044), (, 0.0002)] +19:37:19,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.1155 0.0582 0.0846 0.0465] probs=[0.1943 0.2017 0.1969 0.2065 0.2006] +19:37:21,587 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.001786363636363636 std=0.004081142381796531 min=-0.0131 max=0.0043 +19:37:21,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0019), (, -0.0), (, -0.003), (, 0.0043), (, 0.0043), (, 0.0004), (, -0.0044), (, -0.0039), (, 0.0043), (, 0.0015), (, 0.0004), (, -0.0033), (, -0.0062), (, -0.0048), (, 0.0001), (, -0.0001), (, -0.008), (, -0.0131), (, -0.0016), (, -0.004), (, -0.0002), (, 0.0015), (, -0.0)] +19:37:22,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.0309 0.0663 0.0339 0.0425 0.0402] probs=[0.1998 0.2052 0.1953 0.1939 0.2058] +19:37:23,762 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=21 avg=-0.0016952380952380956 std=0.004534468645353236 min=-0.0131 max=0.0049 +19:37:23,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0035), (, -0.0), (, -0.0044), (, -0.0019), (, -0.0), (, -0.0001), (, -0.0016), (, -0.0131), (, -0.0044), (, 0.0047), (, 0.0043), (, 0.0004), (, 0.0043), (, -0.003), (, 0.0001), (, 0.0049), (, -0.0028), (, -0.0002), (, -0.0065), (, -0.008), (, -0.0062), (, -0.004)] +19:37:24,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.0339 0.0724 0.0208 0.0189 0.015 ] probs=[0.1894 0.2018 0.2018 0.2039 0.2032] +19:37:25,982 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0011280000000000003 std=0.003992645238435291 min=-0.0131 max=0.0049 +19:37:25,983 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0), (, 0.0004), (, 0.0005), (, 0.0045), (, -0.0019), (, 0.0049), (, -0.0044), (, 0.0013), (, -0.004), (, -0.0001), (, -0.0019), (, -0.0014), (, -0.0065), (, 0.0049), (, -0.0028), (, 0.0001), (, -0.0004), (, -0.001), (, -0.0044), (, 0.0043), (, -0.0), (, -0.0041), (, -0.0131), (, -0.003), (, 0.0043), (, -0.0016)] +19:37:26,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1335 0.1311 0.1881 0.2283] probs=[0.1989 0.1984 0.2026 0.2007 0.1994] +19:37:28,330 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0025 std=0.0035890264851504107 min=-0.0131 max=0.0049 +19:37:28,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0049), (, 0.0001), (, -0.0004), (, -0.0041), (, -0.0014), (, -0.001), (, -0.0001), (, -0.0017), (, -0.0065), (, -0.0044), (, -0.0016), (, -0.0131), (, -0.003), (, -0.0044), (, -0.0028), (, 0.0013), (, -0.004)] +19:37:28,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0687 0.0552 0.04 0.1055 0.0342] probs=[0.1957 0.2109 0.1947 0.2101 0.1887] +19:37:30,555 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001813333333333333 std=0.0036702164634921596 min=-0.0131 max=0.0028 +19:37:30,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0001), (, -0.0014), (, -0.001), (, -0.0028), (, -0.0131), (, 0.0001), (, -0.0009), (, -0.0014), (, 0.0016), (, -0.0065), (, -0.0013), (, 0.0028), (, 0.0012), (, -0.0016)] +19:37:30,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.0487 0.0355 0.0268 0.0198 0.0187] probs=[0.1916 0.2079 0.2051 0.202 0.1934] +19:37:32,464 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0015777777777777778 std=0.003371375511494703 min=-0.0131 max=0.0028 +19:37:32,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0014), (, -0.0), (, -0.0131), (, -0.0014), (, 0.0001), (, 0.0028), (, -0.002), (, -0.0011), (, -0.0001), (, -0.0001), (, -0.001), (, -0.0008), (, -0.0016), (, -0.0013), (, -0.0009), (, 0.0016), (, -0.0065), (, 0.0012)] +19:37:33,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.1503 0.162 0.0804 0.0494] probs=[0.1942 0.2071 0.2075 0.1962 0.195 ] +19:37:34,285 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010842105263157895 std=0.0016115579771058214 min=-0.0065 max=0.0012 +19:37:34,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0001), (, -0.0008), (, -0.0065), (, -0.0001), (, 0.0004), (, -0.0013), (, -0.0016), (, -0.002), (, -0.0028), (, -0.001), (, -0.0011), (, -0.0008), (, 0.0012), (, -0.0014), (, 0.0009), (, -0.0008), (, -0.0001), (, -0.0009)] +19:37:34,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.1151 0.1844 0.1117 0.0956 0.1315] probs=[0.1939 0.2055 0.1966 0.2011 0.2028] +19:37:36,267 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.001336842105263158 std=0.0015325281920016277 min=-0.0065 max=0.0009 +19:37:36,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0), (, 0.0003), (, -0.0011), (, -0.002), (, 0.0004), (, 0.0001), (, -0.0065), (, -0.0008), (, -0.0008), (, 0.0009), (, -0.0008), (, -0.002), (, -0.002), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0028), (, -0.0016), (, -0.001)] +19:37:36,868 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1616 0.0943 0.135 0.1766] probs=[0.198 0.2127 0.1981 0.1982 0.193 ] +19:37:38,459 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.001563157894736842 std=0.001403083268833243 min=-0.0065 max=0.0003 +19:37:38,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0006), (, -0.0014), (, -0.0009), (, -0.0014), (, -0.0006), (, -0.0016), (, -0.0028), (, 0.0003), (, -0.0005), (, -0.0017), (, 0.0003), (, 0.0), (, -0.0014), (, -0.0011), (, -0.0065), (, -0.002), (, -0.002), (, -0.002), (, -0.0018)] +19:37:39,43 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1486 0.1014 0.1503 0.1443] probs=[0.1938 0.2089 0.205 0.201 0.1913] +19:37:40,530 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0013166666666666665 std=0.001848197319912929 min=-0.0065 max=0.0017 +19:37:40,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0006), (, 0.0017), (, 0.0014), (, 0.0003), (, -0.0014), (, -0.0018), (, -0.002), (, -0.002), (, -0.002), (, -0.0006), (, 0.0), (, -0.002), (, -0.0017), (, -0.0028), (, 0.0017), (, -0.002), (, -0.0065), (, -0.0014)] +19:37:41,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.0186 0.1599 0.125 0.0694 0.0537] probs=[0.1929 0.2022 0.2028 0.2036 0.1985] +19:37:42,401 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.001385 std=0.0017652974253649157 min=-0.0065 max=0.0017 +19:37:42,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0017), (, -0.0028), (, 0.0014), (, 0.0), (, -0.0018), (, 0.0017), (, -0.002), (, -0.0014), (, 0.0003), (, -0.0006), (, -0.002), (, -0.0017), (, -0.0065), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0006), (, -0.0014)] +19:37:43,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1462 0.1842 0.1786 0.1693] probs=[0.2062 0.1966 0.1932 0.2018 0.2021] +19:37:44,619 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0018923076923076927 std=0.00046815766322162895 min=-0.0028 max=-0.0006 +19:37:44,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0028), (, -0.002), (, 0.0), (, -0.0014), (, -0.0006), (, -0.002), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.002)] +19:37:45,52 root INFO ContextualMultiArmedBanditAgent - exp=[0.142 0.17 0.1607 0.1339 0.1225] probs=[0.1898 0.2011 0.2066 0.205 0.1975] +19:37:46,540 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0019307692307692305 std=0.0004249608405210195 min=-0.0028 max=-0.0007 +19:37:46,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0028), (, 0.0), (, -0.002), (, -0.002), (, -0.002), (, -0.0018), (, -0.002), (, -0.0018), (, -0.0007), (, 0.0), (, -0.002)] +19:37:46,956 root INFO ContextualMultiArmedBanditAgent - exp=[0.0056 0.1183 0.0493 0.0254 0.0256] probs=[0.1987 0.205 0.1964 0.1958 0.2041] +19:37:48,221 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.001657142857142857 std=0.0005839695267419912 min=-0.002 max=-0.0001 +19:37:48,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0007), (, -0.002), (, -0.0001), (, -0.002), (, 0.0), (, -0.001), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.0018), (, -0.002)] +19:37:48,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.1969 0.1203 0.1553 0.209 0.2093] probs=[0.1918 0.2242 0.1964 0.1831 0.2044] +19:37:49,923 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0014823529411764707 std=0.0007326304695030713 min=-0.002 max=-0.0001 +19:37:49,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, 0.0), (, -0.002), (, -0.0018), (, -0.0001), (, -0.001), (, -0.002), (, -0.002), (, -0.002), (, -0.0001), (, -0.0007), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.002), (, -0.002), (, -0.0001)] +19:37:50,457 root INFO ContextualMultiArmedBanditAgent - exp=[0.0395 0.1362 0.1245 0.0699 0.1074] probs=[0.2072 0.1978 0.202 0.2021 0.191 ] +19:37:52,1 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0011058823529411764 std=0.000792962122257829 min=-0.002 max=-0.0001 +19:37:52,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.001), (, -0.0018), (, -0.0018), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.002), (, -0.0001), (, -0.002), (, -0.0007), (, -0.0007), (, -0.002), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.002)] +19:37:52,507 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.1518 0.082 0.1126 0.088 ] probs=[0.1965 0.2089 0.1899 0.2024 0.2023] +19:37:53,900 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00073 std=0.0007497332859090624 min=-0.002 max=0.0006 +19:37:53,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.0001), (, -0.001), (, -0.0002), (, -0.001), (, -0.0018), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0018), (, 0.0006), (, -0.002), (, -0.001)] +19:37:54,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0337 0.1802 0.057 0.0818 0.1313] probs=[0.2042 0.2048 0.1935 0.2 0.1974] +19:37:56,48 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0007090909090909089 std=0.0006501112428647682 min=-0.0018 max=0.0006 +19:37:56,49 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0001), (, -0.0007), (, 0.0006), (, -0.0001), (, -0.001), (, -0.0018), (, -0.0007), (, -0.0018), (, -0.0001), (, -0.0002), (, -0.001), (, -0.0001), (, -0.001), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.001), (, -0.0018), (, -0.0007), (, -0.0001)] +19:37:56,690 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.1674 0.1234 0.1048 0.1619] probs=[0.1946 0.2062 0.199 0.2015 0.1987] +19:37:58,104 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0008449999999999999 std=0.0007283371472058802 min=-0.0021 max=0.0006 +19:37:58,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0007), (, 0.0004), (, -0.0007), (, -0.0007), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.0002), (, -0.001), (, 0.0006), (, -0.001), (, -0.001), (, -0.0001), (, -0.001), (, -0.0007), (, -0.0018), (, -0.0021), (, -0.0), (, -0.0018), (, -0.0007)] +19:37:58,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0105 0.0912 0.0309 0.0756 0.0585] probs=[0.1995 0.1984 0.1943 0.2065 0.2013] +19:38:00,338 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0013812499999999999 std=0.0010119404317942829 min=-0.0042 max=0.0006 +19:38:00,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0007), (, 0.0006), (, -0.001), (, -0.0018), (, -0.0042), (, -0.0021), (, -0.001), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0021), (, -0.0018), (, -0.001), (, -0.001), (, -0.0018)] +19:38:00,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.0606 0.0366 0.131 0.0081] probs=[0.1994 0.2027 0.2021 0.2011 0.1946] +19:38:02,290 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.001485714285714286 std=0.0014505452880393154 min=-0.0042 max=0.0013 +19:38:02,290 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0021), (, -0.0007), (, -0.001), (, -0.0018), (, 0.0013), (, -0.0018), (, 0.0006), (, -0.0018), (, -0.0042), (, -0.0021), (, -0.001), (, -0.001), (, -0.001)] +19:38:02,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.0174 0.1797 0.1183 0.1502 0.073 ] probs=[0.195 0.2088 0.1924 0.2113 0.1925] +19:38:04,23 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0014933333333333333 std=0.0014766930020224996 min=-0.0042 max=0.0013 +19:38:04,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0021), (, 0.0013), (, -0.001), (, 0.0006), (, -0.001), (, -0.0021), (, -0.0042), (, -0.0018), (, -0.0018), (, 0.0002), (, -0.001), (, -0.001), (, -0.0025)] +19:38:04,436 root INFO ContextualMultiArmedBanditAgent - exp=[0.0285 0.1514 0.0924 0.1471 0.0662] probs=[0.1903 0.2072 0.1882 0.1985 0.2158] +19:38:05,646 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.002088888888888889 std=0.0014043143399652723 min=-0.0042 max=0.0006 +19:38:05,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0042), (, -0.0025), (, -0.001), (, 0.0006), (, -0.0018), (, -0.0021), (, -0.0018)] +19:38:05,926 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0569 0.0015 0.0234 -0.0038] probs=[0.1934 0.2024 0.2072 0.2033 0.1936] +19:38:07,279 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00202 std=0.00126237870704476 min=-0.0042 max=-0.0006 +19:38:07,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0025), (, -0.0018), (, -0.0006), (, -0.0042), (, -0.0021), (, -0.0006), (, -0.0006), (, -0.0018)] +19:38:07,577 root INFO ContextualMultiArmedBanditAgent - exp=[0.0049 0.0769 0.0926 0.0334 0.0332] probs=[0.1962 0.2113 0.1978 0.1914 0.2033] +19:38:09,66 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0017916666666666665 std=0.0013073244517801319 min=-0.0042 max=-0.0003 +19:38:09,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0025), (, -0.0006), (, -0.0025), (, -0.0006), (, -0.0018), (, -0.0003), (, -0.0006), (, -0.0018), (, -0.0006), (, -0.0018), (, -0.0042)] +19:38:09,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.2117 0.2469 0.1904 0.1883 0.1689] probs=[0.1971 0.2036 0.1928 0.204 0.2025] +19:38:10,760 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0019916666666666663 std=0.0012304865794563638 min=-0.0042 max=-0.0003 +19:38:10,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0006), (, -0.0011), (, -0.0018), (, -0.0042), (, -0.0025), (, -0.0003), (, -0.0006), (, -0.0025), (, -0.0025), (, -0.0018), (, -0.0018)] +19:38:11,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.0414 0.1256 0.1454 0.1085 0.1444] probs=[0.1857 0.2012 0.1953 0.2078 0.21 ] +19:38:12,573 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0015727272727272727 std=0.0012806893804729541 min=-0.0042 max=0.0006 +19:38:12,575 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0003), (, 0.0006), (, -0.0025), (, -0.0018), (, -0.0011), (, -0.0025), (, -0.0006), (, -0.0006), (, -0.0025), (, -0.0018)] +19:38:12,887 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0567 0.0014 0.0232 -0.0038] probs=[0.1955 0.2052 0.1928 0.2042 0.2023] +19:38:14,275 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019571428571428574 std=0.0017959137291220252 min=-0.0042 max=0.0006 +19:38:14,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0025), (, -0.0042), (, 0.0002), (, -0.0011), (, -0.0025)] +19:38:14,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.0784 0.0816 0.1079 0.0775] probs=[0.185 0.214 0.1962 0.2048 0.1999] +19:38:15,845 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002316666666666667 std=0.0016905784677309584 min=-0.0042 max=0.0006 +19:38:15,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, -0.0025), (, -0.0042), (, 0.0006), (, -0.0025)] +19:38:16,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.1022 0.1484 0.0998 0.0365 0.1158] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:17,486 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002316666666666667 std=0.0016905784677309584 min=-0.0042 max=0.0006 +19:38:17,486 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0011), (, -0.0042), (, -0.0025), (, -0.0025)] +19:38:17,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0158 0.1018 0.3 0.2262 0.2213] probs=[0.2055 0.1995 0.2068 0.1919 0.1962] +19:38:18,943 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019000000000000002 std=0.0018685364784848519 min=-0.0042 max=0.0006 +19:38:18,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0011), (, -0.0042), (, -0.0025), (, 0.0006), (, -0.0025)] +19:38:19,163 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.1652 0.0141 0.1019 0.0425] probs=[0.1915 0.2026 0.1881 0.1937 0.2241] +19:38:20,428 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015875 std=0.0019335443491164093 min=-0.0042 max=0.0006 +19:38:20,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, 0.0006), (, -0.0025), (, -0.0011), (, 0.0006), (, -0.0042), (, -0.0025)] +19:38:20,657 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.1321 0.0083 0.0784 0.0664] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:21,919 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00132 std=0.002351510153071851 min=-0.0042 max=0.0006 +19:38:21,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, 0.0006), (, -0.0042), (, 0.0006)] +19:38:22,82 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.1912 0.1901 0.1869 0.2421 0.1896] +19:38:23,426 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00132 std=0.0023515101530718506 min=-0.0042 max=0.0006 +19:38:23,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0042), (, 0.0006), (, 0.0006)] +19:38:23,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.1837 0.2199 0.212 0.2011 0.1833] +19:38:24,771 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:24,772 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:24,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.039 0.3012 0.4905 0.0255] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:26,60 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:26,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:26,123 root INFO ContextualMultiArmedBanditAgent - exp=[0.3495 0.1863 0.2204 0.4514 0.1921] probs=[0.1535 0.2204 0.2292 0.1696 0.2273] +19:38:27,285 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:27,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:27,353 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.2741 0.1994 0.1542 0.1687 0.2037] +19:38:28,470 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:28,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] +19:38:28,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.4466 0.3503 0.3722 0.8506 0.7757] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:29,550 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:29,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:29,637 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:30,863 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:30,864 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:30,932 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:31,973 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:31,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:32,55 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:33,88 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:33,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] +19:38:33,126 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:34,207 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:34,207 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:34,304 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:35,520 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:35,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] +19:38:35,691 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:36,786 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 +19:38:36,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] +19:38:36,819 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] +19:38:38,750 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:38:38,750 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.18854117647058824 std=0.2782099250964015 min=-0.0303 max=1.2032 +19:38:38,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, 1.2032), (, 0.1219), (, 0.044), (, 0.1506), (, 0.0045), (, 0.2765), (, 0.1219), (, 0.3482), (, 0.0725), (, 0.117), (, 0.006), (, -0.0303), (, 0.0498), (, 0.1506), (, 0.308), (, 0.2828)] +19:38:39,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.2267 0.0785 0.1163 0.1751] probs=[0.2044 0.2068 0.1965 0.1943 0.198 ] +19:38:40,410 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.08770000000000001 std=0.09725444291479267 min=-0.0303 max=0.2828 +19:38:40,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0303), (, 0.0045), (, -0.0303), (, 0.0498), (, 0.1506), (, 0.006), (, 0.2828), (, 0.1219), (, 0.0725), (, 0.1219), (, 0.117), (, 0.2765), (, 0.1506), (, -0.022), (, 0.044)] +19:38:40,746 root INFO ContextualMultiArmedBanditAgent - exp=[0.0109 0.1237 0.0394 0.0748 0.0599] probs=[0.2101 0.2151 0.1864 0.2044 0.184 ] +19:38:42,111 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.04869285714285714 std=0.07500654699315744 min=-0.1097 max=0.1506 +19:38:42,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.006), (, -0.0303), (, -0.1097), (, -0.022), (, 0.0498), (, 0.1506), (, 0.0049), (, 0.117), (, 0.1219), (, 0.0725), (, 0.044), (, 0.1219), (, 0.0045), (, 0.1506)] +19:38:42,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.2581 0.1883 0.205 0.13 0.1991] probs=[0.1951 0.2038 0.2 0.2021 0.1991] +19:38:43,746 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.016730000000000002 std=0.04888627721559497 min=-0.1097 max=0.0498 +19:38:43,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0179), (, -0.0768), (, -0.0303), (, 0.0045), (, 0.006), (, 0.0498), (, -0.022), (, -0.1097), (, -0.0507), (, 0.044)] +19:38:43,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.2622 0.1151 0.1821 0.0764] probs=[0.1884 0.2052 0.2032 0.2058 0.1974] +19:38:45,192 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.027399999999999997 std=0.03572002239640955 min=-0.0892 max=0.0179 +19:38:45,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0303), (, -0.006), (, 0.006), (, -0.022), (, 0.0179), (, 0.0045), (, -0.0892), (, -0.0507), (, -0.0768)] +19:38:45,478 root INFO ContextualMultiArmedBanditAgent - exp=[0.0617 0.1105 0.0592 0.1293 0.0311] probs=[0.1992 0.2014 0.1971 0.2131 0.1892] +19:38:46,775 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03672857142857143 std=0.03533705923109676 min=-0.0892 max=0.0179 +19:38:46,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0892), (, 0.0179), (, -0.022), (, -0.0303), (, -0.0768), (, -0.0507)] +19:38:46,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.1268 0.139 0.1414 0.1391 0.1143] probs=[0.2009 0.2155 0.1949 0.191 0.1978] +19:38:48,195 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0059499999999999996 std=0.011949999999999999 min=-0.006 max=0.0179 +19:38:48,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0179)] +19:38:48,248 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] +19:38:49,306 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0012666666666666666 std=0.011792747300306612 min=-0.0081 max=0.0179 +19:38:49,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0179), (, -0.006), (, -0.0081)] +19:38:49,415 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.1812 0.2926 0.0209 0.1671] probs=[0.2076 0.1938 0.215 0.1931 0.1905] +19:38:50,516 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0081 std=0.0 min=-0.0081 max=-0.0081 +19:38:50,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081)] +19:38:50,563 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0123 -0.0004 -0.0009 -0.0011] probs=[0.1992 0.2022 0.1996 0.1995 0.1995] +19:38:51,502 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.006149999999999999 std=0.00195 min=-0.0081 max=-0.0042 +19:38:51,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0081)] +19:38:51,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.1292 0.2985 0.255 0.3907 0.2799] probs=[0.1707 0.2584 0.1752 0.2056 0.19 ] +19:38:52,925 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001525 std=0.0038068195386700434 min=-0.0026 max=0.0077 +19:38:52,925 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0011), (, 0.0077), (, -0.0001)] +19:38:53,42 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] +19:38:54,413 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0014000000000000002 std=0.0028472208672083495 min=-0.0026 max=0.0038 +19:38:54,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, 0.003), (, -0.0026)] +19:38:54,515 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] +19:38:55,437 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 +19:38:55,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018)] +19:38:55,488 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1973 0.2018 0.1961] +19:38:56,784 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0017499999999999998 std=5.000000000000002e-05 min=-0.0018 max=-0.0017 +19:38:56,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0017)] +19:38:56,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1973 0.2018 0.1961] +19:38:57,944 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00165 std=0.00011180339887498943 min=-0.0018 max=-0.0015 +19:38:57,944 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0018), (, -0.0017), (, -0.0016)] +19:38:58,77 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1982 0.2021 0.2068 0.187 0.2059] +19:38:59,118 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0031666666666666666 std=0.002223110933404409 min=-0.0072 max=-0.0015 +19:38:59,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0018), (, -0.0015), (, -0.0052), (, -0.0017), (, -0.0072)] +19:38:59,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0727 0.1705 0.0959 0.122 0.1255] probs=[0.1963 0.2258 0.1897 0.1934 0.1948] +19:39:00,308 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.003355555555555555 std=0.002321451227674003 min=-0.0072 max=-0.0015 +19:39:00,308 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0017), (, -0.0018), (, -0.0023), (, -0.0016), (, -0.0017), (, -0.0015), (, -0.0052)] +19:39:00,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.1618 0.09 0.1289 0.0319] probs=[0.1933 0.2011 0.1932 0.2017 0.2106] +19:39:01,797 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0031636363636363633 std=0.0028760050345362203 min=-0.0072 max=0.0007 +19:39:01,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0018), (, -0.0052), (, -0.002), (, 0.0007), (, 0.0006), (, -0.0017), (, -0.0072), (, -0.0023), (, -0.0015)] +19:39:02,109 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.1925 0.1526 0.0756 0.0959] probs=[0.1941 0.2107 0.1973 0.2017 0.1961] +19:39:03,347 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.003322222222222222 std=0.0031967962357396986 min=-0.0072 max=0.0007 +19:39:03,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, 0.0006), (, -0.0023), (, -0.0072), (, -0.0006), (, -0.0052), (, 0.0007), (, -0.0015)] +19:39:03,571 root INFO ContextualMultiArmedBanditAgent - exp=[0.0092 0.0703 0.0844 0.1035 0.1026] probs=[0.2077 0.2065 0.1915 0.2113 0.183 ] +19:39:04,708 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004233333333333333 std=0.0035593382655893903 min=-0.0072 max=0.0007 +19:39:04,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0052), (, 0.0007), (, 0.0007), (, -0.0072)] +19:39:04,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1197 0.207 0.1031 0.1295 0.1233] probs=[0.1994 0.1936 0.2048 0.2132 0.189 ] +19:39:06,38 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00312 std=0.0033704005696652737 min=-0.0072 max=0.0007 +19:39:06,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0052), (, -0.0041), (, 0.0007), (, 0.0007), (, -0.0031), (, 0.0007), (, 0.0007), (, -0.0072)] +19:39:06,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.0683 0.0579 0.0405 0.0651] probs=[0.198 0.2015 0.2012 0.2065 0.1928] +19:39:07,465 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0018857142857142857 std=0.0030208459417986936 min=-0.0072 max=0.0007 +19:39:07,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0031), (, 0.0007), (, -0.0004), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0041), (, 0.0007), (, -0.0072), (, -0.0052), (, -0.0072)] +19:39:07,806 root INFO ContextualMultiArmedBanditAgent - exp=[0.0529 0.1248 0.0995 0.1212 0.0695] probs=[0.2015 0.2059 0.1949 0.1917 0.206 ] +19:39:09,138 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00116875 std=0.0028595713730382743 min=-0.0072 max=0.0011 +19:39:09,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0007), (, 0.0011), (, -0.0041), (, -0.0072), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0004), (, 0.0007), (, -0.0031), (, 0.0007), (, 0.0007), (, -0.0072), (, 0.0007)] +19:39:09,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0435 0.0811 0.0793 0.1475 0.1453] probs=[0.2008 0.208 0.1974 0.2006 0.1932] +19:39:11,60 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0013124999999999999 std=0.002803541287372098 min=-0.0072 max=0.0007 +19:39:11,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0041), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0032), (, -0.0004), (, 0.0007), (, -0.0072), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0072), (, 0.0007), (, -0.0011)] +19:39:11,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.0794 0.1248 0.0823 0.1076 0.1054] probs=[0.1915 0.2096 0.1835 0.209 0.2064] +19:39:12,890 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0016692307692307692 std=0.0028850768861597527 min=-0.0072 max=0.0007 +19:39:12,890 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0007), (, -0.0004), (, 0.0007), (, -0.0032), (, -0.0072), (, 0.0007), (, -0.0041), (, 0.0007), (, -0.0072), (, 0.0007), (, -0.0006), (, 0.0007)] +19:39:13,227 root INFO ContextualMultiArmedBanditAgent - exp=[0.1446 0.1383 0.1637 0.1741 0.0168] probs=[0.1869 0.2226 0.1941 0.1834 0.213 ] +19:39:14,361 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0019916666666666663 std=0.0028356240739718813 min=-0.0072 max=0.0007 +19:39:14,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0007), (, -0.0006), (, -0.0032), (, -0.0008), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0004), (, -0.0072), (, -0.0072), (, -0.0041)] +19:39:14,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0621 0.1028 0.0552 0.1037 0.1232] probs=[0.2031 0.2028 0.203 0.1903 0.2009] +19:39:16,105 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.002812489999982222 min=-0.0072 max=0.0007 +19:39:16,105 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0072), (, -0.0008), (, -0.0006), (, -0.0041), (, -0.0032), (, 0.0007), (, 0.0007), (, -0.0004), (, -0.0072)] +19:39:16,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.113 0.0277 0.1223 0.1474] probs=[0.1887 0.2208 0.1837 0.2114 0.1954] +19:39:17,663 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0033181818181818186 std=0.0034334764205653885 min=-0.0104 max=0.0007 +19:39:17,663 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0008), (, -0.0072), (, -0.0004), (, -0.0041), (, 0.0007), (, -0.0006), (, -0.0104), (, -0.0072), (, -0.0032), (, -0.0001)] +19:39:17,924 root INFO ContextualMultiArmedBanditAgent - exp=[0.1619 0.2048 0.1867 0.1423 0.1201] probs=[0.1997 0.2072 0.2008 0.2052 0.1871] +19:39:19,55 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.005425 std=0.003745914441094457 min=-0.0104 max=-0.0001 +19:39:19,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, -0.0001), (, -0.0008), (, -0.0072), (, -0.0041), (, -0.0072), (, -0.0032)] +19:39:19,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.0318 0.1088 0.1198 0.0744 0.0784] probs=[0.1912 0.2098 0.1991 0.2095 0.1904] +19:39:20,581 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004399999999999999 std=0.0039532265303167235 min=-0.0104 max=0.0007 +19:39:20,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0007), (, -0.0013), (, -0.0072), (, -0.0001), (, -0.0032), (, -0.0072), (, -0.0104), (, -0.0041), (, -0.0008)] +19:39:20,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.2216 0.321 0.1406 0.2087] probs=[0.1949 0.2064 0.1969 0.1989 0.2029] +19:39:22,60 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0033 std=0.003583992187491485 min=-0.0104 max=0.0007 +19:39:22,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0008), (, -0.0072), (, -0.0001), (, -0.0041), (, -0.0032), (, 0.0007), (, -0.0013)] +19:39:22,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.0846 0.1171 0.0624 0.0462 0.1096] probs=[0.1946 0.2089 0.1978 0.202 0.1966] +19:39:23,468 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004883333333333333 std=0.00412286982035033 min=-0.0104 max=0.0001 +19:39:23,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0013), (, 0.0001), (, -0.0041), (, -0.0032), (, -0.0104)] +19:39:23,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0051 0.1546 0.1609 0.1777 0.0306] probs=[0.1765 0.2337 0.2064 0.2051 0.1783] +19:39:24,899 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0054142857142857135 std=0.003573485122169581 min=-0.0104 max=0.0001 +19:39:24,899 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0041), (, -0.006), (, -0.0039), (, -0.0032), (, -0.0104), (, 0.0001)] +19:39:25,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.1345 0.2123 0.1507 0.1548 0.0847] probs=[0.1841 0.1977 0.1988 0.2058 0.2135] +19:39:26,306 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0049625 std=0.0035499779928895333 min=-0.0104 max=0.0001 +19:39:26,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0001), (, -0.0032), (, -0.0104), (, -0.0041), (, -0.0018), (, -0.0039), (, -0.006)] +19:39:26,523 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0123 0.0543 0.0015 0.019 -0.0034] probs=[0.2039 0.1942 0.1845 0.2231 0.1943] +19:39:27,950 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.005022222222222222 std=0.0033209027480081968 min=-0.0104 max=-0.0005 +19:39:27,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.006), (, -0.0104), (, -0.003), (, -0.0039), (, -0.0005), (, -0.0032), (, -0.006), (, -0.0018)] +19:39:28,198 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0124 0.0549 0.0015 0.0192 -0.0034] probs=[0.1938 0.2013 0.2181 0.1844 0.2025] +19:39:29,488 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.004166666666666667 std=0.0027716822007983204 min=-0.0104 max=-0.0005 +19:39:29,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0104), (, -0.0032), (, -0.003), (, -0.0005), (, -0.0018), (, -0.0039), (, -0.006), (, -0.006)] +19:39:29,752 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0124 0.0549 0.0015 0.0192 -0.0034] probs=[0.1831 0.2107 0.1953 0.2003 0.2106] +19:39:31,8 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0030333333333333336 std=0.004488751373031133 min=-0.0104 max=0.007 +19:39:31,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, 0.007), (, -0.0027), (, -0.0104), (, -0.0039), (, -0.0018), (, -0.006), (, -0.006), (, -0.0005)] +19:39:31,262 root INFO ContextualMultiArmedBanditAgent - exp=[0.0387 0.0865 0.0057 0.1249 0.056 ] probs=[0.1844 0.2116 0.2046 0.1986 0.2008] +19:39:32,644 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.002581818181818182 std=0.004195629366987028 min=-0.0104 max=0.007 +19:39:32,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0016), (, -0.0104), (, 0.0005), (, -0.003), (, -0.006), (, -0.0039), (, -0.0005), (, -0.006), (, 0.007), (, -0.0027)] +19:39:32,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.1885 0.1173 0.0914 0.185 0.15 ] probs=[0.2094 0.2022 0.1957 0.2041 0.1886] +19:39:34,398 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.002318181818181818 std=0.0044176954464801264 min=-0.0104 max=0.007 +19:39:34,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, 0.0027), (, -0.003), (, -0.0104), (, -0.006), (, 0.0002), (, -0.0039), (, -0.0018), (, -0.0016), (, -0.006), (, 0.007)] +19:39:34,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.0141 0.0798 0.0247 0.0772 0.0309] probs=[0.2018 0.2118 0.2013 0.1951 0.19 ] +19:39:36,72 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002146153846153846 std=0.004145732817212896 min=-0.0104 max=0.006 +19:39:36,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, 0.006), (, 0.0002), (, -0.0018), (, 0.0002), (, -0.0016), (, -0.0039), (, -0.007), (, 0.0025), (, -0.0104), (, -0.0041), (, -0.006), (, 0.001)] +19:39:36,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.0819 0.1847 0.141 0.0653 0.1408] probs=[0.1944 0.1991 0.1956 0.2023 0.2087] +19:39:37,732 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0038 std=0.003049590136395381 min=-0.0104 max=0.0002 +19:39:37,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.007), (, -0.0012), (, 0.0002), (, -0.0104), (, -0.0039), (, -0.006), (, -0.0016), (, -0.0017), (, -0.0041)] +19:39:38,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.1143 0.0146 0.1071 0.0489] probs=[0.1999 0.213 0.1906 0.2018 0.1947] +19:39:39,225 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00452 std=0.00359521904756859 min=-0.0104 max=-0.0012 +19:39:39,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.007), (, -0.0012), (, -0.0023), (, -0.0017)] +19:39:39,404 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0017 0.0157 -0.0037] probs=[0.2047 0.2051 0.2153 0.1942 0.1806] +19:39:40,656 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002683333333333333 std=0.004673120537237997 min=-0.0104 max=0.0035 +19:39:40,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.007), (, 0.0007), (, -0.0104), (, 0.0035), (, -0.0012)] +19:39:40,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.1637 0.301 0.1705 0.1251 0.1253] probs=[0.1949 0.2095 0.1979 0.2007 0.1969] +19:39:42,148 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00448 std=0.003794416951258783 min=-0.0104 max=0.0002 +19:39:42,149 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0035), (, -0.007), (, -0.0104), (, -0.0017)] +19:39:42,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.1359 0.173 0.0633 0.0249] probs=[0.1949 0.2095 0.1979 0.2007 0.1969] +19:39:43,560 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0015833333333333333 std=0.007378440816926628 min=-0.0104 max=0.013 +19:39:43,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0018), (, -0.007), (, -0.0035), (, 0.013), (, -0.0104)] +19:39:43,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.1508 0.1901 0.0245 0.1094 0.1418] probs=[0.1837 0.2095 0.2053 0.2078 0.1938] +19:39:44,978 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0031857142857142856 std=0.003944047439380215 min=-0.0104 max=0.002 +19:39:44,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, 0.002), (, -0.007), (, -0.0018), (, -0.0035), (, 0.0002)] +19:39:45,284 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0583 0.0017 0.0157 -0.0037] probs=[0.1868 0.2066 0.1901 0.2123 0.2043] +19:39:46,559 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.003185714285714285 std=0.003944047439380215 min=-0.0104 max=0.002 +19:39:46,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0104), (, -0.0035), (, 0.002), (, 0.0002), (, -0.007)] +19:39:46,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.0054 0.1392 0.1208 0.1081 0.0282] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:39:47,895 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00405 std=0.003594324229485518 min=-0.0104 max=0.0002 +19:39:47,895 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.007), (, -0.0035), (, -0.0018), (, 0.0002)] +19:39:48,70 root INFO ContextualMultiArmedBanditAgent - exp=[0.1561 0.1591 0.1767 0.052 0.2149] probs=[0.1807 0.2328 0.2121 0.1991 0.1752] +19:39:49,261 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00405 std=0.0035943242294855186 min=-0.0104 max=0.0002 +19:39:49,261 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.007), (, -0.0018), (, 0.0002), (, -0.0035)] +19:39:49,420 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0016 0.0156 -0.0037] probs=[0.1845 0.2225 0.1912 0.2068 0.195 ] +19:39:50,754 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004116666666666666 std=0.0035177723380318713 min=-0.0104 max=-0.0002 +19:39:50,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.0035), (, -0.0002), (, -0.0018), (, -0.007)] +19:39:50,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.1388 0.2967 0.3271 0.2371 0.1773] probs=[0.1812 0.2045 0.2003 0.2036 0.2105] +19:39:52,245 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.00043333333333333337 std=0.003974362282877035 min=-0.0035 max=0.0087 +19:39:52,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0012), (, 0.0087), (, -0.0035), (, -0.0002), (, -0.0018)] +19:39:52,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0587 0.0016 0.0154 -0.0037] probs=[0.2033 0.1977 0.1952 0.2199 0.1838] +19:39:53,692 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00065 std=0.0012519984025548914 min=-0.0018 max=0.0012 +19:39:53,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0002), (, 0.0012)] +19:39:53,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.0958 0.2301 0.2215 0.0626] probs=[0.1875 0.1773 0.2472 0.1859 0.2022] +19:39:55,131 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00065 std=0.0012519984025548914 min=-0.0018 max=0.0012 +19:39:55,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0012), (, -0.0002), (, -0.0018)] +19:39:55,249 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0586 0.0016 0.0154 -0.0037] probs=[0.1736 0.2027 0.2141 0.2106 0.1991] +19:39:56,607 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000925 std=0.001243734296383275 min=-0.0018 max=0.0012 +19:39:56,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, 0.0012), (, -0.0018)] +19:39:56,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0016 0.0154 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:39:58,103 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:39:58,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] +19:39:58,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1916 0.0908 0.1705 0.0526 0.0148] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:39:59,439 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:39:59,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0018)] +19:39:59,521 root INFO ContextualMultiArmedBanditAgent - exp=[0.3842 0.1865 0.552 0.5477 0.2285] probs=[0.1762 0.2292 0.2139 0.2074 0.1733] +19:40:00,788 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:00,788 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0018)] +19:40:00,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.24 0.2903 0.1125 0.3308 0.2433] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:02,464 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:02,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] +19:40:02,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:03,900 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 +19:40:03,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013)] +19:40:03,959 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:05,313 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 +19:40:05,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013)] +19:40:05,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1877 0.3123 0.3174 0.1143 0.3898] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:06,721 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:06,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] +19:40:06,816 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.2229 0.1833 0.2239 0.1773 0.1926] +19:40:08,476 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:08,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] +19:40:08,561 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.1893 0.1815 0.2146 0.2063 0.2083] +19:40:09,935 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:09,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0013)] +19:40:10,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.2126 0.2267 0.0427 0.2556 0.0699] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:11,354 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:11,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] +19:40:11,444 root INFO ContextualMultiArmedBanditAgent - exp=[0.231 0.3327 0.3234 0.1665 0.3112] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:12,852 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 +19:40:12,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] +19:40:12,939 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0015 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:14,307 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 +19:40:14,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018)] +19:40:14,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.4423 0.1768 0.3994 0.2633] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:15,571 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 +19:40:15,571 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018)] +19:40:15,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0015 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:16,862 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012666666666666666 std=0.0007542472332656507 min=-0.0018 max=-0.0002 +19:40:16,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0002)] +19:40:16,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1788 0.3479 0.1834 0.1748 0.0102] probs=[0.1872 0.1941 0.1999 0.2187 0.2001] +19:40:18,97 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0005200000000000001 std=0.0006399999999999999 min=-0.0018 max=-0.0002 +19:40:18,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0002)] +19:40:18,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.0633 0.1728 0.1765 0.1865] probs=[0.195 0.2095 0.1979 0.2007 0.1969] +19:40:19,591 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0004666666666666667 std=0.0005962847939999439 min=-0.0018 max=-0.0002 +19:40:19,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:19,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.0676 0.0679 0.1618 0.0059] probs=[0.1982 0.2104 0.1872 0.1986 0.2056] +19:40:20,963 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:20,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:21,142 root INFO ContextualMultiArmedBanditAgent - exp=[0.3408 0.2726 0.1895 0.1909 0.2338] probs=[0.195 0.2095 0.198 0.2005 0.197 ] +19:40:22,513 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:22,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:22,749 root INFO ContextualMultiArmedBanditAgent - exp=[0.0691 0.1286 0.079 0.0183 0.1069] probs=[0.1997 0.1979 0.205 0.1994 0.198 ] +19:40:23,978 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:23,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:24,254 root INFO ContextualMultiArmedBanditAgent - exp=[0.0795 0.0885 0.1078 0.1736 0.1277] probs=[0.1855 0.2186 0.1943 0.199 0.2025] +19:40:25,499 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:25,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:25,775 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0562 0.0015 0.0155 -0.0037] probs=[0.1872 0.2092 0.2044 0.209 0.1902] +19:40:26,808 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:26,808 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:27,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0557 0.0015 0.0139 -0.0037] probs=[0.1951 0.2091 0.1981 0.2006 0.1971] +19:40:28,447 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:28,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:28,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.1255 0.1064 0.1815 0.0851] probs=[0.1923 0.2061 0.2029 0.2056 0.1931] +19:40:30,46 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:30,46 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:30,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.1288 0.1939 0.1908 0.221 0.163 ] probs=[0.1975 0.1983 0.208 0.2078 0.1884] +19:40:31,777 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.00020000000000000004 std=2.710505431213761e-20 min=-0.0002 max=-0.0002 +19:40:31,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:32,29 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0539 0.0015 0.0155 -0.0037] probs=[0.1924 0.2095 0.2198 0.1945 0.1838] +19:40:33,453 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:33,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:33,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0536 0.0015 0.0155 -0.0037] probs=[0.1997 0.1946 0.1916 0.2133 0.2008] +19:40:34,939 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:34,939 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] +19:40:35,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.1863 0.1322 0.2036 0.0569 0.1739] probs=[0.196 0.1991 0.1999 0.219 0.186 ] +19:40:36,419 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:36,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002)] +19:40:36,538 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:37,879 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:37,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002)] +19:40:37,983 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:39,306 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:39,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:39,406 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0533 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:40,766 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:40,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:40,828 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.1952 0.2087 0.1982 0.2007 0.1972] +19:40:42,148 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:42,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:42,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.2095 0.2194 0.1882 0.2128 0.1702] +19:40:43,710 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:43,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:43,779 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0533 0.0015 0.0139 -0.0037] probs=[0.2058 0.229 0.1708 0.1618 0.2326] +19:40:45,114 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:45,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:45,173 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.1908 0.1821 0.1992 0.2145 0.2134] +19:40:46,311 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:46,311 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:46,390 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:47,416 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:47,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:47,474 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0533 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:48,705 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:48,705 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:48,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1662 0.2023 0.1744 0.23 0.2271] +19:40:50,55 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:50,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:50,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.1438 0.4466 0.3246 0.3829 0.2152] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:51,347 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:51,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:51,423 root INFO ContextualMultiArmedBanditAgent - exp=[0.0269 0.2592 0.2883 0.0342 0.1466] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:52,806 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:52,806 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:52,906 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1725 0.2329 0.2151 0.165 0.2145] +19:40:54,192 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:54,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:54,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.3127 0.4217 0.1886 0.2295 0.3874] probs=[0.2057 0.1812 0.163 0.2005 0.2495] +19:40:55,601 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:55,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:40:55,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0533 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:40:57,26 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:57,26 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:57,89 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] +19:40:58,330 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:58,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:58,403 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] +19:40:59,549 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:40:59,549 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:40:59,607 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] +19:41:00,921 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:41:00,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] +19:41:00,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.5675 0.5431 0.2471 0.2702 0.5383] probs=[0.1615 0.1965 0.1872 0.2454 0.2095] +19:41:02,59 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 +19:41:02,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] +19:41:02,97 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] +19:41:04,832 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:41:04,833 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.21634117647058826 std=0.25379226117813375 min=-0.0637 max=0.7138 +19:41:04,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.7138), (, 0.0185), (, 0.0654), (, 0.2253), (, 0.6157), (, -0.0637), (, 0.1749), (, 0.301), (, 0.0276), (, 0.0243), (, 0.5937), (, 0.6458), (, 0.1096), (, -0.0415), (, -0.0038), (, 0.1356), (, 0.1356)] +19:41:05,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0572 0.0984 0.0618 0.1142 0.1127] probs=[0.1987 0.1973 0.1945 0.1908 0.2187] +19:41:06,770 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.14280526315789477 std=0.19294488297707202 min=-0.0637 max=0.6458 +19:41:06,770 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, 0.1749), (, 0.0691), (, 0.1096), (, 0.0654), (, 0.0276), (, -0.0038), (, 0.1559), (, 0.1356), (, 0.2253), (, 0.1356), (, 0.1817), (, 0.301), (, -0.0415), (, 0.6157), (, 0.6458), (, 0.0243), (, -0.0637), (, 0.0185)] +19:41:07,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.1816 0.1791 0.1418 0.1241 0.1178] probs=[0.2033 0.2078 0.1998 0.1971 0.192 ] +19:41:08,502 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-5.294117647059057e-05 std=0.23589927840112826 min=-0.6491 max=0.2253 +19:41:08,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, 0.0276), (, 0.1749), (, 0.0185), (, -0.0637), (, 0.0243), (, -0.6491), (, 0.0691), (, 0.1559), (, -0.0038), (, 0.1356), (, 0.1356), (, 0.0654), (, -0.5663), (, 0.1817), (, 0.2253), (, 0.1096)] +19:41:08,847 root INFO ContextualMultiArmedBanditAgent - exp=[0.0422 0.0563 0.0283 0.013 0.0451] probs=[0.1949 0.2087 0.1959 0.2011 0.1994] +19:41:10,349 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.1515625 std=0.2668704973273554 min=-0.6491 max=0.0691 +19:41:10,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0243), (, -0.0415), (, 0.0691), (, -0.6491), (, -0.0637), (, -0.5663), (, -0.0038), (, 0.0185)] +19:41:10,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.0241 0.1169 0.0529 0.0683 0.2102] probs=[0.1936 0.2019 0.2056 0.2059 0.193 ] +19:41:11,801 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.189525 std=0.2661983694071021 min=-0.6491 max=-0.0038 +19:41:11,801 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, -0.0038), (, -0.0415), (, -0.6491)] +19:41:11,890 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0542 0.0015 0.0166 -0.0043] probs=[0.1794 0.2111 0.2163 0.2182 0.175 ] +19:41:13,107 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.05260000000000001 std=0.011100000000000002 min=-0.0637 max=-0.0415 +19:41:13,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, -0.0415)] +19:41:13,170 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0542 0.0015 0.0166 -0.0046] probs=[0.1952 0.2088 0.1981 0.2011 0.1969] +19:41:14,478 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0637 std=0.0 min=-0.0637 max=-0.0637 +19:41:14,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637)] +19:41:14,522 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0542 0.0015 0.0166 -0.0046] probs=[0.1637 0.2129 0.1578 0.2417 0.2239] +19:41:15,742 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0637 std=0.0 min=-0.0637 max=-0.0637 +19:41:15,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637)] +19:41:15,786 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0542 0.0015 0.0166 -0.0046] probs=[0.1952 0.2088 0.1981 0.2011 0.1969] +19:41:17,129 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0037600000000000008 std=0.008403713464891579 min=-0.0199 max=0.0041 +19:41:17,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0199), (, -0.0005), (, 0.0007), (, 0.0041)] +19:41:17,277 root INFO ContextualMultiArmedBanditAgent - exp=[0.1884 0.3403 0.0743 0.167 0.1789] probs=[0.2003 0.202 0.1874 0.192 0.2183] +19:41:18,516 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006350000000000001 std=0.01329721148712516 min=-0.0254 max=0.0137 +19:41:18,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0137), (, 0.0041), (, -0.0046), (, -0.0254), (, -0.0199), (, -0.006)] +19:41:18,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.1428 0.0626 0.0244 0.0553 0.0713] probs=[0.1965 0.2067 0.1985 0.2006 0.1977] +19:41:19,897 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004599999999999999 std=0.013009458097860955 min=-0.0254 max=0.0137 +19:41:19,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0041), (, -0.006), (, 0.0137), (, -0.0203), (, -0.0012), (, -0.0254), (, 0.0137), (, -0.0046), (, -0.0199)] +19:41:20,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.0849 0.0375 0.0625 0.0226] probs=[0.1931 0.2118 0.2077 0.1994 0.1879] +19:41:21,729 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.003472727272727272 std=0.01289130016075612 min=-0.0254 max=0.0137 +19:41:21,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0203), (, -0.0199), (, -0.006), (, 0.0137), (, 0.0137), (, -0.0254), (, -0.0046), (, 0.0071), (, -0.0012), (, 0.0048)] +19:41:22,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.06 0.1237 0.0759 0.0432 0.0431] probs=[0.1984 0.2138 0.1938 0.2032 0.1908] +19:41:23,269 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.006944444444444444 std=0.010021101193771195 min=-0.0254 max=0.0071 +19:41:23,269 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0071), (, -0.0012), (, -0.0254), (, -0.0134), (, -0.0203), (, -0.0046), (, -0.0046), (, 0.0018)] +19:41:23,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.1327 0.2537 0.0975 0.2156 0.14 ] probs=[0.1854 0.212 0.2068 0.1984 0.1973] +19:41:24,840 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.004275 std=0.005448910441547008 min=-0.0134 max=0.0038 +19:41:24,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.0016), (, -0.0127), (, -0.0134), (, -0.0046), (, -0.0019), (, 0.002), (, -0.0046), (, -0.0083), (, -0.0027), (, -0.0026), (, -0.0134), (, 0.0018), (, 0.0038), (, -0.0069), (, -0.0068)] +19:41:25,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.1364 0.112 0.1551 0.0917] probs=[0.1958 0.2041 0.1993 0.2044 0.1964] +19:41:26,626 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.004643478260869566 std=0.005135115771689851 min=-0.0134 max=0.0038 +19:41:26,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0127), (, 0.0038), (, 0.0016), (, -0.0069), (, -0.0068), (, -0.0134), (, -0.0026), (, 0.0003), (, -0.0027), (, -0.0069), (, -0.0134), (, -0.0023), (, -0.0083), (, -0.0046), (, -0.0046), (, 0.0018), (, 0.002), (, 0.002), (, -0.0069), (, -0.0046), (, -0.002), (, -0.0069), (, -0.0127)] +19:41:27,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.0932 0.1407 0.1608 0.1334 0.0486] probs=[0.1975 0.2056 0.2002 0.2013 0.1953] +19:41:28,701 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.00671764705882353 std=0.004134963588162842 min=-0.0134 max=0.0003 +19:41:28,701 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0127), (, -0.0069), (, -0.0134), (, -0.002), (, 0.0003), (, -0.0023), (, -0.0069), (, -0.0069), (, -0.0134), (, -0.0069), (, -0.0034), (, -0.0068), (, -0.0046), (, -0.0083), (, -0.0046), (, -0.0127), (, -0.0027)] +19:41:29,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.1192 0.0828 0.1265 0.0944] probs=[0.1931 0.2028 0.1968 0.2079 0.1993] +19:41:30,538 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0051428571428571435 std=0.0033521239078944487 min=-0.0127 max=0.001 +19:41:30,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0083), (, -0.0069), (, -0.0027), (, 0.001), (, -0.0068), (, -0.0069), (, -0.0048), (, -0.0069), (, -0.0034), (, -0.0069), (, -0.0023), (, -0.0127), (, -0.001)] +19:41:30,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.115 0.1368 0.1877 0.0825 0.0582] probs=[0.1938 0.2036 0.2027 0.2012 0.1987] +19:41:32,350 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.005335294117647059 std=0.003201459442278417 min=-0.0127 max=0.001 +19:41:32,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0034), (, -0.0023), (, -0.0127), (, -0.0069), (, -0.0069), (, -0.0068), (, -0.0069), (, -0.0023), (, -0.0083), (, -0.0069), (, -0.0027), (, -0.0067), (, -0.001), (, 0.001), (, -0.0083), (, -0.0048)] +19:41:32,836 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.267 0.144 0.1859 0.2218] probs=[0.1915 0.206 0.2023 0.2025 0.1977] +19:41:34,75 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005366666666666667 std=0.0034460927955520223 min=-0.0127 max=0.001 +19:41:34,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0034), (, -0.001), (, -0.0023), (, -0.0083), (, -0.0069), (, -0.0027), (, -0.0069), (, -0.0127), (, -0.0083), (, -0.0023), (, -0.0067), (, -0.0048), (, -0.0069), (, 0.001)] +19:41:34,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.0474 0.061 0.01 0.0097 0.0303] probs=[0.197 0.2058 0.1987 0.2005 0.198 ] +19:41:35,868 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00512 std=0.003565239589892008 min=-0.0127 max=0.001 +19:41:35,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0067), (, -0.0069), (, -0.0027), (, -0.0023), (, -0.0023), (, -0.0047), (, -0.0034), (, -0.0069), (, 0.001), (, -0.0083), (, -0.0127), (, -0.0083), (, -0.0048), (, 0.0005)] +19:41:36,242 root INFO ContextualMultiArmedBanditAgent - exp=[0.113 0.1518 0.0878 0.1322 0.0771] probs=[0.1985 0.203 0.1947 0.1999 0.2039] +19:41:37,755 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=12 avg=-0.004541666666666666 std=0.0037811943292504232 min=-0.0127 max=0.0019 +19:41:37,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0023), (, -0.0083), (, -0.0048), (, -0.0), (, -0.0034), (, -0.0067), (, -0.0013), (, 0.0019), (, 0.0), (, -0.0047), (, -0.0023), (, -0.0016), (, -0.0127)] +19:41:38,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.0559 0.1235 0.0343 0.1325 0.0402] probs=[0.1976 0.2041 0.2122 0.1929 0.1932] +19:41:39,433 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0031933333333333336 std=0.003649925417807267 min=-0.0127 max=0.0019 +19:41:39,433 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0047), (, -0.0), (, -0.0016), (, -0.0008), (, -0.0083), (, 0.0005), (, -0.0023), (, 0.0019), (, -0.0127), (, -0.0023), (, 0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0013), (, -0.0034), (, -0.0001), (, -0.0067), (, -0.0048)] +19:41:39,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.184 0.1538 0.1129 0.1598 0.1776] probs=[0.2026 0.1954 0.1997 0.2004 0.202 ] +19:41:41,573 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0016714285714285713 std=0.0034018402382832037 min=-0.0083 max=0.0084 +19:41:41,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0014), (, 0.0041), (, -0.0016), (, 0.0), (, -0.0), (, -0.0013), (, 0.0006), (, -0.002), (, 0.0), (, -0.0031), (, 0.0), (, 0.0005), (, -0.0021), (, -0.0001), (, 0.0084), (, -0.0033), (, -0.0008), (, -0.0026), (, -0.0048), (, -0.0023), (, -0.0047), (, -0.0083), (, -0.0023), (, -0.0067)] +19:41:42,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.1659 0.12 0.1625 0.1147 0.1623] probs=[0.1945 0.2044 0.1921 0.2011 0.2079] +19:41:43,934 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.001733333333333333 std=0.00390217684465788 min=-0.0085 max=0.0084 +19:41:43,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, 0.0017), (, -0.0026), (, -0.002), (, -0.0033), (, -0.0001), (, -0.0002), (, -0.0083), (, 0.0), (, -0.0008), (, 0.0042), (, -0.0048), (, 0.0), (, 0.0084), (, -0.0016), (, 0.0008), (, 0.0006), (, -0.0023), (, -0.0013), (, 0.0), (, -0.0014), (, -0.0085), (, -0.0085), (, -0.0031)] +19:41:44,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1077 0.0824 0.0771 0.1127] probs=[0.202 0.1979 0.2023 0.1977 0.2001] +19:41:46,150 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=17 avg=-0.001688235294117647 std=0.0021889783684581844 min=-0.0083 max=0.0008 +19:41:46,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0012), (, -0.0083), (, -0.0), (, 0.0008), (, -0.0031), (, -0.0007), (, 0.0003), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0014), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0019), (, -0.0039), (, -0.002), (, -0.0033), (, -0.0), (, 0.0006)] +19:41:47,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.1231 0.218 0.2244 0.18 0.1987] probs=[0.2012 0.2049 0.2016 0.1986 0.1936] +19:41:48,532 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0016652173913043475 std=0.0012592643455094945 min=-0.0039 max=0.0008 +19:41:48,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0), (, -0.0), (, -0.0027), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0012), (, 0.0003), (, 0.0), (, -0.0025), (, -0.0), (, -0.0031), (, -0.0), (, -0.0033), (, -0.0), (, -0.0002), (, -0.002), (, -0.0019), (, -0.0001), (, 0.0008), (, -0.0019), (, -0.0014), (, -0.0031), (, -0.0), (, -0.0039), (, -0.0011), (, 0.0003), (, -0.002), (, -0.0023), (, -0.0031)] +19:41:49,467 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.1134 0.098 0.0636 0.076 ] probs=[0.2011 0.2004 0.2056 0.1922 0.2007] +19:41:51,122 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0013344827586206894 std=0.0014802785996093288 min=-0.0039 max=0.0023 +19:41:51,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0019), (, 0.0007), (, -0.0031), (, -0.0025), (, -0.0039), (, 0.0), (, -0.0005), (, 0.0008), (, -0.0002), (, -0.0019), (, -0.0023), (, -0.0031), (, -0.0), (, -0.0027), (, 0.0), (, -0.0007), (, -0.002), (, -0.0), (, -0.0), (, -0.0031), (, -0.0019), (, -0.002), (, 0.0003), (, 0.0023), (, 0.0001), (, 0.0003), (, -0.0001), (, -0.002), (, -0.0011), (, -0.0033), (, 0.0003), (, -0.0), (, -0.0014), (, -0.0013)] +19:41:52,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.026 0.0968 0.0705 0.0736 0.1007] probs=[0.1977 0.2049 0.2018 0.1984 0.1973] +19:41:53,999 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.001479310344827586 std=0.0011980959924540121 min=-0.0039 max=0.0007 +19:41:54,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0003), (, -0.0039), (, -0.0031), (, -0.0011), (, -0.0005), (, -0.001), (, -0.002), (, 0.0), (, -0.0033), (, -0.0009), (, 0.0007), (, -0.0018), (, -0.0031), (, -0.0023), (, 0.0), (, -0.0006), (, -0.0011), (, -0.0), (, -0.002), (, -0.0019), (, -0.0001), (, -0.0025), (, -0.0014), (, -0.0009), (, -0.0031), (, -0.0012), (, -0.0009), (, -0.0025), (, 0.0003), (, 0.0003), (, 0.0), (, -0.0008), (, 0.0)] +19:41:55,183 root INFO ContextualMultiArmedBanditAgent - exp=[0.1204 0.1132 0.098 0.1102 0.1036] probs=[0.1924 0.2034 0.2001 0.205 0.1991] +19:41:56,967 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0010347826086956524 std=0.0015055285640228973 min=-0.0039 max=0.0014 +19:41:56,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0011), (, 0.0014), (, -0.0025), (, -0.0), (, -0.0019), (, 0.0014), (, -0.0011), (, 0.0), (, -0.0), (, -0.0), (, 0.0012), (, -0.0005), (, -0.0012), (, -0.0), (, -0.002), (, -0.0037), (, 0.0007), (, -0.0033), (, 0.0001), (, -0.002), (, 0.0), (, -0.0039), (, -0.0009), (, 0.0003), (, -0.0009), (, -0.0006), (, 0.0001), (, -0.0009), (, 0.0), (, 0.0)] +19:41:57,897 root INFO ContextualMultiArmedBanditAgent - exp=[0.1038 0.1377 0.1192 0.1256 0.1144] probs=[0.1961 0.2001 0.197 0.2075 0.1993] +19:41:59,573 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.001096153846153846 std=0.0011771807158927736 min=-0.0039 max=0.0007 +19:41:59,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0007), (, 0.0003), (, 0.0), (, -0.0025), (, -0.0), (, -0.0011), (, -0.0009), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0007), (, -0.0012), (, 0.0007), (, -0.0033), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0039), (, -0.0002), (, -0.001), (, -0.0012), (, -0.0), (, -0.0009), (, 0.0002), (, -0.0037), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0013)] +19:42:00,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1058 0.1129 0.0885 0.0836 0.1237] probs=[0.1929 0.2053 0.193 0.2047 0.2041] +19:42:02,364 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00115 std=0.001039471019317037 min=-0.0037 max=0.0003 +19:42:02,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0033), (, 0.0001), (, -0.0), (, -0.0), (, -0.0015), (, -0.0025), (, -0.0), (, -0.0003), (, -0.0012), (, -0.0007), (, -0.0013), (, -0.0006), (, -0.0), (, -0.0037), (, -0.0004), (, -0.0006), (, -0.0009), (, -0.001), (, -0.0009), (, 0.0), (, -0.0), (, 0.0003), (, -0.0005)] +19:42:03,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.126 0.1141 0.111 0.1262 0.1484] probs=[0.1978 0.2116 0.1938 0.1968 0.2 ] +19:42:04,887 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.0005125 std=0.0014515257777019785 min=-0.0037 max=0.0051 +19:42:04,888 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, -0.0002), (, -0.0015), (, 0.0001), (, -0.0009), (, -0.0013), (, -0.0003), (, -0.0004), (, -0.0006), (, -0.0025), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0005), (, -0.0009), (, 0.0051), (, -0.0011), (, -0.0002), (, -0.0037), (, -0.001)] +19:42:05,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.1062 0.1056 0.132 0.0741] probs=[0.1932 0.206 0.2 0.1993 0.2016] +19:42:07,384 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.000625 std=0.0013973508098234623 min=-0.0037 max=0.0051 +19:42:07,384 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0037), (, -0.0004), (, -0.0025), (, -0.0006), (, 0.0051), (, 0.0001), (, -0.0009), (, -0.0025), (, -0.001), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0011), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0009), (, -0.0008), (, 0.0), (, -0.0015), (, -0.0009), (, -0.0), (, 0.0003), (, -0.0008)] +19:42:08,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.1356 0.144 0.1047 0.1673] probs=[0.199 0.1984 0.2029 0.1965 0.2031] +19:42:10,51 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0006105263157894737 std=0.0016901867654016993 min=-0.0037 max=0.0051 +19:42:10,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.001), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0025), (, 0.0051), (, -0.0037), (, -0.0015), (, -0.0025), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0001), (, 0.0008), (, -0.0009), (, 0.0), (, -0.0), (, -0.0012), (, -0.0008), (, -0.0003)] +19:42:10,859 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.1256 0.0901 0.0782 0.0975] probs=[0.2008 0.2031 0.1966 0.1989 0.2007] +19:42:12,431 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0008538461538461537 std=0.0009841946216345818 min=-0.0025 max=0.0008 +19:42:12,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.001), (, 0.0008), (, 0.0), (, -0.0004), (, -0.0012), (, 0.0008), (, -0.0), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0015), (, -0.0004)] +19:42:12,927 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0241 0.0504 0.0535 0.0523 -0.0001] probs=[0.1962 0.1931 0.1892 0.2126 0.2089] +19:42:14,397 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0013545454545454546 std=0.0008814900982929018 min=-0.0025 max=-0.0002 +19:42:14,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0008), (, -0.0008), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0008), (, -0.0007)] +19:42:14,782 root INFO ContextualMultiArmedBanditAgent - exp=[0.1817 0.163 0.0964 0.1836 0.0801] probs=[0.2031 0.1987 0.203 0.1955 0.1997] +19:42:16,310 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0013071428571428572 std=0.0008572916537514155 min=-0.0025 max=0.0001 +19:42:16,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0012), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0016), (, -0.0008), (, 0.0001), (, -0.0008), (, -0.0008), (, -0.0025), (, -0.0025), (, -0.0002)] +19:42:16,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1179 0.1787 0.1379 0.1167 0.1564] probs=[0.1995 0.2131 0.2075 0.1993 0.1806] +19:42:18,235 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.00115 std=0.0006855654600401044 min=-0.0025 max=0.0001 +19:42:18,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0), (, -0.0012), (, -0.0012), (, -0.0008), (, -0.0008), (, -0.0014), (, 0.0001), (, -0.0025)] +19:42:18,536 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.1473 0.1014 0.0756 0.1287] probs=[0.199 0.2025 0.1995 0.1998 0.1993] +19:42:19,870 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0009363636363636363 std=0.0003960549256507629 min=-0.0014 max=0.0001 +19:42:19,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0007), (, -0.0012), (, -0.0009), (, 0.0001), (, -0.0011), (, -0.0007), (, -0.0014), (, -0.0008), (, -0.0012)] +19:42:20,249 root INFO ContextualMultiArmedBanditAgent - exp=[0.1728 0.2338 0.1839 0.2209 0.1626] probs=[0.2051 0.192 0.1998 0.1967 0.2064] +19:42:21,777 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0008599999999999999 std=0.0004409081537009721 min=-0.0014 max=0.0001 +19:42:21,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, 0.0001), (, -0.0007), (, -0.0014), (, -0.0014), (, -0.0007), (, -0.0009), (, -0.0012), (, -0.0011)] +19:42:22,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.1111 0.0868 0.0587 0.1098 0.1527] probs=[0.1973 0.2112 0.1955 0.1985 0.1975] +19:42:23,451 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0010916666666666668 std=0.00040508915342455444 min=-0.0019 max=-0.0004 +19:42:23,452 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0007), (, -0.0009), (, -0.0007), (, -0.0011), (, -0.0012), (, -0.0007), (, -0.0019), (, -0.0014), (, -0.0013)] +19:42:23,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.1534 0.1803 0.3297 0.276 0.3647] probs=[0.2033 0.2008 0.1893 0.198 0.2086] +19:42:25,468 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0011142857142857141 std=0.00048676357249716635 min=-0.0019 max=-0.0004 +19:42:25,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, -0.0007), (, -0.0014), (, -0.0007), (, -0.0013), (, -0.0014), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0009)] +19:42:26,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.0614 0.0856 0.0958 0.0557 0.0836] probs=[0.1943 0.1903 0.2206 0.2007 0.1941] +19:42:27,525 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.0009538461538461536 std=0.0006901676324971677 min=-0.0019 max=0.0007 +19:42:27,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0018), (, -0.0007), (, 0.0007), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0019), (, -0.0013), (, -0.0007), (, -0.0), (, -0.0007), (, -0.0)] +19:42:28,108 root INFO ContextualMultiArmedBanditAgent - exp=[0.0604 0.0534 0.0669 0.054 0.045 ] probs=[0.2088 0.2041 0.1974 0.1964 0.1934] +19:42:29,471 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0009153846153846153 std=0.0007325888277421001 min=-0.0019 max=0.0007 +19:42:29,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, -0.0007), (, -0.0007), (, -0.0014), (, 0.0007), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0), (, 0.0001), (, -0.0013), (, -0.0007), (, -0.0009)] +19:42:30,63 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1336 0.1154 0.0879 0.1075] probs=[0.19 0.2124 0.2026 0.2031 0.1919] +19:42:31,500 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00084375 std=0.0007288421897091303 min=-0.0019 max=0.0007 +19:42:31,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0001), (, -0.0012), (, -0.0007), (, 0.0003), (, -0.0007), (, -0.0007), (, -0.0009), (, 0.0007), (, -0.0018), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0014), (, -0.0013), (, -0.0007), (, -0.0007)] +19:42:32,93 root INFO ContextualMultiArmedBanditAgent - exp=[0.1949 0.2282 0.1857 0.2115 0.2008] probs=[0.1882 0.2195 0.1937 0.1994 0.1992] +19:42:33,566 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0008571428571428572 std=0.000786233594618115 min=-0.0019 max=0.0007 +19:42:33,566 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, 0.0007), (, 0.0003), (, -0.0013), (, -0.0014), (, -0.0007), (, -0.0007), (, 0.0002), (, -0.0007), (, -0.0012), (, -0.0019), (, -0.0007), (, -0.0009)] +19:42:34,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.085 0.0561 0.0734 0.0334] probs=[0.2095 0.1896 0.1948 0.2052 0.2009] +19:42:35,612 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0007666666666666667 std=0.0012036980056845193 min=-0.0035 max=0.0008 +19:42:35,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0035), (, -0.0001), (, -0.0014), (, -0.0009), (, 0.0008), (, 0.0007), (, 0.0002), (, -0.0019), (, 0.0003), (, -0.0007), (, -0.0018)] +19:42:36,111 root INFO ContextualMultiArmedBanditAgent - exp=[0.005 0.014 0.0275 0.0299 0.0605] probs=[0.1986 0.2026 0.1997 0.2049 0.1942] +19:42:37,637 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0008642857142857144 std=0.0013651829510347387 min=-0.0035 max=0.0008 +19:42:37,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0008), (, -0.0019), (, -0.0001), (, 0.0003), (, -0.0006), (, 0.0002), (, -0.0014), (, 0.0008), (, 0.0007), (, 0.0004), (, -0.0009), (, -0.0018)] +19:42:38,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.1504 0.161 0.1063 0.1689 0.1934] probs=[0.1965 0.2067 0.1984 0.1968 0.2017] +19:42:39,405 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0013636363636363635 std=0.0011834254804458943 min=-0.0035 max=0.0003 +19:42:39,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0008), (, -0.0019), (, 0.0003), (, -0.0009), (, -0.0035), (, -0.0008), (, -0.0014), (, -0.0006), (, -0.0001), (, -0.0018)] +19:42:39,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0689 0.086 0.0137 0.1744 0.0918] probs=[0.199 0.2025 0.1995 0.1998 0.1993] +19:42:41,123 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00106 std=0.001103207444983339 min=-0.0035 max=0.0008 +19:42:41,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0008), (, -0.0008), (, -0.001), (, -0.0008), (, -0.0008), (, -0.0019), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0035), (, -0.0011), (, -0.0006), (, 0.0008), (, -0.0009)] +19:42:41,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.1198 0.1389 0.0976 0.1004 0.1177] probs=[0.1943 0.2134 0.2049 0.1977 0.1897] +19:42:43,148 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0008052631578947369 std=0.000906975125412127 min=-0.0035 max=0.0008 +19:42:43,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0008), (, -0.0035), (, -0.0024), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0008), (, -0.0008), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0006), (, 0.0008), (, -0.0008), (, -0.001)] +19:42:43,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.1491 0.0763 0.1082 0.0976] probs=[0.2002 0.2043 0.1991 0.1986 0.1978] +19:42:45,706 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0010705882352941177 std=0.0009040853069343251 min=-0.0035 max=0.0006 +19:42:45,706 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0013), (, 0.0006), (, -0.0008), (, -0.0006), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0008), (, -0.0008), (, -0.0024), (, -0.0035), (, -0.0008), (, -0.0005), (, -0.0)] +19:42:46,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.2453 0.2812 0.2762 0.1952 0.2193] probs=[0.2057 0.2039 0.2029 0.1957 0.1919] +19:42:48,46 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.001052941176470588 std=0.0011837714639628433 min=-0.0035 max=0.0006 +19:42:48,46 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0003), (, -0.0008), (, 0.0004), (, -0.0013), (, -0.0035), (, -0.0), (, -0.0008), (, -0.0024), (, -0.0013), (, -0.0001), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0024), (, -0.0008), (, -0.0011), (, 0.0006)] +19:42:48,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.1874 0.1269 0.1393 0.1917 0.1454] probs=[0.2077 0.2008 0.1899 0.2047 0.1969] +19:42:50,249 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=11 avg=-0.0012545454545454546 std=0.0011641334165679842 min=-0.0035 max=0.0006 +19:42:50,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0015), (, -0.0), (, 0.0006), (, -0.0024), (, -0.0013), (, -0.0024), (, -0.0035), (, -0.0003), (, -0.0013), (, -0.001), (, -0.0011), (, -0.0), (, 0.0004)] +19:42:50,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.1748 0.0854 0.1737 0.1942 0.1471] probs=[0.196 0.2096 0.1929 0.198 0.2036] +19:42:52,324 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=9 avg=-0.0010333333333333332 std=0.0011215069227507148 min=-0.0024 max=0.0011 +19:42:52,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0013), (, 0.0006), (, -0.0024), (, -0.0013), (, -0.001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0024), (, -0.0015), (, 0.0011)] +19:42:52,850 root INFO ContextualMultiArmedBanditAgent - exp=[0.0728 0.0889 0.0879 0.1114 0.0478] probs=[0.2068 0.1931 0.1986 0.1969 0.2046] +19:42:54,494 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0007692307692307691 std=0.001043208523579365 min=-0.0024 max=0.0009 +19:42:54,494 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0013), (, -0.0015), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0013), (, -0.0007), (, 0.0004), (, 0.0004), (, 0.0009), (, -0.0024), (, -0.0024)] +19:42:55,184 root INFO ContextualMultiArmedBanditAgent - exp=[0.0819 0.148 0.0873 0.092 0.1277] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +19:42:56,824 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0006363636363636363 std=0.0011687388130900507 min=-0.0024 max=0.0011 +19:42:56,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0024), (, -0.0013), (, -0.0024), (, 0.0009), (, -0.0013), (, 0.0011), (, -0.0013), (, 0.0006), (, -0.0), (, -0.0001), (, -0.0007)] +19:42:57,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1085 0.2241 0.1341 0.1489 0.1507] probs=[0.1971 0.2044 0.1974 0.2092 0.1919] +19:42:58,996 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.0011444444444444442 std=0.0008354787198714426 min=-0.0024 max=-0.0001 +19:42:58,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0024), (, -0.0001), (, -0.0009), (, -0.0007), (, -0.0), (, 0.0), (, -0.0024), (, -0.0019), (, -0.0009), (, -0.0009)] +19:42:59,482 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0145 -0.0002 0.0013 -0.001 ] probs=[0.2006 0.1997 0.1977 0.2028 0.1993] +19:43:01,17 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0009799999999999998 std=0.000581033561853358 min=-0.0019 max=-0.0001 +19:43:01,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0019), (, -0.0013), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0009)] +19:43:01,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.0929 0.1141 0.1446 0.1181] probs=[0.1887 0.2093 0.1986 0.2041 0.1993] +19:43:03,35 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0008818181818181819 std=0.0005005781781067711 min=-0.0019 max=-0.0001 +19:43:03,35 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0019), (, -0.0009), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0009), (, -0.0005), (, -0.0009)] +19:43:03,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1513 0.1139 0.0327 0.0567] probs=[0.2025 0.2029 0.1971 0.2017 0.1958] +19:43:04,878 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.000707142857142857 std=0.0006064702156322102 min=-0.0019 max=0.0004 +19:43:04,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0001), (, -0.0019), (, 0.0002), (, -0.0), (, 0.0004)] +19:43:05,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1627 0.2132 0.115 0.1699 0.2038] probs=[0.1851 0.2123 0.1985 0.2068 0.1973] +19:43:06,966 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0005733333333333335 std=0.0007084882183604435 min=-0.0019 max=0.001 +19:43:06,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0019), (, -0.001), (, -0.0009), (, -0.0009), (, 0.0004), (, 0.0002), (, 0.001), (, -0.0013), (, -0.0005), (, -0.0008), (, -0.0001), (, -0.0009)] +19:43:07,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0297 0.0596 0.0121 0.0424 0.0462] probs=[0.1997 0.2092 0.2052 0.2023 0.1836] +19:43:09,202 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00049375 std=0.0007611412073327787 min=-0.0019 max=0.001 +19:43:09,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, 0.0001), (, -0.0008), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0004), (, 0.0002), (, 0.001), (, -0.0005), (, -0.0019), (, -0.0009), (, 0.0007), (, -0.0013), (, -0.0), (, -0.001)] +19:43:10,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.1204 0.1315 0.0754 0.091 ] probs=[0.1998 0.1959 0.1967 0.2035 0.204 ] +19:43:11,752 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0009099999999999999 std=0.0005048762224545734 min=-0.0019 max=0.0002 +19:43:11,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0), (, -0.0019), (, -0.0005), (, -0.0009), (, -0.0009), (, 0.0002), (, -0.001), (, -0.0013), (, -0.0009)] +19:43:12,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.1771 0.0541 0.1251 0.1048 0.2391] probs=[0.2036 0.2009 0.1983 0.2034 0.1937] +19:43:14,222 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:43:14,223 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.2780352941176471 std=0.43621799722990157 min=-0.0514 max=1.2166 +19:43:14,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1061), (, 0.0893), (, 1.2166), (, 0.1368), (, -0.0086), (, 1.2036), (, 0.1368), (, 0.1207), (, 0.0636), (, 0.157), (, 1.2166), (, -0.0084), (, 0.1211), (, 0.1368), (, 0.0437), (, 0.0463), (, -0.0514)] +19:43:14,607 root INFO ContextualMultiArmedBanditAgent - exp=[0.222 0.1611 0.1826 0.1527 0.1212] probs=[0.193 0.2051 0.1977 0.2032 0.2009] +19:43:15,902 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.07477142857142857 std=0.06784573287530878 min=-0.0514 max=0.157 +19:43:15,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0514), (, 0.1211), (, 0.1368), (, 0.0893), (, 0.157), (, -0.0086), (, 0.0636), (, 0.1368), (, 0.1061), (, 0.1368), (, -0.0514), (, 0.0463), (, 0.0437), (, 0.1207)] +19:43:16,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.035 0.1441 0.0373 0.0711 0.1172] probs=[0.1955 0.2104 0.1907 0.1987 0.2048] +19:43:17,669 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.054909090909090914 std=0.08432207146137474 min=-0.1368 max=0.1368 +19:43:17,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1368), (, -0.0086), (, 0.1061), (, 0.1211), (, 0.1368), (, 0.0893), (, -0.0514), (, 0.0437), (, 0.1207), (, 0.0463), (, -0.1368)] +19:43:17,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.1191 0.2487 0.0718 0.1744 0.0554] probs=[0.196 0.206 0.1986 0.1985 0.2009] +19:43:19,185 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.029328571428571426 std=0.07525529339304625 min=-0.1368 max=0.0463 +19:43:19,185 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0086), (, -0.1368), (, -0.0514), (, 0.0383), (, -0.1368), (, 0.0463), (, 0.0437)] +19:43:19,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0315 0.1538 0.0297 0.0286 0.0492] probs=[0.1852 0.2195 0.1873 0.2163 0.1918] +19:43:20,584 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0634 std=0.06883826455298439 min=-0.1368 max=0.0518 +19:43:20,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1368), (, -0.0986), (, -0.1368), (, -0.0514), (, 0.0518), (, -0.0086)] +19:43:20,749 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0108 0.0475 0.0012 0.0145 -0.004 ] probs=[0.1847 0.2104 0.2181 0.19 0.1968] +19:43:22,3 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03541428571428571 std=0.04927794141605432 min=-0.0986 max=0.0518 +19:43:22,3 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0086), (, -0.0986), (, 0.0518), (, -0.0514), (, -0.0173), (, -0.0252)] +19:43:22,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.2616 0.2558 0.1371 0.3153 0.1625] probs=[0.1958 0.2078 0.1982 0.201 0.1972] +19:43:23,464 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.058219999999999994 std=0.03484929841474574 min=-0.0986 max=-0.0173 +19:43:23,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0986), (, -0.0252), (, -0.0514), (, -0.0173)] +19:43:23,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.3155 0.1897 0.29 0.0886 0.0302] probs=[0.1953 0.2087 0.198 0.2012 0.1969] +19:43:25,224 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.07413333333333333 std=0.034601091826061726 min=-0.0986 max=-0.0252 +19:43:25,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0986), (, -0.0252)] +19:43:25,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.388 0.1916 0.3853 0.3976 0.2997] probs=[0.2011 0.2263 0.1743 0.2176 0.1806] +19:43:26,788 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0421 std=0.04101227458538073 min=-0.0986 max=-0.0025 +19:43:26,788 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0252), (, -0.0025), (, -0.0986)] +19:43:26,856 root INFO ContextualMultiArmedBanditAgent - exp=[0.3331 0.4912 0.2643 0.3059 0.5101] probs=[0.1965 0.2066 0.1985 0.2007 0.1977] +19:43:27,935 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.050449999999999995 std=0.04815 min=-0.0986 max=-0.0023 +19:43:27,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0023)] +19:43:28,35 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0128 0.0537 0.0014 0.0171 -0.0046] probs=[0.1952 0.2087 0.198 0.2012 0.1969] +19:43:29,231 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.05035 std=0.04825 min=-0.0986 max=-0.0021 +19:43:29,232 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0021)] +19:43:29,282 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0128 0.0537 0.0014 0.0171 -0.0046] probs=[0.2138 0.1726 0.1882 0.1903 0.2351] +19:43:30,515 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.016516666666666666 std=0.036750483745871365 min=-0.0986 max=0.0032 +19:43:30,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0001), (, -0.0021), (, -0.0986), (, 0.0032), (, 0.0004)] +19:43:30,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.2174 0.1603 0.2699 0.2478 0.1348] probs=[0.2075 0.2134 0.2004 0.1924 0.1863] +19:43:31,898 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.012233333333333332 std=0.031103018788821407 min=-0.0986 max=0.0098 +19:43:31,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0098), (, -0.0019), (, 0.0004), (, -0.0021), (, -0.0098), (, -0.0986), (, -0.0001), (, 0.0032)] +19:43:32,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.0233 0.1414 0.0403 0.0773 0.0682] probs=[0.1991 0.2105 0.1936 0.2012 0.1956] +19:43:33,325 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.011453846153846155 std=0.02563181962941361 min=-0.0986 max=0.0028 +19:43:33,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0019), (, 0.0028), (, 0.0004), (, -0.0021), (, -0.011), (, 0.0004), (, -0.0098), (, -0.0001), (, -0.0086), (, -0.0098), (, 0.0004), (, -0.0986)] +19:43:33,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.0833 0.1147 0.0955 0.1223] probs=[0.1981 0.2065 0.1964 0.1971 0.2018] +19:43:34,791 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.004085714285714285 std=0.005396276115838343 min=-0.011 max=0.0028 +19:43:34,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0028), (, -0.0001), (, -0.011), (, -0.0098), (, 0.0025), (, -0.0076), (, -0.0098), (, -0.0086), (, -0.0076), (, 0.0004), (, 0.0004), (, 0.0018), (, 0.0004)] +19:43:35,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.052 0.1016 0.0294 0.0752 0.058 ] probs=[0.1967 0.2038 0.1991 0.2037 0.1967] +19:43:36,428 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.003045 std=0.0069488470266656464 min=-0.0147 max=0.011 +19:43:36,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0001), (, 0.0028), (, -0.0076), (, -0.0076), (, -0.0147), (, -0.011), (, 0.0004), (, -0.0086), (, -0.0047), (, 0.0004), (, 0.0046), (, -0.0056), (, 0.0098), (, -0.0098), (, 0.011), (, 0.0004), (, -0.0098), (, 0.0025), (, -0.0023)] +19:43:36,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.0976 0.1532 0.1494 0.0846] probs=[0.1987 0.2054 0.1987 0.1983 0.1989] +19:43:38,351 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.004465384615384616 std=0.0056085060610367886 min=-0.0147 max=0.0046 +19:43:38,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, 0.0025), (, -0.0047), (, 0.001), (, -0.0098), (, 0.0028), (, -0.0076), (, -0.0024), (, 0.0046), (, 0.0012), (, 0.0004), (, -0.0052), (, 0.0004), (, -0.0147), (, 0.0028), (, -0.0094), (, -0.0098), (, -0.0001), (, -0.011), (, 0.0004), (, -0.0076), (, -0.0023), (, -0.0056), (, -0.0098), (, -0.0083), (, -0.0092)] +19:43:38,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.1972 0.164 0.2075 0.1816] probs=[0.1991 0.1999 0.2011 0.1989 0.201 ] +19:43:40,356 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.003061538461538462 std=0.006573728418899262 min=-0.0147 max=0.0089 +19:43:40,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0098), (, -0.0047), (, -0.011), (, -0.0094), (, 0.0089), (, -0.0024), (, -0.0092), (, 0.0073), (, 0.0012), (, 0.0002), (, -0.0001), (, 0.0025), (, -0.0076), (, -0.0083), (, 0.0067), (, -0.0056), (, -0.0098), (, 0.0046), (, 0.001), (, -0.0), (, -0.0023), (, -0.0028), (, -0.0052), (, -0.0147), (, 0.0028), (, 0.0028)] +19:43:40,979 root INFO ContextualMultiArmedBanditAgent - exp=[0.0957 0.1956 0.0614 0.1083 0.1069] probs=[0.198 0.1943 0.2057 0.1955 0.2065] +19:43:42,546 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.003918518518518519 std=0.007354013116409552 min=-0.0147 max=0.019 +19:43:42,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, 0.0028), (, -0.0147), (, -0.0025), (, -0.0047), (, -0.0049), (, 0.0), (, -0.0001), (, 0.0025), (, -0.0098), (, -0.0028), (, -0.0056), (, 0.0024), (, 0.0002), (, -0.0023), (, 0.0012), (, 0.019), (, -0.011), (, -0.0083), (, -0.0122), (, -0.0094), (, -0.0092), (, 0.0089), (, -0.0056), (, 0.001), (, -0.0), (, -0.011), (, -0.0052), (, -0.0098)] +19:43:43,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.1406 0.2096 0.1249 0.1616 0.122 ] probs=[0.203 0.2038 0.1996 0.1926 0.2011] +19:43:44,929 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.005957692307692308 std=0.004916625881554503 min=-0.0147 max=0.0024 +19:43:44,929 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0083), (, -0.0001), (, -0.0049), (, -0.0098), (, -0.0049), (, -0.0094), (, -0.0), (, -0.0056), (, 0.0002), (, -0.0092), (, -0.005), (, -0.0052), (, -0.0003), (, 0.0024), (, 0.0013), (, -0.0047), (, -0.0025), (, -0.011), (, -0.0121), (, -0.0147), (, -0.0122), (, 0.0), (, -0.0028), (, -0.011), (, -0.0056), (, 0.0012), (, -0.006)] +19:43:45,587 root INFO ContextualMultiArmedBanditAgent - exp=[0.0488 0.0773 0.0834 0.0794 0.0542] probs=[0.2004 0.2078 0.1976 0.1964 0.1978] +19:43:47,86 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.005096153846153847 std=0.0053509510850682325 min=-0.0147 max=0.0024 +19:43:47,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0003), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0098), (, 0.0024), (, -0.0013), (, -0.0028), (, -0.0047), (, -0.0034), (, -0.0025), (, -0.0094), (, 0.0024), (, -0.0049), (, -0.0049), (, 0.0012), (, -0.011), (, -0.0147), (, -0.005), (, 0.0021), (, -0.006), (, 0.0013), (, -0.0122), (, -0.0092), (, 0.0), (, -0.011), (, -0.0121)] +19:43:47,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.0547 0.056 0.0466 0.0776 0.0612] probs=[0.1971 0.2022 0.2026 0.1966 0.2015] +19:43:49,217 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.003788 std=0.0052064821136733 min=-0.0147 max=0.0029 +19:43:49,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0122), (, -0.0003), (, -0.0031), (, -0.0018), (, -0.011), (, -0.0013), (, -0.0049), (, 0.0021), (, 0.0012), (, -0.006), (, 0.0), (, -0.0034), (, 0.0012), (, -0.0147), (, -0.0), (, -0.0003), (, 0.0004), (, -0.003), (, -0.005), (, -0.0), (, 0.0), (, -0.0042), (, 0.0029), (, 0.0003), (, 0.0024), (, -0.0047), (, -0.0121), (, -0.0025)] +19:43:49,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.0914 0.1137 0.1053 0.0951 0.094 ] probs=[0.2059 0.1994 0.1971 0.1996 0.198 ] +19:43:51,475 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.0039 std=0.00480130190677487 min=-0.0147 max=0.003 +19:43:51,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0045), (, 0.0029), (, -0.0121), (, -0.0042), (, -0.002), (, -0.0034), (, 0.0022), (, -0.0), (, 0.0021), (, -0.0042), (, -0.0031), (, -0.0003), (, -0.0013), (, -0.003), (, -0.003), (, -0.0122), (, -0.0147), (, -0.011), (, -0.0047), (, -0.006), (, 0.0012), (, -0.0019), (, 0.0004), (, -0.005), (, -0.007), (, 0.003), (, -0.0029), (, 0.0003), (, -0.0018), (, -0.0), (, -0.0003), (, -0.0087), (, 0.0), (, -0.0049)] +19:43:52,363 root INFO ContextualMultiArmedBanditAgent - exp=[0.1321 0.1166 0.1332 0.1713 0.1284] probs=[0.2037 0.204 0.1932 0.2046 0.1944] +19:43:53,841 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.0037571428571428573 std=0.004574918310857628 min=-0.0147 max=0.003 +19:43:53,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0017), (, -0.0018), (, 0.003), (, -0.011), (, -0.003), (, -0.007), (, -0.0034), (, 0.0), (, -0.0), (, -0.0121), (, -0.0019), (, 0.0008), (, -0.003), (, -0.0058), (, 0.0004), (, -0.0037), (, -0.0019), (, -0.0003), (, -0.0147), (, 0.0022), (, 0.0021), (, -0.0002), (, -0.0002), (, -0.0087), (, -0.0001), (, -0.0042), (, -0.0047), (, -0.003), (, -0.006), (, 0.0), (, -0.0029), (, -0.0122), (, -0.0013), (, -0.0045), (, -0.0042), (, -0.0031), (, 0.0013)] +19:43:54,876 root INFO ContextualMultiArmedBanditAgent - exp=[0.1718 0.1888 0.208 0.1858 0.1913] probs=[0.1955 0.2032 0.1993 0.2018 0.2002] +19:43:56,801 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.0037250000000000004 std=0.004368362311635138 min=-0.0147 max=0.0022 +19:43:56,802 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0019), (, -0.0), (, -0.0022), (, -0.0003), (, -0.007), (, -0.0019), (, -0.001), (, -0.0121), (, 0.0015), (, -0.006), (, -0.0002), (, -0.003), (, 0.0), (, -0.0017), (, -0.0122), (, -0.0), (, -0.003), (, -0.0019), (, -0.0147), (, 0.0022), (, -0.0037), (, -0.0019), (, -0.0087), (, 0.0008), (, -0.0058), (, -0.011), (, -0.0031), (, -0.0029), (, 0.0013), (, -0.0002)] +19:43:57,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.1208 0.0996 0.0641 0.1008] probs=[0.1958 0.2039 0.1974 0.2031 0.1998] +19:43:59,201 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.003442307692307692 std=0.004246281004227571 min=-0.0147 max=0.0027 +19:43:59,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0004), (, -0.0), (, 0.0008), (, -0.0002), (, 0.0027), (, -0.0058), (, -0.0037), (, 0.0013), (, -0.007), (, -0.001), (, -0.003), (, -0.0003), (, -0.0), (, -0.0031), (, -0.0029), (, -0.0022), (, -0.0147), (, -0.0122), (, -0.0087), (, -0.0019), (, -0.003), (, -0.0024), (, -0.0019), (, -0.006), (, -0.011), (, 0.0015), (, -0.0015)] +19:43:59,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.1048 0.0854 0.1266 0.1074 0.1071] probs=[0.1962 0.2038 0.1958 0.2018 0.2023] +19:44:01,499 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0023739130434782606 std=0.004060329542344878 min=-0.0147 max=0.0027 +19:44:01,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.003), (, -0.0028), (, 0.0008), (, -0.0031), (, -0.0024), (, 0.0013), (, -0.0022), (, 0.0027), (, 0.0), (, -0.0014), (, -0.0015), (, -0.0019), (, -0.0031), (, -0.0003), (, 0.0004), (, -0.003), (, -0.0147), (, -0.0058), (, 0.0025), (, 0.001), (, -0.0037), (, 0.0015), (, -0.0122)] +19:44:02,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.0597 0.1302 0.098 0.152 0.1521] probs=[0.1905 0.2035 0.2015 0.2037 0.2008] +19:44:03,452 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.002445 std=0.00419004474916438 min=-0.0147 max=0.0015 +19:44:03,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.001), (, -0.0037), (, -0.0122), (, -0.003), (, -0.0001), (, -0.0), (, -0.0058), (, -0.0026), (, -0.0014), (, 0.0013), (, -0.0015), (, 0.0007), (, -0.0031), (, -0.0001), (, 0.0003), (, -0.0147), (, 0.0013), (, 0.0015), (, -0.0028), (, -0.0003)] +19:44:04,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.0097 0.0463 0.0272 0.0181 0.0058] probs=[0.1936 0.2045 0.2036 0.1996 0.1987] +19:44:05,227 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.001972727272727273 std=0.004025507513817562 min=-0.0147 max=0.0021 +19:44:05,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, -0.0015), (, -0.0003), (, -0.0001), (, -0.0122), (, -0.0), (, -0.0058), (, -0.0026), (, -0.0147), (, -0.0009), (, 0.0013), (, -0.0013), (, -0.0001), (, -0.0005), (, 0.0015), (, -0.0014), (, 0.0021), (, 0.001), (, -0.0017), (, 0.0003), (, -0.0015), (, -0.0012)] +19:44:05,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.0833 0.0776 0.069 0.0847] probs=[0.1931 0.2063 0.2059 0.1966 0.1982] +19:44:07,330 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.0013421052631578945 std=0.0035609454376572943 min=-0.0147 max=0.0021 +19:44:07,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0015), (, 0.0013), (, 0.0003), (, 0.0021), (, -0.0), (, -0.0036), (, -0.0147), (, 0.0015), (, -0.0015), (, -0.001), (, -0.0037), (, -0.0015), (, 0.0007), (, -0.001), (, 0.0001), (, -0.0001), (, 0.001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0037)] +19:44:07,892 root INFO ContextualMultiArmedBanditAgent - exp=[0.1797 0.1656 0.1262 0.1274 0.1989] probs=[0.1955 0.2013 0.1959 0.2049 0.2024] +19:44:09,293 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.0011157894736842106 std=0.0037574155672685915 min=-0.0147 max=0.0022 +19:44:09,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, 0.0006), (, -0.0015), (, 0.0022), (, -0.0037), (, -0.0), (, -0.0037), (, 0.0001), (, 0.0015), (, 0.0014), (, 0.0005), (, -0.0), (, -0.0), (, -0.0), (, 0.0021), (, 0.001), (, -0.0147), (, -0.0036), (, 0.0013), (, -0.0001), (, 0.0007), (, -0.0015)] +19:44:09,874 root INFO ContextualMultiArmedBanditAgent - exp=[0.1281 0.1424 0.1469 0.1052 0.1025] probs=[0.2065 0.2008 0.2038 0.1935 0.1955] +19:44:11,417 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0002666666666666667 std=0.001733846078007567 min=-0.0037 max=0.0018 +19:44:11,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, 0.0013), (, -0.0037), (, -0.0006), (, -0.0), (, -0.0), (, -0.0036), (, -0.0015), (, -0.0037), (, 0.0005), (, -0.0006), (, 0.001), (, 0.0018), (, 0.0015), (, -0.001), (, -0.0015), (, 0.0), (, -0.0002), (, 0.0015), (, -0.0015), (, 0.0013), (, 0.0015), (, -0.0037), (, -0.0001), (, 0.0017), (, 0.0006), (, 0.0009), (, 0.0007), (, 0.0015), (, -0.0021), (, -0.0), (, -0.0), (, 0.0014), (, -0.0014)] +19:44:12,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.0994 0.1653 0.1478 0.1321 0.1812] probs=[0.2034 0.2103 0.1949 0.1959 0.1955] +19:44:13,900 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0007772727272727275 std=0.0015415257548586604 min=-0.0037 max=0.0014 +19:44:13,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.001), (, 0.0), (, -0.0015), (, -0.0), (, -0.0), (, 0.0006), (, 0.0005), (, 0.0009), (, -0.0015), (, -0.0037), (, -0.001), (, 0.0007), (, -0.0021), (, -0.0), (, -0.0015), (, 0.0014), (, -0.0012), (, -0.0), (, -0.0006), (, -0.0), (, -0.0002), (, 0.0013), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0037), (, -0.0014), (, -0.0037)] +19:44:14,738 root INFO ContextualMultiArmedBanditAgent - exp=[0.0568 0.0995 0.075 0.0949 0.0865] probs=[0.2012 0.2059 0.2003 0.198 0.1946] +19:44:16,193 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0006666666666666666 std=0.0012661183023539135 min=-0.0037 max=0.0016 +19:44:16,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, 0.0016), (, -0.0), (, 0.0005), (, -0.0015), (, 0.0006), (, -0.0), (, -0.0006), (, 0.0007), (, 0.0009), (, -0.0), (, 0.0001), (, -0.0001), (, -0.001), (, -0.0012), (, -0.0001), (, -0.0009), (, -0.0015), (, -0.0001), (, -0.0001), (, -0.0037), (, -0.0015), (, -0.0037), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0021), (, -0.0001), (, 0.0)] +19:44:17,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1429 0.1589 0.1377 0.1708] probs=[0.1985 0.2053 0.2032 0.1958 0.1973] +19:44:18,515 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.001048 std=0.001541977950555714 min=-0.0067 max=0.0016 +19:44:18,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0015), (, -0.0021), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0067), (, 0.0016), (, -0.0009), (, -0.0022), (, -0.0015), (, -0.0012), (, 0.0008), (, -0.0011), (, -0.001), (, 0.0001), (, -0.0015), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0037), (, -0.0001), (, -0.0001)] +19:44:19,266 root INFO ContextualMultiArmedBanditAgent - exp=[0.0827 0.0735 0.1206 0.0722 0.1088] probs=[0.2019 0.1985 0.1986 0.2001 0.2008] +19:44:20,815 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.00135 std=0.0018431265243100878 min=-0.0067 max=0.0015 +19:44:20,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0021), (, -0.0008), (, -0.0001), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0021), (, -0.0001), (, -0.0014), (, -0.001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0022), (, -0.0), (, 0.0015), (, -0.0067), (, -0.0001), (, -0.0015), (, 0.0008), (, -0.0037), (, 0.0), (, -0.0011)] +19:44:21,738 root INFO ContextualMultiArmedBanditAgent - exp=[0.0991 0.1104 0.0995 0.1126 0.0712] probs=[0.2013 0.2003 0.2089 0.1911 0.1984] +19:44:23,251 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.0010279999999999998 std=0.0020537809036019396 min=-0.0067 max=0.0037 +19:44:23,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0037), (, 0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0067), (, 0.0015), (, -0.0011), (, 0.0), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0014), (, -0.0021), (, -0.001), (, 0.0007), (, -0.0007), (, -0.0009), (, -0.0001), (, -0.0021), (, -0.0001), (, -0.0022), (, 0.0), (, 0.0), (, -0.0014), (, -0.0012), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0)] +19:44:24,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0737 0.0779 0.0678 0.1075] probs=[0.1934 0.2052 0.2036 0.1972 0.2006] +19:44:25,730 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0009964285714285713 std=0.001953839104148026 min=-0.0067 max=0.0037 +19:44:25,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0021), (, -0.0001), (, -0.0009), (, -0.0021), (, 0.0), (, -0.0008), (, -0.0014), (, -0.0001), (, -0.0067), (, -0.0), (, 0.0004), (, 0.0), (, -0.0022), (, 0.0037), (, -0.0), (, -0.0), (, -0.0001), (, 0.0007), (, -0.0009), (, -0.0007), (, 0.0), (, -0.0011), (, -0.001), (, 0.0), (, -0.0012), (, 0.0015), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0013), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0009), (, -0.0009)] +19:44:26,761 root INFO ContextualMultiArmedBanditAgent - exp=[0.1208 0.1304 0.0927 0.1042 0.0642] probs=[0.1991 0.2061 0.2025 0.1968 0.1956] +19:44:28,323 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=29 avg=-0.0009655172413793102 std=0.0019192807313066019 min=-0.0067 max=0.0037 +19:44:28,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0021), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0), (, 0.0037), (, -0.0009), (, -0.0002), (, -0.0009), (, -0.0021), (, -0.0013), (, -0.0014), (, -0.0009), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0005), (, 0.0004), (, -0.0), (, -0.0067), (, 0.0007), (, 0.0), (, -0.0), (, 0.0015), (, -0.0008), (, 0.0), (, -0.001), (, -0.0), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0008)] +19:44:29,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.1098 0.1364 0.0661 0.1391 0.1303] probs=[0.1985 0.2012 0.1955 0.2047 0.2001] +19:44:30,933 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0009535714285714285 std=0.0019509122669841888 min=-0.0067 max=0.0037 +19:44:30,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0022), (, 0.0007), (, -0.0009), (, -0.001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0015), (, -0.0009), (, 0.0006), (, -0.0008), (, -0.0007), (, -0.0), (, -0.0016), (, -0.0067), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0014), (, 0.0037), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0013), (, 0.0), (, -0.0)] +19:44:31,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.0744 0.0852 0.1267 0.0748] probs=[0.2009 0.2004 0.201 0.1994 0.1983] +19:44:33,505 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0008966666666666668 std=0.0018212602474355192 min=-0.0067 max=0.0025 +19:44:33,505 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, 0.0025), (, -0.0021), (, -0.0014), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0), (, 0.0), (, 0.0015), (, -0.0008), (, -0.0016), (, -0.0067), (, -0.0022), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0014), (, -0.0), (, 0.0006), (, -0.0013), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0003), (, 0.0002), (, -0.0007), (, -0.0009), (, -0.0007), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0), (, -0.0001), (, 0.0007)] +19:44:34,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.1535 0.1755 0.1783 0.1412 0.1534] probs=[0.1936 0.2007 0.2052 0.2008 0.1997] +19:44:36,290 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0008931034482758621 std=0.0018455783196944097 min=-0.0067 max=0.0025 +19:44:36,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0013), (, -0.0017), (, -0.0007), (, 0.0002), (, -0.0003), (, -0.0067), (, -0.0), (, -0.0016), (, -0.0), (, -0.0003), (, 0.0025), (, -0.0007), (, 0.0005), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0021), (, -0.0014), (, 0.0004), (, -0.0022), (, -0.0013), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0015)] +19:44:37,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.0749 0.0787 0.0559 0.0779 0.0281] probs=[0.2032 0.2004 0.1964 0.2019 0.1981] +19:44:39,74 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.000717391304347826 std=0.00168797593582503 min=-0.0067 max=0.0025 +19:44:39,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0067), (, -0.0), (, 0.0015), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0017), (, -0.0003), (, -0.0), (, -0.0021), (, -0.0013), (, -0.0004), (, -0.0), (, -0.0017), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0019), (, 0.0025), (, -0.0016), (, 0.0), (, -0.0007), (, -0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0008)] +19:44:40,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1324 0.1525 0.0639 0.0956 0.1306] probs=[0.1995 0.1973 0.2039 0.2037 0.1956] +19:44:41,771 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0008 std=0.0015474318901151853 min=-0.0067 max=0.0019 +19:44:41,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0003), (, -0.0016), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0017), (, 0.0), (, 0.0015), (, -0.0002), (, 0.0019), (, -0.0008), (, -0.0007), (, -0.0), (, 0.0), (, -0.0002), (, -0.0017), (, -0.0005), (, -0.0067), (, -0.0003), (, -0.0009)] +19:44:42,631 root INFO ContextualMultiArmedBanditAgent - exp=[0.0497 0.0863 0.0857 0.0919 0.1237] probs=[0.1978 0.1973 0.201 0.2024 0.2015] +19:44:44,438 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.000725925925925926 std=0.0014392880422580833 min=-0.0067 max=0.0019 +19:44:44,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0003), (, -0.0016), (, -0.0004), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0017), (, -0.0017), (, -0.0067), (, -0.0007), (, -0.0), (, 0.0004), (, 0.0015), (, -0.0008), (, -0.0), (, -0.0016), (, -0.0001), (, -0.0009), (, 0.0019), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0005)] +19:44:45,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1782 0.1031 0.1697 0.0964] probs=[0.1949 0.2069 0.1971 0.2051 0.1961] +19:44:47,166 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0009038461538461537 std=0.0015663482197653656 min=-0.0067 max=0.0019 +19:44:47,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0017), (, -0.0005), (, 0.0004), (, -0.0), (, 0.0015), (, -0.0067), (, -0.0001), (, -0.0004), (, -0.0017), (, -0.0), (, -0.001), (, -0.0009), (, 0.0), (, -0.0018), (, -0.0003), (, -0.0002), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0019), (, -0.0), (, -0.0016), (, -0.0035), (, 0.0019), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005)] +19:44:48,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1327 0.1306 0.106 0.1303 0.159 ] probs=[0.2022 0.2001 0.1925 0.21 0.1952] +19:44:49,796 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=22 avg=-0.0013272727272727273 std=0.0015641383972078158 min=-0.0067 max=0.001 +19:44:49,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0019), (, 0.001), (, -0.0067), (, 0.0), (, -0.0017), (, -0.0014), (, -0.0016), (, -0.0005), (, -0.0035), (, -0.0), (, -0.0016), (, -0.0017), (, -0.0003), (, -0.001), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0017), (, -0.0001), (, -0.0005)] +19:44:50,793 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.0709 0.0734 0.1129 0.0902] probs=[0.2036 0.1941 0.1986 0.1992 0.2046] +19:44:52,641 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0015041666666666667 std=0.0014584464241864433 min=-0.0067 max=-0.0001 +19:44:52,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0), (, -0.0017), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0016), (, -0.0067), (, -0.0013), (, -0.0031), (, -0.0006), (, -0.001), (, -0.0), (, -0.0017), (, -0.0001), (, 0.0), (, -0.0035), (, 0.0), (, -0.0017), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0014), (, -0.0), (, -0.0), (, -0.0016), (, -0.0016), (, -0.0019)] +19:44:53,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0429 0.0523 0.0663 0.0627 0.0404] probs=[0.1991 0.2033 0.2001 0.1976 0.1999] +19:44:55,293 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0017000000000000001 std=0.0014625483304997544 min=-0.0067 max=-0.0001 +19:44:55,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0006), (, -0.0067), (, -0.0), (, -0.0005), (, -0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0016), (, -0.0017), (, -0.0035), (, -0.0031), (, 0.0), (, -0.0009), (, -0.0017), (, -0.0014), (, -0.001), (, -0.0005), (, -0.0019), (, -0.0004), (, -0.0016), (, -0.0017), (, -0.0013), (, -0.0004), (, -0.0001), (, 0.0)] +19:44:56,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.1292 0.111 0.1158 0.1559] probs=[0.2078 0.1959 0.1934 0.2095 0.1935] +19:44:57,864 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0010608695652173914 std=0.0014484591904727684 min=-0.0035 max=0.0038 +19:44:57,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0017), (, -0.0013), (, -0.0017), (, 0.0005), (, -0.0005), (, -0.0016), (, -0.0016), (, -0.0013), (, -0.0), (, 0.0038), (, 0.0), (, -0.001), (, -0.0019), (, -0.0004), (, -0.0), (, -0.0016), (, -0.0031), (, 0.0), (, -0.0035), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0014), (, -0.0004), (, -0.0001)] +19:44:58,747 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.0602 0.1155 0.0608 0.1015] probs=[0.1944 0.1946 0.2 0.2123 0.1987] +19:45:00,327 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0007518518518518521 std=0.0014250069188578936 min=-0.0035 max=0.0038 +19:45:00,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0005), (, -0.0031), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0), (, -0.0017), (, -0.0035), (, -0.0001), (, 0.0), (, 0.0), (, 0.0001), (, -0.0013), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0004), (, -0.0005), (, -0.0016), (, 0.0005), (, 0.0038), (, 0.0012), (, -0.001), (, -0.0014), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0005), (, -0.0016), (, -0.0004)] +19:45:01,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.0906 0.0669 0.0647 0.0706 0.0557] probs=[0.1965 0.2012 0.2018 0.201 0.1996] +19:45:02,917 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0007846153846153846 std=0.0012113858267710478 min=-0.0035 max=0.0012 +19:45:02,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0014), (, 0.0004), (, -0.0031), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0013), (, 0.0), (, 0.0005), (, -0.0021), (, 0.0012), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0005), (, 0.0), (, -0.0035), (, 0.0005), (, -0.0005), (, -0.0008), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0005), (, 0.0005), (, 0.0005), (, -0.001), (, -0.0), (, -0.0013), (, 0.0001)] +19:45:03,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.1004 0.1064 0.0517 0.0998 0.0795] probs=[0.1955 0.2 0.1979 0.2089 0.1976] +19:45:05,421 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0008952380952380953 std=0.0012613206195156805 min=-0.0035 max=0.0012 +19:45:05,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0013), (, -0.0021), (, -0.0005), (, -0.0005), (, -0.0009), (, -0.0005), (, -0.0008), (, 0.0004), (, -0.001), (, -0.0005), (, -0.0), (, 0.0005), (, 0.0005), (, -0.0002), (, 0.0), (, 0.0005), (, 0.0012), (, -0.0), (, 0.0), (, -0.0035), (, 0.0), (, -0.0013), (, -0.0013), (, -0.0031), (, -0.0009), (, -0.0)] +19:45:06,305 root INFO ContextualMultiArmedBanditAgent - exp=[0.0639 0.0531 0.0698 0.0892 0.0567] probs=[0.1957 0.1996 0.2039 0.2007 0.2002] +19:45:07,984 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0011095238095238094 std=0.0010747778339220853 min=-0.0035 max=0.0005 +19:45:07,984 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0005), (, 0.0004), (, -0.0013), (, -0.0009), (, -0.0031), (, -0.001), (, -0.0016), (, -0.0009), (, -0.0013), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0), (, 0.0), (, -0.0014), (, 0.0), (, -0.0035), (, -0.0013), (, -0.0005), (, -0.0013), (, -0.0008), (, 0.0005)] +19:45:08,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0932 0.1136 0.1501 0.1946 0.0918] probs=[0.1938 0.203 0.2032 0.2026 0.1974] +19:45:10,444 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0009280000000000001 std=0.001064526185680747 min=-0.0035 max=0.0013 +19:45:10,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0013), (, 0.0006), (, -0.0001), (, -0.0013), (, -0.0005), (, -0.0027), (, -0.0008), (, -0.0014), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0016), (, -0.0035), (, 0.0005), (, -0.0005), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0), (, -0.0005), (, -0.0031), (, -0.0001), (, -0.0002), (, 0.0013)] +19:45:11,409 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0627 0.0926 0.0755 0.0726] probs=[0.203 0.2003 0.1969 0.1986 0.2013] +19:45:13,138 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.0009869565217391304 std=0.0011015026684236507 min=-0.0035 max=0.0013 +19:45:13,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0035), (, -0.0006), (, -0.0031), (, 0.0013), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0016), (, 0.0008), (, -0.0001), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0008), (, -0.0014), (, -0.0013), (, -0.0027), (, 0.0006), (, -0.0005), (, 0.0), (, -0.0013), (, -0.0013)] +19:45:14,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.0796 0.1193 0.0867 0.1103] probs=[0.2085 0.2019 0.1952 0.1976 0.1969] +19:45:16,80 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0010600000000000002 std=0.0008862279616441811 min=-0.0035 max=0.0008 +19:45:16,80 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0013), (, -0.0001), (, -0.0014), (, -0.0013), (, -0.0035), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0008), (, 0.0), (, -0.0013), (, -0.0027), (, 0.0), (, 0.0), (, -0.0005), (, -0.0016), (, 0.0)] +19:45:16,956 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.1091 0.0821 0.0372 0.0717] probs=[0.1975 0.2039 0.1948 0.2104 0.1935] +19:45:18,493 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.001155 std=0.0008834449615001492 min=-0.0035 max=-0.0001 +19:45:18,493 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0005), (, -0.0006), (, -0.0014), (, -0.0035), (, -0.0013), (, -0.0005), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0), (, -0.0029), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0027), (, -0.0009), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0013), (, 0.0)] +19:45:19,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.1469 0.127 0.1778 0.122 0.0984] probs=[0.2104 0.1924 0.2008 0.1998 0.1966] +19:45:20,630 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0011904761904761904 std=0.0009908653081811454 min=-0.0035 max=-0.0001 +19:45:20,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0029), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0031), (, -0.0013), (, -0.0014), (, 0.0), (, -0.0027), (, -0.0005), (, -0.0035), (, -0.0), (, -0.0005)] +19:45:21,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1637 0.1432 0.1811 0.1958] probs=[0.1944 0.2161 0.1974 0.2004 0.1917] +19:45:23,67 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0010083333333333333 std=0.0011870540098168332 min=-0.0035 max=0.0014 +19:45:23,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0029), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0014), (, -0.0), (, -0.0009), (, -0.0014), (, -0.0005), (, -0.0005), (, -0.0035), (, -0.0008), (, 0.0003), (, -0.0005), (, -0.0005), (, -0.0027), (, -0.001), (, -0.0), (, 0.0), (, -0.0031)] +19:45:24,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.1033 0.0995 0.1399 0.1292] probs=[0.1951 0.2006 0.1982 0.2059 0.2001] +19:45:25,560 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.001088888888888889 std=0.0012329829332072065 min=-0.0035 max=0.0014 +19:45:25,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0035), (, -0.0003), (, -0.0011), (, 0.0004), (, -0.0033), (, -0.0), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0016), (, 0.0), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0014), (, -0.0005), (, -0.0005), (, -0.0029), (, 0.0014), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0031), (, 0.0), (, -0.001), (, -0.0), (, 0.0003), (, -0.0007), (, -0.0027), (, -0.0031), (, -0.0003), (, -0.0014), (, 0.0)] +19:45:26,635 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.0552 0.092 0.0717 0.0577] probs=[0.2013 0.1944 0.1993 0.1997 0.2052] +19:45:28,372 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.0012 std=0.0012935738607954836 min=-0.0035 max=0.0014 +19:45:28,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, 0.0), (, -0.001), (, -0.0016), (, -0.0001), (, -0.0), (, -0.0), (, -0.0005), (, 0.0014), (, -0.0002), (, 0.0), (, -0.0031), (, -0.0014), (, -0.0), (, -0.0), (, 0.0003), (, 0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0031), (, -0.0029), (, -0.0012), (, -0.0011), (, -0.0014), (, 0.0), (, -0.0027), (, -0.0035), (, -0.0002), (, 0.0004), (, -0.0014), (, -0.0033), (, -0.0007), (, -0.0007)] +19:45:29,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.176 0.0737 0.1359 0.0911] probs=[0.1955 0.2101 0.1986 0.1948 0.2011] +19:45:31,205 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00114 std=0.0011345483682946268 min=-0.0033 max=0.0014 +19:45:31,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0027), (, -0.0033), (, 0.0014), (, -0.0), (, 0.0), (, -0.0), (, -0.0029), (, -0.0014), (, 0.0), (, -0.0), (, -0.0016), (, -0.0012), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0), (, -0.0), (, -0.0009), (, -0.0014), (, 0.0001), (, -0.0002), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0031), (, -0.001), (, -0.0002), (, -0.0004), (, -0.0031)] +19:45:32,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0888 0.1385 0.1226 0.1456 0.1107] probs=[0.2056 0.1999 0.1975 0.1964 0.2006] +19:45:34,323 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.0008708333333333334 std=0.0013896879645765407 min=-0.0033 max=0.0021 +19:45:34,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0014), (, -0.0004), (, -0.0002), (, -0.0031), (, -0.0015), (, -0.0014), (, -0.0014), (, -0.0009), (, 0.0002), (, -0.0), (, -0.0), (, -0.0033), (, -0.001), (, -0.0029), (, -0.0), (, 0.0017), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0031), (, 0.0), (, -0.0012), (, -0.0), (, -0.0009), (, -0.0), (, -0.0016), (, 0.0021), (, -0.0007), (, -0.0), (, 0.0014), (, -0.0), (, 0.0), (, 0.0003), (, -0.0)] +19:45:35,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.176 0.2198 0.2185 0.1891 0.2369] probs=[0.1937 0.2067 0.2002 0.1968 0.2026] +19:45:37,155 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0009999999999999998 std=0.001127154022516972 min=-0.0033 max=0.0017 +19:45:37,156 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0015), (, -0.0005), (, -0.0012), (, -0.0031), (, -0.0), (, -0.0009), (, 0.0017), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0), (, -0.001), (, 0.0), (, -0.0004), (, -0.0033), (, -0.0), (, -0.0031), (, -0.0006), (, -0.0016), (, -0.001), (, -0.0007), (, -0.0), (, -0.0), (, 0.0), (, 0.0002), (, 0.0003), (, -0.0), (, -0.0014)] +19:45:38,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.0668 0.0839 0.0842 0.0997] probs=[0.2041 0.2003 0.2032 0.1923 0.2002] +19:45:39,715 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.0010076923076923077 std=0.0010003549665851606 min=-0.0033 max=0.0017 +19:45:39,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0015), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0007), (, -0.0), (, -0.0015), (, 0.0), (, -0.0), (, -0.0007), (, -0.0014), (, 0.0002), (, -0.0007), (, -0.0006), (, 0.0), (, -0.0016), (, 0.0017), (, -0.0007), (, -0.0004), (, -0.0033), (, -0.0031), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0009), (, -0.0013), (, -0.0), (, -0.0007), (, -0.001), (, -0.001), (, -0.0031)] +19:45:40,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1387 0.1377 0.1199 0.1161 0.0881] probs=[0.1914 0.2033 0.2002 0.203 0.2021] +19:45:42,620 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=20 avg=-0.0007300000000000001 std=0.0011450327506233172 min=-0.0033 max=0.0017 +19:45:42,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0017), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0015), (, -0.0), (, -0.001), (, 0.0004), (, -0.0033), (, -0.0009), (, -0.0031), (, -0.0006), (, -0.001), (, 0.0), (, -0.0), (, 0.0002), (, 0.001), (, -0.0005)] +19:45:43,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0889 0.1211 0.106 0.0849] probs=[0.2009 0.2012 0.1976 0.2031 0.1973] +19:45:45,137 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=18 avg=-0.0010500000000000002 std=0.001394134538382545 min=-0.0048 max=0.001 +19:45:45,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0007), (, -0.0007), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0048), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, 0.0005), (, 0.0), (, -0.0), (, -0.0033), (, 0.001), (, -0.0), (, -0.0), (, -0.0015), (, -0.001), (, -0.0002), (, -0.0), (, -0.0009), (, -0.001), (, 0.0), (, -0.0031), (, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0), (, 0.0)] +19:45:46,366 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1105 0.0754 0.0694 0.1027] probs=[0.1999 0.1975 0.1986 0.2001 0.2039] +19:45:48,134 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=22 avg=-0.0012136363636363638 std=0.0014489166656962127 min=-0.0048 max=0.001 +19:45:48,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0009), (, -0.0048), (, -0.0002), (, -0.0024), (, -0.0), (, 0.0002), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0), (, -0.0002), (, -0.001), (, 0.0), (, 0.0), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0007), (, -0.0009), (, -0.0), (, 0.0), (, -0.0009), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.001), (, -0.0009), (, -0.0033), (, 0.001), (, -0.0), (, -0.0022), (, 0.0), (, -0.0)] +19:45:49,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.0421 0.0087 0.0387 0.0248] probs=[0.1906 0.2062 0.2068 0.1962 0.2003] +19:45:51,116 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0009461538461538461 std=0.0013336562725284344 min=-0.0048 max=0.001 +19:45:51,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0024), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0022), (, 0.001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0003), (, 0.0), (, -0.0048), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0009), (, -0.0007), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0006), (, 0.0), (, -0.001), (, 0.0), (, -0.001), (, 0.0001), (, -0.0007)] +19:45:52,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0563 0.0661 0.0768 0.0499 0.0516] probs=[0.2004 0.1985 0.2017 0.1943 0.2051] +19:45:54,169 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=27 avg=-0.0008814814814814815 std=0.001314600921569127 min=-0.0048 max=0.001 +19:45:54,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0003), (, -0.0009), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0), (, -0.001), (, 0.0), (, 0.001), (, -0.0009), (, -0.0003), (, -0.0015), (, -0.0), (, -0.0007), (, -0.0), (, -0.001), (, -0.0009), (, -0.0002), (, -0.0022), (, -0.0048), (, 0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.0024), (, -0.0007), (, 0.0001), (, 0.0), (, 0.0)] +19:45:55,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.1752 0.1495 0.1105 0.1314 0.147 ] probs=[0.1966 0.2059 0.1964 0.2039 0.1973] +19:45:57,502 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0007900000000000001 std=0.001319179037634139 min=-0.0048 max=0.0011 +19:45:57,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0048), (, -0.0007), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0015), (, -0.0022), (, -0.0001), (, 0.0011), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0001), (, -0.0007), (, -0.0), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0009), (, 0.0001), (, 0.0003), (, -0.0004), (, -0.0024), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0006)] +19:45:59,78 root INFO ContextualMultiArmedBanditAgent - exp=[0.0874 0.0898 0.1083 0.1033 0.1139] probs=[0.2019 0.2096 0.1954 0.1951 0.198 ] +19:46:00,943 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0007576923076923075 std=0.001413716617486055 min=-0.0048 max=0.0011 +19:46:00,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0015), (, -0.0006), (, -0.0), (, 0.0), (, -0.0022), (, -0.0001), (, -0.0006), (, -0.0002), (, 0.0001), (, 0.0001), (, 0.0002), (, -0.0022), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0007), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0024), (, 0.0011), (, -0.0048), (, 0.0003)] +19:46:02,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.1665 0.1923 0.1134 0.1395 0.1527] probs=[0.1972 0.1959 0.2006 0.2083 0.198 ] +19:46:04,113 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0008130434782608697 std=0.0014356650777604593 min=-0.0048 max=0.0011 +19:46:04,113 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0006), (, -0.0048), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0011), (, -0.0024), (, -0.0002), (, -0.0001), (, -0.0022), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0007), (, 0.0001), (, 0.0002)] +19:46:05,421 root INFO ContextualMultiArmedBanditAgent - exp=[0.0649 0.0685 0.0847 0.0692 0.0845] probs=[0.2025 0.1975 0.2049 0.198 0.197 ] +19:46:07,27 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.000672 std=0.001416903666450193 min=-0.0048 max=0.0011 +19:46:07,27 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0001), (, -0.0003), (, 0.0011), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0004), (, -0.0008), (, 0.0), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0024), (, -0.0007), (, 0.0005), (, -0.0001), (, -0.0008), (, -0.0048), (, 0.0001), (, -0.0022), (, -0.0006), (, -0.0004), (, 0.0004)] +19:46:08,57 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0495 0.0399 0.0497 0.0581] probs=[0.1956 0.2078 0.2019 0.1969 0.1977] +19:46:09,830 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0006124999999999999 std=0.0014791079800564482 min=-0.0048 max=0.0011 +19:46:09,830 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0009), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0004), (, -0.0008), (, 0.0005), (, 0.0011), (, -0.0022), (, 0.0001), (, 0.0004), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0024), (, -0.0048), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0001)] +19:46:10,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.1131 0.125 0.1027 0.0658 0.0795] probs=[0.1981 0.2083 0.2003 0.1972 0.1961] +19:46:12,215 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.000518181818181818 std=0.0016383573712816925 min=-0.0048 max=0.0019 +19:46:12,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0048), (, -0.0024), (, -0.0001), (, -0.0008), (, 0.0001), (, 0.0011), (, -0.0005), (, 0.0001), (, -0.0001), (, 0.0019), (, -0.0022), (, 0.0001), (, 0.0009), (, 0.0005), (, 0.0006), (, 0.0002), (, -0.0004), (, 0.0004), (, -0.0001), (, -0.0008), (, -0.0003)] +19:46:13,11 root INFO ContextualMultiArmedBanditAgent - exp=[0.0294 0.0895 0.0427 0.0466 0.0856] probs=[0.197 0.2043 0.1911 0.1966 0.211 ] +19:46:14,651 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0007117647058823529 std=0.0017421698279279666 min=-0.0048 max=0.0011 +19:46:14,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0005), (, 0.0002), (, -0.0024), (, 0.0), (, 0.0004), (, 0.0005), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0011), (, -0.0002), (, 0.0009), (, -0.0022), (, -0.0048), (, 0.0001)] +19:46:15,426 root INFO ContextualMultiArmedBanditAgent - exp=[0.0844 0.0787 0.0897 0.0973 0.051 ] probs=[0.2042 0.2059 0.2017 0.1945 0.1937] +19:46:16,872 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0006058823529411764 std=0.0016902734161825083 min=-0.0048 max=0.0011 +19:46:16,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, -0.0001), (, -0.0048), (, 0.0002), (, 0.0005), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0003), (, 0.0005), (, -0.0006), (, -0.0008), (, 0.0), (, 0.0004), (, -0.0001), (, 0.0009), (, -0.0022)] +19:46:17,576 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1289 0.0286 0.06 0.079 ] probs=[0.1976 0.1967 0.2007 0.2091 0.196 ] +19:46:18,921 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0004181818181818182 std=0.001551725246191935 min=-0.0048 max=0.0011 +19:46:18,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, 0.0005), (, 0.0008), (, 0.0005), (, 0.0002), (, 0.0001), (, 0.0005), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0006), (, -0.0002), (, 0.0009), (, 0.0002), (, -0.0008), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0022), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0003), (, -0.0048)] +19:46:19,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.1273 0.1452 0.1071 0.1511] probs=[0.201 0.2028 0.1972 0.1968 0.2021] +19:46:21,255 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0005619047619047619 std=0.0011382845030910875 min=-0.0048 max=0.0006 +19:46:21,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0022), (, -0.0006), (, -0.0008), (, 0.0001), (, -0.0048), (, 0.0006), (, -0.0001), (, 0.0005), (, 0.0), (, 0.0), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0002), (, -0.0005), (, 0.0004)] +19:46:22,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.136 0.1403 0.0682 0.1139 0.1309] probs=[0.1942 0.201 0.1969 0.1999 0.2081] +19:46:23,569 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0005933333333333333 std=0.001230429012806328 min=-0.0048 max=0.0006 +19:46:23,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0006), (, 0.0004), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0005), (, 0.0002), (, -0.0008), (, -0.0008), (, -0.0002), (, 0.0006), (, -0.0008), (, 0.0), (, -0.0003), (, -0.0048)] +19:46:24,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.1282 0.1102 0.13 0.1378 0.0757] probs=[0.1983 0.2017 0.2004 0.1947 0.2049] +19:46:25,768 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=11 avg=-0.0009272727272727272 std=0.001263538256492392 min=-0.0048 max=0.0002 +19:46:25,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0006), (, -0.0008), (, -0.0002), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0), (, -0.0048), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0)] +19:46:26,565 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.0999 0.1119 0.1014 0.1488] probs=[0.1923 0.2086 0.1989 0.2097 0.1904] +19:46:28,154 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=12 avg=-0.00065 std=0.0013573871960498223 min=-0.0048 max=0.0008 +19:46:28,154 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0008), (, -0.0005), (, 0.0004), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0048), (, 0.0), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0008), (, 0.0008), (, -0.0008), (, 0.0)] +19:46:28,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.0977 0.1151 0.02 0.1035 0.0355] probs=[0.2107 0.2074 0.1863 0.1948 0.2009] +19:46:30,365 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=11 avg=-0.0007727272727272728 std=0.0013301339024125005 min=-0.0048 max=0.0002 +19:46:30,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0002), (, -0.0), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0048), (, -0.0), (, -0.0), (, 0.0), (, 0.0002), (, -0.0006), (, 0.0), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0008)] +19:46:31,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1593 0.1883 0.1408 0.1805] probs=[0.2069 0.2031 0.1954 0.2014 0.1932] +19:46:32,619 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=12 avg=-0.0007583333333333332 std=0.0012744007306268394 min=-0.0048 max=0.0002 +19:46:32,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0048), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0008), (, 0.0), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0006), (, 0.0002), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0)] +19:46:33,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1427 0.1089 0.1458 0.0781] probs=[0.1968 0.2045 0.1966 0.2032 0.1989] +19:46:36,68 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:46:36,69 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.22483333333333333 std=0.3432146671950046 min=-0.0602 max=1.2147 +19:46:36,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0127), (, -0.0602), (, -0.0044), (, 0.1799), (, 0.0188), (, 0.3006), (, 1.0501), (, 0.0453), (, 0.1566), (, 0.2747), (, 0.1388), (, 0.1306), (, 0.0366), (, -0.0334), (, 0.0465), (, 0.4053), (, 0.1338), (, 1.2147)] +19:46:36,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1648 0.2409 0.1254 0.089 0.088 ] probs=[0.1924 0.2101 0.189 0.2058 0.2028] +19:46:37,900 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.0794235294117647 std=0.1697613221708358 min=-0.3762 max=0.4053 +19:46:37,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0602), (, 0.1338), (, -0.0334), (, 0.4053), (, 0.2747), (, 0.1306), (, 0.0127), (, 0.1566), (, 0.0366), (, 0.0465), (, -0.0602), (, 0.0453), (, 0.1388), (, -0.3762), (, 0.0188), (, 0.3006), (, 0.1799)] +19:46:38,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.1615 0.1978 0.1142 0.1978 0.2966] probs=[0.187 0.1986 0.2179 0.2022 0.1943] +19:46:39,487 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.05365 std=0.14526810175977686 min=-0.3762 max=0.3006 +19:46:39,487 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0485), (, -0.0334), (, 0.0465), (, 0.1338), (, 0.1388), (, -0.3762), (, 0.0366), (, 0.0453), (, 0.0188), (, 0.1566), (, 0.1306), (, 0.3006), (, 0.1799), (, -0.0602), (, 0.2747), (, 0.0046), (, 0.0045), (, 0.0127)] +19:46:39,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.0903 0.1893 0.2355 0.0866 0.1275] probs=[0.191 0.2082 0.2091 0.1993 0.1925] +19:46:41,212 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.03963 std=0.11670260536937467 min=-0.3762 max=0.0453 +19:46:41,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0127), (, -0.3762), (, -0.0412), (, -0.0032), (, 0.0366), (, 0.0453), (, -0.0602), (, 0.0045), (, 0.0188), (, -0.0334)] +19:46:41,459 root INFO ContextualMultiArmedBanditAgent - exp=[0.0107 0.1127 0.0615 0.0567 0.0896] probs=[0.2008 0.2003 0.1968 0.198 0.2041] +19:46:42,763 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.030524999999999993 std=0.026791918091096052 min=-0.0602 max=0.0127 +19:46:42,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0334), (, -0.0602), (, -0.0412), (, 0.0127)] +19:46:42,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.3475 0.4973 0.2354 0.4006 0.2941] probs=[0.2105 0.1914 0.1984 0.1813 0.2184] +19:46:44,43 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0226 std=0.027901194717550475 min=-0.0602 max=0.0231 +19:46:44,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.011), (, -0.048), (, -0.0602), (, 0.0231), (, -0.0334)] +19:46:44,228 root INFO ContextualMultiArmedBanditAgent - exp=[0.257 0.1909 0.163 0.2283 0.2808] probs=[0.2212 0.1904 0.1895 0.1846 0.2143] +19:46:45,636 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.028819999999999995 std=0.030769101384343352 min=-0.0602 max=0.0231 +19:46:45,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, -0.0602), (, -0.011), (, -0.048), (, 0.0231)] +19:46:45,779 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.0608 0.0018 0.0257 -0.0045] probs=[0.2039 0.1995 0.1797 0.2196 0.1973] +19:46:46,998 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010441666666666663 std=0.022299718172110506 min=-0.048 max=0.0231 +19:46:46,999 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, 0.0015), (, -0.048), (, -0.0231), (, -0.0158), (, 0.0012), (, 0.0231), (, -0.0231), (, -0.0213), (, 0.0015), (, 0.0126), (, 0.0141)] +19:46:47,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.2649 0.2206 0.2291 0.2501 0.2056] probs=[0.2005 0.1991 0.1929 0.211 0.1965] +19:46:48,606 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.011286666666666667 std=0.0195860789564652 min=-0.048 max=0.0141 +19:46:48,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, 0.0141), (, -0.0232), (, 0.0015), (, -0.0231), (, -0.0148), (, -0.005), (, 0.0123), (, -0.0231), (, 0.0015), (, -0.0213), (, 0.0083), (, 0.0126), (, -0.048), (, -0.0131)] +19:46:48,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.1688 0.0824 0.0856 0.0148] probs=[0.1913 0.2117 0.2023 0.1974 0.1973] +19:46:50,160 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.009377777777777778 std=0.013621084781223702 min=-0.048 max=0.0123 +19:46:50,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0148), (, 0.0015), (, -0.007), (, -0.0232), (, -0.0231), (, -0.048), (, 0.0015), (, 0.0006), (, 0.0007), (, 0.0006), (, 0.0123), (, -0.0148), (, -0.005), (, 0.0001), (, -0.0131), (, -0.0009), (, -0.0231), (, -0.0131)] +19:46:50,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0931 0.0491 0.0627 0.0313] probs=[0.2035 0.1932 0.1947 0.2054 0.2032] +19:46:51,986 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.00850952380952381 std=0.011059574811507804 min=-0.048 max=0.0007 +19:46:51,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0148), (, -0.048), (, -0.0011), (, 0.0007), (, -0.0015), (, -0.0148), (, -0.0131), (, 0.0), (, -0.0076), (, -0.007), (, -0.0008), (, -0.0232), (, -0.0132), (, -0.0015), (, -0.0122), (, -0.005), (, 0.0006), (, -0.0007), (, -0.0011), (, 0.0001), (, -0.0014), (, -0.0131)] +19:46:52,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.0248 0.0888 0.0202 0.038 0.0172] probs=[0.1922 0.2045 0.1944 0.2078 0.2011] +19:46:54,40 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.006059999999999999 std=0.010662082348209471 min=-0.048 max=0.011 +19:46:54,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.003), (, -0.0148), (, -0.0014), (, -0.0131), (, -0.0022), (, -0.0076), (, -0.0008), (, 0.0007), (, 0.011), (, -0.0006), (, -0.007), (, -0.0011), (, -0.007), (, -0.0122), (, -0.0015), (, -0.0131), (, -0.005), (, 0.0001), (, -0.0132), (, -0.0011), (, 0.0011), (, -0.048), (, -0.0156)] +19:46:54,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.1289 0.1319 0.1303 0.1296 0.1746] probs=[0.1947 0.1989 0.1907 0.207 0.2088] +19:46:56,78 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.007160000000000001 std=0.0109947896751143 min=-0.048 max=0.0055 +19:46:56,78 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0022), (, -0.0156), (, -0.0005), (, -0.048), (, -0.0131), (, 0.0055), (, -0.0), (, -0.0148), (, -0.0132), (, -0.0007), (, -0.007), (, -0.0014), (, -0.0022), (, -0.0122), (, -0.0022), (, -0.003), (, 0.0007), (, -0.005), (, 0.0001), (, -0.007)] +19:46:56,640 root INFO ContextualMultiArmedBanditAgent - exp=[0.0304 0.0912 0.0925 0.0728 0.0459] probs=[0.1907 0.2062 0.195 0.2085 0.1996] +19:46:58,217 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00719375 std=0.012003357277757752 min=-0.048 max=0.0014 +19:46:58,217 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0022), (, -0.0007), (, -0.0148), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0007), (, -0.001), (, 0.0014), (, -0.0132), (, -0.0156), (, 0.0001), (, -0.0005), (, -0.0131), (, -0.048), (, -0.0018)] +19:46:58,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.0408 0.1641 0.1567 0.1839 0.0606] probs=[0.188 0.2045 0.2006 0.2085 0.1984] +19:46:59,984 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.006677777777777779 std=0.01142558316311618 min=-0.048 max=0.0014 +19:46:59,984 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0014), (, -0.0002), (, -0.001), (, -0.0018), (, -0.0148), (, -0.048), (, -0.0007), (, -0.0132), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0018), (, 0.0014), (, -0.0131), (, -0.0007), (, -0.0005), (, -0.0045), (, -0.0156)] +19:47:00,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.0583 0.1086 0.1136 0.1269 0.044 ] probs=[0.2017 0.2102 0.1898 0.2023 0.196 ] +19:47:01,940 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.004236842105263159 std=0.005374913514732933 min=-0.0156 max=0.0014 +19:47:01,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0007), (, 0.0007), (, -0.0132), (, -0.0018), (, -0.0014), (, -0.0005), (, -0.0148), (, -0.0156), (, 0.0), (, -0.0035), (, -0.0002), (, -0.0), (, -0.0022), (, -0.0007), (, -0.0131), (, -0.001), (, -0.0035), (, 0.0014), (, -0.0014)] +19:47:02,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.1194 0.1682 0.1684 0.1985 0.1814] probs=[0.1987 0.2046 0.1944 0.2097 0.1926] +19:47:03,863 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0033799999999999998 std=0.005013741118167152 min=-0.0156 max=0.0026 +19:47:03,863 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0131), (, -0.0007), (, -0.0018), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0016), (, -0.0022), (, -0.0035), (, -0.0), (, 0.0026), (, -0.001), (, -0.0132), (, 0.0014), (, 0.0012), (, -0.0014), (, -0.0014), (, -0.0048), (, -0.0156), (, -0.0036), (, -0.0019), (, -0.0035), (, -0.0148), (, -0.0005), (, 0.0007)] +19:47:04,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.0753 0.1468 0.1393 0.0896 0.1139] probs=[0.2006 0.2031 0.2026 0.1993 0.1944] +19:47:06,5 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.003520833333333333 std=0.004552012299216932 min=-0.0156 max=0.0014 +19:47:06,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0014), (, -0.0), (, -0.0035), (, -0.0019), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0022), (, -0.0156), (, -0.0131), (, -0.0036), (, -0.0048), (, -0.0014), (, -0.0017), (, -0.0018), (, -0.0053), (, 0.0007), (, 0.0014), (, 0.0012), (, -0.0148), (, -0.0035), (, -0.0048), (, -0.0011), (, -0.0014)] +19:47:06,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.2246 0.1592 0.1522 0.1481] probs=[0.199 0.2095 0.1959 0.196 0.1996] +19:47:08,86 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0027580645161290325 std=0.0037979429231428125 min=-0.0156 max=0.0014 +19:47:08,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0035), (, 0.0012), (, -0.0014), (, 0.0007), (, -0.0014), (, -0.0018), (, -0.0026), (, -0.0156), (, -0.0002), (, 0.0014), (, 0.001), (, -0.0007), (, -0.0035), (, -0.0014), (, -0.0025), (, -0.0053), (, -0.0002), (, -0.0026), (, -0.0148), (, -0.0001), (, -0.0048), (, -0.0048), (, -0.0026), (, -0.0014), (, -0.0019), (, 0.0014), (, -0.0048), (, -0.0035), (, -0.0036), (, -0.0014)] +19:47:08,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.0798 0.1274 0.0497 0.1023 0.0886] probs=[0.1985 0.2059 0.1964 0.1974 0.2017] +19:47:10,212 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0018068965517241376 std=0.0016540297780087982 min=-0.0048 max=0.0012 +19:47:10,213 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0035), (, -0.0014), (, 0.0007), (, -0.0035), (, -0.0014), (, -0.0026), (, -0.0026), (, -0.0048), (, -0.0018), (, -0.0026), (, -0.0001), (, -0.0014), (, -0.0001), (, 0.0007), (, -0.0048), (, -0.0019), (, -0.0035), (, -0.0007), (, -0.0013), (, -0.0036), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0026), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0048)] +19:47:10,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.167 0.1569 0.2325 0.1911] probs=[0.1925 0.2083 0.1986 0.1985 0.2022] +19:47:12,298 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0020208333333333332 std=0.0017809124923913457 min=-0.0059 max=0.0012 +19:47:12,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0017), (, -0.0036), (, -0.0002), (, 0.0012), (, -0.0048), (, -0.0035), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0014), (, -0.0019), (, -0.0026), (, -0.0002), (, -0.0011), (, -0.0026), (, -0.0001), (, -0.0048), (, -0.0007), (, -0.0014), (, -0.0059), (, -0.0016), (, -0.0048), (, -0.0001)] +19:47:12,858 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.1812 0.0773 0.1264 0.1238] probs=[0.1916 0.2083 0.1941 0.2075 0.1984] +19:47:14,176 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00206 std=0.0026567649500849715 min=-0.0059 max=0.0063 +19:47:14,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0013), (, -0.0048), (, -0.0011), (, -0.0026), (, -0.0048), (, -0.0019), (, -0.0026), (, -0.0016), (, -0.0036), (, -0.0041), (, -0.0059), (, -0.0002), (, -0.0014), (, 0.0004), (, 0.0063), (, 0.0012), (, -0.0041), (, -0.0048), (, -0.0017)] +19:47:14,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.0218 0.1589 0.0685 0.1141 0.0441] probs=[0.1881 0.2079 0.1973 0.2082 0.1986] +19:47:16,37 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0028157894736842107 std=0.002315454521231025 min=-0.0059 max=0.0044 +19:47:16,37 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0041), (, -0.0059), (, -0.0011), (, -0.0026), (, -0.0048), (, -0.0013), (, -0.0041), (, -0.0026), (, -0.0026), (, -0.0059), (, -0.0021), (, -0.0036), (, -0.0026), (, -0.0048), (, -0.0032), (, -0.0044), (, 0.0044), (, 0.0004)] +19:47:16,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0306 0.1243 0.0073 0.0552 0.0585] probs=[0.1884 0.2135 0.1919 0.2015 0.2047] +19:47:17,932 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0027210526315789474 std=0.0024577651267528693 min=-0.0059 max=0.0044 +19:47:17,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0), (, 0.0044), (, -0.0026), (, 0.0021), (, -0.0013), (, -0.0015), (, -0.0059), (, -0.0026), (, -0.0021), (, -0.0021), (, -0.0026), (, -0.0041), (, -0.0048), (, -0.0026), (, -0.0041), (, -0.0044), (, -0.0036), (, -0.0032), (, -0.0048)] +19:47:18,454 root INFO ContextualMultiArmedBanditAgent - exp=[0.076 0.1291 0.0752 0.0983 0.1075] probs=[0.2081 0.2018 0.196 0.2008 0.1933] +19:47:19,956 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0024000000000000002 std=0.002575364051935182 min=-0.0059 max=0.0021 +19:47:19,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0021), (, -0.0059), (, 0.0021), (, -0.0048), (, -0.0026), (, -0.0044), (, -0.0013), (, -0.0026), (, -0.0059), (, -0.0026), (, 0.002), (, 0.0018), (, -0.0026), (, -0.0021), (, -0.0015)] +19:47:20,373 root INFO ContextualMultiArmedBanditAgent - exp=[-0.012 0.0596 0.0014 0.0251 -0.0046] probs=[0.2056 0.1917 0.2069 0.192 0.2038] +19:47:21,656 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002330769230769231 std=0.0018192917537347057 min=-0.0059 max=0.0021 +19:47:21,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.0019), (, -0.0026), (, -0.0034), (, -0.002), (, -0.0002), (, -0.0044), (, 0.0021), (, -0.0059), (, -0.0021), (, -0.0026), (, -0.0021)] +19:47:22,28 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0119 0.0537 0.0016 0.0254 -0.0045] probs=[0.195 0.2083 0.1977 0.2025 0.1965] +19:47:23,448 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002607692307692307 std=0.0028056156703905166 min=-0.0078 max=0.0035 +19:47:23,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0026), (, -0.0026), (, 0.0035), (, -0.0044), (, -0.0078), (, -0.0059), (, -0.0019), (, -0.0023), (, -0.0026), (, 0.0021), (, -0.0034), (, -0.0026)] +19:47:23,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0947 0.1394 0.1516 0.1039 0.0444] probs=[0.1986 0.2112 0.1945 0.196 0.1997] +19:47:25,131 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0043 std=0.0021964618012714093 min=-0.0078 max=-0.0019 +19:47:25,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0023), (, -0.0044), (, -0.0026), (, -0.0078), (, -0.0059), (, -0.0034), (, -0.0019), (, -0.0026)] +19:47:25,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.012 0.0595 0.0014 0.0249 -0.0046] probs=[0.1989 0.2081 0.1953 0.1992 0.1985] +19:47:26,677 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0036500000000000005 std=0.002751454160984696 min=-0.0078 max=0.0015 +19:47:26,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, 0.0015), (, -0.0044), (, -0.0023), (, -0.0059), (, -0.0019), (, -0.0078), (, -0.0019), (, -0.0026), (, -0.0034)] +19:47:26,957 root INFO ContextualMultiArmedBanditAgent - exp=[0.2204 0.1799 0.1417 0.1448 0.1787] probs=[0.2007 0.2105 0.1961 0.1993 0.1935] +19:47:28,383 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0027545454545454544 std=0.0029286557997464345 min=-0.0078 max=0.0015 +19:47:28,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0026), (, -0.0019), (, -0.0078), (, -0.0034), (, 0.0015), (, 0.0012), (, -0.0005), (, -0.0027), (, -0.0044), (, -0.0019)] +19:47:28,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.1736 0.2538 0.0877 0.1252 0.145 ] probs=[0.1878 0.2075 0.2018 0.2058 0.197 ] +19:47:30,139 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002253846153846154 std=0.002948171632780453 min=-0.0078 max=0.0015 +19:47:30,139 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0001), (, 0.0015), (, -0.0078), (, -0.0005), (, -0.0019), (, -0.0019), (, -0.0027), (, 0.0012), (, -0.0026), (, -0.0034), (, -0.0044), (, 0.0011)] +19:47:30,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.0596 0.1218 0.0413 0.0209 0.0217] probs=[0.1941 0.2104 0.1973 0.1943 0.2039] +19:47:31,877 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0013526315789473685 std=0.002474154490571132 min=-0.0078 max=0.0028 +19:47:31,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0027), (, -0.0034), (, 0.0015), (, -0.0005), (, -0.0044), (, 0.0011), (, -0.0029), (, -0.0019), (, 0.0), (, -0.0032), (, 0.0014), (, 0.0028), (, 0.0012), (, -0.0001), (, -0.0019), (, -0.0001), (, -0.0026), (, -0.0021), (, -0.0078)] +19:47:32,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.1231 0.1061 0.0487 0.1292 0.0542] probs=[0.192 0.2073 0.1926 0.2117 0.1964] +19:47:33,914 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0014133333333333335 std=0.0022682935338168993 min=-0.0078 max=0.0015 +19:47:33,915 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0021), (, -0.0001), (, 0.0014), (, -0.0019), (, -0.0032), (, -0.0019), (, -0.0018), (, 0.001), (, -0.0078), (, -0.0001), (, 0.0015), (, -0.0005), (, -0.0029), (, -0.0027)] +19:47:34,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.2212 0.2408 0.1239 0.1322 0.1297] probs=[0.1973 0.2131 0.2004 0.1961 0.1931] +19:47:35,676 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0013473684210526314 std=0.0027159118699469167 min=-0.0078 max=0.0026 +19:47:35,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0019), (, -0.0019), (, 0.0018), (, -0.0029), (, -0.0001), (, -0.0005), (, 0.0015), (, -0.0021), (, -0.0032), (, 0.0014), (, -0.0027), (, -0.0078), (, 0.0015), (, -0.0021), (, -0.0018), (, 0.0026), (, -0.0001), (, -0.0072)] +19:47:36,181 root INFO ContextualMultiArmedBanditAgent - exp=[0.0259 0.0706 0.0483 0.0589 0.0365] probs=[0.1952 0.2044 0.1936 0.2021 0.2047] +19:47:37,604 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0013 std=0.0034589319921495693 min=-0.0078 max=0.0053 +19:47:37,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0018), (, -0.0032), (, 0.0018), (, -0.0019), (, 0.0026), (, 0.0053), (, -0.0002), (, -0.0078), (, -0.0001), (, -0.0021), (, -0.0001), (, 0.0031), (, 0.0023), (, -0.0072), (, -0.0029), (, -0.0027), (, -0.0021), (, -0.0005)] +19:47:38,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.1172 0.117 0.0421 0.1138] probs=[0.1993 0.2121 0.1987 0.1985 0.1913] +19:47:39,612 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010894736842105262 std=0.0034225098111184743 min=-0.0078 max=0.0053 +19:47:39,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0021), (, 0.0009), (, -0.0001), (, -0.0032), (, -0.0002), (, -0.0001), (, -0.0018), (, 0.0023), (, -0.0072), (, -0.0005), (, -0.0029), (, -0.0027), (, 0.0026), (, -0.0078), (, 0.0053), (, 0.0018), (, 0.0013), (, 0.0009)] +19:47:40,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.1046 0.0377 0.0474 0.0247] probs=[0.2 0.2107 0.2021 0.1985 0.1887] +19:47:41,525 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0009608695652173911 std=0.0032511856205865125 min=-0.0078 max=0.0053 +19:47:41,526 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0018), (, -0.0001), (, 0.0013), (, -0.0029), (, -0.0027), (, -0.0032), (, 0.0029), (, 0.0009), (, -0.0002), (, 0.0026), (, -0.0005), (, 0.0053), (, -0.0072), (, 0.0023), (, -0.0011), (, -0.0001), (, -0.0018), (, -0.0021), (, -0.0078), (, -0.0031), (, -0.0001), (, 0.0009)] +19:47:42,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0777 0.1191 0.0531 0.0534 0.0914] probs=[0.1949 0.2067 0.2015 0.1982 0.1987] +19:47:43,687 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0011699999999999996 std=0.003292886271950491 min=-0.0078 max=0.0053 +19:47:43,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0029), (, -0.0002), (, -0.0018), (, -0.0017), (, -0.0031), (, -0.0011), (, 0.0009), (, -0.0072), (, 0.0009), (, -0.0032), (, -0.0001), (, -0.0078), (, 0.0053), (, 0.0026), (, 0.0026), (, 0.0009), (, -0.0001), (, -0.0001), (, -0.0001)] +19:47:44,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0132 0.08 0.0393 0.0548 0.0272] probs=[0.1946 0.1977 0.2052 0.2026 0.2 ] +19:47:45,627 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00194375 std=0.0032718436603083587 min=-0.0078 max=0.0053 +19:47:45,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0078), (, -0.0031), (, -0.0017), (, -0.0001), (, 0.0008), (, -0.0072), (, -0.0002), (, 0.0053), (, -0.001), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0029), (, -0.0001), (, -0.0032)] +19:47:46,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.1453 0.1909 0.1313 0.1848 0.1169] probs=[0.1954 0.2088 0.1979 0.2012 0.1967] +19:47:47,331 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.001575 std=0.003409637077461471 min=-0.0078 max=0.0053 +19:47:47,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0008), (, -0.0017), (, -0.0001), (, 0.002), (, -0.0029), (, -0.0001), (, -0.0025), (, -0.0072), (, -0.0031), (, 0.0053), (, 0.0005), (, -0.001), (, -0.0001), (, -0.0078), (, -0.0001)] +19:47:47,797 root INFO ContextualMultiArmedBanditAgent - exp=[0.0989 0.1236 0.1519 0.1079 0.1455] probs=[0.1933 0.2098 0.1984 0.2041 0.1944] +19:47:49,63 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0011705882352941175 std=0.0034884287219458686 min=-0.0078 max=0.0053 +19:47:49,63 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0031), (, 0.0008), (, -0.0025), (, -0.0078), (, 0.002), (, -0.0001), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0072), (, 0.0008), (, 0.0027), (, 0.0053), (, -0.001), (, 0.0005)] +19:47:49,534 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.1578 0.0342 0.0944 0.0364] probs=[0.1952 0.2092 0.1978 0.2013 0.1966] +19:47:51,20 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0019473684210526314 std=0.0033543951405585436 min=-0.0078 max=0.0053 +19:47:51,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0028), (, -0.0028), (, -0.0034), (, -0.0072), (, -0.0001), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0028), (, 0.0008), (, -0.0001), (, -0.0072), (, -0.0007), (, -0.0019), (, -0.0001), (, -0.0078), (, 0.0053), (, 0.0008)] +19:47:51,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1336 0.1018 0.0967 0.121 ] probs=[0.1894 0.2051 0.1994 0.1979 0.2082] +19:47:52,956 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0010625 std=0.003136586852509162 min=-0.0072 max=0.0053 +19:47:52,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0019), (, -0.0072), (, 0.0008), (, 0.0008), (, 0.0015), (, 0.0053), (, -0.0034), (, -0.0019), (, -0.0005), (, -0.0001), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0019), (, 0.0008), (, -0.0001), (, -0.0001), (, -0.0028), (, -0.0007), (, -0.0028), (, 0.0008), (, 0.0053), (, -0.0072)] +19:47:53,605 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.1559 0.0784 0.1262 0.037 ] probs=[0.1907 0.2155 0.1925 0.1977 0.2037] +19:47:55,239 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0010249999999999999 std=0.0028914436582045703 min=-0.0072 max=0.0053 +19:47:55,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0001), (, -0.0005), (, 0.0008), (, -0.0001), (, 0.0008), (, -0.0028), (, 0.0015), (, -0.0028), (, 0.0041), (, -0.0028), (, 0.0008), (, -0.0072), (, -0.0001), (, -0.0034), (, -0.0072), (, -0.0007), (, -0.0019), (, -0.0013), (, -0.0008), (, -0.0001), (, -0.0019), (, 0.0008), (, 0.0053), (, 0.0022), (, -0.0021), (, -0.0001), (, -0.0019)] +19:47:55,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.1227 0.1284 0.1188 0.1302] probs=[0.1902 0.2142 0.2075 0.1908 0.1973] +19:47:57,566 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0020416666666666665 std=0.0028384145613743993 min=-0.0072 max=0.0041 +19:47:57,566 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0006), (, -0.0028), (, -0.0019), (, -0.0019), (, -0.0008), (, 0.0008), (, -0.0007), (, -0.0028), (, -0.0019), (, 0.0008), (, -0.0021), (, 0.0008), (, -0.0034), (, -0.0044), (, -0.0005), (, -0.0047), (, 0.0008), (, -0.0072), (, -0.0028), (, 0.0041), (, 0.0014), (, -0.0048), (, -0.0072)] +19:47:58,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.0724 0.1577 0.0441 0.1057 0.0706] probs=[0.205 0.1958 0.1965 0.2058 0.1969] +19:47:59,905 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.0021160000000000003 std=0.00310595299384907 min=-0.0072 max=0.0044 +19:47:59,905 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0019), (, 0.0041), (, -0.0011), (, 0.0044), (, -0.0044), (, 0.0008), (, -0.0038), (, -0.0026), (, -0.0013), (, -0.0048), (, 0.002), (, -0.0052), (, -0.0028), (, -0.0028), (, -0.0006), (, -0.0021), (, -0.0072), (, -0.0047), (, 0.0008), (, -0.0019), (, 0.0008), (, -0.0072), (, -0.0008), (, -0.0034)] +19:48:00,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0628 0.1218 0.0618 0.089 0.0498] probs=[0.1927 0.2036 0.1991 0.2051 0.1994] +19:48:02,19 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0022952380952380954 std=0.003453290520576155 min=-0.0072 max=0.0043 +19:48:02,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0008), (, -0.0044), (, 0.0008), (, -0.0047), (, -0.0072), (, -0.0048), (, -0.0068), (, 0.002), (, 0.0008), (, -0.0034), (, -0.0026), (, -0.0038), (, -0.0005), (, -0.0072), (, 0.0008), (, -0.0001), (, 0.0043), (, -0.0052), (, 0.0023), (, -0.0021)] +19:48:02,595 root INFO ContextualMultiArmedBanditAgent - exp=[0.1037 0.13 0.0935 0.1114 0.0881] probs=[0.2006 0.2157 0.194 0.2028 0.1869] +19:48:04,33 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.003313333333333333 std=0.0029594744278146567 min=-0.0072 max=0.0008 +19:48:04,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0072), (, -0.0005), (, -0.0003), (, 0.0006), (, -0.0052), (, -0.0047), (, 0.0008), (, -0.0044), (, -0.0026), (, -0.0005), (, -0.0001), (, -0.0068), (, -0.0048), (, -0.0072)] +19:48:04,490 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1163 0.1109 0.1082 0.1608] probs=[0.1992 0.204 0.2095 0.1965 0.1908] +19:48:05,708 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.002868421052631579 std=0.0026594523835950547 min=-0.0072 max=0.0008 +19:48:05,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0072), (, -0.0005), (, -0.0072), (, -0.0068), (, -0.0052), (, -0.0003), (, -0.0005), (, -0.0023), (, -0.0005), (, -0.0048), (, -0.0044), (, -0.0026), (, -0.0008), (, -0.0005), (, -0.0022), (, -0.0024), (, 0.0008), (, -0.0003)] +19:48:06,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.1778 0.1032 0.1334 0.1213] probs=[0.2024 0.214 0.1865 0.1962 0.2009] +19:48:07,862 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.003 std=0.002443972176601035 min=-0.0072 max=-0.0003 +19:48:07,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0022), (, -0.0005), (, -0.0005), (, -0.0044), (, -0.0003), (, -0.0048), (, -0.0023), (, -0.0067), (, -0.0072), (, -0.0026), (, -0.0005), (, -0.0005), (, -0.0068), (, -0.0052), (, -0.0008), (, -0.0005), (, -0.0072), (, -0.0024), (, -0.0023)] +19:48:08,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1466 0.1257 0.1784 0.2182 0.146 ] probs=[0.1938 0.2044 0.187 0.2094 0.2054] +19:48:09,985 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0026611111111111106 std=0.0031367249177887027 min=-0.0072 max=0.0046 +19:48:09,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0005), (, -0.0072), (, -0.0005), (, 0.0046), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0023), (, -0.0005), (, -0.0005), (, -0.0072), (, -0.0068), (, -0.0024), (, -0.0022), (, -0.0023), (, -0.0044), (, -0.0003), (, -0.0067)] +19:48:10,509 root INFO ContextualMultiArmedBanditAgent - exp=[0.1277 0.1163 0.1414 0.0912 0.0988] probs=[0.1959 0.2038 0.1941 0.1964 0.2098] +19:48:11,991 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.00205 std=0.002976995129320839 min=-0.0072 max=0.0046 +19:48:11,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0012), (, -0.0003), (, -0.0023), (, -0.0022), (, 0.0046), (, -0.0067), (, -0.0005), (, -0.0005), (, -0.0024), (, -0.0005), (, -0.0072), (, 0.0006), (, -0.0005), (, -0.0), (, -0.0023), (, -0.0012), (, -0.0068), (, -0.0008)] +19:48:12,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.0674 0.0787 0.0368 0.0506 0.0593] probs=[0.2067 0.211 0.1934 0.2015 0.1873] +19:48:14,95 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0018380952380952383 std=0.002505133052350179 min=-0.0068 max=0.0046 +19:48:14,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0022), (, -0.0005), (, -0.0008), (, -0.0067), (, -0.0005), (, -0.0012), (, -0.002), (, 0.0046), (, -0.0005), (, -0.003), (, -0.0024), (, -0.0023), (, -0.0005), (, -0.0003), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0068), (, -0.0023), (, -0.0023), (, 0.0002)] +19:48:14,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.1107 0.1296 0.1169 0.0815] probs=[0.2051 0.2099 0.1915 0.2002 0.1932] +19:48:16,373 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.001468181818181818 std=0.0030210453283645144 min=-0.0068 max=0.0067 +19:48:16,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0023), (, -0.0012), (, 0.0001), (, -0.0015), (, -0.0023), (, 0.0046), (, -0.0012), (, -0.003), (, -0.002), (, -0.0008), (, 0.0002), (, -0.0023), (, -0.0024), (, -0.0012), (, -0.0067), (, -0.0003), (, -0.0012), (, 0.0067), (, -0.0068), (, -0.0016), (, -0.0004)] +19:48:17,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.0438 0.0829 0.0737 0.0839 0.0476] probs=[0.1927 0.2059 0.1998 0.2014 0.2002] +19:48:18,511 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.001108 std=0.0024589298485316736 min=-0.0067 max=0.0046 +19:48:18,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0023), (, -0.0012), (, 0.0002), (, -0.0023), (, -0.0013), (, -0.0015), (, -0.0008), (, -0.0024), (, -0.0015), (, 0.0014), (, 0.0042), (, -0.0067), (, -0.0008), (, -0.003), (, -0.0012), (, 0.0046), (, -0.0004), (, -0.0004), (, 0.0014), (, -0.002), (, -0.0012), (, -0.0023), (, -0.0016), (, 0.0001)] +19:48:19,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0626 0.1025 0.0828 0.0505] probs=[0.1967 0.221 0.2015 0.1931 0.1877] +19:48:20,758 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0010153846153846155 std=0.002552026692001161 min=-0.0067 max=0.0046 +19:48:20,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, 0.0001), (, 0.0042), (, -0.0001), (, -0.0019), (, -0.002), (, 0.0046), (, 0.0002), (, -0.0023), (, -0.0018), (, 0.0042), (, -0.0013), (, -0.003), (, -0.002), (, -0.0067), (, -0.0018), (, -0.0004), (, -0.0022), (, -0.0012), (, -0.0008), (, -0.0006), (, -0.0015), (, 0.0001), (, -0.0008), (, -0.0023)] +19:48:21,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1002 0.184 0.1416 0.0959 0.1179] probs=[0.1931 0.2092 0.1925 0.1995 0.2056] +19:48:22,935 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0015 std=0.0025385034961567412 min=-0.0067 max=0.0042 +19:48:22,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0008), (, -0.0067), (, -0.002), (, -0.0022), (, -0.0013), (, -0.003), (, -0.0018), (, 0.0042), (, -0.0008), (, -0.0006), (, -0.0023), (, -0.0013), (, 0.0042), (, -0.0018), (, -0.0023), (, -0.0018), (, -0.0006), (, -0.0023)] +19:48:23,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.0851 0.0998 0.1108 0.0773] probs=[0.2033 0.1998 0.1929 0.2004 0.2036] +19:48:25,86 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012304347826086958 std=0.0022225005076751407 min=-0.0067 max=0.0042 +19:48:25,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0005), (, -0.0067), (, 0.0002), (, -0.001), (, -0.0018), (, -0.0023), (, -0.0018), (, -0.0023), (, -0.0005), (, -0.0018), (, 0.0001), (, -0.0013), (, -0.0011), (, -0.0001), (, -0.0008), (, -0.0006), (, 0.0042), (, -0.001), (, 0.0024), (, -0.0014), (, -0.0013), (, -0.0022)] +19:48:25,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.092 0.0697 0.0514 0.0659] probs=[0.1993 0.2073 0.2025 0.1926 0.1982] +19:48:27,217 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0013249999999999998 std=0.0018936846798415692 min=-0.0067 max=0.0024 +19:48:27,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0024), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0022), (, -0.0011), (, -0.0014), (, -0.0008), (, -0.0013), (, 0.0003), (, 0.0002), (, -0.0018), (, -0.0018), (, 0.0002), (, -0.0067), (, -0.0015), (, -0.0018), (, 0.0001), (, -0.001), (, -0.0006), (, -0.0023), (, -0.0011), (, -0.001)] +19:48:27,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.0671 0.076 0.0908 0.0748 0.0928] probs=[0.2079 0.1993 0.195 0.1955 0.2023] +19:48:29,303 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0012384615384615388 std=0.0018626030014011043 min=-0.0067 max=0.0024 +19:48:29,304 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0008), (, -0.0011), (, -0.001), (, -0.0022), (, -0.0067), (, 0.0003), (, -0.0014), (, -0.0023), (, -0.0013), (, -0.0005), (, -0.0011), (, 0.0002), (, -0.0018), (, -0.001), (, -0.0015), (, -0.0009), (, 0.0004), (, 0.0001), (, 0.0024), (, -0.0002), (, -0.0018), (, 0.0002), (, -0.0002), (, -0.0015), (, -0.0018)] +19:48:30,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.1241 0.0613 0.0837 0.0634] probs=[0.2038 0.2002 0.2021 0.1922 0.2017] +19:48:31,676 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0012882352941176471 std=0.002300353515783575 min=-0.0067 max=0.0024 +19:48:31,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0004), (, -0.0011), (, 0.0024), (, 0.0003), (, -0.0009), (, -0.0018), (, -0.0067), (, -0.0018), (, -0.0005), (, -0.0015), (, -0.0015), (, 0.0015), (, -0.0002), (, -0.0002), (, -0.0022), (, -0.0), (, -0.0014)] +19:48:32,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.0615 0.1009 0.1898 0.1249] probs=[0.1978 0.2082 0.2046 0.1952 0.1943] +19:48:33,792 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010210526315789473 std=0.0023255059319071147 min=-0.0067 max=0.0024 +19:48:33,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0015), (, -0.0011), (, -0.0016), (, 0.0015), (, 0.0011), (, 0.0006), (, -0.0002), (, -0.0021), (, -0.0015), (, 0.0024), (, -0.0067), (, 0.0003), (, -0.0009), (, -0.0022), (, 0.0015), (, -0.0014), (, -0.0007), (, -0.0002)] +19:48:34,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.1928 0.2031 0.1419 0.1897 0.0825] probs=[0.1964 0.2004 0.2044 0.2016 0.1972] +19:48:35,701 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.0007666666666666667 std=0.002006212573205763 min=-0.0067 max=0.0015 +19:48:35,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0021), (, -0.0007), (, 0.0015), (, -0.0002), (, -0.0015), (, -0.0), (, 0.0003), (, -0.0011), (, 0.0006), (, 0.0009), (, -0.0014), (, -0.0016), (, 0.0015), (, 0.0011), (, -0.0067)] +19:48:36,220 root INFO ContextualMultiArmedBanditAgent - exp=[0.0732 0.0779 0.0508 0.1113 0.1121] probs=[0.1984 0.2036 0.1992 0.1999 0.1989] +19:48:37,636 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0009399999999999999 std=0.002289191997190275 min=-0.0067 max=0.0015 +19:48:37,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0009), (, -0.0015), (, 0.0011), (, 0.0006), (, -0.0067), (, -0.0007), (, -0.0021), (, 0.0015), (, -0.0004)] +19:48:37,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.1502 0.1509 0.1696 0.1856 0.0608] probs=[0.191 0.1977 0.2041 0.2108 0.1964] +19:48:39,325 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008142857142857144 std=0.002454982438941306 min=-0.0067 max=0.0009 +19:48:39,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0067), (, 0.0006), (, -0.0003), (, 0.0006), (, -0.0004), (, 0.0009)] +19:48:39,627 root INFO ContextualMultiArmedBanditAgent - exp=[0.1056 0.1297 0.0917 0.1402 0.0534] probs=[0.2082 0.2082 0.1786 0.1938 0.2112] +19:48:41,82 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0017333333333333335 std=0.0022610223842815494 min=-0.0067 max=-0.0003 +19:48:41,82 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0067), (, -0.0004), (, -0.0012), (, -0.0014), (, -0.0003)] +19:48:41,268 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0875 0.0505 0.0689 0.0109 -0.0006] probs=[0.1978 0.2046 0.199 0.2001 0.1985] +19:48:42,504 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0016857142857142858 std=0.002096547210076995 min=-0.0067 max=-0.0003 +19:48:42,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0012), (, -0.0067), (, -0.0014), (, -0.0003)] +19:48:42,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1881 0.0555 0.1775 0.1811 0.1256] probs=[0.1873 0.2101 0.2029 0.1832 0.2164] +19:48:43,957 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015374999999999998 std=0.001999960937118523 min=-0.0067 max=-0.0003 +19:48:43,958 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0012), (, -0.0003), (, -0.0014), (, -0.0067), (, -0.0005), (, -0.0004)] +19:48:44,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.1775 0.248 0.2983 0.2768 0.105 ] probs=[0.1918 0.2227 0.1893 0.2093 0.1869] +19:48:45,602 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=8 avg=-0.0007624999999999999 std=0.0004470388685561916 min=-0.0014 max=-0.0004 +19:48:45,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0012), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0)] +19:48:45,934 root INFO ContextualMultiArmedBanditAgent - exp=[0.0678 0.1573 0.2244 0.1161 0.1637] probs=[0.1859 0.2189 0.2101 0.1944 0.1906] +19:48:47,247 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=9 avg=-0.0007333333333333333 std=0.00042946995755750413 min=-0.0014 max=-0.0004 +19:48:47,248 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0014), (, -0.0005), (, -0.0012), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0004)] +19:48:47,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.1213 0.2361 0.1538 0.1768 0.168 ] probs=[0.1838 0.1998 0.2088 0.2108 0.1968] +19:48:49,29 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000775 std=0.00043803538669838076 min=-0.0014 max=-0.0004 +19:48:49,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0014), (, -0.0012), (, -0.0005), (, -0.0005)] +19:48:49,299 root INFO ContextualMultiArmedBanditAgent - exp=[0.0022 0.1481 0.0204 0.0081 0.0979] probs=[0.1873 0.2031 0.192 0.2091 0.2085] +19:48:50,562 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000575 std=0.0005309190145398825 min=-0.0014 max=0.0003 +19:48:50,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0004), (, 0.0003)] +19:48:50,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0208 0.0943 0.1176 0.0793 0.0104] probs=[0.1972 0.2057 0.1987 0.2004 0.198 ] +19:48:52,221 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0008 std=0.0004898979485566356 min=-0.0014 max=-0.0004 +19:48:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0004)] +19:48:52,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.1808 0.0716 0.0186 0.171 0.1767] probs=[0.2089 0.1956 0.1849 0.2152 0.1954] +19:48:54,115 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:48:54,116 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.5326235294117647 std=0.5469034698452001 min=-0.0539 max=1.9463 +19:48:54,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 1.9463), (, -0.0297), (, 0.0751), (, 0.0146), (, 0.0394), (, 0.1219), (, 0.6345), (, 0.1506), (, 0.53), (, 0.3611), (, 1.2032), (, 0.6531), (, 0.9719), (, -0.0539), (, 0.3482), (, 1.3051), (, 0.7832)] +19:48:54,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1158 0.0431 0.0474 0.0278] probs=[0.2017 0.2004 0.2066 0.1995 0.1919] +19:48:55,989 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.27748 std=0.4496509938459679 min=-0.6777 max=1.3051 +19:48:55,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0539), (, 0.1506), (, 0.7832), (, 0.3482), (, 0.6345), (, -0.0539), (, 0.6531), (, 0.0146), (, -0.0297), (, 0.1219), (, 0.0751), (, 1.3051), (, -0.6777), (, 0.53), (, 0.3611)] +19:48:56,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1463 0.1445 0.1149 0.1633 0.0817] probs=[0.1928 0.211 0.1999 0.2008 0.1956] +19:48:57,735 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.11135625 std=0.35008013005730204 min=-0.6777 max=0.6531 +19:48:57,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0751), (, 0.6531), (, -0.0539), (, -0.0083), (, 0.0622), (, -0.5219), (, 0.3611), (, -0.6777), (, 0.1219), (, 0.53), (, 0.6345), (, -0.0297), (, 0.3482), (, 0.1219), (, 0.1506), (, 0.0146)] +19:48:58,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.304 0.3201 0.2952 0.2296 0.1876] probs=[0.2034 0.2022 0.1927 0.1945 0.2072] +19:48:59,550 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.0317 std=0.06101854909233203 min=-0.0539 max=0.1219 +19:48:59,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0622), (, 0.0146), (, -0.0297), (, 0.0751), (, 0.1219), (, -0.0539)] +19:48:59,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0085 0.0442 0.0008 0.0152 -0.0034] probs=[0.2038 0.2129 0.196 0.2027 0.1847] +19:49:00,902 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.041800000000000004 std=0.012100000000000001 min=-0.0539 max=-0.0297 +19:49:00,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0297), (, -0.0539)] +19:49:00,950 root INFO ContextualMultiArmedBanditAgent - exp=[0.2301 0.336 0.1261 0.3547 0.2169] probs=[0.1951 0.2093 0.1975 0.2018 0.1963] +19:49:02,190 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.02419333333333333 std=0.024014786185922118 min=-0.0595 max=0.0305 +19:49:02,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0532), (, 0.0305), (, -0.049), (, -0.049), (, -0.0595), (, -0.0162), (, -0.0123), (, -0.0297), (, -0.0264), (, -0.0244), (, 0.0116), (, -0.0162), (, -0.01), (, -0.0138), (, -0.0453)] +19:49:02,530 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.1107 0.0734 0.0371 0.038 ] probs=[0.1976 0.209 0.2006 0.2001 0.1927] +19:49:03,805 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.022333333333333334 std=0.02310405722632846 min=-0.0595 max=0.0453 +19:49:03,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.0244), (, -0.0162), (, -0.0188), (, -0.0453), (, -0.0281), (, -0.0439), (, -0.0093), (, -0.0138), (, -0.0299), (, -0.0532), (, 0.0453), (, -0.01), (, -0.0162), (, -0.049), (, -0.0595), (, -0.0103), (, -0.0162), (, 0.0088), (, -0.049), (, -0.02)] +19:49:04,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1503 0.0488 0.1417 0.1265] probs=[0.1922 0.2032 0.2002 0.2028 0.2017] +19:49:05,687 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.021927272727272726 std=0.01588244261664667 min=-0.0595 max=0.0125 +19:49:05,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.02), (, -0.0244), (, 0.0125), (, -0.0188), (, -0.0306), (, -0.0079), (, -0.0093), (, -0.0103), (, -0.01), (, -0.0093), (, -0.0439), (, -0.0453), (, -0.0138), (, -0.049), (, -0.0162), (, -0.0281), (, -0.0162), (, -0.0299), (, -0.0595), (, -0.0162), (, -0.0162), (, -0.02)] +19:49:06,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.0881 0.1019 0.0711 0.0672 0.1178] probs=[0.2003 0.2079 0.2002 0.1951 0.1964] +19:49:07,669 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.014337037037037035 std=0.015407986100243435 min=-0.049 max=0.0154 +19:49:07,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0204), (, -0.0067), (, -0.0453), (, -0.0162), (, -0.02), (, 0.0154), (, -0.0281), (, -0.0144), (, -0.0079), (, -0.0306), (, -0.049), (, -0.0093), (, -0.01), (, -0.0188), (, -0.0093), (, -0.0162), (, -0.0093), (, -0.0112), (, 0.0099), (, -0.0188), (, 0.0105), (, 0.0016), (, -0.0299), (, 0.0105), (, -0.0162), (, -0.0168)] +19:49:08,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.0585 0.1019 0.119 0.0783 0.0775] probs=[0.2021 0.2004 0.1972 0.2017 0.1986] +19:49:09,740 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.01334 std=0.015171126084330942 min=-0.049 max=0.0154 +19:49:09,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0093), (, -0.0107), (, -0.0067), (, -0.0281), (, 0.0009), (, -0.0113), (, -0.0247), (, 0.0099), (, -0.0063), (, 0.0105), (, -0.0093), (, -0.0204), (, -0.0453), (, -0.01), (, -0.0064), (, 0.0009), (, -0.0219), (, -0.0079), (, 0.0154), (, -0.0093), (, -0.0209), (, -0.0168), (, -0.049), (, -0.0306), (, 0.0105), (, -0.0299), (, -0.02), (, -0.0117), (, -0.0112)] +19:49:10,513 root INFO ContextualMultiArmedBanditAgent - exp=[0.0855 0.1933 0.1786 0.1555 0.165 ] probs=[0.1915 0.2117 0.2002 0.1973 0.1993] +19:49:12,110 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.010188235294117646 std=0.010838134327887921 min=-0.0306 max=0.0105 +19:49:12,110 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0107), (, -0.0093), (, 0.0056), (, -0.0045), (, -0.0112), (, -0.0117), (, -0.0247), (, 0.0089), (, -0.0113), (, -0.0209), (, -0.0081), (, -0.01), (, -0.0007), (, -0.0093), (, -0.0299), (, -0.0158), (, -0.0067), (, -0.0064), (, -0.0219), (, -0.0069), (, 0.0094), (, -0.0093), (, -0.0079), (, -0.009), (, -0.0107), (, -0.0009), (, -0.0005), (, -0.0168), (, -0.0), (, -0.02), (, -0.0306), (, 0.0105), (, 0.0009), (, -0.0254)] +19:49:13,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.1034 0.1679 0.1286 0.152 0.1568] probs=[0.1982 0.2057 0.1972 0.2017 0.1973] +19:49:14,571 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=35 avg=-0.007762857142857141 std=0.0094231352293714 min=-0.0306 max=0.0089 +19:49:14,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, -0.0117), (, -0.0093), (, -0.0085), (, 0.0052), (, -0.0081), (, -0.009), (, 0.0046), (, -0.0047), (, -0.0306), (, 0.0009), (, -0.0005), (, -0.0247), (, -0.0079), (, -0.0), (, 0.0012), (, -0.0113), (, -0.0093), (, -0.0209), (, -0.0107), (, 0.0021), (, 0.0089), (, -0.0093), (, -0.02), (, -0.0007), (, 0.0005), (, -0.0107), (, -0.0037), (, 0.0056), (, -0.0219), (, -0.0013), (, -0.0254), (, -0.0009), (, -0.0093), (, -0.0045), (, -0.0168)] +19:49:15,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.0475 0.062 0.0714 0.0605 0.0838] probs=[0.1981 0.2058 0.1991 0.1993 0.1977] +19:49:17,464 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.006291176470588236 std=0.008816440780024649 min=-0.0306 max=0.0159 +19:49:17,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093), (, -0.0008), (, -0.0093), (, -0.0009), (, 0.0005), (, 0.0046), (, 0.0159), (, -0.0047), (, -0.0117), (, -0.0079), (, -0.0002), (, 0.0009), (, -0.0219), (, -0.0113), (, -0.0107), (, -0.0005), (, 0.0008), (, -0.02), (, -0.0085), (, -0.0003), (, -0.0107), (, -0.0306), (, 0.0025), (, -0.009), (, -0.0081), (, 0.0012), (, -0.0093), (, -0.0095), (, -0.0048), (, -0.0034), (, -0.0032), (, -0.0254), (, -0.007), (, -0.0013)] +19:49:18,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0709 0.0624 0.0543 0.0871 0.0711] probs=[0.2019 0.2073 0.1935 0.1934 0.2039] +19:49:19,979 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.005507142857142857 std=0.00689243522024735 min=-0.0306 max=0.0012 +19:49:19,980 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0095), (, -0.0085), (, 0.0012), (, -0.0117), (, 0.0), (, -0.0037), (, -0.0013), (, -0.007), (, -0.0093), (, 0.0008), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0023), (, 0.0), (, -0.0008), (, -0.0002), (, -0.0067), (, -0.0034), (, -0.0219), (, -0.0306), (, -0.0005), (, -0.0013), (, -0.0025), (, -0.0079), (, -0.0081), (, -0.0009), (, -0.0093), (, -0.0032)] +19:49:20,805 root INFO ContextualMultiArmedBanditAgent - exp=[0.1284 0.1014 0.1009 0.1029 0.1363] probs=[0.2057 0.2013 0.1949 0.2009 0.1971] +19:49:22,266 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.004396774193548387 std=0.006646633097264855 min=-0.0306 max=0.0012 +19:49:22,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0081), (, -0.0306), (, -0.0007), (, -0.0005), (, -0.0093), (, -0.0013), (, -0.0034), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0085), (, -0.0023), (, -0.0018), (, -0.0013), (, -0.0013), (, -0.0219), (, -0.0032), (, -0.0067), (, -0.0064), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.0019), (, -0.0003), (, -0.0093), (, -0.0025), (, -0.0023), (, -0.0095), (, -0.0003), (, 0.0008)] +19:49:23,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0878 0.0807 0.1007 0.1077 0.0994] probs=[0.2035 0.2034 0.1928 0.1958 0.2044] +19:49:24,634 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.005751999999999999 std=0.006518780254004578 min=-0.0306 max=0.0043 +19:49:24,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0032), (, -0.0002), (, -0.0093), (, -0.0067), (, -0.0081), (, -0.0023), (, -0.0025), (, 0.0043), (, -0.0034), (, -0.0032), (, 0.0012), (, -0.0095), (, -0.0034), (, 0.0), (, -0.0049), (, -0.0306), (, -0.0064), (, -0.0002), (, -0.0088), (, -0.0023), (, -0.0107), (, -0.0085), (, -0.0003), (, -0.0135), (, -0.0079)] +19:49:25,327 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0032 0.0157 -0.0002 0.0022 -0.0011] probs=[0.1962 0.2012 0.2003 0.2033 0.199 ] +19:49:26,939 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0051620689655172405 std=0.004512619377968429 min=-0.0135 max=0.006 +19:49:26,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0135), (, -0.0093), (, -0.0095), (, -0.0079), (, -0.0023), (, -0.0067), (, -0.0049), (, -0.006), (, -0.0093), (, -0.0085), (, 0.0007), (, -0.0025), (, -0.0013), (, -0.0032), (, 0.006), (, 0.0043), (, -0.0033), (, -0.0035), (, -0.0031), (, -0.0088), (, -0.0068), (, -0.0034), (, -0.0135), (, -0.0032), (, -0.0008), (, -0.0107), (, -0.0064), (, -0.0042), (, -0.0081)] +19:49:27,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.0958 0.1346 0.115 0.1282] probs=[0.2041 0.2006 0.1992 0.206 0.1901] +19:49:29,217 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.004355555555555555 std=0.004207694304250808 min=-0.0135 max=0.0034 +19:49:29,217 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0043), (, -0.0031), (, 0.0021), (, -0.0033), (, 0.0027), (, -0.0095), (, -0.0049), (, -0.0031), (, -0.0107), (, -0.006), (, -0.0042), (, -0.0135), (, -0.0034), (, -0.0093), (, 0.0005), (, -0.0085), (, -0.0016), (, -0.0013), (, 0.0034), (, -0.0093), (, -0.0049), (, -0.0079), (, 0.0004), (, -0.0023), (, -0.0035), (, -0.0088)] +19:49:29,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.026 0.0329 0.0259 0.0156 0.0382] probs=[0.2029 0.1953 0.2076 0.1948 0.1994] +19:49:31,535 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.004403846153846153 std=0.0038356105490552172 min=-0.0135 max=0.0027 +19:49:31,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0021), (, -0.0034), (, -0.0031), (, -0.0043), (, -0.0107), (, -0.0093), (, -0.0018), (, -0.0012), (, -0.0093), (, -0.0095), (, -0.0135), (, -0.0033), (, -0.0031), (, 0.0027), (, -0.0088), (, -0.0013), (, -0.0033), (, -0.0026), (, -0.0031), (, -0.0005), (, -0.0079), (, -0.0016), (, -0.0049), (, -0.0043), (, -0.0042)] +19:49:32,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.0969 0.0646 0.0444 0.0857 0.0288] probs=[0.1921 0.2034 0.1946 0.2078 0.2021] +19:49:33,809 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.003172 std=0.003878816314289709 min=-0.0135 max=0.0049 +19:49:33,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0031), (, -0.0012), (, -0.0033), (, -0.0001), (, -0.0095), (, -0.0016), (, -0.0033), (, 0.0027), (, -0.0043), (, -0.0018), (, -0.0001), (, -0.0009), (, -0.0107), (, -0.0042), (, 0.0049), (, -0.0043), (, -0.0031), (, -0.0007), (, -0.0135), (, -0.0031), (, -0.0012), (, -0.0079), (, -0.0013), (, -0.0034)] +19:49:34,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.1281 0.0945 0.111 0.114 0.097 ] probs=[0.196 0.1913 0.2079 0.2078 0.197 ] +19:49:35,971 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0024846153846153846 std=0.003784451215951549 min=-0.0135 max=0.0049 +19:49:35,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0011), (, 0.0049), (, -0.0009), (, -0.0013), (, -0.0043), (, -0.0033), (, -0.0007), (, -0.0033), (, -0.0079), (, -0.0011), (, 0.002), (, 0.0027), (, -0.0018), (, 0.0023), (, -0.0012), (, -0.0135), (, -0.0017), (, -0.0031), (, -0.0034), (, -0.0043), (, -0.0107), (, -0.0042), (, -0.0016), (, -0.0031), (, -0.0031)] +19:49:36,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.016 0.0517 0.011 0.008 0.0138] probs=[0.2002 0.1965 0.206 0.1997 0.1976] +19:49:38,378 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0024478260869565216 std=0.003227715515347523 min=-0.0135 max=0.0027 +19:49:38,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0135), (, -0.0031), (, -0.0007), (, -0.0017), (, -0.0011), (, 0.0001), (, -0.0013), (, 0.0001), (, -0.0079), (, 0.002), (, -0.0017), (, -0.0043), (, -0.0036), (, -0.0016), (, -0.0031), (, -0.0031), (, -0.0009), (, -0.0042), (, -0.0043), (, 0.0027), (, -0.0033)] +19:49:38,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.0971 0.1106 0.1255 0.1112 0.1307] probs=[0.2021 0.1937 0.1976 0.2006 0.206 ] +19:49:40,547 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0024285714285714284 std=0.0033781007424069434 min=-0.0135 max=0.0027 +19:49:40,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0017), (, -0.0033), (, -0.0036), (, -0.0009), (, -0.0043), (, 0.0027), (, -0.0016), (, -0.0043), (, -0.0006), (, -0.0037), (, 0.0), (, -0.0079), (, -0.0009), (, -0.0042), (, -0.001), (, -0.0017), (, -0.0135), (, 0.0001), (, 0.002), (, 0.0001), (, -0.0018)] +19:49:41,118 root INFO ContextualMultiArmedBanditAgent - exp=[0.1044 0.0612 0.0372 0.1159 0.057 ] probs=[0.209 0.1924 0.2028 0.1988 0.197 ] +19:49:42,594 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0014954545454545455 std=0.0022446861033292246 min=-0.0043 max=0.0034 +19:49:42,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0009), (, -0.0009), (, 0.002), (, -0.0017), (, -0.0034), (, -0.0036), (, -0.0043), (, -0.001), (, -0.0037), (, -0.0006), (, -0.0009), (, -0.0017), (, -0.0043), (, 0.0034), (, -0.0033), (, -0.0036), (, -0.0018), (, 0.0033), (, -0.0043), (, 0.0001), (, 0.0), (, 0.0)] +19:49:43,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.1058 0.1653 0.1678 0.1037 0.0527] probs=[0.196 0.2084 0.1945 0.203 0.1981] +19:49:44,827 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.002105 std=0.001871757195792232 min=-0.0043 max=0.0027 +19:49:44,827 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0001), (, -0.0014), (, -0.0043), (, -0.0009), (, -0.0037), (, -0.0043), (, -0.0007), (, -0.0036), (, -0.0033), (, 0.0001), (, -0.001), (, -0.0036), (, 0.0027), (, -0.0043), (, -0.0037), (, -0.0034), (, 0.0), (, -0.0009), (, -0.0017), (, 0.0), (, -0.0008)] +19:49:45,442 root INFO ContextualMultiArmedBanditAgent - exp=[0.1733 0.1299 0.1442 0.172 0.1223] probs=[0.1942 0.1957 0.209 0.2052 0.196 ] +19:49:46,962 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0023150000000000002 std=0.0015030884870825137 min=-0.0043 max=0.0001 +19:49:46,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0025), (, -0.0025), (, -0.0036), (, 0.0001), (, -0.0008), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0043), (, -0.001), (, -0.0036), (, -0.0009), (, -0.0037), (, -0.0043), (, -0.0034), (, -0.0015), (, -0.0037), (, -0.0007), (, -0.0043)] +19:49:47,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.039 0.0795 0.0684 0.0917 0.096 ] probs=[0.199 0.2023 0.1995 0.1998 0.1994] +19:49:49,115 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0019739130434782612 std=0.0014359415609110306 min=-0.0043 max=0.0004 +19:49:49,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0009), (, -0.0009), (, -0.0025), (, -0.0002), (, -0.001), (, -0.0043), (, -0.0014), (, -0.0037), (, -0.0007), (, -0.0007), (, -0.0043), (, -0.0015), (, -0.0036), (, -0.0025), (, -0.0034), (, -0.001), (, -0.0008), (, -0.0036), (, -0.0037), (, 0.0004), (, -0.0007), (, -0.001)] +19:49:49,751 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.1491 0.2573 0.2448 0.2143] probs=[0.2051 0.194 0.2038 0.1993 0.1978] +19:49:51,181 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0018809523809523814 std=0.0013383070498346739 min=-0.0043 max=0.0004 +19:49:51,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0037), (, -0.0025), (, -0.0024), (, -0.0014), (, -0.0003), (, -0.0036), (, -0.0036), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0015), (, -0.001), (, -0.0019), (, -0.0043), (, 0.0004), (, -0.0005), (, -0.0025), (, -0.0008), (, -0.0034), (, -0.001)] +19:49:51,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.2619 0.1408 0.2502 0.1804] probs=[0.1956 0.2028 0.2207 0.1984 0.1825] +19:49:53,330 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012565217391304348 std=0.001117382845510192 min=-0.0037 max=0.0004 +19:49:53,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0019), (, 0.0004), (, -0.0007), (, -0.0037), (, -0.0003), (, -0.0005), (, -0.0034), (, -0.0007), (, -0.0015), (, -0.0025), (, 0.0004), (, -0.0008), (, -0.0007), (, -0.0005), (, -0.0025), (, -0.0024), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0005), (, -0.0014)] +19:49:53,980 root INFO ContextualMultiArmedBanditAgent - exp=[0.1067 0.1806 0.1248 0.051 0.0874] probs=[0.206 0.201 0.1937 0.1916 0.2078] +19:49:55,396 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012789473684210525 std=0.0008853063385175724 min=-0.0034 max=-0.0003 +19:49:55,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.002), (, -0.0007), (, -0.0025), (, -0.0005), (, -0.0003), (, -0.0034), (, -0.0005), (, -0.0008), (, -0.0015), (, -0.0008), (, -0.0005), (, -0.0007), (, -0.0019), (, -0.0014), (, -0.0007), (, -0.0024), (, -0.0025)] +19:49:55,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1077 0.1221 0.1154 0.1642 0.1549] probs=[0.2017 0.2012 0.1991 0.2025 0.1955] +19:49:57,446 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0012157894736842102 std=0.0009571136202115503 min=-0.0034 max=0.0003 +19:49:57,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0019), (, -0.0025), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0007), (, -0.0001), (, -0.0008), (, -0.0034), (, -0.0008), (, -0.0025), (, -0.0), (, -0.0015), (, -0.0005), (, -0.0007), (, -0.0007), (, -0.0014), (, -0.0024), (, -0.002)] +19:49:58,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.0396 0.046 0.0622 0.0338] probs=[0.2023 0.203 0.2045 0.1956 0.1946] +19:49:59,438 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0015166666666666668 std=0.0018756480361612502 min=-0.0083 max=0.0003 +19:49:59,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0003), (, -0.0007), (, -0.0008), (, -0.0008), (, -0.0007), (, -0.0025), (, -0.0024), (, -0.0005), (, -0.0), (, -0.0083), (, -0.0014), (, -0.0008), (, -0.002), (, -0.0004), (, -0.0034), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0015)] +19:50:00,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.1024 0.0605 0.0669 0.094 0.0938] probs=[0.2007 0.1992 0.1996 0.2006 0.1999] +19:50:01,678 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013772727272727272 std=0.0022785425601351203 min=-0.0083 max=0.0005 +19:50:01,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0004), (, -0.0012), (, -0.0014), (, -0.0005), (, 0.0005), (, -0.0083), (, 0.0003), (, -0.0004), (, -0.0008), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.002), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.0024), (, -0.0008), (, -0.0005), (, -0.0007), (, -0.0002)] +19:50:02,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1022 0.123 0.0584 0.0941 0.1362] probs=[0.2014 0.2025 0.2037 0.1928 0.1996] +19:50:03,868 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0011277777777777777 std=0.0018582565172630546 min=-0.0083 max=0.0002 +19:50:03,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.0005), (, -0.0004), (, 0.0002), (, 0.0002), (, -0.0008), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0024), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0012), (, -0.0083), (, -0.002)] +19:50:04,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.0541 0.0799 0.0058 0.0855] probs=[0.2086 0.2101 0.192 0.1958 0.1936] +19:50:05,840 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0012 std=0.0019567191929349497 min=-0.0083 max=0.0002 +19:50:05,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0024), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.002), (, -0.0012), (, -0.0008), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.0083), (, 0.0002), (, -0.0003), (, -0.0003)] +19:50:06,323 root INFO ContextualMultiArmedBanditAgent - exp=[0.0645 0.1341 0.1591 0.1648 0.1927] probs=[0.2039 0.1909 0.1991 0.2081 0.198 ] +19:50:07,960 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00115 std=0.0021390084485240217 min=-0.0083 max=0.0004 +19:50:07,961 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.002), (, -0.0012), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0024), (, 0.0001), (, -0.0003), (, 0.0002), (, -0.0083), (, 0.0002), (, 0.0004)] +19:50:08,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.1982 0.1627 0.306 0.134 0.2157] probs=[0.192 0.1921 0.2017 0.1989 0.2153] +19:50:09,886 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0010599999999999997 std=0.0020924626639440905 min=-0.0083 max=0.0004 +19:50:09,887 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.002), (, 0.0002), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0012), (, -0.0024), (, -0.0083)] +19:50:10,348 root INFO ContextualMultiArmedBanditAgent - exp=[0.2305 0.1987 0.2293 0.2998 0.1921] probs=[0.1992 0.2011 0.2029 0.2042 0.1926] +19:50:11,796 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0007062499999999998 std=0.0020172595116890635 min=-0.0083 max=0.0005 +19:50:11,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, 0.0004), (, 0.0005), (, -0.0003), (, 0.0002), (, 0.0001), (, 0.0001), (, -0.0004), (, -0.0083), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0006), (, -0.0003)] +19:50:12,266 root INFO ContextualMultiArmedBanditAgent - exp=[0.1931 0.2085 0.2382 0.2167 0.2502] probs=[0.1887 0.2069 0.2109 0.205 0.1884] +19:50:13,766 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-9.523809523809524e-05 std=0.002372757325194264 min=-0.0083 max=0.0061 +19:50:13,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0004), (, -0.0006), (, 0.0002), (, 0.0024), (, 0.0001), (, -0.0006), (, 0.0061), (, -0.0001), (, -0.0002), (, -0.0012), (, 0.0014), (, 0.0001), (, -0.0003), (, -0.0083), (, 0.0002), (, 0.0005), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0003)] +19:50:14,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.0828 0.1391 0.1677 0.1698 0.131 ] probs=[0.2015 0.203 0.1981 0.2008 0.1966] +19:50:16,3 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=27 avg=0.00048148148148148155 std=0.002759500362322329 min=-0.0083 max=0.0061 +19:50:16,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0007), (, -0.0012), (, 0.0002), (, 0.0024), (, 0.0037), (, 0.0002), (, 0.0), (, 0.0001), (, 0.0004), (, 0.0061), (, -0.0052), (, -0.0001), (, -0.0001), (, 0.0019), (, 0.0007), (, 0.0001), (, -0.0006), (, 0.003), (, -0.0006), (, -0.0083), (, -0.0003), (, -0.0003), (, 0.0028), (, 0.0001), (, 0.0018), (, 0.0056), (, 0.0005)] +19:50:16,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.0811 0.1158 0.1203 0.1158 0.0983] probs=[0.2027 0.2011 0.2015 0.2015 0.1932] +19:50:18,325 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0001 std=0.0019336831267771381 min=-0.0083 max=0.0019 +19:50:18,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0005), (, -0.0001), (, 0.0018), (, 0.0019), (, 0.0001), (, 0.0007), (, 0.0007), (, -0.002), (, -0.0004), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0016), (, 0.0008), (, 0.0001), (, 0.0006), (, -0.0002), (, 0.0008), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0083), (, -0.0006)] +19:50:19,83 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.1352 0.1007 0.0742 0.1171] probs=[0.1946 0.2054 0.2023 0.2016 0.1961] +19:50:20,757 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0006533333333333333 std=0.0008163877074582205 min=-0.002 max=0.0002 +19:50:20,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0015), (, 0.0001), (, 0.0001), (, -0.0), (, -0.002), (, -0.0015), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0017), (, 0.0002), (, -0.0001), (, -0.0006), (, 0.0002), (, 0.0001)] +19:50:21,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1103 0.0558 0.109 0.1191] probs=[0.1903 0.2031 0.1931 0.2101 0.2035] +19:50:22,700 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0006583333333333334 std=0.0010625898654806672 min=-0.002 max=0.0013 +19:50:22,700 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0001), (, -0.002), (, -0.0005), (, -0.0001), (, -0.0015), (, -0.0006), (, 0.0013), (, -0.0017), (, 0.001)] +19:50:23,115 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0139 -0.0003 0.0015 -0.001 ] probs=[0.1941 0.2091 0.2041 0.1949 0.1978] +19:50:24,467 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00048125 std=0.0009862927747378058 min=-0.002 max=0.0013 +19:50:24,467 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.002), (, -0.0015), (, -0.0019), (, -0.0017), (, 0.001), (, -0.0001), (, 0.0008), (, -0.0001), (, -0.0001), (, 0.0013), (, -0.0006), (, -0.0015), (, -0.0005), (, -0.0), (, -0.0002)] +19:50:24,934 root INFO ContextualMultiArmedBanditAgent - exp=[0.0701 0.1511 0.1256 0.0538 0.115 ] probs=[0.2055 0.2058 0.1987 0.197 0.193 ] +19:50:26,705 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0006090909090909091 std=0.0009723023710895938 min=-0.002 max=0.0013 +19:50:26,706 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0017), (, -0.0), (, 0.001), (, 0.0008), (, -0.0001), (, -0.0011), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.002), (, -0.0001), (, -0.0015), (, -0.0005), (, 0.0013), (, -0.0019), (, -0.0001), (, -0.0018), (, -0.0019), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0019)] +19:50:27,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.074 0.1393 0.1423 0.0906 0.0898] probs=[0.2018 0.1921 0.1999 0.1909 0.2153] +19:50:28,868 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.00036538461538461545 std=0.0010611830508708766 min=-0.002 max=0.0013 +19:50:28,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0011), (, 0.0005), (, 0.0013), (, -0.0001), (, -0.0001), (, 0.0013), (, -0.0019), (, -0.0006), (, -0.0018), (, 0.0008), (, -0.0001), (, -0.0), (, -0.0015), (, 0.0008), (, 0.0001), (, -0.002), (, -0.0002), (, -0.0001), (, -0.0017), (, 0.001), (, 0.0001), (, 0.0011), (, -0.0019), (, -0.0005), (, -0.0005), (, -0.0019)] +19:50:29,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.1395 0.1183 0.1196 0.0629 0.1 ] probs=[0.1988 0.2062 0.1948 0.2014 0.1989] +19:50:31,289 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0004136363636363636 std=0.0011286739824580374 min=-0.002 max=0.0013 +19:50:31,289 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.002), (, -0.0017), (, 0.0008), (, -0.0005), (, 0.0013), (, -0.0018), (, 0.0005), (, -0.0019), (, 0.001), (, 0.0008), (, -0.0019), (, -0.0001), (, -0.0019), (, 0.0001), (, -0.0005), (, -0.0015), (, 0.0008), (, -0.0001), (, 0.0013), (, -0.0002), (, -0.0011)] +19:50:31,920 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1492 0.2679 0.1398 0.2652] probs=[0.2095 0.1974 0.1989 0.2008 0.1933] +19:50:33,432 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0006600000000000001 std=0.0010594338110519223 min=-0.002 max=0.0013 +19:50:33,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0015), (, 0.0013), (, -0.0), (, -0.002), (, 0.0008), (, 0.0001), (, -0.0019), (, 0.0009), (, 0.0001), (, -0.0005), (, -0.0019), (, -0.0007), (, -0.0011), (, -0.0013), (, 0.0008), (, -0.0005), (, -0.0018), (, -0.0019), (, 0.0001), (, -0.0017)] +19:50:34,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0196 0.0105 0.0296 0.0053] probs=[0.1959 0.2033 0.1972 0.2026 0.201 ] +19:50:35,606 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0006130434782608697 std=0.0009812610997770815 min=-0.002 max=0.0009 +19:50:35,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0002), (, -0.0017), (, 0.0006), (, -0.0), (, 0.0002), (, -0.0019), (, 0.0006), (, -0.0005), (, -0.0019), (, -0.0013), (, -0.0002), (, 0.0001), (, -0.0019), (, 0.0009), (, -0.0015), (, -0.002), (, 0.0001), (, -0.0018), (, -0.0007), (, -0.0008), (, -0.0013), (, 0.0009), (, 0.0003)] +19:50:36,333 root INFO ContextualMultiArmedBanditAgent - exp=[0.1062 0.1101 0.1035 0.1073 0.1032] probs=[0.1995 0.2098 0.1933 0.1948 0.2026] +19:50:37,916 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0006777777777777777 std=0.0009372273266013935 min=-0.002 max=0.0009 +19:50:37,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.002), (, -0.0002), (, 0.0003), (, -0.0005), (, -0.0), (, -0.0019), (, -0.0005), (, -0.0), (, -0.0019), (, 0.0002), (, 0.0006), (, -0.0018), (, -0.0013), (, 0.0009), (, 0.0001), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0), (, -0.0019), (, 0.0002)] +19:50:38,533 root INFO ContextualMultiArmedBanditAgent - exp=[0.0756 0.0871 0.0686 0.0387 0.1017] probs=[0.2021 0.1985 0.2014 0.2016 0.1963] +19:50:40,153 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0006800000000000002 std=0.0006431174076325411 min=-0.002 max=0.0001 +19:50:40,153 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0013), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0003), (, -0.0), (, -0.002), (, -0.0018), (, -0.0013), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0002)] +19:50:40,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1237 0.1335 0.0585 0.078 ] probs=[0.195 0.2031 0.2 0.2006 0.2013] +19:50:42,374 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0005133333333333333 std=0.0006661998365522332 min=-0.002 max=0.0003 +19:50:42,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0018), (, 0.0003), (, 0.0001), (, 0.0001), (, -0.0005), (, -0.001), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0), (, -0.0), (, -0.002)] +19:50:42,866 root INFO ContextualMultiArmedBanditAgent - exp=[0.1794 0.1481 0.1887 0.1499 0.1345] probs=[0.1965 0.2016 0.2048 0.1954 0.2017] +19:50:44,327 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.00037333333333333326 std=0.0005847696602556905 min=-0.002 max=0.0001 +19:50:44,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.002), (, 0.0001), (, 0.0001), (, -0.0006), (, 0.0001), (, -0.0005), (, -0.0005), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0), (, -0.001)] +19:50:44,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.1171 0.1262 0.2229 0.1349] probs=[0.2038 0.1934 0.1949 0.1958 0.2122] +19:50:46,229 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=6 avg=-0.00046666666666666666 std=0.0004496912521077347 min=-0.001 max=0.0001 +19:50:46,229 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0001), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0005), (, -0.001)] +19:50:46,474 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0138 -0.0003 0.0006 -0.001 ] probs=[0.199 0.2024 0.1995 0.1997 0.1994] +19:50:47,750 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=4 avg=-0.0006000000000000001 std=0.0004527692569068709 min=-0.001 max=0.0001 +19:50:47,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0005), (, -0.001), (, 0.0001), (, -0.0), (, -0.0)] +19:50:47,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.333 0.3359 0.156 0.4793 0.4074] probs=[0.1785 0.2289 0.2036 0.1942 0.1948] +19:50:49,233 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=3 avg=-0.0008333333333333334 std=0.00023570226039551585 min=-0.001 max=-0.0005 +19:50:49,233 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.001), (, -0.0), (, -0.0005)] +19:50:49,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1455 0.012 0.1032 0.1105 0.0302] probs=[0.1884 0.1988 0.2071 0.2014 0.2044] +19:50:50,624 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.0006200000000000001 std=0.0004955804677345547 min=-0.001 max=0.0003 +19:50:50,625 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0005), (, -0.0), (, -0.001), (, 0.0003), (, -0.0)] +19:50:50,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.0481 0.108 0.0884 0.0463 0.0688] probs=[0.199 0.2024 0.1995 0.1997 0.1994] +19:50:52,152 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=7 avg=-0.0003857142857142857 std=0.0006243363823832045 min=-0.001 max=0.0004 +19:50:52,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0003), (, -0.0009), (, -0.001), (, -0.0), (, -0.0), (, 0.0003), (, 0.0004)] +19:50:52,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.0276 0.1603 0.1001 0.1697 0.0734] probs=[0.199 0.2024 0.1995 0.1997 0.1994] +19:50:54,20 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.0002875 std=0.0006392133837772798 min=-0.001 max=0.0004 +19:50:54,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, -0.0009), (, 0.0004), (, 0.0003), (, -0.0), (, 0.0004), (, -0.001), (, -0.0009), (, -0.0)] +19:50:54,316 root INFO ContextualMultiArmedBanditAgent - exp=[0.125 0.1372 0.0716 0.1138 0.1026] probs=[0.2005 0.2045 0.1941 0.2015 0.1995] +19:50:55,829 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0003222222222222222 std=0.0006106058517348482 min=-0.001 max=0.0004 +19:50:55,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, -0.0009), (, 0.0004), (, -0.001), (, -0.0009), (, 0.0003), (, 0.0004), (, -0.0006)] +19:50:56,89 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0138 -0.0003 0.0006 -0.001 ] probs=[0.2007 0.2066 0.1995 0.197 0.1962] +19:50:57,395 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0003909090909090909 std=0.0005567022142689041 min=-0.001 max=0.0005 +19:50:57,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0006), (, 0.0005), (, -0.0009), (, -0.0006), (, -0.0009), (, 0.0004), (, -0.001), (, 0.0004), (, -0.0001), (, -0.0006)] +19:50:57,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0324 0.0785 0.0174 0.1598 0.1097] probs=[0.199 0.2024 0.1995 0.1997 0.1994] +19:50:59,282 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00035 std=0.00047622023716523663 min=-0.0009 max=0.0005 +19:50:59,282 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0005), (, 0.0004), (, -0.0006), (, -0.0006), (, 0.0004), (, -0.0006), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0006)] +19:50:59,753 root INFO ContextualMultiArmedBanditAgent - exp=[0.1442 0.096 0.1731 0.0998 0.0473] probs=[0.1988 0.198 0.2033 0.2064 0.1934] +19:51:01,230 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0003466666666666666 std=0.00044701478971307225 min=-0.0009 max=0.0005 +19:51:01,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0009), (, 0.0005), (, -0.0002), (, -0.0006), (, 0.0004), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0009), (, -0.0001)] +19:51:01,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1207 0.1178 0.1085 0.0852] probs=[0.203 0.2027 0.1975 0.1998 0.197 ] +19:51:03,252 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0003611111111111111 std=0.0004244458987758679 min=-0.0009 max=0.0005 +19:51:03,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0009), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0006), (, -0.0009), (, 0.0003), (, -0.0007), (, 0.0004), (, -0.0006), (, -0.0006), (, 0.0005), (, -0.0001), (, -0.0002), (, -0.0006)] +19:51:03,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.0328 0.0299 0.0779 0.1002] probs=[0.1962 0.2095 0.1989 0.1953 0.2 ] +19:51:05,421 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0006083333333333332 std=0.00017539637649874323 min=-0.0009 max=-0.0001 +19:51:05,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0006), (, -0.0007), (, -0.0006), (, -0.0007)] +19:51:05,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.0027 0.0365 0.0299 0.0708 0.0514] probs=[0.2003 0.1909 0.2099 0.1972 0.2018] +19:51:07,166 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0006666666666666665 std=9.428090415820635e-05 min=-0.0009 max=-0.0006 +19:51:07,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0007), (, -0.0009)] +19:51:07,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.1546 0.0176 0.1649 0.0615 0.1596] probs=[0.1936 0.2154 0.2111 0.1852 0.1948] +19:51:08,664 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000675 std=9.682458365518544e-05 min=-0.0009 max=-0.0006 +19:51:08,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, -0.0007), (, -0.0006), (, -0.0009), (, -0.0006), (, -0.0006), (, -0.0006)] +19:51:08,905 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.2068 0.1701 0.1559 0.0952] probs=[0.2054 0.1983 0.1973 0.194 0.2049] +19:51:11,132 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:51:11,133 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.2169066666666666 std=0.33050297520933486 min=-0.091 max=1.2017 +19:51:11,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0814), (, 0.5349), (, 0.16), (, -0.0051), (, 0.1339), (, 0.1239), (, -0.0339), (, 1.2017), (, 0.2704), (, -0.091), (, 0.0378), (, 0.6505), (, 0.1119), (, 0.1239), (, 0.1161)] +19:51:11,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.1424 0.2449 0.1041 0.1847 0.2153] probs=[0.1845 0.2032 0.1997 0.2053 0.2072] +19:51:12,962 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.059653846153846155 std=0.10844320466978671 min=-0.091 max=0.2704 +19:51:12,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0814), (, 0.2704), (, 0.0378), (, -0.0051), (, 0.1239), (, -0.091), (, 0.1339), (, 0.1119), (, 0.1161), (, 0.1239), (, -0.0339), (, 0.16)] +19:51:13,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1478 0.1545 0.1025 0.1023] probs=[0.1887 0.2174 0.1956 0.1993 0.199 ] +19:51:14,563 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.042091666666666666 std=0.0934362390290239 min=-0.091 max=0.16 +19:51:14,563 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0051), (, 0.0378), (, 0.16), (, -0.091), (, 0.1161), (, 0.1339), (, -0.0339), (, 0.1239), (, 0.1119), (, -0.0814), (, 0.1239)] +19:51:14,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.1291 0.0701 0.1362 0.0726] probs=[0.1856 0.2127 0.2075 0.1937 0.2005] +19:51:16,333 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.074325 std=0.0236661546306112 min=-0.091 max=-0.0339 +19:51:16,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0339), (, -0.0814), (, -0.091)] +19:51:16,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.2695 0.1168 0.3019 0.195 0.1417] probs=[0.195 0.2094 0.1974 0.2019 0.1962] +19:51:17,684 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0389 std=0.057043784353190775 min=-0.091 max=0.0653 +19:51:17,684 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.091), (, -0.0014), (, 0.0653), (, -0.0814), (, -0.0339)] +19:51:17,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.256 0.3213 0.1459 0.1762 0.3728] probs=[0.2053 0.2065 0.1887 0.1914 0.2081] +19:51:19,181 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04182 std=0.038250563394543614 min=-0.091 max=-0.0014 +19:51:19,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0814), (, -0.0339), (, -0.0014), (, -0.091)] +19:51:19,306 root INFO ContextualMultiArmedBanditAgent - exp=[-0.008 0.0417 0.0006 0.0145 -0.0032] probs=[0.2114 0.2197 0.2007 0.1844 0.1837] +19:51:20,460 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.05793333333333334 std=0.04016676348536049 min=-0.091 max=-0.0014 +19:51:20,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.091), (, -0.0814)] +19:51:20,666 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0086 0.046 0.0007 0.016 -0.0035] probs=[0.1838 0.2317 0.1804 0.2147 0.1893] +19:51:22,425 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0462 std=0.0448 min=-0.091 max=-0.0014 +19:51:22,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0014)] +19:51:22,488 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0371 0.0005 0.0122 -0.0029] probs=[0.233 0.2315 0.1854 0.1838 0.1663] +19:51:23,892 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.008433333333333333 std=0.009595253456208902 min=-0.022 max=-0.0014 +19:51:23,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0019), (, -0.022)] +19:51:24,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.1605 0.1425 0.0663 0.0189] probs=[0.199 0.2024 0.1995 0.1997 0.1994] +19:51:25,475 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.005528571428571429 std=0.014650374377051089 min=-0.022 max=0.0232 +19:51:25,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.022), (, -0.0019), (, -0.0143), (, -0.0014), (, 0.0232), (, -0.0003)] +19:51:25,714 root INFO ContextualMultiArmedBanditAgent - exp=[0.2024 0.1927 0.2207 0.0721 0.0126] probs=[0.2059 0.2008 0.1904 0.1879 0.2149] +19:51:27,150 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00852 std=0.013114404294515249 min=-0.022 max=0.0232 +19:51:27,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.0143), (, -0.0014), (, -0.0003), (, -0.0143), (, 0.0232), (, -0.0143), (, -0.0019), (, -0.022), (, -0.0179)] +19:51:27,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.18 0.1863 0.1909 0.1509 0.0745] probs=[0.1917 0.2103 0.1918 0.2079 0.1982] +19:51:29,130 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00848125 std=0.012622708641076208 min=-0.022 max=0.0232 +19:51:29,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.0014), (, -0.0143), (, -0.022), (, -0.0179), (, 0.0143), (, -0.0004), (, -0.0143), (, 0.0232), (, -0.0003), (, -0.0179), (, -0.0019), (, -0.0143), (, -0.0179), (, -0.0143), (, -0.0143)] +19:51:29,538 root INFO ContextualMultiArmedBanditAgent - exp=[0.0291 0.0201 0.0019 0.0091 0.0477] probs=[0.2023 0.192 0.1955 0.2054 0.2047] +19:51:31,114 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.006816 std=0.010154434696230017 min=-0.022 max=0.0232 +19:51:31,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0143), (, -0.0014), (, -0.0179), (, -0.0013), (, -0.0004), (, -0.0041), (, -0.0179), (, -0.0033), (, -0.019), (, -0.0002), (, -0.0143), (, -0.0004), (, -0.0143), (, -0.0143), (, -0.0019), (, -0.0179), (, -0.0143), (, 0.0232), (, 0.0016), (, -0.0143), (, -0.022), (, 0.0), (, -0.0068), (, -0.0031), (, 0.0086)] +19:51:31,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.0958 0.0485 0.0638 0.0465] probs=[0.1942 0.1971 0.1977 0.2052 0.2058] +19:51:33,498 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.006680645161290324 std=0.009627293839939712 min=-0.022 max=0.015 +19:51:33,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0086), (, -0.0013), (, -0.0), (, 0.0016), (, 0.015), (, -0.0179), (, -0.0179), (, -0.0179), (, -0.0033), (, -0.0011), (, -0.0004), (, -0.0143), (, 0.0028), (, -0.019), (, -0.0004), (, 0.0062), (, 0.0008), (, 0.0), (, -0.0143), (, -0.0005), (, -0.0143), (, -0.0143), (, 0.0021), (, -0.0143), (, -0.0068), (, -0.0143), (, 0.0021), (, -0.0), (, -0.0166), (, -0.0179), (, -0.0019), (, -0.0143), (, -0.022)] +19:51:34,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.1968 0.1161 0.1226 0.117 ] probs=[0.2017 0.2035 0.1985 0.1971 0.1993] +19:51:36,42 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=35 avg=-0.004211428571428572 std=0.008603978197108971 min=-0.022 max=0.0086 +19:51:36,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0062), (, -0.0033), (, 0.0008), (, 0.0021), (, -0.0179), (, 0.003), (, -0.0004), (, -0.0179), (, -0.0), (, 0.0086), (, 0.0021), (, -0.0047), (, 0.0062), (, -0.0003), (, -0.0011), (, 0.0015), (, -0.0011), (, -0.0013), (, -0.0005), (, 0.0004), (, -0.0166), (, -0.0004), (, 0.0021), (, -0.019), (, -0.0143), (, 0.0016), (, 0.0021), (, 0.0022), (, -0.0004), (, -0.0033), (, -0.0179), (, -0.0068), (, -0.0179), (, -0.0179), (, 0.0), (, -0.022)] +19:51:36,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.0571 0.0992 0.058 0.0798 0.1068] probs=[0.2003 0.207 0.1974 0.1957 0.1996] +19:51:38,836 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=35 avg=-0.0024342857142857144 std=0.007201941914993398 min=-0.022 max=0.0077 +19:51:38,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0179), (, -0.0005), (, 0.0077), (, -0.0179), (, 0.0021), (, 0.0007), (, 0.0021), (, 0.0008), (, 0.0013), (, -0.022), (, 0.0021), (, 0.0013), (, -0.0004), (, 0.0015), (, 0.0018), (, 0.0062), (, -0.0003), (, -0.0004), (, -0.0021), (, -0.0068), (, -0.0005), (, -0.0073), (, -0.0179), (, 0.0008), (, 0.0014), (, 0.0016), (, -0.0), (, -0.0013), (, -0.0), (, -0.0011), (, -0.0041), (, 0.0004), (, -0.0179), (, -0.0003), (, 0.0014), (, 0.0016)] +19:51:39,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1176 0.1148 0.1137 0.1261 0.1372] probs=[0.1966 0.2025 0.1996 0.2052 0.1961] +19:51:41,734 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.0014468749999999998 std=0.004671923076675706 min=-0.022 max=0.0021 +19:51:41,734 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0077), (, 0.0013), (, 0.0016), (, -0.0), (, -0.0), (, 0.0004), (, -0.0024), (, -0.0005), (, 0.0008), (, -0.0009), (, -0.0013), (, 0.0021), (, 0.0018), (, -0.0004), (, -0.0), (, 0.0002), (, 0.0014), (, -0.0064), (, -0.0021), (, 0.0016), (, -0.0001), (, -0.0041), (, -0.001), (, 0.0021), (, 0.0015), (, -0.022), (, -0.0004), (, 0.0016), (, -0.0011), (, 0.0007), (, -0.0107), (, -0.0004), (, 0.0013), (, -0.0021)] +19:51:42,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0643 0.0905 0.1035 0.0767 0.0498] probs=[0.191 0.2019 0.2006 0.2037 0.2028] +19:51:44,681 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00246 std=0.0047542682577518345 min=-0.022 max=0.0014 +19:51:44,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0107), (, -0.022), (, -0.0004), (, -0.0008), (, 0.0004), (, -0.0004), (, -0.001), (, 0.0002), (, -0.0005), (, -0.0013), (, 0.0004), (, -0.0007), (, 0.0), (, -0.0029), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0), (, -0.0021), (, -0.0077), (, 0.0014), (, -0.0041), (, -0.0107), (, 0.0014), (, -0.0011), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0064), (, -0.0021), (, 0.0007), (, -0.0005), (, -0.0002)] +19:51:45,625 root INFO ContextualMultiArmedBanditAgent - exp=[0.2111 0.1685 0.1446 0.1863 0.1314] probs=[0.1958 0.2084 0.1959 0.2028 0.1972] +19:51:47,648 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=38 avg=-0.0021842105263157894 std=0.003228208425719937 min=-0.0107 max=0.0014 +19:51:47,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0107), (, 0.0014), (, -0.0002), (, -0.0069), (, -0.0003), (, -0.0087), (, -0.0004), (, 0.0007), (, -0.0005), (, -0.0107), (, -0.0006), (, -0.0007), (, -0.0021), (, 0.0002), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0028), (, -0.0005), (, -0.0029), (, -0.0005), (, -0.0064), (, -0.0011), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0009), (, -0.0084), (, -0.0045), (, 0.0005), (, -0.0007), (, -0.0002), (, -0.0013), (, -0.0002), (, -0.0008), (, -0.0), (, -0.0077), (, -0.0), (, -0.0009)] +19:51:48,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0808 0.0483 0.0944 0.0585] probs=[0.2003 0.2034 0.199 0.2003 0.197 ] +19:51:50,548 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=41 avg=-0.0019073170731707316 std=0.003358236343453062 min=-0.0107 max=0.0028 +19:51:50,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0084), (, -0.0005), (, -0.0022), (, -0.0069), (, -0.0045), (, -0.0006), (, -0.0), (, -0.0008), (, -0.0021), (, -0.0011), (, -0.0), (, -0.0084), (, 0.0), (, -0.0009), (, -0.0081), (, -0.0007), (, -0.0009), (, -0.0013), (, 0.0009), (, -0.0011), (, 0.0008), (, -0.0107), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0087), (, 0.001), (, 0.0014), (, -0.0028), (, -0.0005), (, -0.0002), (, -0.0007), (, 0.0002), (, 0.0028), (, -0.0005), (, -0.0064), (, 0.0014), (, -0.0012), (, 0.0019), (, -0.0002), (, 0.0005), (, 0.0007), (, -0.0077)] +19:51:51,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.0877 0.1025 0.0992 0.0475] probs=[0.1941 0.2058 0.2008 0.202 0.1973] +19:51:53,568 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.002105714285714286 std=0.0034476445671247045 min=-0.0107 max=0.0022 +19:51:53,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0084), (, -0.0012), (, 0.0), (, 0.0), (, -0.0013), (, 0.0014), (, -0.0), (, 0.0019), (, -0.0011), (, 0.0008), (, 0.0003), (, -0.0028), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0069), (, -0.0009), (, -0.0), (, -0.0087), (, -0.0003), (, -0.0022), (, -0.0081), (, -0.0011), (, -0.0006), (, 0.001), (, 0.0022), (, 0.0005), (, -0.0021), (, -0.0007), (, 0.0018), (, -0.0064), (, 0.0), (, -0.005), (, 0.0015), (, -0.0009), (, -0.0005), (, -0.0107), (, -0.0045), (, -0.0006), (, -0.0)] +19:51:54,720 root INFO ContextualMultiArmedBanditAgent - exp=[0.0675 0.1355 0.0815 0.0815 0.1137] probs=[0.1915 0.2049 0.2027 0.2079 0.1929] +19:51:56,664 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0018921052631578948 std=0.003427472720836384 min=-0.0107 max=0.0022 +19:51:56,665 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0015), (, -0.0029), (, 0.0015), (, -0.0017), (, 0.0014), (, 0.0008), (, 0.0012), (, -0.0), (, -0.0009), (, -0.0007), (, -0.0084), (, 0.0003), (, -0.0015), (, -0.0012), (, -0.0028), (, -0.0006), (, -0.0007), (, -0.0009), (, -0.0045), (, -0.0087), (, -0.0), (, -0.0081), (, -0.0064), (, -0.0022), (, -0.0011), (, -0.0107), (, -0.0), (, -0.0003), (, -0.0069), (, 0.0), (, 0.0), (, -0.0016), (, 0.0002), (, 0.001), (, 0.0007), (, -0.0002), (, -0.005), (, -0.0), (, 0.0019), (, 0.0022), (, 0.0018), (, 0.0002), (, -0.0005)] +19:51:57,847 root INFO ContextualMultiArmedBanditAgent - exp=[0.0941 0.0917 0.0886 0.0993 0.07 ] probs=[0.2011 0.2108 0.1973 0.1938 0.197 ] +19:51:59,677 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.0022272727272727266 std=0.003555045303148472 min=-0.0107 max=0.0019 +19:51:59,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0107), (, -0.0002), (, -0.0), (, -0.0), (, 0.0018), (, 0.001), (, -0.0084), (, -0.0), (, 0.0016), (, -0.0), (, -0.0007), (, -0.0015), (, -0.0069), (, 0.0005), (, -0.0006), (, -0.0009), (, -0.0023), (, -0.0), (, -0.0016), (, -0.0), (, 0.0014), (, 0.0015), (, 0.0007), (, 0.0), (, -0.0012), (, -0.0081), (, 0.0002), (, -0.0029), (, -0.0043), (, -0.0081), (, -0.0001), (, 0.0), (, -0.0), (, -0.0009), (, -0.0015), (, -0.0022), (, -0.0011), (, 0.0019), (, -0.0033), (, -0.0087), (, 0.0002)] +19:52:00,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1379 0.1064 0.1044 0.0649] probs=[0.1948 0.1999 0.2075 0.1939 0.204 ] +19:52:02,639 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=30 avg=-0.0027399999999999994 std=0.0034092618947019404 min=-0.0107 max=0.0015 +19:52:02,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0), (, -0.0001), (, -0.0), (, -0.0029), (, 0.0), (, -0.0107), (, -0.0009), (, -0.0015), (, -0.0081), (, -0.0015), (, -0.0), (, 0.0015), (, -0.0011), (, -0.0002), (, -0.0015), (, 0.0003), (, -0.0016), (, -0.0087), (, 0.0001), (, -0.0033), (, -0.0), (, -0.0011), (, 0.0007), (, -0.0022), (, -0.0012), (, -0.0081), (, -0.0069), (, -0.0011), (, 0.0007), (, -0.0), (, 0.0), (, -0.0084), (, 0.0), (, -0.0), (, 0.0012), (, -0.0043), (, -0.0009), (, -0.0), (, -0.0023)] +19:52:03,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0786 0.1189 0.1092 0.0926 0.0561] probs=[0.2017 0.2015 0.1995 0.1989 0.1984] +19:52:05,641 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=26 avg=-0.002665384615384614 std=0.0034583168769362032 min=-0.0107 max=0.0009 +19:52:05,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0), (, -0.0), (, -0.0015), (, 0.0007), (, 0.0009), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0011), (, -0.0033), (, -0.0107), (, -0.0), (, -0.0), (, -0.0006), (, -0.0014), (, -0.0087), (, -0.0), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0084), (, -0.0029), (, 0.0), (, 0.0), (, -0.0081), (, -0.0009), (, -0.0), (, -0.0022), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0015), (, -0.0), (, -0.0001), (, -0.0081), (, -0.0008), (, 0.0002)] +19:52:06,902 root INFO ContextualMultiArmedBanditAgent - exp=[0.1305 0.1052 0.1164 0.1466 0.0836] probs=[0.2017 0.2015 0.2035 0.1948 0.1985] +19:52:08,740 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=27 avg=-0.002085185185185185 std=0.002991185037517641 min=-0.0107 max=0.0007 +19:52:08,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, -0.0084), (, -0.0009), (, 0.0), (, -0.0), (, 0.0), (, -0.0029), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0015), (, -0.0008), (, -0.0009), (, -0.0), (, 0.0), (, -0.0), (, 0.0007), (, -0.0033), (, -0.0001), (, -0.0), (, -0.0), (, -0.0009), (, -0.0081), (, -0.0015), (, 0.0), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0001), (, -0.0022), (, -0.0081), (, 0.0002), (, -0.0), (, -0.0107), (, -0.0006), (, -0.0), (, 0.0005), (, -0.0022), (, 0.0), (, -0.0), (, 0.0001)] +19:52:10,77 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.1112 0.1512 0.1103 0.1205] probs=[0.1971 0.2057 0.198 0.2032 0.1959] +19:52:11,881 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.001419354838709677 std=0.0019398069998507932 min=-0.0081 max=0.0007 +19:52:11,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0002), (, -0.0081), (, -0.001), (, 0.0), (, -0.0015), (, 0.0001), (, -0.0002), (, -0.0007), (, -0.0012), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0001), (, -0.0013), (, -0.0081), (, -0.0001), (, -0.0018), (, -0.0029), (, -0.0009), (, -0.0017), (, -0.0), (, -0.0022), (, 0.0), (, 0.0002), (, 0.0), (, -0.0006), (, -0.0013), (, 0.0007), (, -0.0009), (, -0.0023), (, -0.0009), (, -0.0022), (, 0.0005), (, -0.0012), (, -0.0008), (, -0.0)] +19:52:12,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.116 0.0853 0.0834 0.0983 0.1293] probs=[0.1973 0.2 0.2036 0.1956 0.2036] +19:52:14,669 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.001161764705882353 std=0.002900001491468415 min=-0.0081 max=0.0092 +19:52:14,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0092), (, -0.0017), (, -0.0012), (, -0.0009), (, 0.0), (, -0.0012), (, -0.001), (, -0.0018), (, -0.0002), (, -0.0013), (, -0.0001), (, 0.0012), (, -0.0023), (, -0.0008), (, -0.0017), (, -0.0015), (, 0.0), (, 0.0001), (, 0.0), (, -0.0011), (, 0.0024), (, -0.0081), (, -0.0), (, -0.0017), (, -0.0009), (, 0.0007), (, -0.0017), (, -0.0002), (, -0.0081), (, -0.0013), (, -0.0009), (, -0.0022), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0081), (, -0.0006), (, -0.0012)] +19:52:15,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0528 0.145 0.1238 0.0931 0.0732] probs=[0.1929 0.2075 0.2012 0.1997 0.1988] +19:52:17,524 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0012515151515151515 std=0.002361576413936534 min=-0.0081 max=0.0022 +19:52:17,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0081), (, -0.0002), (, -0.0023), (, -0.0006), (, -0.001), (, -0.0018), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0012), (, -0.0012), (, -0.0006), (, -0.0081), (, 0.0012), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, -0.0081), (, 0.0005), (, 0.0), (, -0.0007), (, -0.0017), (, -0.0009), (, -0.0001), (, 0.0007), (, 0.0001), (, -0.0012), (, -0.001), (, 0.0009), (, 0.0022), (, 0.0), (, -0.0017), (, -0.0011), (, -0.0022), (, -0.0)] +19:52:18,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.0801 0.1562 0.0813 0.1171 0.1087] probs=[0.2032 0.2038 0.1937 0.2016 0.1976] +19:52:20,405 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0011300000000000001 std=0.002630608294672546 min=-0.0081 max=0.0037 +19:52:20,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0081), (, -0.0018), (, 0.0), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0006), (, -0.0001), (, -0.0022), (, -0.0081), (, -0.0012), (, -0.0002), (, -0.0012), (, 0.0005), (, 0.0037), (, -0.0019), (, 0.0), (, 0.0001), (, -0.0), (, -0.0012), (, -0.0081), (, -0.0023), (, 0.0009), (, -0.0011), (, -0.0008), (, 0.0022), (, -0.0003), (, -0.001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0007), (, 0.0017), (, 0.0002)] +19:52:21,632 root INFO ContextualMultiArmedBanditAgent - exp=[0.1308 0.1487 0.205 0.0881 0.1309] probs=[0.1987 0.2016 0.1945 0.2097 0.1955] +19:52:23,542 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0012033333333333334 std=0.002486561659981286 min=-0.0081 max=0.0031 +19:52:23,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0031), (, -0.0), (, -0.0008), (, -0.0), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0019), (, -0.001), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0019), (, -0.0012), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0081), (, -0.0081), (, -0.0081), (, -0.0012), (, 0.0005), (, 0.0003), (, -0.001), (, 0.0001), (, 0.0009), (, -0.0012), (, -0.0005), (, 0.0005)] +19:52:24,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.0776 0.1205 0.0802 0.1323 0.0815] probs=[0.2001 0.2059 0.1939 0.2055 0.1946] +19:52:26,733 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0007068965517241378 std=0.0023381293782206436 min=-0.0081 max=0.0036 +19:52:26,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.001), (, 0.0), (, -0.0006), (, -0.0012), (, -0.0007), (, -0.0081), (, -0.0), (, -0.0), (, -0.0006), (, -0.0), (, 0.0036), (, -0.0081), (, -0.0019), (, -0.0012), (, 0.0002), (, -0.001), (, 0.0003), (, -0.0012), (, -0.0008), (, 0.0009), (, -0.0019), (, -0.0005), (, 0.0005), (, 0.0001), (, 0.0031), (, 0.0005), (, 0.0), (, 0.0), (, -0.0006), (, 0.0), (, 0.0005), (, 0.0003), (, 0.0004), (, -0.0008), (, 0.0001)] +19:52:27,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.137 0.1217 0.1507 0.1387 0.1723] probs=[0.2051 0.1985 0.2025 0.1963 0.1975] +19:52:29,708 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0007692307692307691 std=0.0028554629465383113 min=-0.0083 max=0.0025 +19:52:29,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0005), (, -0.0006), (, 0.0017), (, 0.0), (, -0.0), (, -0.0012), (, 0.0005), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0), (, -0.0081), (, -0.0007), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0083), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0081), (, 0.0), (, 0.0025), (, 0.0016), (, -0.0006), (, 0.0005), (, 0.0008), (, 0.0), (, 0.0019), (, 0.0002), (, 0.0011), (, 0.0), (, 0.0), (, 0.0004), (, 0.0011), (, -0.0)] +19:52:30,805 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1096 0.0801 0.0597 0.0827] probs=[0.197 0.205 0.199 0.2053 0.1937] +19:52:32,716 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=19 avg=-0.002121052631578947 std=0.003336651165050059 min=-0.0083 max=0.0011 +19:52:32,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0011), (, 0.0008), (, 0.0004), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0002), (, 0.0011), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0083), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0081), (, -0.0008), (, -0.0006), (, -0.0043), (, 0.0), (, 0.0006), (, -0.0), (, -0.0012), (, -0.0), (, -0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0), (, -0.0081), (, 0.0), (, -0.0012)] +19:52:33,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.1306 0.0971 0.1144 0.0654 0.0685] probs=[0.2 0.2029 0.2017 0.1939 0.2015] +19:52:35,502 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=19 avg=-0.0014210526315789475 std=0.0025885535378435865 min=-0.0083 max=0.0011 +19:52:35,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0008), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0008), (, 0.0), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0043), (, 0.0), (, -0.0), (, 0.0), (, 0.0004), (, -0.0006), (, 0.0), (, -0.0083), (, 0.0007), (, -0.0011), (, 0.0), (, -0.0), (, 0.0), (, -0.0008), (, -0.0006), (, -0.0012), (, -0.0006), (, -0.0004), (, -0.0005), (, 0.0011)] +19:52:36,484 root INFO ContextualMultiArmedBanditAgent - exp=[0.0543 0.0654 0.0658 0.0617 0.1137] probs=[0.2024 0.2029 0.2005 0.1988 0.1953] +19:52:38,264 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=20 avg=-0.0014999999999999998 std=0.0024390571949013413 min=-0.0083 max=0.0004 +19:52:38,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0083), (, -0.0012), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0043), (, 0.0004), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0008), (, -0.0008), (, -0.0012), (, -0.0006), (, 0.0), (, -0.0006), (, -0.0)] +19:52:39,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0891 0.1221 0.0889 0.1044 0.0631] probs=[0.206 0.2004 0.1971 0.2014 0.1951] +19:52:40,905 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.001156 std=0.0023299922746653047 min=-0.0083 max=0.0014 +19:52:40,906 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0043), (, -0.0005), (, -0.0007), (, -0.0004), (, -0.0008), (, -0.0008), (, -0.0002), (, -0.0083), (, -0.0), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0014), (, -0.0008), (, -0.0012), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0), (, 0.0014), (, -0.0), (, 0.0001), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0012), (, -0.0006)] +19:52:41,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.0493 0.0777 0.0776 0.092 ] probs=[0.2036 0.2057 0.1948 0.1949 0.201 ] +19:52:43,522 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.000684 std=0.0019207665136606272 min=-0.0083 max=0.0014 +19:52:43,523 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0006), (, -0.0008), (, 0.0014), (, -0.0004), (, -0.0002), (, 0.0005), (, 0.0001), (, 0.0002), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0014), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0), (, -0.0009), (, -0.0012), (, -0.0), (, -0.0), (, 0.0), (, -0.0083), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0), (, 0.0005), (, 0.0014), (, -0.0012), (, -0.0008), (, -0.0004), (, -0.0043), (, -0.0), (, -0.0005), (, -0.0), (, 0.0)] +19:52:44,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.0939 0.0695 0.0757 0.0958] probs=[0.1977 0.1985 0.2055 0.1958 0.2025] +19:52:46,405 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=21 avg=-0.0004666666666666665 std=0.0024282726240082548 min=-0.0083 max=0.0052 +19:52:46,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0005), (, 0.0001), (, 0.0052), (, -0.0012), (, -0.0002), (, -0.0043), (, -0.0009), (, -0.0083), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0005), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0), (, 0.0014), (, -0.0014), (, 0.0014), (, -0.0), (, 0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0005), (, -0.0), (, 0.0014), (, -0.0004)] +19:52:47,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.1206 0.0908 0.0735 0.0943] probs=[0.1986 0.2016 0.1988 0.1983 0.2028] +19:52:49,108 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=20 avg=-0.0005399999999999999 std=0.002717425251961864 min=-0.0083 max=0.0052 +19:52:49,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0004), (, 0.0012), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0052), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0043), (, 0.0005), (, 0.0052), (, -0.0), (, 0.0005), (, -0.0), (, -0.0002), (, 0.0014), (, 0.0), (, -0.0083), (, 0.0014), (, -0.0), (, 0.0014), (, 0.0), (, -0.0005), (, -0.0003)] +19:52:50,125 root INFO ContextualMultiArmedBanditAgent - exp=[0.1636 0.1357 0.1103 0.0611 0.1447] probs=[0.1987 0.2009 0.2007 0.1983 0.2014] +19:52:51,944 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=19 avg=-0.0004421052631578947 std=0.002377374887841781 min=-0.0083 max=0.0014 +19:52:51,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0014), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, 0.0003), (, -0.0004), (, 0.0014), (, -0.0014), (, -0.0083), (, 0.0014), (, 0.0005), (, 0.0005), (, -0.0013), (, -0.0052), (, 0.0012), (, 0.0), (, 0.0009), (, 0.0005), (, -0.0), (, 0.0014), (, -0.0004)] +19:52:53,145 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.0645 0.0949 0.0754 0.0435] probs=[0.1859 0.2098 0.1992 0.2059 0.1992] +19:52:54,974 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=22 avg=4.9999999999999975e-05 std=0.002561027847635327 min=-0.0083 max=0.0042 +19:52:54,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, 0.0014), (, 0.0014), (, -0.0083), (, -0.0), (, 0.0012), (, 0.0005), (, 0.0014), (, 0.0009), (, -0.0), (, -0.0), (, 0.0), (, 0.0007), (, -0.0), (, 0.0005), (, 0.0005), (, 0.0007), (, -0.0013), (, -0.0014), (, -0.0052), (, 0.0), (, -0.0), (, -0.0), (, 0.0035), (, 0.0013), (, 0.0009), (, -0.0), (, -0.0015), (, 0.0042), (, 0.0)] +19:52:56,80 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.1079 0.1079 0.1421 0.1127] probs=[0.2001 0.2014 0.2026 0.1987 0.1972] +19:52:57,898 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=19 avg=-0.0007368421052631578 std=0.0020011077264765103 min=-0.0083 max=0.0014 +19:52:57,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0014), (, 0.0013), (, 0.0), (, 0.0014), (, -0.0083), (, -0.0), (, 0.0007), (, 0.0005), (, -0.0003), (, 0.0), (, -0.0014), (, -0.0007), (, -0.0004), (, -0.0014), (, 0.0005), (, 0.0), (, -0.0), (, -0.0015), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0)] +19:52:58,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0526 0.0742 0.0465 0.0276 0.0469] probs=[0.1973 0.1977 0.2065 0.1976 0.2009] +19:53:00,535 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=20 avg=-0.000965 std=0.001775183089148835 min=-0.0083 max=0.0005 +19:53:00,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0014), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0), (, 0.0), (, 0.0005), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, -0.0083), (, 0.0005), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0007), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0011), (, -0.0), (, -0.001), (, -0.0014), (, -0.0)] +19:53:01,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.2026 0.195 0.1797 0.2396] probs=[0.2043 0.1999 0.1947 0.2046 0.1966] +19:53:03,337 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=18 avg=-0.0010166666666666666 std=0.0018279466318492149 min=-0.0083 max=0.0001 +19:53:03,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0007), (, 0.0), (, -0.0), (, -0.0008), (, -0.0083), (, -0.0002), (, -0.0011), (, -0.0014), (, 0.0001)] +19:53:04,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0838 0.0702 0.0802 0.0699 0.0471] probs=[0.2012 0.2035 0.1966 0.1969 0.2019] +19:53:06,133 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=18 avg=-0.0007833333333333334 std=0.0005814254514170803 min=-0.0026 max=-0.0001 +19:53:06,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0007), (, -0.001), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0026), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0003)] +19:53:07,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0701 0.0717 0.0724 0.0575 0.0548] probs=[0.1956 0.2011 0.2 0.2015 0.2018] +19:53:08,811 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0007434782608695654 std=0.0007412246546478638 min=-0.0026 max=0.0007 +19:53:08,811 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0011), (, -0.0), (, -0.0001), (, 0.0007), (, -0.0005), (, -0.0011), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0012), (, -0.001), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0015), (, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0003), (, -0.0)] +19:53:09,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.1319 0.1565 0.1444 0.1219 0.1127] probs=[0.1972 0.202 0.2008 0.2015 0.1985] +19:53:11,782 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.000788 std=0.0007050219854727937 min=-0.0026 max=0.0007 +19:53:11,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.0012), (, -0.0007), (, -0.0002), (, -0.001), (, -0.0015), (, -0.0), (, -0.0008), (, -0.0026), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0014), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0011)] +19:53:12,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.1352 0.1242 0.12 0.1382 0.1052] probs=[0.1962 0.2024 0.1995 0.1955 0.2063] +19:53:14,674 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0007269230769230769 std=0.0007398324614437496 min=-0.0026 max=0.0007 +19:53:14,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0008), (, -0.0012), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0002), (, -0.0007), (, 0.0003), (, -0.0002), (, -0.0007), (, 0.0007), (, -0.001), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0007), (, -0.0011), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0026), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0002), (, -0.0), (, -0.001), (, -0.0015)] +19:53:15,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0437 0.1082 0.0988 0.0796 0.0793] probs=[0.1976 0.1974 0.2 0.2049 0.2002] +19:53:17,611 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0006428571428571428 std=0.0007518684209680438 min=-0.0026 max=0.0007 +19:53:17,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.001), (, -0.0005), (, -0.0011), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0), (, 0.0007), (, -0.0007), (, -0.0003), (, -0.0006), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.0), (, -0.001), (, -0.0003), (, -0.0007), (, -0.0007), (, 0.0), (, 0.0007), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, 0.0003)] +19:53:18,928 root INFO ContextualMultiArmedBanditAgent - exp=[0.1593 0.158 0.1643 0.218 0.1045] probs=[0.1964 0.2042 0.1941 0.2044 0.201 ] +19:53:20,840 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0006518518518518519 std=0.000780489101340554 min=-0.0026 max=0.0007 +19:53:20,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0015), (, -0.0002), (, -0.0001), (, 0.0007), (, 0.0007), (, -0.0), (, -0.0003), (, 0.0), (, -0.0012), (, -0.0011), (, -0.0), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0014), (, 0.0), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0007), (, 0.0), (, -0.001), (, -0.0003), (, -0.0006), (, -0.0003), (, -0.0026), (, -0.0007), (, 0.0)] +19:53:22,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.0927 0.146 0.1047 0.1259 0.1057] probs=[0.2021 0.2032 0.2007 0.1936 0.2004] +19:53:23,675 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=23 avg=-0.0007086956521739129 std=0.0008080642696556629 min=-0.0026 max=0.0007 +19:53:23,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0007), (, 0.0), (, -0.0007), (, -0.001), (, 0.0003), (, -0.0), (, -0.0012), (, 0.0007), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0008), (, 0.0007), (, -0.0015), (, -0.0001), (, -0.0026), (, -0.0005), (, -0.001), (, -0.0), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0014)] +19:53:24,757 root INFO ContextualMultiArmedBanditAgent - exp=[0.0983 0.1133 0.0689 0.1105 0.0841] probs=[0.1951 0.2005 0.1991 0.2021 0.2032] +19:53:26,592 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=22 avg=-0.0006772727272727273 std=0.000830077662402642 min=-0.0026 max=0.0007 +19:53:26,592 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.001), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0012), (, -0.0026), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0006), (, 0.0007), (, 0.0007), (, -0.0015), (, -0.0007), (, -0.0004), (, 0.0), (, 0.0), (, -0.0014), (, -0.0001), (, -0.0), (, 0.0), (, -0.0011), (, -0.0), (, -0.0008), (, 0.0003), (, -0.0005)] +19:53:27,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.0614 0.0386 0.0576 0.0593 0.051 ] probs=[0.1971 0.2028 0.1995 0.2018 0.1988] +19:53:29,585 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=20 avg=-0.000405 std=0.0007552979544524134 min=-0.0026 max=0.0007 +19:53:29,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0014), (, 0.0007), (, -0.0004), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.0006), (, -0.0007), (, -0.0), (, -0.0015), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0026), (, 0.0007), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005)] +19:53:30,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.0862 0.0921 0.1372 0.1182 0.0583] probs=[0.1997 0.1987 0.204 0.1972 0.2005] +19:53:32,524 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=22 avg=-0.0004181818181818181 std=0.0007023573058806798 min=-0.0026 max=0.0007 +19:53:32,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0), (, 0.0), (, 0.0007), (, -0.0003), (, -0.0026), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0), (, 0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0006), (, -0.0007), (, -0.0001)] +19:53:34,40 root INFO ContextualMultiArmedBanditAgent - exp=[0.1061 0.1202 0.1415 0.1549 0.1382] probs=[0.202 0.2022 0.1969 0.2036 0.1954] +19:53:35,893 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.000517391304347826 std=0.0007111852775858205 min=-0.0026 max=0.0007 +19:53:35,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0), (, 0.0003), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0007), (, 0.0003), (, -0.0003), (, -0.0005), (, 0.0001), (, -0.0016), (, -0.0008), (, 0.0), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0026), (, 0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0), (, -0.0007), (, 0.0)] +19:53:37,146 root INFO ContextualMultiArmedBanditAgent - exp=[0.1236 0.1841 0.1456 0.1517 0.1213] probs=[0.1992 0.1986 0.1984 0.2049 0.1989] +19:53:38,897 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=19 avg=-0.0006263157894736842 std=0.0005892386749581887 min=-0.0026 max=0.0001 +19:53:38,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0016), (, -0.0), (, -0.0007), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0026), (, 0.0), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0), (, -0.0005), (, 0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0001)] +19:53:40,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1116 0.096 0.0693 0.0647 0.0913] probs=[0.1953 0.2055 0.1956 0.2028 0.2008] +19:53:42,329 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=21 avg=-0.0005238095238095238 std=0.000635388716347464 min=-0.0026 max=0.0003 +19:53:42,329 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, -0.0016), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0009), (, -0.0003), (, 0.0003), (, 0.0), (, 0.0003), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0007), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, 0.0)] +19:53:43,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.0436 0.0449 0.0437 0.0876 0.0605] probs=[0.2006 0.2003 0.1966 0.1948 0.2078] +19:53:45,311 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.00035263157894736846 std=0.0008261313907558795 min=-0.0026 max=0.0009 +19:53:45,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0026), (, -0.0009), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, 0.0), (, 0.0003), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0), (, -0.0003), (, 0.0), (, -0.0016), (, 0.0009), (, -0.0009), (, 0.0006), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0), (, 0.0), (, 0.0009)] +19:53:46,616 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.0713 0.0916 0.1268 0.0496] probs=[0.1896 0.2037 0.2108 0.2041 0.1918] +19:53:48,417 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00052 std=0.000764591394144611 min=-0.0026 max=0.0009 +19:53:48,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0005), (, -0.001), (, -0.0), (, -0.0009), (, 0.0), (, 0.0002), (, -0.0003), (, 0.0005), (, -0.0), (, -0.0016), (, 0.0009), (, -0.0007), (, -0.0005), (, 0.0007), (, -0.0026), (, -0.0003), (, -0.0009), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.001), (, -0.0004), (, -0.0005), (, -0.0009)] +19:53:49,445 root INFO ContextualMultiArmedBanditAgent - exp=[0.0617 0.0537 0.0147 0.0159 0.0056] probs=[0.2071 0.1997 0.1971 0.2077 0.1884] +19:53:51,331 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0003416666666666666 std=0.000774013709324468 min=-0.0026 max=0.0009 +19:53:51,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0009), (, 0.0009), (, -0.001), (, -0.001), (, -0.0009), (, 0.0007), (, -0.0026), (, 0.0), (, 0.0005), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0009), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0), (, 0.0009), (, -0.0007)] +19:53:52,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.0844 0.0731 0.1326 0.1564 0.0833] probs=[0.2017 0.1994 0.2001 0.202 0.1968] +19:53:54,264 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.00024 std=0.0005973273809227231 min=-0.001 max=0.001 +19:53:54,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0001), (, -0.0009), (, 0.0), (, -0.0), (, -0.0009), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.001), (, -0.0005), (, -0.0), (, 0.0), (, 0.0002), (, -0.0009), (, -0.0003), (, 0.0009), (, -0.0007), (, 0.0006), (, 0.0007), (, -0.0005), (, -0.0), (, -0.0004), (, 0.0005), (, -0.0003), (, 0.001), (, -0.001), (, -0.0003)] +19:53:55,544 root INFO ContextualMultiArmedBanditAgent - exp=[0.0669 0.0809 0.0715 0.1306 0.0698] probs=[0.1955 0.2012 0.2006 0.2039 0.1988] +19:53:57,341 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.00038846153846153837 std=0.000696323821153151 min=-0.002 max=0.001 +19:53:57,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.002), (, -0.0009), (, -0.0007), (, 0.001), (, 0.0), (, 0.0002), (, 0.001), (, 0.0), (, -0.0005), (, -0.0003), (, 0.0), (, 0.0), (, 0.0005), (, -0.001), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0006), (, -0.001), (, -0.0006), (, -0.0), (, 0.0005), (, -0.0008), (, -0.0009), (, -0.0005), (, 0.0001), (, 0.0002), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009)] +19:53:58,691 root INFO ContextualMultiArmedBanditAgent - exp=[0.0798 0.0675 0.0804 0.0576 0.0761] probs=[0.2026 0.2011 0.1905 0.202 0.2038] +19:54:00,459 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0005038461538461538 std=0.0007234961959555352 min=-0.002 max=0.001 +19:54:00,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0002), (, -0.0007), (, -0.0009), (, 0.0002), (, 0.001), (, -0.0008), (, 0.0005), (, -0.0014), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.001), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0), (, -0.001), (, -0.0009), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0009), (, -0.0006), (, -0.002), (, -0.0), (, -0.0006), (, -0.0001), (, -0.001), (, -0.0), (, -0.0007), (, -0.0)] +19:54:01,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.177 0.08 0.083 0.1334] probs=[0.1977 0.2014 0.2 0.2011 0.1997] +19:54:03,650 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=24 avg=-0.0006833333333333334 std=0.0006374863832968425 min=-0.002 max=0.0005 +19:54:03,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0), (, -0.0), (, 0.0), (, -0.0009), (, 0.0001), (, -0.001), (, -0.0001), (, -0.0011), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0), (, -0.0007), (, -0.0006), (, -0.0007), (, 0.0), (, -0.0), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0003), (, 0.0005), (, -0.0003), (, -0.002), (, -0.0014), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0018)] +19:54:04,918 root INFO ContextualMultiArmedBanditAgent - exp=[0.1696 0.1678 0.1286 0.1602 0.1056] probs=[0.1947 0.2036 0.1964 0.2085 0.1969] +19:54:06,602 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=21 avg=-0.0006476190476190477 std=0.0006107131254050056 min=-0.002 max=0.0004 +19:54:06,602 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0005), (, -0.0006), (, 0.0), (, -0.0018), (, 0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0), (, -0.0006), (, -0.002), (, -0.0), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0007), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0011), (, -0.0), (, -0.0005), (, 0.0)] +19:54:07,776 root INFO ContextualMultiArmedBanditAgent - exp=[0.0709 0.08 0.0691 0.0725 0.072 ] probs=[0.2076 0.2019 0.1924 0.199 0.1991] +19:54:09,447 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0004928571428571428 std=0.0006307187348168592 min=-0.002 max=0.0005 +19:54:09,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.002), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0), (, 0.0004), (, -0.001), (, -0.0005), (, 0.0), (, 0.0001), (, -0.0003), (, 0.0005), (, 0.0005), (, -0.0), (, -0.0003), (, -0.0), (, -0.0), (, 0.0002), (, -0.0011), (, -0.0003), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0018), (, -0.0002), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0004)] +19:54:10,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0939 0.1008 0.056 0.0859 0.0532] probs=[0.1985 0.2023 0.198 0.1999 0.2013] +19:54:13,72 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=18 avg=-0.000661111111111111 std=0.0006717629284939483 min=-0.002 max=0.0005 +19:54:13,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0001), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0006), (, -0.001), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, -0.002), (, -0.0006), (, 0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0011), (, -0.0003)] +19:54:14,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.0931 0.0604 0.0977 0.0795] probs=[0.1978 0.1989 0.2005 0.2001 0.2027] +19:54:15,991 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00075625 std=0.0007331172740428369 min=-0.002 max=0.0002 +19:54:15,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0018), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0018), (, -0.0), (, 0.0), (, -0.002), (, -0.0003), (, -0.001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0006)] +19:54:17,64 root INFO ContextualMultiArmedBanditAgent - exp=[0.0846 0.0525 0.0814 0.0983 0.1115] probs=[0.2158 0.1951 0.198 0.1932 0.1979] +19:54:18,952 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0006533333333333333 std=0.0008317585119625901 min=-0.002 max=0.0006 +19:54:18,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0002), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0018), (, -0.002), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0006), (, -0.0), (, -0.0011), (, 0.0), (, -0.0), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0002), (, -0.001)] +19:54:19,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.062 0.0921 0.0911 0.0864 0.0595] probs=[0.1908 0.2103 0.2013 0.2017 0.1959] +19:54:21,711 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.0005882352941176471 std=0.0008006485260610532 min=-0.002 max=0.0006 +19:54:21,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0), (, -0.0018), (, 0.0001), (, -0.0), (, 0.0), (, -0.002), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0002), (, -0.001), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0018), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0), (, -0.0003), (, 0.0006), (, -0.0)] +19:54:22,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1134 0.1595 0.1036 0.0944] probs=[0.2045 0.2041 0.2038 0.1931 0.1946] +19:54:24,903 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=18 avg=-0.0005111111111111111 std=0.0008325922630815217 min=-0.002 max=0.0006 +19:54:24,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0001), (, 0.0001), (, 0.0004), (, 0.0004), (, -0.0002), (, -0.002), (, -0.001), (, 0.0), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0006), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0018), (, -0.0003), (, -0.0003), (, -0.0)] +19:54:25,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1396 0.0958 0.1367 0.0949] probs=[0.2002 0.1998 0.1944 0.2048 0.2008] +19:54:27,724 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.0005529411764705882 std=0.0008416493940009375 min=-0.002 max=0.0006 +19:54:27,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0018), (, 0.0004), (, -0.0), (, -0.0003), (, 0.0), (, 0.0003), (, -0.002), (, -0.0018), (, -0.0011), (, -0.0003), (, 0.0), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.001), (, -0.0003), (, 0.0006)] +19:54:28,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1656 0.1755 0.1828 0.1461] probs=[0.203 0.1982 0.1933 0.204 0.2014] +19:54:30,588 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0005666666666666667 std=0.0008013876853447539 min=-0.002 max=0.0004 +19:54:30,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0018), (, -0.0003), (, -0.0004), (, -0.0018), (, -0.0003), (, 0.0), (, 0.0004), (, -0.002)] +19:54:31,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0983 0.1412 0.1706 0.1294 0.1412] probs=[0.1934 0.1918 0.2165 0.2096 0.1887] +19:54:32,982 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=12 avg=-0.0005499999999999999 std=0.0007815582725128903 min=-0.002 max=0.0001 +19:54:32,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, 0.0001), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.002), (, -0.0003), (, -0.0)] +19:54:33,627 root INFO ContextualMultiArmedBanditAgent - exp=[0.1016 0.0532 0.0914 0.0786 0.0444] probs=[0.2038 0.1984 0.2042 0.1979 0.1958] +19:54:35,431 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:54:35,433 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.126125 std=0.3130635788062865 min=-0.1206 max=1.2046 +19:54:35,433 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0323), (, -0.0268), (, 0.0016), (, 0.2729), (, -0.0869), (, 0.4059), (, 1.2046), (, -0.1206), (, 0.0191), (, -0.0103), (, 0.2808), (, -0.051), (, 0.1389), (, -0.0152), (, 0.0442), (, -0.0715)] +19:54:35,983 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1364 0.1293 0.1611 0.0643] probs=[0.1981 0.1992 0.1966 0.2039 0.2022] +19:54:37,517 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0557 std=0.04408212033617862 min=-0.1206 max=0.0016 +19:54:37,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1206), (, -0.0268), (, -0.0103), (, -0.0152), (, -0.0715), (, 0.0016), (, -0.051), (, -0.1206), (, -0.0869)] +19:54:37,756 root INFO ContextualMultiArmedBanditAgent - exp=[0.2306 0.3021 0.2192 0.3752 0.3318] probs=[0.2148 0.1944 0.2084 0.1937 0.1887] +19:54:39,130 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.053925 std=0.03537681974118081 min=-0.1206 max=-0.0103 +19:54:39,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1206), (, -0.0869), (, -0.0715), (, -0.0491), (, -0.0103), (, -0.051), (, -0.0268), (, -0.0152)] +19:54:39,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1409 0.1962 0.1452 0.2307 0.1221] probs=[0.1963 0.2072 0.1982 0.201 0.1973] +19:54:40,638 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.07642499999999999 std=0.029809677539349533 min=-0.1206 max=-0.0491 +19:54:40,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0869), (, -0.1206), (, -0.0491)] +19:54:40,740 root INFO ContextualMultiArmedBanditAgent - exp=[0.204 0.2842 0.1139 0.202 0.0654] probs=[0.1887 0.2052 0.2234 0.2004 0.1822] +19:54:42,205 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0491 std=0.0 min=-0.0491 max=-0.0491 +19:54:42,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491)] +19:54:42,249 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0627 0.0011 0.0232 -0.0048] probs=[0.1949 0.2099 0.1973 0.2017 0.1962] +19:54:43,669 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.048033333333333324 std=0.13736727735850662 min=-0.0491 max=0.2423 +19:54:43,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, 0.2423), (, -0.0491)] +19:54:43,771 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0626 0.0011 0.0232 -0.0048] probs=[0.1949 0.2099 0.1973 0.2018 0.1962] +19:54:45,200 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.04803333333333334 std=0.13736727735850662 min=-0.0491 max=0.2423 +19:54:45,200 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0491), (, 0.2423)] +19:54:45,257 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0625 0.0011 0.0232 -0.0048] probs=[0.1879 0.252 0.1852 0.1907 0.1842] +19:54:46,725 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0491 std=0.0 min=-0.0491 max=-0.0491 +19:54:46,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0491)] +19:54:46,765 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0625 0.0011 0.0232 -0.0048] probs=[0.1949 0.2098 0.1974 0.2018 0.1962] +19:54:48,11 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.02735 std=0.02175 min=-0.0491 max=-0.0056 +19:54:48,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0056)] +19:54:48,64 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0374 0.0005 0.0118 -0.0029] probs=[0.197 0.206 0.1985 0.2007 0.1978] +19:54:49,201 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +19:54:49,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +19:54:49,258 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:54:50,401 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 +19:54:50,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015)] +19:54:50,452 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.0976 0.4379 0.1306 0.361 ] probs=[0.197 0.206 0.1985 0.2008 0.1978] +19:54:51,795 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 +19:54:51,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015)] +19:54:51,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.6072 0.6128 0.5115 0.4146 0.5196] probs=[0.2129 0.1886 0.1543 0.2248 0.2194] +19:54:53,262 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 +19:54:53,262 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0015), (, -0.0056)] +19:54:53,337 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.2051 0.4273 0.0997 0.3441] probs=[0.2214 0.2072 0.185 0.1872 0.1991] +19:54:54,677 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 +19:54:54,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0015), (, -0.0056)] +19:54:54,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0372 0.0005 0.0118 -0.0029] probs=[0.197 0.2059 0.1985 0.2008 0.1978] +19:54:55,909 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:54:55,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:54:55,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.8252 0.717 0.796 0.7845 0.9853] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:54:57,347 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0011000000000000003 std=0.013859292911256331 min=-0.0109 max=0.0185 +19:54:57,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, 0.0), (, 0.0185)] +19:54:57,473 root INFO ContextualMultiArmedBanditAgent - exp=[0.2243 0.3938 0.2912 0.2537 0.0859] probs=[0.2287 0.1918 0.194 0.1893 0.1963] +19:54:59,33 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.0245 std=0.04178684003367568 min=-0.0109 max=0.0913 +19:54:59,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0285), (, 0.0), (, -0.0109), (, 0.0913)] +19:54:59,191 root INFO ContextualMultiArmedBanditAgent - exp=[0.1478 0.0216 0.1504 0.1729 0.1355] probs=[0.2285 0.2006 0.1904 0.1724 0.2081] +19:55:00,694 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:00,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, -0.0), (, -0.0109)] +19:55:00,833 root INFO ContextualMultiArmedBanditAgent - exp=[0.0283 0.0292 0.2383 0.0494 0.239 ] probs=[0.2068 0.2028 0.1862 0.2151 0.1891] +19:55:02,390 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:02,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:02,462 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:03,888 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:03,889 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0)] +19:55:03,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.2058 0.4825 0.1697 0.4755 0.3182] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:05,256 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:05,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0)] +19:55:05,372 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.183 0.2191 0.2112 0.185 0.2017] +19:55:06,648 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:06,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0)] +19:55:06,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.3083 0.1007 0.281 0.2863 0.1081] probs=[0.2332 0.2184 0.1804 0.2106 0.1573] +19:55:08,69 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00395 std=0.0069500000000000004 min=-0.0109 max=0.003 +19:55:08,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0), (, 0.003)] +19:55:08,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.3025 0.1934 0.2356 0.4716 0.3128] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:09,570 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:09,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:09,618 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:10,988 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0 std=0.0109 min=-0.0109 max=0.0109 +19:55:10,988 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0109)] +19:55:11,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.0238 0.0407 0.4674 0.4161 0.476 ] probs=[0.1743 0.1733 0.2168 0.2424 0.1932] +19:55:12,460 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:12,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, -0.0), (, -0.0)] +19:55:12,560 root INFO ContextualMultiArmedBanditAgent - exp=[0.173 0.1808 0.2902 0.2216 0.0781] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:13,812 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:13,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0), (, -0.0109), (, 0.0), (, -0.0)] +19:55:13,952 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.2055 0.1868 0.2143 0.2136 0.1798] +19:55:15,350 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0045249999999999995 std=0.006446074386787667 min=-0.0109 max=0.0032 +19:55:15,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, 0.0032), (, 0.0005), (, -0.0109)] +19:55:15,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0425 0.0329 0.0554 0.1195 0.0561] probs=[0.1982 0.2037 0.1992 0.2001 0.1988] +19:55:16,767 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:16,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:16,815 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.3485 0.1387 0.2088 0.1664 0.1376] +19:55:18,198 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:18,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] +19:55:18,312 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:19,709 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.051333333333333335 std=0.07418743529436474 min=-0.0109 max=0.1556 +19:55:19,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0093), (, 0.1556)] +19:55:19,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.2449 0.267 0.302 0.2211] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:21,178 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.07235 std=0.08324999999999999 min=-0.0109 max=0.1556 +19:55:21,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.1556)] +19:55:21,261 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:22,592 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:22,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:22,650 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:24,101 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:24,102 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:24,139 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.2492 0.1517 0.2253 0.1768 0.197 ] +19:55:25,572 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=1.9799499999999997 std=3.4416747039050626 min=-0.0109 max=7.9411 +19:55:25,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 7.9411), (, -0.0109), (, 0.0005)] +19:55:25,686 root INFO ContextualMultiArmedBanditAgent - exp=[-0.005 0.0249 0.0001 0.006 -0.0019] probs=[0.198 0.2041 0.199 0.2002 0.1986] +19:55:27,167 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=1.9799499999999997 std=3.4416747039050626 min=-0.0109 max=7.9411 +19:55:27,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 7.9411), (, -0.0109), (, 0.0005)] +19:55:27,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.005 0.0269 0.0001 0.006 -0.0019] probs=[0.198 0.2044 0.199 0.2001 0.1986] +19:55:28,631 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:28,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] +19:55:28,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.4468 0.0761 0.2562 0.2183 0.3843] probs=[0.2148 0.2022 0.2106 0.1831 0.1893] +19:55:29,960 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:29,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] +19:55:30,31 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:31,267 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:31,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] +19:55:31,300 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:32,679 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:32,679 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] +19:55:32,758 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:34,247 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0036333333333333335 std=0.010276618553244491 min=-0.0109 max=0.0109 +19:55:34,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0109), (, -0.0109)] +19:55:34,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.3154 0.3863 0.2752 0.2674 0.319 ] probs=[0.1914 0.2025 0.2612 0.1799 0.165 ] +19:55:35,723 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 +19:55:35,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] +19:55:35,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.4412 0.1215 0.2332 0.4675 0.0781] probs=[0.2083 0.2101 0.2248 0.1594 0.1974] +19:55:37,7 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0092 std=0.0024041630560342614 min=-0.0109 max=-0.0058 +19:55:37,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0058)] +19:55:37,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1005 0.2743 0.3259 0.0527 0.1049] probs=[0.1904 0.2068 0.1891 0.1909 0.2228] +19:55:38,274 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0058 std=0.0 min=-0.0058 max=-0.0058 +19:55:38,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0058)] +19:55:38,335 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:39,562 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014999999999999998 std=0.0030539591789456957 min=-0.0058 max=0.001 +19:55:39,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.001), (, -0.0058)] +19:55:39,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1918 0.206 0.1948 0.229 0.1784] +19:55:41,48 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0002 std=0.003910498689425684 min=-0.0058 max=0.0048 +19:55:41,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0058), (, 0.0003), (, 0.003), (, -0.0033), (, 0.0048)] +19:55:41,206 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] +19:55:42,559 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008285714285714285 std=0.0034845431287798016 min=-0.0058 max=0.0048 +19:55:42,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, 0.0048), (, 0.0003), (, 0.003), (, -0.0015), (, -0.0058)] +19:55:42,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.0478 0.1166 0.0366 0.1199] probs=[0.1962 0.2287 0.1861 0.1885 0.2006] +19:55:44,73 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0024599999999999995 std=0.0040400990086877815 min=-0.009 max=0.003 +19:55:44,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, 0.003), (, 0.0003), (, -0.009)] +19:55:44,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.0284 0.1928 0.0826 0.0934 0.1709] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:55:45,717 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.009 std=0.0 min=-0.009 max=-0.009 +19:55:45,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009)] +19:55:45,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.2015 0.164 0.5096 0.5905 0.6767] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:55:47,142 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004266666666666666 std=0.006693944195232649 min=-0.009 max=0.0052 +19:55:47,142 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0052), (, -0.009)] +19:55:47,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.1952 0.2888 0.1436 0.0601 0.1548] probs=[0.152 0.175 0.2105 0.2522 0.2103] +19:55:48,611 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0008666666666666666 std=0.005978479925718762 min=-0.009 max=0.0052 +19:55:48,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0012), (, 0.0052)] +19:55:48,740 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:55:50,56 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0034 std=0.005644466316668034 min=-0.009 max=0.0032 +19:55:50,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0012), (, 0.0032), (, -0.009)] +19:55:50,227 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.1065 0.0509 0.1171 0.0176] probs=[0.196 0.2138 0.1827 0.2266 0.181 ] +19:55:51,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00135 std=0.00463761792302902 min=-0.009 max=0.0032 +19:55:51,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0032), (, -0.0008), (, 0.0012)] +19:55:51,802 root INFO ContextualMultiArmedBanditAgent - exp=[0.007 0.1593 0.0746 0.1688 0.1432] probs=[0.1806 0.229 0.2089 0.1924 0.1891] +19:55:53,258 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.009 std=0.0 min=-0.009 max=-0.009 +19:55:53,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009)] +19:55:53,313 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:55:54,677 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.004274999999999999 std=0.004782977629050757 min=-0.009 max=0.0015 +19:55:54,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0015), (, -0.0006), (, -0.009)] +19:55:54,885 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.2651 0.3151 0.1748 0.237 ] probs=[0.2039 0.1827 0.1985 0.2122 0.2027] +19:55:56,338 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0013999999999999998 std=0.003925812017914255 min=-0.009 max=0.0017 +19:55:56,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006), (, 0.0015), (, -0.009), (, 0.0017)] +19:55:56,569 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.184 0.1988 0.2107 0.1944 0.2122] +19:55:57,911 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=0.007899999999999999 std=0.023177845024937065 min=-0.009 max=0.0686 +19:55:57,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.002), (, 0.0017), (, -0.0006), (, -0.009), (, 0.0686), (, 0.0015), (, -0.0004)] +19:55:58,242 root INFO ContextualMultiArmedBanditAgent - exp=[0.1004 0.0967 0.0238 0.0633 0.0352] probs=[0.1883 0.1863 0.2288 0.1991 0.1975] +19:55:59,860 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.009914285714285714 std=0.02393917462304524 min=-0.0684 max=0.0038 +19:55:59,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0684), (, 0.0038), (, -0.0006), (, -0.0014), (, -0.002), (, -0.0004)] +19:56:00,140 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.1219 0.2041 0.1504 0.0564] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:01,746 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:01,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] +19:56:01,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.3876 0.8491 0.9762 0.801 0.8886] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:03,235 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017333333333333333 std=0.00152825245151302 min=-0.0004 max=0.0031 +19:56:03,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031), (, 0.0025)] +19:56:03,395 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:04,849 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007666666666666667 std=0.001649915822768611 min=-0.0004 max=0.0031 +19:56:04,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0031)] +19:56:04,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.2251 0.3824 0.3614 0.4868 0.2149] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:06,603 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.002466666666666667 std=0.0021296843793284386 min=-0.0004 max=0.0047 +19:56:06,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031), (, 0.0047)] +19:56:06,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:07,946 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00175 min=-0.0004 max=0.0031 +19:56:07,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031)] +19:56:08,66 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:09,555 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:09,556 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] +19:56:09,619 root INFO ContextualMultiArmedBanditAgent - exp=[0.565 0.7697 0.0232 0.9843 0.7449] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:10,910 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0011 std=0.0021213203435596424 min=-0.0004 max=0.0041 +19:56:10,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0041)] +19:56:11,26 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:12,280 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0018333333333333333 std=0.001837268503936089 min=-0.0004 max=0.0041 +19:56:12,280 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0041), (, 0.0018)] +19:56:12,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1716 0.2072 0.0599 0.2055 0.063 ] probs=[0.2173 0.1825 0.1714 0.2034 0.2253] +19:56:13,591 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0018333333333333335 std=0.0018372685039360894 min=-0.0004 max=0.0041 +19:56:13,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0018), (, 0.0041), (, 0.0)] +19:56:13,748 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:15,96 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001075 std=0.0018376275465937053 min=-0.0004 max=0.0041 +19:56:15,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0041), (, -0.0004), (, 0.001)] +19:56:15,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.1762 0.126 0.1378 0.1689 0.2465] probs=[0.2071 0.187 0.2089 0.2031 0.1939] +19:56:16,552 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:16,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] +19:56:16,606 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:17,793 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:17,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0004)] +19:56:17,912 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:19,139 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.00145 std=0.0018834808201837363 min=-0.0004 max=0.0038 +19:56:19,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0), (, 0.0028), (, 0.0038)] +19:56:19,343 root INFO ContextualMultiArmedBanditAgent - exp=[0.2737 0.2169 0.125 0.2052 0.3207] probs=[0.2198 0.1888 0.2048 0.1949 0.1917] +19:56:20,694 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00068 std=0.0022824548188299367 min=-0.0024 max=0.0038 +19:56:20,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0038), (, -0.0024), (, -0.0004), (, 0.0028)] +19:56:20,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.1284 0.0137 0.1791 0.0378 0.1071] probs=[0.194 0.2013 0.2054 0.1903 0.209 ] +19:56:22,380 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0010666666666666667 std=0.0009428090415820633 min=-0.0024 max=-0.0004 +19:56:22,380 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0024), (, -0.0004)] +19:56:22,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.1804 0.1844 0.2213 0.1894 0.2245] +19:56:23,907 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:23,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] +19:56:23,963 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:25,303 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 +19:56:25,304 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] +19:56:25,361 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] +19:56:27,651 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:56:27,652 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.6937529411764706 std=1.2711629756748908 min=-0.0553 max=5.5401 +19:56:27,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.5937), (, 0.301), (, 0.3781), (, 0.0425), (, 0.0012), (, 0.2664), (, 0.9868), (, 0.7138), (, 5.5401), (, 0.9868), (, 0.1096), (, 0.6157), (, -0.0143), (, 1.1959), (, 0.1356), (, -0.0553), (, -0.0038)] +19:56:28,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.114 0.1014 0.1755 0.1517] probs=[0.1922 0.2015 0.1943 0.21 0.202 ] +19:56:29,509 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.36461176470588236 std=0.3986642578032636 min=-0.0553 max=1.1959 +19:56:29,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0553), (, 0.7138), (, 1.1959), (, 0.3781), (, 0.0012), (, -0.0143), (, -0.0038), (, 0.9868), (, 0.9868), (, 0.6157), (, 0.2664), (, -0.0553), (, 0.1096), (, 0.0425), (, 0.1356), (, 0.301), (, 0.5937)] +19:56:29,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0987 0.0452 0.0748 0.0173] probs=[0.199 0.2141 0.1927 0.1963 0.198 ] +19:56:31,399 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03142 std=0.413848254315516 min=-0.9868 max=0.6157 +19:56:31,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3781), (, 0.0012), (, -0.0143), (, -0.2088), (, 0.1096), (, 0.0425), (, 0.1356), (, -0.7035), (, -0.0553), (, -0.9868), (, 0.6157), (, 0.2664), (, -0.0038), (, 0.5937), (, 0.301)] +19:56:31,737 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.143 0.1099 0.1424 0.1493] probs=[0.1933 0.2069 0.1959 0.2048 0.1991] +19:56:33,97 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.16848571428571427 std=0.3368221125612214 min=-0.9868 max=0.0425 +19:56:33,97 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0012), (, -0.0757), (, 0.0425), (, -0.9868), (, -0.0553), (, -0.0143), (, -0.091)] +19:56:33,309 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0066 0.1417 0.0794 0.1405 0.0285] probs=[0.1942 0.2129 0.1965 0.2012 0.1953] +19:56:34,607 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.24462 std=0.3719821468834224 min=-0.9868 max=-0.0143 +19:56:34,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.9868), (, -0.091), (, -0.0143), (, -0.0553), (, -0.0757)] +19:56:34,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.2902 0.3678 0.2135 0.1803 0.336 ] probs=[0.2004 0.2098 0.1879 0.2006 0.2013] +19:56:36,45 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.027683333333333338 std=0.05242755053934483 min=-0.091 max=0.0611 +19:56:36,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0757), (, -0.0143), (, -0.091), (, 0.0091), (, -0.0553), (, 0.0611)] +19:56:36,211 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0107 0.0797 0.0012 0.0253 -0.0048] probs=[0.2002 0.2084 0.2097 0.1823 0.1994] +19:56:37,508 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.02933333333333334 std=0.026318603475277504 min=-0.0757 max=0.0091 +19:56:37,508 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0449), (, -0.0189), (, -0.0757), (, -0.0296), (, 0.0091), (, -0.016)] +19:56:37,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.008 0.1041 0.0696 0.0643 0.0951] probs=[0.1958 0.2092 0.1975 0.2008 0.1967] +19:56:38,979 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.017877777777777777 std=0.028909543898080814 min=-0.0757 max=0.0255 +19:56:38,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0757), (, -0.0449), (, 0.0255), (, 0.0091), (, -0.016), (, -0.0296), (, -0.0189), (, 0.0085)] +19:56:39,292 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0652 0.0009 0.0198 -0.004 ] probs=[0.1898 0.2199 0.1999 0.1895 0.2009] +19:56:40,640 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.02678333333333334 std=0.022938716664674647 min=-0.0757 max=-0.0063 +19:56:40,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0296), (, -0.0142), (, -0.0757), (, -0.016), (, -0.0189)] +19:56:40,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.0579 0.0007 0.017 -0.0036] probs=[0.1902 0.2182 0.228 0.1846 0.1791] +19:56:42,153 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01129 std=0.009066802082322079 min=-0.0296 max=0.0008 +19:56:42,153 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, -0.0063), (, -0.0189), (, -0.0019), (, -0.0068), (, -0.0024), (, -0.0176), (, -0.0296), (, -0.0142), (, -0.016)] +19:56:42,403 root INFO ContextualMultiArmedBanditAgent - exp=[0.0339 0.0659 0.01 0.0248 0.0616] probs=[0.1849 0.2031 0.2088 0.1974 0.2057] +19:56:43,866 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.009815384615384616 std=0.008792115887267861 min=-0.0296 max=0.0025 +19:56:43,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0025), (, -0.0019), (, -0.0024), (, -0.0104), (, -0.0296), (, -0.0063), (, -0.016), (, -0.0176), (, 0.0008), (, -0.0142), (, -0.0068), (, -0.0189)] +19:56:44,219 root INFO ContextualMultiArmedBanditAgent - exp=[0.1594 0.2354 0.202 0.1676 0.1719] probs=[0.2051 0.1861 0.2006 0.2031 0.205 ] +19:56:45,692 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00832 std=0.008303589585233606 min=-0.0296 max=0.0025 +19:56:45,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0176), (, -0.0142), (, 0.0008), (, -0.0068), (, -0.0068), (, -0.0063), (, 0.0025), (, -0.0068), (, -0.0296), (, -0.0019), (, -0.0189), (, -0.0047), (, -0.0017), (, -0.0104), (, -0.0024)] +19:56:46,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0345 0.0513 0.0599 0.0443 0.061 ] probs=[0.1987 0.2147 0.1955 0.1896 0.2014] +19:56:47,503 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.006621052631578946 std=0.006980844387726386 min=-0.0189 max=0.0045 +19:56:47,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0011), (, 0.0008), (, -0.0068), (, -0.0068), (, -0.0104), (, -0.0142), (, 0.0025), (, -0.0104), (, -0.0189), (, -0.0024), (, -0.0181), (, -0.0047), (, -0.0068), (, 0.0008), (, 0.0045), (, -0.0063), (, -0.0017), (, -0.0176)] +19:56:48,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1566 0.1492 0.182 0.0846 0.1574] probs=[0.2006 0.2068 0.1983 0.2044 0.1899] +19:56:49,631 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007894117647058824 std=0.006282325402010581 min=-0.0189 max=0.0011 +19:56:49,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0176), (, -0.0065), (, 0.0011), (, -0.0024), (, -0.0068), (, -0.0142), (, -0.0104), (, -0.0017), (, -0.0014), (, 0.0008), (, -0.0047), (, -0.0104), (, -0.0181), (, -0.0082), (, -0.0044), (, -0.0104), (, -0.0189)] +19:56:50,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.1079 0.1161 0.1321 0.0967 0.0355] probs=[0.1941 0.2196 0.1933 0.2052 0.1878] +19:56:51,772 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.006405263157894738 std=0.006511970652026404 min=-0.0181 max=0.0076 +19:56:51,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0044), (, -0.0109), (, -0.0017), (, 0.0011), (, 0.0035), (, -0.0082), (, -0.0068), (, -0.0017), (, 0.0), (, -0.0066), (, -0.0068), (, -0.0181), (, -0.0104), (, 0.0076), (, -0.0104), (, -0.0014), (, -0.0065), (, -0.0176), (, -0.0142)] +19:56:52,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.0087 0.1007 0.0709 0.0566 0.0817] probs=[0.192 0.2097 0.1942 0.2022 0.202 ] +19:56:53,607 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005873333333333332 std=0.0066127620721013565 min=-0.0181 max=0.0076 +19:56:53,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0176), (, -0.0044), (, -0.0082), (, -0.0024), (, -0.0181), (, 0.0076), (, -0.0001), (, -0.0068), (, -0.0066), (, -0.0023), (, 0.0035), (, -0.0068), (, -0.0109), (, -0.0068)] +19:56:53,944 root INFO ContextualMultiArmedBanditAgent - exp=[0.0066 0.1003 0.035 0.0221 0.0606] probs=[0.1967 0.2112 0.1975 0.192 0.2026] +19:56:55,271 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00549 std=0.006122981299987777 min=-0.0181 max=0.0076 +19:56:55,271 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0068), (, -0.0066), (, -0.0181), (, 0.0076), (, -0.0027), (, -0.0068), (, -0.0023), (, -0.0028), (, -0.0082)] +19:56:55,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0044 0.0272 0. 0.0055 -0.0018] probs=[0.1953 0.2217 0.1959 0.1912 0.1959] +19:56:56,827 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.005253846153846154 std=0.006000591686801893 min=-0.0181 max=0.0076 +19:56:56,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0047), (, -0.007), (, -0.0066), (, -0.0137), (, -0.0066), (, -0.0004), (, -0.0082), (, -0.0027), (, -0.0028), (, -0.0181), (, -0.0023), (, 0.0076)] +19:56:57,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.0316 0.0249 0.0391 0.1373] probs=[0.2078 0.1948 0.1888 0.2004 0.2081] +19:56:58,626 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007147058823529412 std=0.00667965459190279 min=-0.0181 max=0.0076 +19:56:58,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0137), (, -0.014), (, -0.0028), (, -0.0147), (, -0.0144), (, -0.007), (, 0.0008), (, 0.0076), (, -0.0004), (, -0.0066), (, -0.0082), (, -0.0027), (, -0.0066), (, -0.0023), (, -0.0181), (, -0.0137), (, -0.0047)] +19:56:59,73 root INFO ContextualMultiArmedBanditAgent - exp=[0.1867 0.1619 0.1072 0.0951 0.1706] probs=[0.1997 0.2023 0.2012 0.2029 0.1939] +19:57:00,472 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.005854999999999999 std=0.007629120198292855 min=-0.0147 max=0.0117 +19:57:00,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0082), (, -0.0028), (, 0.0117), (, -0.0147), (, 0.0076), (, -0.0007), (, -0.0137), (, -0.0004), (, -0.0038), (, -0.0066), (, -0.0023), (, -0.0066), (, 0.0008), (, -0.0147), (, -0.0144), (, -0.014), (, -0.0145), (, -0.0047), (, -0.0004)] +19:57:00,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.0631 0.0601 0.0251 0.0536 0.0662] probs=[0.1979 0.2065 0.1989 0.1982 0.1984] +19:57:02,391 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0064736842105263155 std=0.006560715790959909 min=-0.0147 max=0.0029 +19:57:02,391 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0147), (, -0.0147), (, -0.0011), (, 0.0029), (, 0.0008), (, -0.0067), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0144), (, -0.014), (, -0.0137), (, 0.0013), (, -0.0028), (, -0.0042), (, -0.0082), (, -0.0038), (, 0.0001), (, -0.0145)] +19:57:02,892 root INFO ContextualMultiArmedBanditAgent - exp=[0.0729 0.1259 0.0754 0.0632 0.1049] probs=[0.2168 0.203 0.2022 0.1934 0.1845] +19:57:04,368 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.005638095238095238 std=0.006058640126414994 min=-0.0147 max=0.0033 +19:57:04,369 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0001), (, -0.0042), (, 0.0001), (, -0.0), (, -0.0145), (, -0.0137), (, -0.0147), (, -0.0007), (, -0.0001), (, 0.0033), (, -0.0147), (, -0.0007), (, -0.0067), (, -0.0075), (, 0.0008), (, -0.0058), (, -0.0028), (, -0.0038), (, -0.014), (, -0.0144), (, -0.0002)] +19:57:04,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1422 0.157 0.1697 0.1108 0.1629] probs=[0.2016 0.1966 0.2008 0.2016 0.1994] +19:57:06,456 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.007036842105263157 std=0.005385478576819802 min=-0.0147 max=0.0001 +19:57:06,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0144), (, -0.0042), (, -0.0002), (, -0.0067), (, -0.014), (, -0.0075), (, -0.0002), (, -0.0058), (, -0.0147), (, -0.0038), (, -0.004), (, -0.0145), (, 0.0001), (, -0.0007), (, -0.0063), (, -0.0042), (, -0.0147), (, -0.0137)] +19:57:07,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.1315 0.093 0.084 0.0966] probs=[0.1968 0.2013 0.2017 0.2033 0.1969] +19:57:08,851 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0059611111111111115 std=0.005907447172744369 min=-0.0147 max=0.0057 +19:57:08,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.003), (, -0.0009), (, -0.0063), (, -0.0144), (, -0.0145), (, -0.0147), (, -0.0038), (, 0.0), (, 0.0057), (, -0.0042), (, -0.0067), (, -0.004), (, -0.0137), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0147), (, -0.0002)] +19:57:09,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0913 0.1281 0.0548 0.0881 0.1319] probs=[0.2029 0.211 0.1885 0.2017 0.1958] +19:57:10,883 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.0031450000000000007 std=0.004746733087082104 min=-0.0147 max=0.0057 +19:57:10,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0), (, 0.0017), (, 0.0), (, -0.0005), (, 0.0002), (, -0.003), (, -0.0038), (, -0.0007), (, -0.0038), (, 0.0057), (, -0.0147), (, -0.0037), (, -0.0147), (, -0.0063), (, -0.0007), (, -0.0037), (, 0.0), (, -0.004), (, 0.0007), (, -0.0002), (, -0.0042), (, -0.0009)] +19:57:11,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.0831 0.0873 0.0501 0.0673] probs=[0.1998 0.1986 0.21 0.1989 0.1927] +19:57:13,113 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.002856521739130435 std=0.00442530530383341 min=-0.0147 max=0.0021 +19:57:13,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0008), (, 0.0002), (, -0.0063), (, -0.0037), (, -0.0042), (, -0.004), (, -0.0038), (, 0.0007), (, 0.0), (, 0.0019), (, -0.0009), (, -0.0147), (, 0.0017), (, -0.0007), (, -0.0036), (, 0.0), (, -0.0037), (, -0.0038), (, -0.003), (, 0.0), (, 0.0), (, -0.0005), (, 0.001), (, 0.0021), (, -0.0147), (, -0.0002)] +19:57:13,793 root INFO ContextualMultiArmedBanditAgent - exp=[0.0313 0.0474 0.05 0.0452 0.0157] probs=[0.199 0.2074 0.2081 0.1917 0.1938] +19:57:15,346 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.001737037037037037 std=0.002343177353453931 min=-0.0063 max=0.0021 +19:57:15,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0036), (, 0.0002), (, -0.0063), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0005), (, 0.0021), (, -0.0009), (, -0.0007), (, 0.0), (, 0.001), (, 0.0008), (, -0.0), (, -0.0), (, 0.0), (, -0.0042), (, 0.0021), (, -0.0038), (, -0.0006), (, 0.0007), (, 0.0), (, -0.0037), (, -0.0), (, -0.0021), (, -0.0), (, -0.004), (, 0.0002), (, -0.003), (, -0.0027), (, -0.0037), (, -0.0038), (, -0.0003), (, -0.0037)] +19:57:16,333 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.1324 0.0964 0.1548 0.1324] probs=[0.199 0.2031 0.2015 0.1967 0.1997] +19:57:17,875 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.002004 std=0.0022163898574032504 min=-0.0063 max=0.0032 +19:57:17,875 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0), (, -0.0037), (, -0.0027), (, -0.0012), (, -0.0036), (, -0.0003), (, -0.0008), (, -0.0063), (, -0.0038), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, -0.0014), (, -0.0042), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, -0.0002), (, -0.0037), (, -0.0), (, 0.0007), (, -0.0005), (, -0.004), (, 0.0), (, -0.0001), (, 0.0), (, -0.0037), (, -0.0009), (, -0.0012), (, -0.0038), (, 0.0), (, 0.0032), (, -0.0)] +19:57:18,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0891 0.1011 0.1246 0.1127 0.1377] probs=[0.2045 0.1937 0.2026 0.1997 0.1995] +19:57:20,609 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0020347826086956518 std=0.002018309386300321 min=-0.0063 max=0.001 +19:57:20,609 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0038), (, -0.0038), (, -0.0036), (, -0.0037), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0012), (, -0.0001), (, -0.0), (, -0.0037), (, 0.0), (, -0.0), (, -0.0012), (, 0.0), (, 0.0001), (, -0.0037), (, -0.004), (, -0.0005), (, -0.0008), (, 0.001), (, -0.0), (, -0.0), (, -0.0009), (, 0.0), (, -0.0003), (, -0.0016), (, -0.0063), (, -0.0004)] +19:57:21,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.1358 0.1357 0.2068 0.1996 0.1614] probs=[0.1995 0.196 0.204 0.1981 0.2024] +19:57:23,220 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0014666666666666667 std=0.0022033164036522703 min=-0.0063 max=0.0014 +19:57:23,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0), (, 0.0), (, -0.0014), (, -0.0038), (, -0.0004), (, -0.0037), (, 0.0014), (, 0.0), (, -0.0011), (, -0.0), (, -0.0063), (, -0.0009), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0012), (, -0.0006), (, 0.0), (, -0.0003), (, 0.001), (, 0.0001), (, -0.0001), (, -0.0037), (, 0.0), (, -0.0038), (, 0.0), (, -0.0001), (, 0.0014), (, -0.0)] +19:57:24,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.1083 0.0908 0.048 0.0421] probs=[0.2042 0.1907 0.2008 0.2036 0.2007] +19:57:25,690 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0009045454545454546 std=0.002034358793939589 min=-0.0063 max=0.0014 +19:57:25,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, -0.0005), (, -0.0014), (, -0.0004), (, 0.0014), (, -0.0003), (, -0.0011), (, 0.0), (, -0.0006), (, 0.0), (, -0.0009), (, 0.0014), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0014), (, -0.0005), (, -0.0003), (, -0.0012), (, -0.0037), (, -0.0014), (, 0.001), (, 0.0), (, -0.0063), (, 0.0005)] +19:57:26,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.0196 0.0953 0.0985 0.072 0.0369] probs=[0.1957 0.2042 0.2042 0.1958 0.2001] +19:57:27,951 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0008454545454545454 std=0.001887453135535549 min=-0.0063 max=0.0014 +19:57:27,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0014), (, -0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0005), (, -0.0), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0005), (, -0.0011), (, 0.0), (, -0.0063)] +19:57:28,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.2191 0.1808 0.1416 0.1861 0.0925] probs=[0.207 0.1966 0.1929 0.2084 0.1951] +19:57:29,942 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=6 avg=-0.0016499999999999998 std=0.0020910523666326486 min=-0.0063 max=-0.0003 +19:57:29,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0063), (, -0.0003), (, -0.0), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0)] +19:57:30,216 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0141 -0.0002 0.0005 -0.0011] probs=[0.1862 0.2197 0.2222 0.1876 0.1842] +19:57:31,754 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.0007375000000000001 std=0.0002057759704144291 min=-0.0009 max=-0.0003 +19:57:31,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0)] +19:57:32,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.0663 0.0883 0.0036 0.0498 0.0723] probs=[0.1935 0.201 0.2048 0.2035 0.1972] +19:57:33,492 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=12 avg=-0.0007416666666666666 std=0.00020598678490513792 min=-0.0009 max=-0.0003 +19:57:33,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0006), (, -0.0003), (, -0.0009)] +19:57:34,27 root INFO ContextualMultiArmedBanditAgent - exp=[0.0086 0.12 0.0954 0.1025 0.1192] probs=[0.1989 0.2045 0.1961 0.1933 0.2072] +19:57:35,629 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0006666666666666665 std=0.00024404006956964166 min=-0.0009 max=-0.0002 +19:57:35,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0005), (, 0.0), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0009), (, -0.0009)] +19:57:36,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.1011 0.0828 0.0745 0.1478] probs=[0.1989 0.2004 0.193 0.2075 0.2001] +19:57:37,978 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0006642857142857144 std=0.0002868726518289029 min=-0.0009 max=0.0001 +19:57:37,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0005), (, 0.0001), (, -0.0006)] +19:57:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.2113 0.1775 0.0712 0.1631] probs=[0.2011 0.209 0.1949 0.1947 0.2002] +19:57:39,940 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=12 avg=-0.0006416666666666667 std=0.0003174332825790152 min=-0.0009 max=0.0002 +19:57:39,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0006), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0003)] +19:57:40,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1398 0.1291 0.1837 0.1754 0.1519] probs=[0.2064 0.2013 0.197 0.1961 0.1992] +19:57:41,880 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0005823529411764705 std=0.0003311926649472764 min=-0.0009 max=0.0002 +19:57:41,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0008), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0006), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0)] +19:57:42,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.2049 0.0753 0.1637 0.1491 0.146 ] probs=[0.1962 0.2061 0.1947 0.2019 0.201 ] +19:57:44,160 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0003166666666666667 std=0.0005550275268448905 min=-0.0008 max=0.0011 +19:57:44,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0005), (, -0.0008), (, -0.0008), (, 0.0), (, 0.0009), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0008), (, -0.0006), (, 0.0002), (, 0.0011), (, -0.0006), (, -0.0003)] +19:57:44,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.1429 0.1159 0.1188 0.1174] probs=[0.1968 0.1995 0.2051 0.2038 0.1948] +19:57:46,331 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0004866666666666667 std=0.0004030991055421593 min=-0.0008 max=0.0009 +19:57:46,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0008), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0009), (, -0.0005), (, -0.0006), (, 0.0), (, -0.0008), (, -0.0006), (, -0.0), (, -0.0), (, -0.0003), (, -0.0006)] +19:57:46,951 root INFO ContextualMultiArmedBanditAgent - exp=[0.1013 0.2199 0.1374 0.1538 0.1554] probs=[0.2032 0.1962 0.1979 0.2025 0.2002] +19:57:48,581 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0005 std=0.00028674417556808754 min=-0.0009 max=0.0003 +19:57:48,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0006), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0006), (, -0.0008), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0005), (, 0.0)] +19:57:49,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1219 0.1521 0.146 0.127 0.1577] probs=[0.2018 0.198 0.1989 0.1974 0.204 ] +19:57:50,874 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.00046111111111111114 std=0.000321694970928965 min=-0.0009 max=0.0003 +19:57:50,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0008), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0006), (, -0.0)] +19:57:51,615 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1249 0.095 0.1227 0.064 ] probs=[0.201 0.2009 0.2007 0.2071 0.1902] +19:57:53,231 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004043478260869565 std=0.0003861496228030351 min=-0.0011 max=0.0004 +19:57:53,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, -0.0), (, -0.0009), (, -0.0005), (, -0.0005), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0008), (, -0.0011), (, 0.0)] +19:57:54,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.043 0.0908 0.0709 0.0774 0.065 ] probs=[0.1955 0.2087 0.2003 0.1988 0.1967] +19:57:55,669 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=20 avg=-0.00035 std=0.0005133225107084239 min=-0.0011 max=0.0006 +19:57:55,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0005), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0009), (, -0.0008), (, -0.0), (, 0.0002), (, -0.0), (, 0.0006), (, 0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0005), (, 0.0005), (, -0.0001), (, -0.0005), (, -0.0008), (, -0.0002)] +19:57:56,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0472 0.058 0.0569 0.063 ] probs=[0.2009 0.2009 0.197 0.2014 0.1999] +19:57:58,406 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=-0.00018181818181818183 std=0.0005859230197935281 min=-0.0011 max=0.0007 +19:57:58,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0), (, 0.0004), (, 0.0003), (, -0.0), (, 0.0005), (, -0.0), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0008), (, 0.0004), (, -0.0002), (, -0.0005), (, 0.0006), (, -0.0), (, -0.0008), (, 0.0004), (, 0.0007), (, -0.0), (, 0.0002), (, -0.0009), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0008), (, 0.0005)] +19:57:59,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.0932 0.1129 0.0951 0.093 ] probs=[0.1981 0.2031 0.2004 0.2086 0.1899] +19:58:01,108 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.0002695652173913044 std=0.0005543776633061426 min=-0.0011 max=0.0006 +19:58:01,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0003), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, 0.0), (, 0.0004), (, -0.0008), (, 0.0005), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0002), (, -0.0003), (, 0.0006), (, -0.0008), (, 0.0004), (, -0.0), (, -0.0009), (, -0.0011), (, -0.0), (, -0.0005)] +19:58:02,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1124 0.0842 0.0686 0.0697] probs=[0.2031 0.1957 0.2062 0.1993 0.1957] +19:58:03,880 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.0004210526315789474 std=0.00048620869178446306 min=-0.0011 max=0.0004 +19:58:03,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0002), (, -0.0011), (, -0.0007), (, -0.0008), (, -0.0004), (, 0.0), (, 0.0004), (, -0.0), (, -0.0008), (, -0.0), (, 0.0002), (, -0.0004), (, -0.0)] +19:58:04,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.0892 0.0889 0.0919 0.0958] probs=[0.2001 0.2024 0.203 0.1984 0.196 ] +19:58:06,643 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=16 avg=-0.00048750000000000003 std=0.0004456385867493972 min=-0.0011 max=0.0002 +19:58:06,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0), (, -0.0), (, 0.0002), (, -0.0004), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0008), (, 0.0001), (, -0.0008), (, -0.0), (, 0.0002)] +19:58:07,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1962 0.1129 0.1017 0.1155 0.1504] probs=[0.2057 0.2024 0.1991 0.1956 0.1973] +19:58:09,251 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=17 avg=-0.00043529411764705884 std=0.00038339225263059584 min=-0.0011 max=0.0002 +19:58:09,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0011), (, -0.0009), (, -0.0)] +19:58:10,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.1273 0.0893 0.0983 0.1039 0.1464] probs=[0.2009 0.1989 0.1946 0.2097 0.1959] +19:58:12,109 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=22 avg=-0.0003954545454545454 std=0.0002976838969096899 min=-0.0011 max=0.0002 +19:58:12,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0), (, -0.0011), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0004)] +19:58:13,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.0629 0.0741 0.0749 0.0476 0.049 ] probs=[0.2029 0.2017 0.1967 0.1976 0.2011] +19:58:15,459 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.00035 std=0.00027233557730613656 min=-0.0011 max=0.0002 +19:58:15,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0002), (, -0.0002), (, -0.0011), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0004)] +19:58:16,643 root INFO ContextualMultiArmedBanditAgent - exp=[0.062 0.0981 0.1164 0.0898 0.0907] probs=[0.2018 0.1971 0.1973 0.2023 0.2015] +19:58:18,453 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0003391304347826088 std=0.00033197581163167087 min=-0.0011 max=0.0003 +19:58:18,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, 0.0002), (, -0.0007), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0003), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0011), (, -0.0003), (, -0.0011), (, -0.0003), (, 0.0003)] +19:58:19,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.1027 0.102 0.0741 0.0675] probs=[0.196 0.1992 0.2009 0.2048 0.1992] +19:58:21,172 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=21 avg=-0.00022380952380952386 std=0.00034627921833710177 min=-0.0011 max=0.0003 +19:58:21,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0003), (, -0.0005), (, 0.0003), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0004)] +19:58:22,439 root INFO ContextualMultiArmedBanditAgent - exp=[0.1098 0.0974 0.1457 0.101 0.1434] probs=[0.1964 0.2078 0.2057 0.1951 0.1949] +19:58:24,277 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=22 avg=-0.0003 std=0.00038963852712248806 min=-0.0011 max=0.0003 +19:58:24,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0001), (, -0.0), (, -0.0), (, 0.0002), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0007), (, -0.0003), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0011), (, 0.0002), (, -0.0003), (, 0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0)] +19:58:25,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0934 0.0751 0.0591 0.0676 0.0778] probs=[0.1937 0.2042 0.1983 0.1967 0.2071] +19:58:27,341 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=27 avg=-0.0004703703703703704 std=0.0005974109664425225 min=-0.0029 max=0.0003 +19:58:27,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0003), (, 0.0003), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, -0.0), (, -0.0029), (, 0.0), (, -0.0002)] +19:58:28,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0608 0.0676 0.0624 0.0577 0.0367] probs=[0.2046 0.2013 0.1947 0.198 0.2014] +19:58:30,302 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0005838709677419355 std=0.0008273926298897264 min=-0.003 max=0.0003 +19:58:30,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0), (, 0.0003), (, -0.0008), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.003), (, -0.0004), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0029), (, -0.0004)] +19:58:31,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.1758 0.1696 0.1381 0.1072 0.1686] probs=[0.2022 0.2039 0.188 0.2015 0.2043] +19:58:33,767 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.0006000000000000001 std=0.0007985280576307444 min=-0.003 max=0.0002 +19:58:33,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0006), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0012), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0029), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0001), (, -0.0007), (, 0.0), (, 0.0002), (, 0.0001), (, -0.003), (, -0.0), (, -0.0007), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0011)] +19:58:35,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.1762 0.2142 0.2207 0.2287 0.2007] probs=[0.2026 0.2016 0.2026 0.1974 0.1958] +19:58:37,177 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=38 avg=-0.0005473684210526317 std=0.0008090725171145902 min=-0.003 max=0.0007 +19:58:37,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0008), (, 0.0007), (, -0.0006), (, -0.0), (, 0.0006), (, -0.0007), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.003), (, -0.0003), (, 0.0001), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0012), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0011), (, -0.0029), (, -0.0006), (, -0.0003), (, -0.0005), (, -0.0007), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0)] +19:58:38,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.1345 0.1224 0.1319 0.0757] probs=[0.1977 0.2036 0.1991 0.2004 0.1991] +19:58:40,719 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=36 avg=-0.0004250000000000001 std=0.0008817202252163412 min=-0.003 max=0.0007 +19:58:40,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0004), (, -0.0), (, 0.0005), (, 0.0001), (, -0.0007), (, -0.0012), (, -0.0001), (, -0.0006), (, -0.0005), (, -0.0007), (, 0.0), (, 0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0007), (, -0.003), (, -0.0006), (, -0.0007), (, -0.0029), (, 0.0003), (, 0.0005), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0004), (, 0.0007), (, 0.0005), (, 0.0007), (, -0.0004), (, 0.0004), (, 0.0001)] +19:58:42,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.0662 0.0917 0.0709 0.0611] probs=[0.1999 0.2061 0.1995 0.1958 0.1987] +19:58:44,38 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.00029705882352941177 std=0.0008569732283956432 min=-0.003 max=0.0013 +19:58:44,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.003), (, -0.0002), (, 0.0007), (, -0.0002), (, -0.0009), (, 0.0), (, 0.0), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0006), (, 0.0005), (, 0.0005), (, -0.0001), (, 0.0004), (, -0.0), (, 0.0), (, 0.0003), (, -0.0004), (, -0.0002), (, 0.0013), (, -0.0006), (, -0.0001), (, -0.0007), (, -0.0001), (, -0.0029), (, 0.0002), (, -0.0007), (, -0.0012), (, 0.0001), (, -0.0007), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0005), (, -0.0014)] +19:58:45,548 root INFO ContextualMultiArmedBanditAgent - exp=[0.1497 0.1174 0.1268 0.1296 0.1052] probs=[0.2005 0.1957 0.2009 0.2012 0.2017] +19:58:47,404 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.00038387096774193544 std=0.0008864924627860537 min=-0.003 max=0.0007 +19:58:47,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0007), (, 0.0005), (, -0.003), (, -0.0006), (, -0.0011), (, 0.0003), (, -0.0005), (, -0.0), (, 0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0029), (, 0.0004), (, -0.0002), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0014), (, 0.0005), (, -0.0002), (, 0.0005), (, -0.0001), (, 0.0003), (, 0.0007), (, 0.0), (, -0.0), (, 0.0007), (, -0.0003), (, -0.0)] +19:58:48,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0753 0.0389 0.0319 0.0389] probs=[0.1978 0.2025 0.2025 0.1985 0.1988] +19:58:50,586 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005848484848484848 std=0.0010546064071552267 min=-0.0031 max=0.0007 +19:58:50,586 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0003), (, -0.0002), (, -0.003), (, 0.0001), (, -0.0005), (, -0.0009), (, 0.0005), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0029), (, -0.0031), (, -0.0014), (, -0.0006), (, 0.0005), (, 0.0005), (, 0.0007), (, -0.0012), (, -0.0002), (, 0.0002), (, -0.0001), (, 0.0007), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0012), (, -0.0009), (, -0.0014), (, -0.0), (, -0.0011), (, 0.0), (, -0.001), (, -0.0002), (, -0.0027), (, -0.0002)] +19:58:52,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0469 0.042 0.0437 0.0636] probs=[0.1968 0.2049 0.2025 0.1991 0.1968] +19:58:54,410 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0007 std=0.0011120551545074852 min=-0.0031 max=0.0007 +19:58:54,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0012), (, -0.001), (, -0.0004), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0014), (, -0.0014), (, -0.0001), (, 0.0005), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0009), (, 0.0001), (, -0.0004), (, 0.0004), (, -0.0), (, 0.0), (, -0.0027), (, 0.0002), (, 0.0), (, 0.0), (, 0.0), (, -0.0011), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.003), (, 0.0001), (, 0.0007), (, -0.0029), (, 0.0003)] +19:58:56,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.1039 0.0856 0.0948 0.0894 0.0624] probs=[0.1986 0.2046 0.1954 0.2042 0.1971] +19:58:58,173 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0007433333333333333 std=0.0009752549524212745 min=-0.0031 max=0.0008 +19:58:58,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0004), (, -0.0), (, -0.001), (, -0.0007), (, 0.0), (, -0.0031), (, -0.0), (, 0.0003), (, -0.0009), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0003), (, -0.0012), (, 0.0008), (, -0.0011), (, -0.0029), (, -0.0027), (, -0.0), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0014), (, -0.0007), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0002)] +19:58:59,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.1085 0.1442 0.1026 0.1335 0.1138] probs=[0.1992 0.2037 0.2029 0.2051 0.1892] +19:59:01,873 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0005 std=0.0008917244046189963 min=-0.0031 max=0.001 +19:59:01,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0003), (, 0.0003), (, 0.0003), (, -0.0), (, -0.0027), (, 0.0), (, -0.0011), (, -0.0031), (, -0.0012), (, -0.0003), (, -0.0012), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0008), (, 0.0002), (, 0.0003), (, 0.001), (, -0.0001), (, -0.0014), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0002), (, -0.0014), (, -0.0002), (, -0.0007)] +19:59:03,499 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.1149 0.0932 0.1044 0.1372] probs=[0.197 0.1971 0.2024 0.2026 0.2009] +19:59:05,692 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0005842105263157895 std=0.0007740958446673783 min=-0.0027 max=0.001 +19:59:05,692 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, 0.0003), (, 0.0), (, -0.0011), (, -0.0011), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0012), (, -0.0027), (, 0.0), (, -0.0012), (, 0.001), (, -0.001), (, -0.0006), (, -0.0002), (, -0.0014)] +19:59:06,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.08 0.0864 0.0604 0.041 0.1118] probs=[0.2055 0.1984 0.2004 0.1947 0.201 ] +19:59:08,825 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.000525 std=0.0006883857929969212 min=-0.0027 max=0.0004 +19:59:08,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0006), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0004), (, -0.001), (, -0.0003), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0003), (, -0.0012), (, -0.0014), (, -0.0005), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0012), (, -0.0), (, -0.0004)] +19:59:09,964 root INFO ContextualMultiArmedBanditAgent - exp=[0.0883 0.1199 0.1295 0.1482 0.1402] probs=[0.2008 0.2027 0.1913 0.2039 0.2012] +19:59:12,18 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0003588235294117647 std=0.0006945661561930006 min=-0.0027 max=0.0004 +19:59:12,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0012), (, 0.0004), (, -0.0027), (, 0.0003), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0004)] +19:59:12,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.2248 0.1567 0.1282 0.1472 0.1623] probs=[0.2014 0.2009 0.2039 0.1954 0.1984] +19:59:14,600 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.000291304347826087 std=0.0006665374796065312 min=-0.0027 max=0.0005 +19:59:14,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0027), (, -0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0012), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0003), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0005), (, -0.0001), (, -0.0004), (, 0.0004), (, -0.0004), (, 0.0003), (, 0.0003), (, -0.0006)] +19:59:15,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.0711 0.0768 0.0904 0.0771 0.0952] probs=[0.1953 0.2121 0.198 0.1972 0.1974] +19:59:17,873 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.00037142857142857143 std=0.0006741081283499577 min=-0.0027 max=0.0005 +19:59:17,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0006), (, 0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0005), (, -0.0005), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0003), (, 0.0003), (, -0.0), (, -0.0002), (, -0.0), (, -0.0012), (, -0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0027), (, 0.0001), (, -0.0003), (, -0.0004)] +19:59:19,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0893 0.1029 0.0547 0.0584 0.0366] probs=[0.1945 0.2031 0.2022 0.2004 0.1998] +19:59:21,193 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=16 avg=-0.0005187499999999999 std=0.0007028680085905176 min=-0.0027 max=0.0005 +19:59:21,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0003), (, 0.0), (, -0.0), (, -0.0012), (, -0.0004), (, -0.0005), (, -0.0027), (, -0.0001), (, 0.0005), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0)] +19:59:22,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.0833 0.1049 0.1143 0.1386 0.1264] probs=[0.205 0.199 0.1865 0.2035 0.2059] +19:59:23,885 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=18 avg=-0.0003111111111111111 std=0.0007014975163406488 min=-0.0027 max=0.0006 +19:59:23,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, -0.0), (, -0.0), (, 0.0005), (, 0.0006), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0012), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0002), (, 0.0003), (, -0.0)] +19:59:25,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.0771 0.0652 0.0682 0.0667 0.0354] probs=[0.1969 0.2013 0.1974 0.2036 0.2008] +19:59:27,32 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0003133333333333334 std=0.0003442221504913489 min=-0.0012 max=0.0002 +19:59:27,32 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0002), (, -0.0012), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0)] +19:59:28,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1669 0.1828 0.2 0.1673 0.1378] probs=[0.202 0.1977 0.2028 0.2009 0.1966] +19:59:30,681 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.00027619047619047615 std=0.0003379275237944795 min=-0.0012 max=0.0002 +19:59:30,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0005), (, 0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0), (, -0.0001)] +19:59:32,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.1072 0.1389 0.1062 0.1428 0.1166] probs=[0.1996 0.1982 0.2051 0.2036 0.1936] +19:59:34,213 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.0002611111111111111 std=0.0003401615447742585 min=-0.0012 max=0.0002 +19:59:34,213 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0008), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0012), (, -0.0)] +19:59:35,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.0682 0.0744 0.0653 0.0732] probs=[0.1961 0.1972 0.2006 0.201 0.2051] +19:59:38,9 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0002190476190476191 std=0.00038124988383329703 min=-0.0012 max=0.0002 +19:59:38,10 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0008), (, -0.0002), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0002)] +19:59:39,510 root INFO ContextualMultiArmedBanditAgent - exp=[0.0497 0.0629 0.0458 0.0357 0.0306] probs=[0.1969 0.1991 0.1991 0.2047 0.2002] +19:59:41,524 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.00044 std=0.00042394968254892386 min=-0.0012 max=0.0002 +19:59:41,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.001), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0), (, -0.0008), (, 0.0), (, -0.0002), (, 0.0), (, -0.0012), (, -0.001), (, -0.0), (, -0.0004)] +19:59:42,537 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0438 0.04 0.0064 0.0102] probs=[0.1909 0.206 0.1912 0.2082 0.2038] +19:59:44,263 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00029375 std=0.0004307968633822675 min=-0.001 max=0.0006 +19:59:44,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0006), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0002), (, -0.001), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, 0.0), (, 0.0001), (, -0.001), (, -0.0001)] +19:59:45,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.2317 0.2497 0.1583 0.1726 0.2137] probs=[0.202 0.2007 0.1958 0.1965 0.205 ] +19:59:48,642 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +19:59:48,643 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.27668235294117643 std=0.4175499874763769 min=-0.0796 max=1.2002 +19:59:48,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.007), (, 0.4607), (, 0.1154), (, 0.1368), (, 0.0414), (, -0.0323), (, 0.8325), (, 0.1368), (, -0.0796), (, 1.2002), (, 0.0079), (, -0.0713), (, 0.6501), (, 0.1137), (, -0.0135), (, 1.1911)] +19:59:49,92 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.3073 0.0934 0.1418 0.2077] probs=[0.2007 0.199 0.2036 0.2032 0.1934] +19:59:50,439 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.14945294117647057 std=0.2740433437543327 min=-0.0796 max=0.9762 +19:59:50,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0796), (, -0.0135), (, 0.2904), (, 0.3346), (, 0.1137), (, 0.9762), (, -0.0796), (, 0.1154), (, 0.6501), (, 0.1368), (, 0.0067), (, 0.1368), (, 0.007), (, 0.0079), (, -0.0323), (, -0.0713), (, 0.0414)] +19:59:50,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.1343 0.1381 0.1161 0.0858] probs=[0.1954 0.2099 0.1969 0.2011 0.1967] +19:59:52,279 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.009618749999999995 std=0.20871712082011262 min=-0.7169 max=0.2904 +19:59:52,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1154), (, 0.1368), (, 0.045), (, 0.007), (, -0.0713), (, -0.0135), (, 0.1368), (, 0.2904), (, -0.7169), (, -0.0323), (, 0.0067), (, 0.0079), (, 0.1137), (, -0.1414), (, -0.0796), (, 0.0414)] +19:59:52,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.052 0.1905 0.0882 0.1295 0.0591] probs=[0.1879 0.2278 0.2076 0.1835 0.1932] +19:59:54,44 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.03372 std=0.03710861894492976 min=-0.0796 max=0.0079 +19:59:54,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0713), (, 0.0067), (, -0.0796), (, -0.0323), (, 0.0079)] +19:59:54,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0362 0.1529 0.1364 0.3432 0.3028] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] +19:59:55,718 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.020325 std=0.04022075801125583 min=-0.0796 max=0.0286 +19:59:55,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0323), (, -0.0713), (, 0.0146), (, 0.0067), (, 0.0191), (, -0.0796), (, 0.0286)] +19:59:55,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.0133 0.1158 0.0208 0.1065 0.0799] probs=[0.197 0.2158 0.1922 0.1996 0.1954] +19:59:57,333 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04642 std=0.03477570416253278 min=-0.0796 max=0.0191 +19:59:57,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0796), (, 0.0191), (, -0.0519), (, -0.0713)] +19:59:57,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.1683 0.1538 0.0431 0.1997 0.1457] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] +19:59:58,694 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.026642857142857142 std=0.03689606472019387 min=-0.0796 max=0.0191 +19:59:58,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0519), (, -0.0796), (, 0.0004), (, -0.0713), (, 0.0011), (, 0.0191)] +19:59:58,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.1729 0.0936 0.1218 0.0669] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] +20:00:00,191 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.07545 std=0.004150000000000001 min=-0.0796 max=-0.0713 +20:00:00,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0796), (, -0.0713)] +20:00:00,254 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0108 0.0814 0.0005 0.0271 -0.0049] probs=[0.2011 0.201 0.1792 0.1907 0.228 ] +20:00:01,737 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.028959999999999996 std=0.039380380902170053 min=-0.0796 max=0.0113 +20:00:01,738 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0113), (, -0.0796), (, -0.0165), (, 0.0113), (, -0.0713)] +20:00:01,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.078 0.0399 0.2127 0.0512] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] +20:00:03,251 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.014914285714285715 std=0.028557182162482778 min=-0.0796 max=0.0113 +20:00:03,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0165), (, -0.0796), (, -0.0036), (, -0.0108), (, 0.0113), (, 0.0113), (, -0.0165)] +20:00:03,415 root INFO ContextualMultiArmedBanditAgent - exp=[0.0153 0.0798 0.0725 0.1174 0.0685] probs=[0.191 0.2027 0.1951 0.2079 0.2033] +20:00:04,825 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.01628571428571429 std=0.027102368297751006 min=-0.0796 max=0.0113 +20:00:04,826 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, 0.0113), (, -0.0796), (, -0.0108), (, -0.0036), (, -0.0165), (, -0.004)] +20:00:05,12 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0814 0.0005 0.027 -0.005 ] probs=[0.1978 0.2123 0.1869 0.2084 0.1946] +20:00:06,406 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.012137499999999999 std=0.009864068316369266 min=-0.0339 max=-0.001 +20:00:06,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, -0.004), (, -0.0165), (, -0.0165), (, -0.0339), (, -0.001), (, -0.0108), (, -0.0036)] +20:00:06,613 root INFO ContextualMultiArmedBanditAgent - exp=[0.1283 0.1804 0.1263 0.1754 0.1315] probs=[0.1987 0.207 0.193 0.1955 0.2058] +20:00:08,83 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.014244444444444445 std=0.011678005072320178 min=-0.0339 max=-0.001 +20:00:08,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0339), (, -0.001), (, -0.0339), (, -0.0165), (, -0.004), (, -0.0165), (, -0.0036), (, -0.008), (, -0.0108)] +20:00:08,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.2975 0.3189 0.4143 0.2985 0.1327] probs=[0.1838 0.218 0.1863 0.2172 0.1947] +20:00:09,650 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.01274166666666667 std=0.010857290817183118 min=-0.0339 max=-0.001 +20:00:09,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0339), (, -0.0036), (, -0.0165), (, -0.004), (, -0.0165), (, -0.001), (, -0.0054), (, -0.0028), (, -0.0108), (, -0.0339), (, -0.008), (, -0.0165)] +20:00:10,41 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0004 0.1447 0.0082 0.0742 0.0086] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] +20:00:11,552 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.006235714285714286 std=0.013249183648321084 min=-0.0339 max=0.0199 +20:00:11,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0165), (, 0.0112), (, -0.008), (, 0.003), (, -0.001), (, -0.0195), (, 0.0027), (, 0.0199), (, -0.0028), (, -0.0165), (, -0.004), (, -0.0165), (, -0.0339)] +20:00:11,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.1486 0.1681 0.1486 0.1447 0.1121] probs=[0.2044 0.2078 0.1931 0.2045 0.1902] +20:00:13,320 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010175 std=0.010513572577070713 min=-0.0339 max=0.0048 +20:00:13,320 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0165), (, -0.001), (, -0.008), (, -0.0028), (, -0.0165), (, 0.0027), (, 0.0048), (, -0.0195), (, -0.0339), (, -0.0095), (, -0.0165), (, -0.0054)] +20:00:13,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.0952 0.1193 0.0949 0.1055 0.1073] probs=[0.1995 0.2113 0.2013 0.1956 0.1923] +20:00:15,25 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.009466666666666667 std=0.010429232420887401 min=-0.0339 max=0.0048 +20:00:15,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.008), (, -0.001), (, -0.0095), (, -0.0339), (, -0.0054), (, 0.0027), (, -0.0165), (, -0.0013), (, -0.0165), (, -0.0195), (, 0.0048)] +20:00:15,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1494 0.2821 0.1806 0.1663 0.116 ] probs=[0.1972 0.2075 0.2008 0.1966 0.1979] +20:00:16,747 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00789375 std=0.009548721691278891 min=-0.0339 max=0.0048 +20:00:16,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.0095), (, -0.0023), (, -0.0054), (, 0.001), (, 0.0048), (, -0.0165), (, -0.0043), (, -0.001), (, -0.0013), (, -0.0339), (, -0.0071), (, -0.0165), (, -0.008), (, 0.0027), (, -0.0195)] +20:00:17,108 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0115 0.1282 0.0007 0.0349 -0.0036] probs=[0.1986 0.2023 0.1936 0.2037 0.2018] +20:00:18,538 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.007319999999999998 std=0.009591120893826747 min=-0.0339 max=0.0048 +20:00:18,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.001), (, -0.0195), (, -0.0339), (, -0.008), (, 0.0048), (, 0.0027), (, -0.0043), (, -0.0054), (, -0.0071), (, -0.0013), (, -0.0023), (, 0.001), (, -0.0095), (, -0.0165)] +20:00:18,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1279 0.1613 0.1252 0.0984 0.0794] probs=[0.2004 0.2074 0.1909 0.204 0.1972] +20:00:20,269 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.006041666666666667 std=0.009542663703366873 min=-0.0339 max=0.0048 +20:00:20,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.0027), (, -0.008), (, -0.0339), (, -0.0023), (, -0.0095), (, -0.0013), (, 0.0048), (, -0.0071), (, -0.0043), (, 0.0013), (, -0.0054)] +20:00:20,547 root INFO ContextualMultiArmedBanditAgent - exp=[0.0401 0.204 0.1086 0.127 0.1177] probs=[0.1963 0.2077 0.1974 0.2066 0.192 ] +20:00:22,186 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0079 std=0.013816367105719216 min=-0.0339 max=0.005 +20:00:22,186 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.005), (, 0.0003), (, -0.0339), (, -0.0095)] +20:00:22,306 root INFO ContextualMultiArmedBanditAgent - exp=[0.0814 0.1688 0.1266 0.0785 0.0845] probs=[0.1951 0.2108 0.1969 0.2011 0.196 ] +20:00:23,623 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00225 std=0.0072499999999999995 min=-0.0095 max=0.005 +20:00:23,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.005)] +20:00:23,698 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0479 0.0001 0.0136 -0.0031] probs=[0.1966 0.2077 0.1979 0.2006 0.1973] +20:00:25,42 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00166 std=0.006031450903389664 min=-0.0095 max=0.0075 +20:00:25,42 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.005), (, 0.0075), (, 0.0049), (, 0.0004), (, -0.0095)] +20:00:25,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.099 0.2939 0.2521 0.2104 0.1883] probs=[0.1961 0.2087 0.1976 0.2008 0.1969] +20:00:26,601 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.0013166666666666663 std=0.005559201581362401 min=-0.0095 max=0.0075 +20:00:26,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0075), (, 0.0004), (, 0.005), (, 0.0049), (, -0.0095), (, -0.0004)] +20:00:26,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.0883 0.2672 0.071 0.3162] probs=[0.1795 0.2116 0.1966 0.1998 0.2125] +20:00:28,222 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=0.000575 std=0.004993433187697619 min=-0.0095 max=0.0075 +20:00:28,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0004), (, 0.005), (, 0.0049), (, -0.0095), (, -0.001), (, -0.0023), (, 0.0075)] +20:00:28,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.1325 0.0473 0.1134 0.0408] probs=[0.1963 0.2115 0.2004 0.1866 0.2052] +20:00:29,903 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0003499999999999999 std=0.0051704862993173645 min=-0.0095 max=0.0075 +20:00:29,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.001), (, 0.0004), (, -0.0095), (, 0.0049), (, 0.0014), (, 0.0004), (, 0.0075), (, 0.0049), (, -0.0074), (, 0.0073), (, -0.0023), (, 0.005), (, -0.0063)] +20:00:30,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0255 0.1103 0.0545 0.0818 0.0716] probs=[0.1977 0.2029 0.19 0.2103 0.1991] +20:00:31,882 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=0.001465 std=0.005712641683144498 min=-0.0095 max=0.0129 +20:00:31,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.006), (, 0.005), (, 0.0129), (, -0.0012), (, 0.0049), (, 0.0032), (, -0.0004), (, 0.0049), (, -0.0074), (, -0.0004), (, 0.0075), (, 0.0095), (, -0.001), (, 0.0073), (, -0.0023), (, 0.0014), (, -0.0038), (, -0.001), (, -0.0063), (, -0.0095)] +20:00:32,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1139 0.0682 0.0349 0.0441] probs=[0.1977 0.2058 0.2007 0.2005 0.1953] +20:00:34,135 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0005793103448275862 std=0.00567823304900904 min=-0.0129 max=0.0095 +20:00:34,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0049), (, 0.0014), (, 0.0073), (, 0.005), (, -0.001), (, -0.0074), (, 0.0054), (, -0.0129), (, 0.0075), (, -0.0028), (, -0.0055), (, 0.0075), (, 0.0049), (, -0.001), (, -0.0053), (, -0.0038), (, 0.0095), (, -0.0063), (, 0.0049), (, 0.0012), (, -0.0039), (, -0.0014), (, -0.0012), (, -0.0043), (, -0.0129), (, -0.0021), (, -0.0012), (, -0.0023), (, -0.001)] +20:00:34,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.0944 0.1279 0.1134 0.0732 0.0807] probs=[0.1924 0.2176 0.2018 0.1955 0.1927] +20:00:36,555 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0021916666666666664 std=0.004836830631266258 min=-0.0129 max=0.0073 +20:00:36,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0006), (, 0.0008), (, -0.001), (, -0.0043), (, -0.001), (, -0.0014), (, 0.0012), (, -0.0055), (, -0.0012), (, 0.0069), (, -0.001), (, -0.0129), (, -0.0045), (, -0.0021), (, -0.0039), (, -0.0012), (, -0.0007), (, -0.0059), (, -0.0074), (, 0.0073), (, 0.005), (, -0.0129), (, -0.0053)] +20:00:37,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.2605 0.1628 0.1791 0.1775] probs=[0.196 0.2009 0.205 0.2046 0.1935] +20:00:38,790 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.00265 std=0.0040280029409507255 min=-0.0129 max=0.005 +20:00:38,790 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0129), (, -0.001), (, 0.0044), (, -0.0007), (, -0.0043), (, -0.0045), (, -0.0062), (, 0.0001), (, 0.0007), (, -0.0053), (, 0.0008), (, -0.0012), (, -0.0015), (, 0.005), (, -0.0021), (, -0.0059), (, -0.0039), (, -0.0129), (, -0.0023), (, -0.001), (, -0.0055), (, -0.001), (, -0.0012), (, -0.001), (, -0.001)] +20:00:39,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.1293 0.1282 0.0557 0.0711 0.096 ] probs=[0.1964 0.2145 0.1926 0.1964 0.2001] +20:00:41,253 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.003117391304347826 std=0.0036797509573000273 min=-0.0129 max=0.0007 +20:00:41,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0055), (, -0.0021), (, -0.0045), (, -0.001), (, -0.001), (, -0.0023), (, -0.003), (, -0.0129), (, -0.0012), (, -0.0034), (, -0.0045), (, -0.0062), (, -0.0059), (, 0.0001), (, -0.0012), (, 0.0007), (, 0.0005), (, 0.0007), (, -0.0129), (, -0.0007), (, 0.0001), (, -0.001)] +20:00:41,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2222 0.1867 0.149 0.1451] probs=[0.1983 0.2065 0.2012 0.2017 0.1924] +20:00:43,514 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.003925 std=0.003964766701837575 min=-0.0129 max=0.0007 +20:00:43,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0007), (, -0.0023), (, -0.001), (, -0.0034), (, -0.001), (, -0.0045), (, 0.0004), (, -0.006), (, -0.0129), (, -0.0062), (, -0.003), (, -0.001), (, -0.0045), (, -0.0129), (, 0.0007)] +20:00:43,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.12 0.1171 0.1313 0.1428 0.146 ] probs=[0.1976 0.2002 0.1994 0.2027 0.2002] +20:00:45,437 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004064705882352941 std=0.004086698822575011 min=-0.0129 max=0.0038 +20:00:45,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0034), (, -0.006), (, -0.0045), (, -0.0062), (, -0.001), (, 0.0038), (, -0.001), (, -0.005), (, -0.001), (, -0.001), (, -0.0129), (, -0.0023), (, -0.0045), (, -0.0129), (, -0.0045), (, -0.0007)] +20:00:45,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0088 0.1189 0.1066 0.1143 0.0703] probs=[0.2037 0.1949 0.2078 0.1932 0.2005] +20:00:47,520 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0036052631578947373 std=0.004176686382920585 min=-0.0129 max=0.0038 +20:00:47,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0034), (, -0.0023), (, -0.0045), (, -0.001), (, -0.001), (, -0.0129), (, -0.0007), (, -0.0129), (, -0.0045), (, -0.006), (, -0.005), (, -0.0045), (, 0.0038), (, -0.0045), (, -0.001), (, -0.0045), (, -0.001), (, -0.0034)] +20:00:48,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1342 0.0367 0.1049 0.0462] probs=[0.1962 0.2088 0.191 0.2098 0.1941] +20:00:49,644 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0031608695652173913 std=0.0033339804034836274 min=-0.0129 max=0.0038 +20:00:49,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.001), (, 0.0038), (, -0.0023), (, -0.001), (, -0.0045), (, -0.0045), (, -0.001), (, -0.005), (, -0.0013), (, 0.0034), (, -0.001), (, -0.0045), (, -0.0045), (, -0.0045), (, -0.001), (, -0.005), (, -0.005), (, -0.0129), (, -0.006), (, -0.0045), (, -0.0034), (, -0.001)] +20:00:50,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1845 0.1803 0.2135 0.128 ] probs=[0.1946 0.2123 0.1922 0.2033 0.1976] +20:00:51,991 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.002782608695652174 std=0.0026614236422265896 min=-0.006 max=0.0038 +20:00:51,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.001), (, -0.001), (, -0.006), (, -0.001), (, -0.0045), (, -0.005), (, -0.005), (, -0.001), (, -0.0045), (, -0.0034), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045), (, -0.0045), (, 0.0034), (, 0.0038), (, -0.0013), (, -0.001), (, -0.001), (, -0.005), (, -0.0045)] +20:00:52,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1207 0.0859 0.0518 0.0474] probs=[0.1972 0.21 0.1944 0.2016 0.1968] +20:00:54,6 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0035045454545454546 std=0.0021035634858123427 min=-0.006 max=0.0017 +20:00:54,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0045), (, -0.0045), (, -0.006), (, -0.005), (, -0.0045), (, -0.001), (, -0.0045), (, -0.005), (, -0.005), (, -0.005), (, -0.0045), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0015), (, -0.0013), (, 0.0004), (, -0.0015), (, -0.005), (, -0.0034), (, 0.0017)] +20:00:54,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.2133 0.1861 0.1742 0.1912 0.1517] probs=[0.2015 0.2099 0.1987 0.1993 0.1906] +20:00:56,204 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0037952380952380963 std=0.002236808140542316 min=-0.006 max=0.0021 +20:00:56,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.005), (, -0.0045), (, -0.005), (, -0.005), (, -0.005), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0015), (, -0.006), (, -0.0045), (, -0.0015), (, -0.0045), (, -0.005), (, -0.0045), (, -0.0045), (, -0.005), (, 0.0017), (, -0.0), (, 0.0021), (, -0.005)] +20:00:56,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.1044 0.1152 0.142 0.0794] probs=[0.1996 0.2038 0.1985 0.1958 0.2023] +20:00:58,455 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0041 std=0.0015540270267920054 min=-0.006 max=-0.0015 +20:00:58,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0015), (, -0.0015), (, -0.005), (, -0.005), (, -0.005), (, -0.0045), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0), (, -0.005), (, -0.005), (, -0.006), (, -0.0045), (, -0.005), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045)] +20:00:59,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.045 0.198 0.0586 0.1301 0.1385] probs=[0.189 0.2148 0.2012 0.2049 0.1901] +20:01:00,488 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.003566666666666667 std=0.0019144397000374197 min=-0.006 max=0.0006 +20:01:00,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.005), (, -0.006), (, -0.005), (, -0.0015), (, 0.0006), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045), (, -0.0015), (, -0.0015), (, -0.005), (, -0.005), (, -0.0045), (, -0.0), (, -0.005), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0045), (, -0.0015)] +20:01:01,84 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.1575 0.0886 0.0907 0.0585] probs=[0.1929 0.2109 0.195 0.2063 0.1949] +20:01:02,693 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.003280952380952381 std=0.001976678080980225 min=-0.006 max=0.0006 +20:01:02,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0015), (, -0.006), (, 0.0006), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.005), (, -0.0015), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0015)] +20:01:03,292 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1382 0.1094 0.1497 0.0384] probs=[0.1978 0.2109 0.2025 0.1974 0.1914] +20:01:04,967 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0030272727272727274 std=0.0019299509692740004 min=-0.006 max=0.0006 +20:01:04,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0006), (, -0.005), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.0029), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0023), (, -0.0015), (, -0.006), (, -0.0015), (, -0.005), (, -0.0015), (, -0.0015)] +20:01:05,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0795 0.0447 0.0855 0.0436] probs=[0.2032 0.2002 0.2011 0.2068 0.1887] +20:01:07,175 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0025700000000000002 std=0.0018971294104514853 min=-0.006 max=0.0006 +20:01:07,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0015), (, -0.0015), (, -0.0015), (, 0.0006), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.006), (, -0.005), (, -0.0029), (, -0.005), (, -0.0015), (, 0.0006), (, -0.0015), (, -0.005), (, -0.005), (, -0.005), (, -0.0023)] +20:01:07,694 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.1266 0.1244 0.0869 0.0899] probs=[0.1908 0.206 0.1991 0.1932 0.2109] +20:01:09,530 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0025666666666666667 std=0.0015173075568988058 min=-0.006 max=-0.0015 +20:01:09,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0021), (, -0.0015), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.0015), (, -0.006), (, -0.0029)] +20:01:09,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1138 0.1184 0.1131 0.0603] probs=[0.1977 0.2048 0.1939 0.1989 0.2047] +20:01:11,395 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0024928571428571434 std=0.001376052472896025 min=-0.006 max=-0.0015 +20:01:11,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.006), (, -0.005), (, -0.0015), (, -0.0021), (, -0.0029), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0032), (, -0.0015), (, -0.0015)] +20:01:11,746 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.1233 0.0364 0.069 0.0788] probs=[0.1951 0.2166 0.2028 0.1988 0.1867] +20:01:13,357 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0020000000000000005 std=0.000807995756707387 min=-0.0032 max=-0.0008 +20:01:13,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0032), (, -0.0015), (, -0.0008), (, -0.0009), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0029), (, -0.0019), (, -0.0021), (, -0.0032), (, -0.0023), (, -0.0015)] +20:01:13,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0362 0.1303 0.0656 0.0962 0.0703] probs=[0.1951 0.2196 0.1959 0.1982 0.1913] +20:01:15,384 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0017375 std=0.0010246188315661587 min=-0.0032 max=0.0006 +20:01:15,384 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0015), (, -0.0015), (, -0.0023), (, -0.0019), (, -0.0011), (, -0.0009), (, -0.0032), (, -0.0029), (, -0.0032), (, -0.0015), (, -0.0008), (, -0.0021), (, -0.0015), (, 0.0006), (, -0.0008)] +20:01:15,806 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1121 0.1766 0.1793 0.0848] probs=[0.193 0.2075 0.198 0.2052 0.1964] +20:01:17,351 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0014722222222222222 std=0.0015534211547261153 min=-0.0033 max=0.0032 +20:01:17,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0021), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.0009), (, -0.0012), (, -0.0015), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0032), (, 0.0032), (, -0.0033), (, 0.0006), (, -0.0008), (, -0.0029), (, -0.0032)] +20:01:17,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.0928 0.051 0.0321 0.0429] probs=[0.1907 0.2007 0.1979 0.2054 0.2052] +20:01:19,595 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00138 std=0.0015114893317519644 min=-0.0033 max=0.0032 +20:01:19,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0008), (, 0.0006), (, -0.0021), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0029), (, -0.0008), (, -0.0032), (, -0.0012), (, -0.0023), (, -0.0008), (, -0.0011), (, -0.0015), (, -0.0015), (, -0.0033), (, -0.0009), (, 0.0032), (, -0.0032)] +20:01:20,287 root INFO ContextualMultiArmedBanditAgent - exp=[0.1239 0.1253 0.1543 0.0962 0.1202] probs=[0.1978 0.2078 0.1959 0.207 0.1915] +20:01:21,944 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0015941176470588238 std=0.0010663133786337332 min=-0.0033 max=-0.0002 +20:01:21,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0015), (, -0.0009), (, -0.0012), (, -0.0002), (, -0.0032), (, -0.0007), (, -0.0008), (, -0.0009), (, -0.0033), (, -0.0011), (, -0.0029), (, -0.0032), (, -0.0008), (, -0.0008), (, -0.0008), (, -0.0015)] +20:01:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0751 0.1539 0.0885 0.1136 0.0366] probs=[0.1842 0.2164 0.1929 0.1999 0.2066] +20:01:24,30 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0013619047619047619 std=0.0010776854344805864 min=-0.0033 max=-0.0002 +20:01:24,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0032), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0033), (, -0.0009), (, -0.0011), (, -0.0015), (, -0.0002), (, -0.0032), (, -0.0002), (, -0.0029), (, -0.0008), (, -0.0012), (, -0.0008), (, -0.0009), (, -0.0015)] +20:01:24,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0053 0.1304 0.0527 0.0689 0.041 ] probs=[0.1903 0.2037 0.2036 0.1967 0.2056] +20:01:26,366 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0009478260869565219 std=0.0010627566964461854 min=-0.0033 max=0.0012 +20:01:26,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, -0.0002), (, -0.0008), (, -0.0011), (, -0.0008), (, -0.0008), (, -0.0003), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0008), (, -0.0007), (, -0.0008), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0033), (, -0.0032), (, -0.0002)] +20:01:27,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.1575 0.1557 0.1258 0.178 0.1982] probs=[0.1949 0.213 0.1937 0.1969 0.2015] +20:01:28,814 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0010399999999999997 std=0.0010239140588936162 min=-0.0033 max=-0.0002 +20:01:28,814 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0008), (, -0.0008), (, -0.0013), (, -0.0033), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0002), (, -0.0015), (, -0.0002), (, -0.0009), (, -0.0002), (, -0.0032), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0013), (, -0.0002)] +20:01:29,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0845 0.1697 0.1363 0.0925 0.0403] probs=[0.1906 0.2112 0.1947 0.203 0.2005] +20:01:30,923 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0009999999999999998 std=0.0009418380028059028 min=-0.0033 max=-0.0002 +20:01:30,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0032), (, -0.0008), (, -0.0033), (, -0.0013), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0011), (, -0.0013), (, -0.0015), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, -0.0002)] +20:01:31,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1778 0.1412 0.1506 0.1843] probs=[0.2027 0.21 0.1891 0.2114 0.1868] +20:01:32,856 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0009538461538461539 std=0.000808241571480843 min=-0.0032 max=-0.0002 +20:01:32,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0011), (, -0.0015), (, -0.0013), (, -0.0032), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0013), (, -0.0009), (, -0.0002), (, -0.0002)] +20:01:33,216 root INFO ContextualMultiArmedBanditAgent - exp=[0.0231 0.1418 0.1006 0.1026 0.1144] probs=[0.1774 0.2188 0.2013 0.206 0.1966] +20:01:34,632 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0011272727272727272 std=0.0008057643565876487 min=-0.0032 max=-0.0002 +20:01:34,633 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0032), (, -0.0015), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0003)] +20:01:35,11 root INFO ContextualMultiArmedBanditAgent - exp=[0.047 0.0879 0.1119 0.1388 0.1061] probs=[0.1988 0.2164 0.2014 0.1874 0.196 ] +20:01:36,653 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00121 std=0.0007993122043357027 min=-0.0032 max=-0.0002 +20:01:36,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0002), (, -0.0032), (, -0.0007), (, -0.0013), (, -0.0013), (, -0.0002), (, -0.0015), (, -0.0013), (, -0.0011)] +20:01:36,942 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.0855 0.0678 0.0709 0.0296] probs=[0.187 0.212 0.2044 0.1972 0.1994] +20:01:38,340 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0011923076923076924 std=0.0008166173555132439 min=-0.0032 max=0.0008 +20:01:38,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0007), (, 0.0008), (, -0.0013), (, -0.0015), (, -0.0013), (, -0.0013), (, -0.0011), (, -0.0032), (, -0.0013)] +20:01:38,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.0411 0.0816 0.032 0.0518 0.0581] probs=[0.2009 0.2178 0.1987 0.1994 0.1833] +20:01:40,254 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0011125 std=0.0005988269783501742 min=-0.0021 max=0.0008 +20:01:40,254 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0008), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0013), (, -0.0013), (, -0.0015), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0007), (, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013)] +20:01:40,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.0254 0.0761 0.0068 0.0814 0.0467] probs=[0.1859 0.2022 0.1999 0.217 0.195 ] +20:01:42,271 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0012058823529411764 std=0.00045305575326987546 min=-0.0021 max=-0.0006 +20:01:42,272 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0013), (, -0.0006), (, -0.0006), (, -0.0013), (, -0.0007), (, -0.0015), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013)] +20:01:42,716 root INFO ContextualMultiArmedBanditAgent - exp=[0.0306 0.1269 0.022 0.0629 0.0509] probs=[0.1975 0.2108 0.1919 0.199 0.2007] +20:01:44,136 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0012199999999999997 std=0.0004578209256903839 min=-0.0021 max=-0.0006 +20:01:44,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0021), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006)] +20:01:44,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.0354 0.1362 0.0683 0.1085 0.0849] probs=[0.2022 0.2032 0.2086 0.1955 0.1905] +20:01:46,3 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012583333333333329 std=0.0004768967975941498 min=-0.0021 max=-0.0006 +20:01:46,3 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0006), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013)] +20:01:46,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.0686 0.1074 0.0566 0.0307 0.0217] probs=[0.1984 0.2049 0.2037 0.2028 0.1903] +20:01:47,671 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012666666666666662 std=0.0004784233364802442 min=-0.0021 max=-0.0006 +20:01:47,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0014), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0021), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0006)] +20:01:48,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0704 0.0004 0.0216 -0.0045] probs=[0.1954 0.2046 0.1962 0.2039 0.1999] +20:01:49,664 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0013375 std=0.00037728470681966424 min=-0.0021 max=-0.0006 +20:01:49,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0014)] +20:01:49,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0704 0.0004 0.0216 -0.0045] probs=[0.2002 0.2203 0.1983 0.192 0.1892] +20:01:51,412 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0015 std=0.00030331501776206197 min=-0.0021 max=-0.0013 +20:01:51,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013), (, -0.0013)] +20:01:51,582 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0698 0.0004 0.0216 -0.0045] probs=[0.1853 0.2002 0.1868 0.2113 0.2165] +20:01:53,127 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0015500000000000002 std=0.0003201562118716424 min=-0.0021 max=-0.0013 +20:01:53,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0021), (, -0.0014)] +20:01:53,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.1557 0.2015 0.11 0.1048 0.1262] probs=[0.1948 0.2111 0.1969 0.2012 0.196 ] +20:01:54,946 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0015500000000000002 std=0.0003201562118716424 min=-0.0021 max=-0.0013 +20:01:54,946 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0014), (, -0.0021)] +20:01:55,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.3929 0.26 0.278 0.3718 0.6186] probs=[0.2172 0.1985 0.1982 0.1973 0.1888] +20:01:56,639 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 +20:01:56,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013)] +20:01:56,761 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0215 -0.0045] probs=[0.2075 0.201 0.1861 0.1838 0.2216] +20:01:58,309 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 +20:01:58,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0021), (, -0.0013)] +20:01:58,432 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0215 -0.0045] probs=[0.207 0.2213 0.1789 0.183 0.2098] +20:01:59,957 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 +20:01:59,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013)] +20:02:00,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.0774 0.072 0.089 0.2163 0.2391] probs=[0.1885 0.2079 0.198 0.2179 0.1877] +20:02:01,456 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00032998316455372216 min=-0.0021 max=-0.0014 +20:02:01,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014)] +20:02:01,541 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.1166 0.1919 0.2741 0.1336] probs=[0.2033 0.2042 0.1932 0.1992 0.2001] +20:02:02,963 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00032998316455372216 min=-0.0021 max=-0.0014 +20:02:02,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014)] +20:02:03,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.3601 0.2152 0.47 0.17 0.0559] probs=[0.1808 0.2169 0.2372 0.1764 0.1888] +20:02:04,535 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:04,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:04,621 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1774 0.2185 0.178 0.1691 0.257 ] +20:02:05,980 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:05,981 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:06,95 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] +20:02:07,442 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:07,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:07,549 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1854 0.2434 0.2319 0.1708 0.1685] +20:02:08,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:08,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:09,82 root INFO ContextualMultiArmedBanditAgent - exp=[0.3472 0.1083 0.3439 0.2004 0.2829] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] +20:02:10,576 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:10,576 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:10,668 root INFO ContextualMultiArmedBanditAgent - exp=[0.394 0.2879 0.2228 0.111 0.3206] probs=[0.2283 0.1804 0.1552 0.2265 0.2097] +20:02:12,100 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:12,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:12,167 root INFO ContextualMultiArmedBanditAgent - exp=[0.1684 0.7206 0.4283 0.0707 0.8319] probs=[0.1948 0.2111 0.197 0.2011 0.196 ] +20:02:13,481 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:13,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] +20:02:13,560 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0213 -0.0044] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] +20:02:14,809 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:14,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0), (, -0.0)] +20:02:14,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.1123 0.0672 0.0676 0.0986 0.0157] probs=[0.2039 0.2082 0.1948 0.2055 0.1876] +20:02:16,393 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=1 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 +20:02:16,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0014), (, -0.0)] +20:02:16,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.2948 0.2582 0.2298 0.1487] probs=[0.1872 0.1968 0.212 0.1948 0.2091] +20:02:18,240 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 +20:02:18,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:18,427 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0693 0.0004 0.0211 -0.0045] probs=[0.1949 0.211 0.197 0.2011 0.196 ] +20:02:19,865 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 +20:02:19,866 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:20,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1122 0.0911 0.1172 0.073 0.1228] probs=[0.1949 0.211 0.197 0.2011 0.196 ] +20:02:21,510 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 +20:02:21,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:21,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.1032 0.1956 0.0614 0.084 0.1138] probs=[0.1949 0.2109 0.197 0.2011 0.196 ] +20:02:23,127 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 +20:02:23,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:23,305 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0684 0.0004 0.021 -0.0045] probs=[0.1874 0.2225 0.2129 0.1824 0.1948] +20:02:24,649 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 +20:02:24,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0013)] +20:02:24,853 root INFO ContextualMultiArmedBanditAgent - exp=[0.1692 0.1685 0.2738 0.3853 0.2046] probs=[0.1883 0.2175 0.1925 0.2055 0.1962] +20:02:26,487 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 +20:02:26,487 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:26,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.2802 0.2787 0.1077 0.1907 0.2513] probs=[0.1952 0.2279 0.1879 0.1971 0.192 ] +20:02:28,129 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 +20:02:28,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] +20:02:28,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.2581 0.3854 0.2997 0.3267 0.3299] probs=[0.195 0.2107 0.1971 0.2012 0.1961] +20:02:30,308 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:02:30,309 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.18403571428571427 std=0.3380417992056664 min=-0.1201 max=1.2059 +20:02:30,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1051), (, 0.1158), (, -0.041), (, 0.0307), (, 0.1442), (, 0.1442), (, -0.0891), (, 0.1312), (, -0.1201), (, -0.0439), (, 1.2059), (, 0.3185), (, 0.6378), (, 0.0372)] +20:02:30,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0525 0.0828 0.1372 0.1649 0.1098] probs=[0.1893 0.209 0.1986 0.2034 0.1997] +20:02:32,4 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03769999999999999 std=0.05740153888761752 min=-0.1201 max=0.0372 +20:02:32,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, 0.0307), (, -0.0891), (, -0.0439), (, -0.041), (, 0.0372)] +20:02:32,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0855 0.1495 0.2017 0.1727 0.1951] probs=[0.1963 0.208 0.1978 0.2007 0.1971] +20:02:33,518 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.06391666666666666 std=0.05295515135995322 min=-0.1201 max=0.0307 +20:02:33,518 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, -0.0439), (, -0.1201), (, -0.0891), (, -0.041), (, 0.0307)] +20:02:33,663 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0078 0.0502 0.0002 0.0147 -0.0033] probs=[0.2109 0.1986 0.1907 0.2005 0.1993] +20:02:34,853 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.08284 std=0.034878967874637574 min=-0.1201 max=-0.041 +20:02:34,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, -0.0891), (, -0.0439), (, -0.041), (, -0.1201)] +20:02:34,980 root INFO ContextualMultiArmedBanditAgent - exp=[0.1441 0.11 0.1384 0.1978 0.0054] probs=[0.1965 0.2074 0.198 0.2006 0.1974] +20:02:36,432 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +20:02:36,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +20:02:36,465 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:37,953 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 +20:02:37,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0066)] +20:02:37,996 root INFO ContextualMultiArmedBanditAgent - exp=[0.5496 0.1126 0.4931 0.1724 0.2504] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:39,342 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 +20:02:39,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0066)] +20:02:39,370 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:40,650 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0083 std=0.0 min=-0.0083 max=-0.0083 +20:02:40,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083)] +20:02:40,719 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:42,159 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006366666666666666 std=0.002734146220587984 min=-0.0083 max=-0.0025 +20:02:42,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0083), (, -0.0025)] +20:02:42,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.4232 0.2994 0.3195 0.5002 0.2931] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:43,685 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0083 std=0.01951887974927523 min=-0.0083 max=0.0357 +20:02:43,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0025), (, 0.0357)] +20:02:43,780 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:45,136 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006366666666666666 std=0.002734146220587984 min=-0.0083 max=-0.0025 +20:02:45,137 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0083), (, -0.0025)] +20:02:45,260 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.202 0.1703 0.2021 0.2186 0.207 ] +20:02:46,872 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0083 std=0.0 min=-0.0083 max=-0.0083 +20:02:46,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083)] +20:02:46,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:48,409 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00405 std=0.0010500000000000002 min=0.003 max=0.0051 +20:02:48,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0051), (, 0.003)] +20:02:48,477 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:49,877 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00405 std=0.0010500000000000002 min=0.003 max=0.0051 +20:02:49,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.0051)] +20:02:49,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.252 0.1377 0.1747 0.2393 0.1964] +20:02:51,562 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0014500000000000001 std=0.0015500000000000002 min=-0.0001 max=0.003 +20:02:51,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, -0.0001)] +20:02:51,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.0887 0.1863 0.1783 0.4924 0.1888] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:52,995 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0006333333333333333 std=0.000771722460186015 min=-0.0001 max=0.0017 +20:02:52,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.0017), (, -0.0001)] +20:02:53,100 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.1701 0.174 0.2069 0.1983 0.2507] +20:02:54,456 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0376 std=0.0 min=0.0376 max=0.0376 +20:02:54,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0376)] +20:02:54,495 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:02:56,77 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.024 std=0.013600000000000001 min=0.0104 max=0.0376 +20:02:56,77 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0376), (, 0.0104)] +20:02:56,138 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.2983 0.3169 0.138 0.4439] probs=[0.1628 0.2187 0.184 0.1894 0.245 ] +20:02:57,674 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0104 std=0.0 min=0.0104 max=0.0104 +20:02:57,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0104), (, 0.0104)] +20:02:57,763 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0681 0.0004 0.0214 -0.0045] probs=[0.2107 0.2061 0.1864 0.1621 0.2346] +20:02:59,188 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00485 std=0.00425 min=0.0006 max=0.0091 +20:02:59,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0091), (, 0.0006)] +20:02:59,269 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:00,841 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.10295 std=0.10215 min=0.0008 max=0.2051 +20:03:00,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.2051)] +20:03:00,943 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0412 0.0001 0.0114 -0.0027] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] +20:03:02,350 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.10295 std=0.10215 min=0.0008 max=0.2051 +20:03:02,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.2051), (, 0.0008)] +20:03:02,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.014 0.4664 0.3223 0.2248 0.2047] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] +20:03:03,953 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.3152 std=0.0 min=0.3152 max=0.3152 +20:03:03,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3152)] +20:03:04,8 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:05,555 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.3152 std=0.0 min=0.3152 max=0.3152 +20:03:05,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3152)] +20:03:05,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0143 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:07,41 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0069 std=0.0002000000000000001 min=0.0067 max=0.0071 +20:03:07,41 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0071)] +20:03:07,132 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:08,665 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.01615 std=0.016899186370946978 min=0.0054 max=0.0454 +20:03:08,665 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0454), (, 0.0054), (, 0.0071), (, 0.0067)] +20:03:08,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.2989 0.2197 0.3695 0.3428 0.1539] probs=[0.221 0.1908 0.2075 0.2016 0.1791] +20:03:10,417 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0042250000000000005 std=0.003819276763996032 min=-0.0023 max=0.0071 +20:03:10,417 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0071), (, 0.0054), (, 0.0067), (, -0.0023)] +20:03:10,547 root INFO ContextualMultiArmedBanditAgent - exp=[0.248 0.1352 0.0483 0.0055 0.0355] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:12,20 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0024000000000000002 std=0.0047 min=-0.0023 max=0.0071 +20:03:12,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0071), (, -0.0023)] +20:03:12,129 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:13,482 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0453 std=0.0 min=0.0453 max=0.0453 +20:03:13,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0453)] +20:03:13,531 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:15,7 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0453 std=0.0 min=0.0453 max=0.0453 +20:03:15,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0453)] +20:03:15,64 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.1667 0.2337 0.2174 0.2359 0.1464] +20:03:16,479 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0026 std=0.0041 min=-0.0015 max=0.0067 +20:03:16,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0015)] +20:03:16,574 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:18,75 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00010000000000000005 std=0.0014 min=-0.0015 max=0.0013 +20:03:18,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0013)] +20:03:18,158 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:19,579 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0069 std=0.0 min=0.0069 max=0.0069 +20:03:19,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0069)] +20:03:19,628 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:21,9 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.020249999999999997 std=0.013349999999999999 min=0.0069 max=0.0336 +20:03:21,10 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0069), (, 0.0336)] +20:03:21,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.3163 0.1074 0.2177 0.1654 0.2484] probs=[0.2187 0.208 0.1779 0.1756 0.2198] +20:03:22,459 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0003 std=0.0 min=0.0003 max=0.0003 +20:03:22,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0003)] +20:03:22,578 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:23,889 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00295 std=0.0037500000000000003 min=-0.0008 max=0.0067 +20:03:23,889 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0008)] +20:03:23,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.2143 0.0781 0.2177 0.0242 0.3904] probs=[0.189 0.1963 0.2119 0.2217 0.181 ] +20:03:25,267 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +20:03:25,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +20:03:25,349 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.1351 0.2894 0.3083 0.1396 0.1277] +20:03:26,785 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.016 std=0.0 min=0.016 max=0.016 +20:03:26,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.016), (, 0.0)] +20:03:26,897 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.2436 0.1927 0.1945 0.1797 0.1895] +20:03:28,291 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=0.0051 std=0.0 min=0.0051 max=0.0051 +20:03:28,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0051), (, -0.0), (, 0.0)] +20:03:28,438 root INFO ContextualMultiArmedBanditAgent - exp=[0.2039 0.1575 0.1042 0.2457 0.0138] probs=[0.185 0.2001 0.1915 0.2247 0.1987] +20:03:29,816 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0009499999999999999 std=0.00295 min=-0.002 max=0.0039 +20:03:29,816 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0), (, 0.0039)] +20:03:29,920 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.2117 0.1887 0.2038 0.2049 0.1909] +20:03:31,443 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0404 std=0.0 min=0.0404 max=0.0404 +20:03:31,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404)] +20:03:31,476 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0681 0.0008 0.0214 -0.0045] probs=[0.1949 0.2108 0.1971 0.2012 0.196 ] +20:03:32,962 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.023299999999999998 std=0.017099999999999997 min=0.0062 max=0.0404 +20:03:32,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404), (, 0.0062)] +20:03:33,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.184 0.4094 0.4513 0.3461 0.2343] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] +20:03:34,353 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.013466666666666667 std=0.01912177351142467 min=-0.0021 max=0.0404 +20:03:34,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404), (, 0.0021), (, -0.0021)] +20:03:34,462 root INFO ContextualMultiArmedBanditAgent - exp=[0.2217 0.1894 0.0191 0.2513 0.2739] probs=[0.1976 0.2052 0.1987 0.2003 0.1982] +20:03:35,886 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0036 std=0.0 min=0.0036 max=0.0036 +20:03:35,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0036)] +20:03:35,941 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:37,469 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0053 std=0.0015999999999999999 min=0.0037 max=0.0069 +20:03:37,469 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0037), (, 0.0069)] +20:03:37,556 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.1821 0.2581 0.4209 0.3691] probs=[0.199 0.2024 0.1995 0.1998 0.1993] +20:03:39,245 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:03:39,246 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.14073125 std=0.25830814379039135 min=-0.0614 max=0.9033 +20:03:39,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0445), (, 0.017), (, -0.0614), (, -0.0061), (, 0.1363), (, 0.1363), (, 0.9033), (, 0.0379), (, -0.0089), (, -0.005), (, -0.021), (, 0.2843), (, 0.65), (, 0.1363), (, -0.0219), (, 0.0301)] +20:03:39,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.1093 0.2272 0.1531 0.1474 0.1313] probs=[0.1981 0.2093 0.1958 0.199 0.1978] +20:03:41,448 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.03124375 std=0.08650714543283404 min=-0.0614 max=0.2843 +20:03:41,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.046), (, 0.0452), (, -0.021), (, 0.0445), (, -0.0614), (, -0.0089), (, -0.005), (, 0.0379), (, 0.017), (, 0.1363), (, 0.0301), (, -0.0219), (, 0.2843), (, 0.1363), (, -0.0061)] +20:03:41,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.1556 0.1078 0.0862 0.1503 0.1386] probs=[0.1915 0.2053 0.1907 0.2057 0.2069] +20:03:43,347 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.015757142857142855 std=0.06037206916028204 min=-0.0614 max=0.1363 +20:03:43,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, 0.0445), (, -0.0089), (, -0.0219), (, 0.0452), (, 0.017), (, 0.0379), (, 0.0301), (, -0.021), (, -0.046), (, -0.0061), (, 0.1363), (, -0.0614), (, 0.1363)] +20:03:43,638 root INFO ContextualMultiArmedBanditAgent - exp=[0.138 0.1321 0.0644 0.1109 0.0688] probs=[0.2079 0.2153 0.1925 0.1964 0.188 ] +20:03:45,251 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.03183999999999999 std=0.019062276883940178 min=-0.0614 max=-0.0089 +20:03:45,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0219), (, -0.0089), (, -0.0614), (, -0.046), (, -0.021)] +20:03:45,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.4093 0.3369 0.2809 0.203 0.3432] probs=[0.1927 0.2099 0.1845 0.2231 0.1898] +20:03:46,971 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.03455 std=0.02043263321258423 min=-0.0614 max=-0.0089 +20:03:46,972 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.0219), (, -0.0089), (, -0.046)] +20:03:47,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0013 0.2494 0.0443 0.2545 0.032 ] probs=[0.1949 0.2108 0.1971 0.2013 0.196 ] +20:03:48,491 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.027571428571428577 std=0.03572181063582921 min=-0.076 max=0.0275 +20:03:48,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.046), (, -0.076), (, -0.042), (, 0.0275), (, 0.0079), (, -0.003)] +20:03:48,659 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.0682 0.0009 0.0219 -0.0045] probs=[0.1949 0.2108 0.1971 0.2013 0.196 ] +20:03:50,18 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.026336363636363637 std=0.022980239445198947 min=-0.076 max=-0.0002 +20:03:50,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0169), (, -0.007), (, -0.0614), (, -0.0236), (, -0.0236), (, -0.0214), (, -0.0146), (, -0.0002), (, -0.042), (, -0.076), (, -0.003)] +20:03:50,281 root INFO ContextualMultiArmedBanditAgent - exp=[0.1974 0.2623 0.3414 0.2695 0.228 ] probs=[0.1874 0.2247 0.2072 0.1925 0.1882] +20:03:51,845 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.01853846153846154 std=0.021210720745797704 min=-0.076 max=0.0099 +20:03:51,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0214), (, -0.042), (, -0.0146), (, -0.076), (, -0.0169), (, -0.0147), (, -0.003), (, 0.0099), (, -0.0236), (, -0.0214), (, -0.0215), (, -0.0002), (, 0.0044)] +20:03:52,164 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0099 0.0641 0.0008 0.0203 -0.0043] probs=[0.1933 0.2038 0.2011 0.2049 0.1969] +20:03:53,813 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.012435294117647058 std=0.020480778396755925 min=-0.076 max=0.0099 +20:03:53,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0214), (, -0.0002), (, -0.0005), (, 0.0099), (, 0.0044), (, -0.0046), (, -0.0044), (, -0.0011), (, -0.042), (, -0.0215), (, -0.0018), (, -0.01), (, -0.0016), (, -0.0236), (, -0.0214), (, -0.076), (, 0.0044)] +20:03:54,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.1399 0.2276 0.122 0.1624 0.1154] probs=[0.1997 0.2123 0.1935 0.1971 0.1973] +20:03:55,793 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.011747368421052631 std=0.019629096781136245 min=-0.076 max=0.0137 +20:03:55,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0027), (, -0.0241), (, -0.0046), (, -0.042), (, -0.0005), (, -0.076), (, -0.0046), (, -0.0013), (, -0.0214), (, -0.0044), (, -0.0236), (, 0.0137), (, -0.0002), (, -0.0051), (, -0.0018), (, -0.0016), (, -0.0046), (, -0.0222)] +20:03:56,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.1376 0.2247 0.1394 0.1679 0.1651] probs=[0.1984 0.2114 0.1905 0.2076 0.1921] +20:03:57,914 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.010499999999999999 std=0.020021654943252486 min=-0.076 max=0.0136 +20:03:57,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0051), (, -0.0081), (, -0.076), (, 0.0013), (, -0.0222), (, -0.0046), (, -0.0241), (, -0.0013), (, -0.0016), (, 0.0136), (, -0.0214), (, -0.001), (, -0.0051), (, 0.0027), (, -0.0046)] +20:03:58,338 root INFO ContextualMultiArmedBanditAgent - exp=[0.0345 0.0822 0.0873 0.081 0.0786] probs=[0.1994 0.215 0.1947 0.1937 0.1972] +20:03:59,890 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007288235294117646 std=0.019292177090360046 min=-0.076 max=0.0136 +20:03:59,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.076), (, -0.0051), (, 0.0019), (, 0.0136), (, 0.0025), (, -0.004), (, -0.0016), (, -0.0241), (, -0.0081), (, 0.0027), (, 0.0027), (, -0.001), (, -0.0013), (, -0.0214), (, -0.0016), (, 0.005)] +20:04:00,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.1468 0.0745 0.1075 0.1076] probs=[0.1988 0.2076 0.1933 0.2025 0.1978] +20:04:01,992 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00494375 std=0.007491575998246297 min=-0.0241 max=0.0054 +20:04:01,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.004), (, -0.0016), (, 0.0022), (, -0.0016), (, -0.0051), (, -0.0033), (, -0.001), (, -0.0241), (, 0.0054), (, -0.0081), (, -0.0016), (, 0.0001), (, -0.0214), (, -0.0051), (, -0.0076)] +20:04:02,498 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.1462 0.1111 0.1431 0.1121] probs=[0.1936 0.2134 0.2002 0.2005 0.1922] +20:04:04,144 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0038473684210526314 std=0.005538227763373656 min=-0.0241 max=0.0028 +20:04:04,145 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0023), (, 0.0028), (, 0.0005), (, -0.0016), (, -0.0076), (, -0.001), (, -0.004), (, -0.0016), (, -0.0016), (, -0.0241), (, -0.0016), (, -0.0013), (, 0.0001), (, -0.0022), (, -0.0051), (, -0.0017), (, -0.0051), (, -0.0081)] +20:04:04,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.1103 0.1013 0.0623 0.1722 0.1444] probs=[0.2067 0.2047 0.1928 0.1944 0.2014] +20:04:06,446 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0032227272727272725 std=0.005358844161178942 min=-0.0241 max=0.0031 +20:04:06,447 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0013), (, -0.0016), (, -0.0076), (, -0.0016), (, 0.0028), (, -0.001), (, -0.0016), (, -0.0017), (, -0.0029), (, -0.0023), (, -0.0241), (, -0.0001), (, -0.0081), (, -0.0016), (, -0.0051), (, -0.0013), (, 0.0031), (, -0.004), (, 0.0005), (, -0.0016), (, -0.0022)] +20:04:07,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.1498 0.2408 0.1214 0.1338 0.2358] probs=[0.1973 0.205 0.2043 0.199 0.1944] +20:04:08,748 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0023352941176470587 std=0.002564678898940622 min=-0.0081 max=0.0016 +20:04:08,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.004), (, -0.0016), (, -0.0016), (, -0.0076), (, -0.0032), (, -0.0005), (, 0.0016), (, -0.0081), (, 0.0005), (, 0.0005), (, -0.0017), (, -0.0051), (, -0.0029), (, -0.0016), (, -0.0018)] +20:04:09,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.1133 0.096 0.0561 0.1353 0.0504] probs=[0.2032 0.2074 0.193 0.1981 0.1984] +20:04:10,865 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0022875 std=0.00268115530135798 min=-0.0081 max=0.0016 +20:04:10,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0016), (, -0.0029), (, -0.0051), (, 0.0003), (, -0.0081), (, -0.0005), (, 0.0005), (, -0.0017), (, -0.0013), (, -0.0076), (, -0.004), (, -0.0032), (, -0.0018), (, -0.0005), (, -0.0005)] +20:04:11,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.1524 0.1893 0.1714 0.2427 0.1944] probs=[0.1922 0.2032 0.2021 0.204 0.1985] +20:04:12,701 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.003013333333333333 std=0.0022455486832595926 min=-0.0081 max=-0.0005 +20:04:12,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0081), (, -0.0014), (, -0.0013), (, -0.0006), (, -0.004), (, -0.0018), (, -0.0051), (, -0.0005), (, -0.0032), (, -0.0027), (, -0.0076), (, -0.0017), (, -0.0021), (, -0.0033)] +20:04:13,111 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0572 0.0006 0.0175 -0.0038] probs=[0.1949 0.2116 0.1885 0.1943 0.2107] +20:04:14,545 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.002864705882352941 std=0.002236315556095782 min=-0.0081 max=0.0003 +20:04:14,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0032), (, -0.0022), (, -0.0076), (, -0.0081), (, -0.0006), (, -0.0033), (, -0.0027), (, -0.0014), (, -0.0006), (, -0.0013), (, 0.0003), (, -0.0017), (, -0.0051), (, -0.004), (, -0.0018), (, -0.0021)] +20:04:14,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.126 0.0746 0.0668 0.0856] probs=[0.1999 0.2074 0.1919 0.2003 0.2004] +20:04:16,526 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.002788235294117647 std=0.002167916417137778 min=-0.0081 max=-0.0003 +20:04:16,526 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0022), (, -0.0003), (, -0.0018), (, -0.0012), (, -0.0005), (, -0.0033), (, -0.0027), (, -0.0076), (, -0.0051), (, -0.0017), (, -0.0021), (, -0.0016), (, -0.0032), (, -0.0014), (, -0.0013), (, -0.0081)] +20:04:16,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.0464 0.111 0.0813 0.06 0.0991] probs=[0.1933 0.2025 0.2047 0.2124 0.1869] +20:04:18,531 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0028000000000000004 std=0.0020940391591371924 min=-0.0081 max=-0.0003 +20:04:18,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0021), (, -0.0016), (, -0.0033), (, -0.0005), (, -0.0028), (, -0.0081), (, -0.0032), (, -0.0076), (, -0.0018), (, -0.0003), (, -0.0022), (, -0.0017), (, -0.0022), (, -0.0027), (, -0.0014)] +20:04:18,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0907 0.1278 0.132 0.082 ] probs=[0.1968 0.2165 0.1947 0.1914 0.2005] +20:04:20,568 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00258125 std=0.0016845692142206563 min=-0.0076 max=-0.0002 +20:04:20,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0016), (, -0.0018), (, -0.0049), (, -0.002), (, -0.0021), (, -0.0032), (, -0.0005), (, -0.0022), (, -0.0033), (, -0.0014), (, -0.0027), (, -0.0076), (, -0.0022), (, -0.0002), (, -0.0028)] +20:04:20,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.0365 0.1911 0.1151 0.1532 0.1471] probs=[0.2008 0.2092 0.2014 0.1984 0.1902] +20:04:22,510 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.0024874999999999997 std=0.0017298392266335042 min=-0.0076 max=-0.0002 +20:04:22,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0076), (, -0.0032), (, -0.0016), (, -0.001), (, -0.002), (, -0.003), (, 0.0), (, -0.0021), (, -0.0022), (, -0.0022), (, -0.0018), (, -0.0033), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0028)] +20:04:23,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.1353 0.2255 0.1275 0.2204 0.1139] probs=[0.1951 0.2067 0.1974 0.2118 0.1891] +20:04:24,508 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0021333333333333334 std=0.0019297997264293993 min=-0.0076 max=0.0014 +20:04:24,508 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, 0.0), (, -0.0049), (, -0.0032), (, -0.0022), (, -0.0033), (, -0.0014), (, -0.0018), (, -0.003), (, -0.0016), (, -0.0008), (, -0.0002), (, -0.0076), (, -0.0022), (, -0.0002), (, -0.002), (, -0.0005), (, 0.0014), (, -0.0021), (, -0.0028), (, -0.0005), (, -0.001)] +20:04:25,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.0512 0.1298 0.0767 0.0426 0.0436] probs=[0.1951 0.2125 0.1935 0.1978 0.2011] +20:04:26,677 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.0018160000000000001 std=0.0019253425669215336 min=-0.0076 max=0.0014 +20:04:26,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0033), (, -0.0028), (, -0.0016), (, -0.0018), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0076), (, -0.0008), (, 0.0008), (, -0.0022), (, -0.0032), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0005), (, -0.002), (, -0.0049), (, 0.0014), (, -0.0014), (, -0.003), (, -0.0022), (, -0.0021), (, -0.0002)] +20:04:27,369 root INFO ContextualMultiArmedBanditAgent - exp=[0.1402 0.1955 0.1745 0.1744 0.1081] probs=[0.2029 0.2061 0.1969 0.2009 0.1932] +20:04:29,265 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.00208 std=0.001912485294061107 min=-0.0076 max=0.0014 +20:04:29,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0015), (, -0.0008), (, 0.0007), (, -0.002), (, -0.0022), (, -0.0016), (, 0.0014), (, -0.0006), (, -0.0019), (, -0.0021), (, -0.0032), (, -0.0033), (, -0.0022), (, -0.0028), (, -0.0005), (, -0.001), (, -0.0009), (, 0.0), (, -0.0018), (, -0.0076), (, -0.0049), (, -0.0045), (, -0.0003), (, -0.0005), (, -0.003)] +20:04:29,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0784 0.1082 0.0986 0.1136 0.1329] probs=[0.2007 0.2082 0.1923 0.2017 0.1972] +20:04:31,631 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0019000000000000002 std=0.0017065092771630277 min=-0.0049 max=0.0031 +20:04:31,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0032), (, -0.0009), (, -0.003), (, -0.0018), (, -0.0045), (, -0.0018), (, -0.0028), (, -0.0005), (, -0.0033), (, -0.0049), (, -0.0015), (, -0.0009), (, -0.0022), (, -0.0008), (, -0.0003), (, -0.0019), (, -0.0006), (, -0.0022), (, -0.0021), (, 0.0031), (, -0.0021), (, 0.0), (, -0.0006)] +20:04:32,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.0046 0.0856 0.0297 0.0763 0.0512] probs=[0.1961 0.2108 0.1992 0.1996 0.1943] +20:04:33,944 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0021200000000000004 std=0.0014298951010476258 min=-0.0049 max=-0.0003 +20:04:33,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0021), (, -0.0009), (, 0.0), (, -0.0049), (, -0.0006), (, -0.0005), (, -0.0019), (, -0.0018), (, -0.0018), (, -0.0021), (, -0.0015), (, -0.0028), (, -0.0032), (, -0.0009), (, -0.0033), (, -0.0009), (, -0.003), (, -0.0045), (, -0.0005), (, -0.0003)] +20:04:34,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.1306 0.2347 0.1587 0.1369 0.1687] probs=[0.1931 0.2036 0.196 0.2012 0.2061] +20:04:36,481 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002125 std=0.0017476770296596565 min=-0.0049 max=0.0021 +20:04:36,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0028), (, -0.0009), (, -0.0006), (, 0.0021), (, -0.0009), (, -0.0018), (, -0.003), (, -0.0019), (, -0.0049), (, -0.0009), (, -0.0021), (, -0.0021), (, -0.0033), (, -0.0015), (, -0.0045)] +20:04:36,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0494 0.0957 0.0932 0.0476 0.064 ] probs=[0.1897 0.2149 0.1926 0.2058 0.1969] +20:04:38,641 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0016200000000000003 std=0.002360423690780958 min=-0.0065 max=0.0021 +20:04:38,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0065), (, -0.0003), (, -0.0045), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0028), (, 0.0012), (, -0.0032), (, -0.0018), (, 0.0018), (, -0.0033), (, 0.0002), (, -0.0049), (, 0.0021), (, -0.0003), (, -0.0019), (, 0.0014), (, -0.0017)] +20:04:39,218 root INFO ContextualMultiArmedBanditAgent - exp=[0.0725 0.1174 0.0895 0.0612 0.0734] probs=[0.1981 0.2145 0.1929 0.1999 0.1946] +20:04:41,7 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0014285714285714288 std=0.0026676443785880162 min=-0.0065 max=0.0021 +20:04:41,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0019), (, 0.0012), (, 0.0018), (, -0.0003), (, -0.0038), (, 0.0002), (, 0.0014), (, -0.0049), (, 0.0007), (, -0.0017), (, -0.0045), (, -0.0032), (, -0.0018), (, 0.0012), (, 0.0021), (, -0.0003), (, -0.0065), (, 0.0018), (, -0.0028), (, -0.0022)] +20:04:41,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.1528 0.1027 0.0945 0.069 ] probs=[0.2011 0.2038 0.2025 0.2006 0.192 ] +20:04:43,393 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0007857142857142857 std=0.0022812456318101874 min=-0.0049 max=0.0021 +20:04:43,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0012), (, 0.0021), (, 0.0012), (, -0.0049), (, 0.0014), (, 0.0007), (, 0.0012), (, -0.0018), (, -0.0028), (, -0.0045), (, -0.0007), (, -0.0003), (, 0.0007), (, -0.0032), (, 0.0014), (, -0.0017), (, -0.0022), (, -0.0038), (, 0.0021), (, 0.0012)] +20:04:44,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1225 0.0983 0.1635 0.0716] probs=[0.2034 0.2064 0.2002 0.2007 0.1893] +20:04:45,540 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0016769230769230772 std=0.0026824655266704076 min=-0.0062 max=0.004 +20:04:45,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, -0.0032), (, 0.004), (, -0.0038), (, 0.0007), (, -0.0062), (, 0.0007), (, -0.0049), (, -0.0022), (, -0.0017), (, -0.0018), (, 0.0007)] +20:04:45,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.0563 0.0759 0.0521 0.0795 0.0732] probs=[0.1897 0.1988 0.2026 0.2097 0.1993] +20:04:47,260 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.0026709736052608233 min=-0.0062 max=0.004 +20:04:47,260 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0049), (, -0.0062), (, 0.004), (, -0.0018), (, -0.0022), (, -0.0031), (, -0.0003), (, -0.0032), (, -0.0038)] +20:04:47,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.0005 0.0575 0.0884 0.021 0.0369] probs=[0.1979 0.21 0.2008 0.2001 0.1913] +20:04:48,923 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.0026709736052608233 min=-0.0062 max=0.004 +20:04:48,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, -0.0038), (, -0.0062), (, -0.0018), (, 0.004), (, -0.0032), (, -0.0049), (, -0.0022), (, -0.0031)] +20:04:49,244 root INFO ContextualMultiArmedBanditAgent - exp=[0.1497 0.1194 0.1633 0.0467 0.1855] probs=[0.1954 0.2027 0.1964 0.1945 0.211 ] +20:04:50,650 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0021999999999999997 std=0.0029318935860634505 min=-0.0062 max=0.004 +20:04:50,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0022), (, -0.0), (, -0.0049), (, 0.0015), (, 0.004), (, -0.0038), (, -0.0032), (, -0.0062), (, -0.0003), (, -0.0031)] +20:04:50,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.0449 0.0899 0.0415 0.0306 0.0428] probs=[0.1818 0.2114 0.1891 0.2073 0.2104] +20:04:52,424 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0024833333333333335 std=0.0031735451609972228 min=-0.0065 max=0.004 +20:04:52,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0), (, -0.0022), (, -0.0049), (, 0.0033), (, -0.0031), (, -0.0032), (, -0.0065), (, 0.004), (, -0.0031), (, -0.0038), (, -0.0003), (, -0.0062)] +20:04:52,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.1276 0.1814 0.2327 0.2029 0.1733] probs=[0.1901 0.2172 0.1971 0.2072 0.1884] +20:04:54,218 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.002509090909090909 std=0.0034299362690751777 min=-0.0065 max=0.004 +20:04:54,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0038), (, 0.004), (, -0.0032), (, -0.0022), (, -0.0065), (, -0.0031), (, 0.0033), (, -0.0062), (, -0.0003), (, -0.0), (, -0.0031), (, 0.0)] +20:04:54,598 root INFO ContextualMultiArmedBanditAgent - exp=[0.0104 0.0345 0.0703 0.0268 0.0509] probs=[0.1953 0.1988 0.1886 0.2143 0.2031] +20:04:56,350 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.0027363636363636357 std=0.003484321435770327 min=-0.0065 max=0.004 +20:04:56,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0031), (, -0.0032), (, -0.0003), (, -0.0038), (, 0.004), (, 0.0033), (, -0.0062), (, -0.0047), (, -0.0031), (, -0.0), (, 0.0), (, -0.0065)] +20:04:56,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.161 0.1057 0.1175 0.12 0.1314] probs=[0.2006 0.214 0.1939 0.1975 0.1939] +20:04:58,317 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0021230769230769233 std=0.0035652497692531676 min=-0.0065 max=0.004 +20:04:58,317 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0032), (, -0.0031), (, -0.0003), (, 0.0033), (, -0.0047), (, -0.0031), (, 0.0028), (, -0.0062), (, 0.0), (, -0.0), (, -0.0065), (, -0.0003), (, -0.0), (, 0.004), (, -0.0038)] +20:04:58,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1528 0.1624 0.1338 0.0646 0.1765] probs=[0.1934 0.2121 0.1905 0.2051 0.1989] +20:05:00,559 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0017277777777777777 std=0.0034547560704299863 min=-0.0065 max=0.004 +20:05:00,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.0028), (, -0.0047), (, -0.0031), (, -0.0031), (, 0.0006), (, -0.0062), (, -0.0003), (, -0.0003), (, -0.0032), (, 0.0033), (, -0.0038), (, -0.0), (, -0.0002), (, 0.004), (, -0.0065), (, 0.0), (, -0.006), (, 0.0028), (, -0.0007)] +20:05:01,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.2027 0.1445 0.0977 0.1124] probs=[0.188 0.1958 0.1986 0.2144 0.2033] +20:05:02,986 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0020294117647058824 std=0.0031210414374018233 min=-0.0065 max=0.0033 +20:05:02,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0007), (, -0.0065), (, -0.0031), (, 0.0006), (, 0.0007), (, -0.0038), (, -0.0006), (, -0.006), (, -0.0006), (, 0.0002), (, -0.0062), (, -0.0047), (, 0.0033), (, -0.0031), (, -0.0003), (, 0.0028)] +20:05:03,554 root INFO ContextualMultiArmedBanditAgent - exp=[0.1221 0.1546 0.2197 0.1684 0.1711] probs=[0.1968 0.2016 0.1971 0.2073 0.1972] +20:05:05,337 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0028400000000000005 std=0.002745371863093717 min=-0.0065 max=0.0016 +20:05:05,337 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0006), (, -0.0065), (, -0.0031), (, 0.0016), (, -0.0003), (, 0.0006), (, -0.0038), (, 0.0002), (, -0.0011), (, -0.006), (, -0.0062), (, -0.0047), (, -0.0015), (, -0.0047)] +20:05:05,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.0485 0.139 0.004 0.0906 0.0505] probs=[0.1902 0.2114 0.1988 0.1925 0.2071] +20:05:07,675 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.003353846153846154 std=0.0025554212010533406 min=-0.0065 max=0.0006 +20:05:07,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0015), (, -0.0062), (, -0.0047), (, -0.0031), (, -0.0065), (, 0.0006), (, -0.0047), (, -0.006), (, -0.0038), (, 0.0002), (, -0.0003), (, -0.0011)] +20:05:08,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.106 0.1671 0.0714 0.1198 0.1389] probs=[0.1974 0.2056 0.1986 0.2003 0.1981] +20:05:09,595 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0026352941176470586 std=0.0023409252008229032 min=-0.0065 max=0.0006 +20:05:09,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0062), (, -0.0047), (, -0.0011), (, -0.0015), (, -0.0047), (, 0.0002), (, -0.0026), (, -0.0031), (, 0.0006), (, -0.0065), (, -0.0031), (, 0.0006), (, -0.0042), (, -0.0011), (, -0.006), (, -0.0)] +20:05:10,150 root INFO ContextualMultiArmedBanditAgent - exp=[0.1471 0.1857 0.1638 0.1201 0.1963] probs=[0.1976 0.2052 0.1987 0.2002 0.1982] +20:05:11,850 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0025166666666666666 std=0.0020567639091003563 min=-0.0065 max=0.0006 +20:05:11,850 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0002), (, -0.0), (, -0.0009), (, -0.0033), (, -0.0042), (, -0.0), (, -0.0031), (, -0.0047), (, -0.0025), (, 0.0006), (, -0.0), (, -0.0016), (, -0.0011), (, -0.0011), (, 0.0006), (, -0.0065), (, -0.0026), (, -0.006), (, -0.0045), (, -0.0015)] +20:05:12,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.1018 0.1319 0.085 0.0798 0.0764] probs=[0.1973 0.2054 0.1978 0.2014 0.1981] +20:05:14,106 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.001947368421052631 std=0.002221040159605791 min=-0.0065 max=0.0012 +20:05:14,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0012), (, -0.0031), (, -0.0042), (, -0.0026), (, 0.0006), (, -0.0025), (, -0.006), (, -0.0), (, -0.0015), (, -0.0), (, 0.0), (, -0.0065), (, 0.0006), (, -0.0045), (, 0.0002), (, 0.0006), (, -0.0011), (, 0.0003), (, -0.0016), (, -0.0033), (, -0.0011), (, -0.0)] +20:05:14,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.1211 0.1518 0.092 0.1779 0.1212] probs=[0.1975 0.2049 0.1969 0.1971 0.2036] +20:05:16,310 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.0019 std=0.0019124591498905278 min=-0.0065 max=0.0012 +20:05:16,311 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.001), (, -0.0045), (, -0.0), (, -0.0011), (, 0.0012), (, 0.0), (, -0.0026), (, 0.0005), (, -0.0011), (, -0.0065), (, 0.0003), (, -0.0001), (, -0.0031), (, -0.0016), (, -0.0025), (, -0.0025), (, -0.0033)] +20:05:16,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0295 0.0672 0.0416 0.0347 0.0095] probs=[0.2016 0.1988 0.2026 0.2039 0.1931] +20:05:18,594 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.0012666666666666668 std=0.0019199040981340049 min=-0.0065 max=0.0013 +20:05:18,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001), (, -0.0045), (, -0.0025), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0031), (, -0.0), (, -0.0033), (, -0.0065), (, -0.0011), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0012), (, 0.0013), (, -0.0011), (, -0.0026), (, 0.0), (, 0.0005), (, -0.0025), (, 0.0003)] +20:05:19,231 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.1323 0.1279 0.1127 0.1061] probs=[0.1939 0.2054 0.1974 0.1976 0.2057] +20:05:20,930 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0007043478260869565 std=0.0015952315521904554 min=-0.0045 max=0.0013 +20:05:20,930 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0031), (, 0.0003), (, 0.0), (, 0.0008), (, 0.0005), (, -0.0011), (, -0.0025), (, -0.0026), (, 0.0012), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0009), (, -0.0025), (, -0.0033), (, -0.001), (, 0.0006), (, 0.0), (, 0.0013), (, 0.0003), (, 0.0), (, -0.0045), (, -0.0002), (, 0.0011), (, -0.0001), (, -0.0), (, 0.0002)] +20:05:21,750 root INFO ContextualMultiArmedBanditAgent - exp=[0.0537 0.0746 0.0905 0.1006 0.0829] probs=[0.1979 0.2057 0.1959 0.2018 0.1987] +20:05:23,499 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0008148148148148148 std=0.0014975792079970145 min=-0.0045 max=0.0013 +20:05:23,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0031), (, -0.0008), (, -0.0025), (, 0.0002), (, 0.0001), (, -0.0025), (, 0.0), (, -0.0002), (, 0.0011), (, 0.0005), (, -0.002), (, 0.0008), (, 0.0005), (, 0.0), (, -0.0026), (, 0.0002), (, -0.0025), (, -0.0009), (, 0.0003), (, 0.0002), (, -0.0), (, 0.0013), (, 0.0001), (, -0.0006), (, -0.0001), (, -0.0045), (, -0.001), (, 0.0), (, -0.0033), (, 0.0003)] +20:05:24,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.1493 0.1277 0.1259 0.1416] probs=[0.1985 0.1977 0.2013 0.1976 0.205 ] +20:05:26,195 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.000911111111111111 std=0.001389733076778184 min=-0.0045 max=0.001 +20:05:26,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, 0.0002), (, 0.0002), (, -0.0045), (, 0.0), (, -0.001), (, -0.0006), (, -0.0003), (, -0.0033), (, -0.0009), (, 0.0002), (, 0.0), (, -0.002), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0031), (, 0.0002), (, -0.0025), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0025), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0025), (, -0.0002), (, 0.001)] +20:05:27,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.1061 0.1047 0.118 0.1011] probs=[0.1983 0.2019 0.2021 0.1977 0.2 ] +20:05:28,823 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005636363636363636 std=0.0012328381106870984 min=-0.0045 max=0.001 +20:05:28,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, 0.001), (, 0.001), (, -0.0002), (, -0.0003), (, 0.0004), (, 0.0001), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0002), (, 0.0002), (, 0.0001), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0006), (, 0.0005), (, -0.0025), (, -0.0045), (, -0.0002), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0001), (, -0.0008), (, -0.0031), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0025), (, 0.0002), (, -0.0002), (, -0.001), (, 0.0)] +20:05:30,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.16 0.1158 0.1243 0.1286 0.1864] probs=[0.2004 0.2024 0.1961 0.2026 0.1985] +20:05:32,78 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.00046571428571428556 std=0.0009724616355687567 min=-0.003 max=0.001 +20:05:32,79 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.001), (, -0.0003), (, 0.0001), (, -0.0005), (, 0.0002), (, 0.0002), (, 0.001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0004), (, 0.0002), (, 0.0001), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0), (, -0.0006), (, -0.001), (, -0.0006), (, -0.0001), (, -0.003), (, 0.0), (, -0.0), (, -0.0008), (, 0.0), (, -0.0025), (, 0.0002), (, -0.0025), (, -0.0002), (, -0.0025), (, -0.0005), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0002)] +20:05:33,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.0854 0.1112 0.066 0.0795] probs=[0.1997 0.1997 0.199 0.1997 0.202 ] +20:05:35,258 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.00044571428571428567 std=0.001021859050147009 min=-0.003 max=0.001 +20:05:35,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0025), (, 0.0004), (, 0.0002), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0006), (, -0.0006), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0), (, 0.0002), (, 0.001), (, -0.003), (, -0.0), (, 0.0), (, -0.0005), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0006), (, 0.0001), (, -0.0022), (, -0.0025), (, 0.0005), (, -0.0014), (, 0.001), (, 0.0002), (, -0.0002), (, -0.001)] +20:05:36,468 root INFO ContextualMultiArmedBanditAgent - exp=[0.1112 0.1746 0.1178 0.1253 0.171 ] probs=[0.2005 0.1972 0.2012 0.1996 0.2015] +20:05:38,471 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=35 avg=-0.00043714285714285714 std=0.0011250614495689213 min=-0.0036 max=0.001 +20:05:38,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0), (, 0.0002), (, -0.0001), (, 0.0005), (, 0.0), (, -0.0), (, 0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0025), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.003), (, 0.0001), (, 0.0006), (, 0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.001), (, 0.001), (, 0.001), (, 0.0), (, -0.0004), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0006), (, -0.0022), (, -0.0005), (, 0.001), (, -0.0036), (, 0.0002), (, 0.0001)] +20:05:39,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.0464 0.0894 0.0863 0.0824 0.0794] probs=[0.1983 0.1985 0.2002 0.2003 0.2027] +20:05:41,730 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.0005264705882352942 std=0.001376121750669017 min=-0.0041 max=0.0014 +20:05:41,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0004), (, -0.0004), (, 0.0014), (, 0.0002), (, 0.0), (, -0.003), (, -0.0004), (, 0.0), (, 0.0002), (, 0.0006), (, -0.0036), (, -0.0001), (, -0.0041), (, -0.001), (, 0.0003), (, 0.0), (, 0.0012), (, 0.0001), (, 0.001), (, -0.0003), (, 0.0003), (, -0.0022), (, 0.0002), (, -0.0002), (, -0.0025), (, -0.0005), (, 0.0), (, 0.0), (, 0.0001), (, -0.0), (, 0.001), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0004), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0006)] +20:05:42,861 root INFO ContextualMultiArmedBanditAgent - exp=[0.1229 0.1306 0.1343 0.1219 0.1256] probs=[0.1941 0.2093 0.1996 0.1971 0.1999] +20:05:45,69 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.0005405405405405404 std=0.0014398685111625803 min=-0.0041 max=0.0014 +20:05:45,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0014), (, -0.0005), (, 0.0), (, 0.001), (, 0.0), (, 0.001), (, -0.0014), (, -0.0003), (, 0.0004), (, -0.0006), (, -0.0041), (, 0.0), (, 0.0002), (, -0.0), (, 0.0001), (, -0.003), (, 0.0), (, -0.0011), (, -0.0022), (, -0.0016), (, 0.0006), (, -0.0025), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0013), (, 0.0003), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0036), (, -0.0021), (, 0.0002), (, 0.0002), (, 0.0012), (, -0.0001), (, 0.0002), (, -0.0), (, 0.001), (, -0.0002), (, -0.0001), (, 0.0003)] +20:05:46,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0696 0.1017 0.065 0.0681 0.0898] probs=[0.1975 0.1987 0.2003 0.1991 0.2044] +20:05:48,61 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=39 avg=-0.0005435897435897436 std=0.0014217711727233441 min=-0.0041 max=0.0014 +20:05:48,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0006), (, 0.0006), (, 0.0014), (, -0.0007), (, 0.001), (, -0.0014), (, 0.0004), (, -0.0004), (, -0.0001), (, 0.0012), (, 0.0002), (, -0.0036), (, 0.0006), (, 0.0004), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0005), (, 0.0007), (, 0.0013), (, -0.003), (, -0.0016), (, -0.0022), (, 0.0003), (, -0.0004), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0041), (, -0.0016), (, 0.0002), (, 0.0002), (, 0.0), (, -0.0001), (, 0.0), (, 0.0003), (, -0.0025), (, -0.0), (, 0.0001), (, 0.001), (, -0.0011)] +20:05:49,413 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.1096 0.0943 0.0814 0.071 ] probs=[0.1996 0.2067 0.1982 0.1969 0.1986] +20:05:51,643 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=38 avg=-0.0006263157894736842 std=0.0013275787637504672 min=-0.0041 max=0.0013 +20:05:51,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, 0.0002), (, -0.0041), (, -0.0025), (, 0.0013), (, -0.0011), (, 0.0002), (, 0.0006), (, -0.0016), (, 0.0003), (, -0.0005), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0022), (, 0.0001), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0002), (, -0.0029), (, 0.0006), (, 0.0007), (, -0.0016), (, -0.0), (, 0.0006), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0021), (, -0.003), (, 0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0008), (, -0.0041), (, -0.0004), (, -0.0007), (, -0.0003)] +20:05:52,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1866 0.1649 0.1369 0.1948 0.1598] probs=[0.1993 0.1991 0.195 0.2017 0.2049] +20:05:55,154 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=33 avg=-0.0008333333333333334 std=0.0013947230998490436 min=-0.0041 max=0.0007 +20:05:55,155 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0001), (, 0.0), (, 0.0004), (, 0.0002), (, -0.0004), (, -0.0), (, -0.003), (, 0.0), (, 0.0007), (, 0.0), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0003), (, 0.0006), (, 0.0003), (, -0.0007), (, 0.0002), (, 0.0002), (, -0.0016), (, -0.0), (, -0.0022), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0016), (, -0.0007), (, -0.0), (, 0.0005), (, -0.0002), (, 0.0005), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0029), (, -0.0041), (, 0.0), (, -0.0001), (, -0.0021), (, -0.0041), (, -0.0), (, 0.0)] +20:05:56,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0432 0.0911 0.0578 0.0642 0.0881] probs=[0.2001 0.2041 0.1992 0.1991 0.1976] +20:05:58,573 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=32 avg=-0.0007125 std=0.0013678792892649555 min=-0.0041 max=0.001 +20:05:58,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0007), (, 0.0), (, -0.0011), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, 0.001), (, -0.0007), (, -0.0), (, -0.0016), (, 0.0), (, 0.0005), (, -0.0041), (, -0.0), (, -0.0014), (, -0.0041), (, 0.0), (, -0.0003), (, -0.0), (, 0.0007), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0006), (, -0.0), (, -0.0021), (, -0.0016), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0005), (, 0.0004), (, 0.0002), (, -0.0), (, -0.0029), (, 0.0001)] +20:05:59,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.1081 0.1262 0.0915 0.1158] probs=[0.2021 0.2004 0.1943 0.2028 0.2005] +20:06:02,242 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.0005545454545454546 std=0.0012306910867330547 min=-0.0041 max=0.001 +20:06:02,243 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0041), (, -0.0002), (, 0.001), (, -0.0003), (, -0.0005), (, -0.0001), (, -0.0041), (, 0.0004), (, 0.0007), (, -0.0), (, -0.0029), (, -0.0014), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, -0.0005), (, 0.0005), (, 0.0002), (, -0.0), (, -0.0016), (, 0.0), (, -0.0008), (, 0.0), (, 0.0003), (, -0.0011), (, 0.0006), (, 0.0), (, 0.0006), (, 0.0002), (, 0.0002), (, -0.0002), (, -0.0004), (, 0.0005), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0016), (, -0.0), (, -0.0006)] +20:06:03,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.1193 0.0889 0.1067 0.0995 0.0807] probs=[0.2008 0.2013 0.1957 0.205 0.1972] +20:06:05,585 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0006193548387096775 std=0.0012203699478327713 min=-0.0041 max=0.001 +20:06:05,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0016), (, -0.0001), (, 0.0006), (, 0.0005), (, -0.0001), (, 0.0), (, 0.0003), (, 0.0002), (, -0.0001), (, -0.0041), (, -0.0005), (, 0.0004), (, 0.0005), (, -0.0014), (, 0.0002), (, -0.0), (, -0.0016), (, 0.0001), (, -0.0041), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, 0.001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0), (, -0.0011), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0003)] +20:06:06,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.0889 0.1115 0.1152 0.0876] probs=[0.2018 0.2034 0.1982 0.1958 0.2008] +20:06:08,970 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=27 avg=-0.0005074074074074076 std=0.0013627113294284075 min=-0.0041 max=0.0014 +20:06:08,970 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0005), (, -0.0016), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0029), (, 0.0003), (, 0.0001), (, 0.0007), (, -0.0023), (, 0.0005), (, 0.0005), (, 0.0002), (, -0.0014), (, -0.0001), (, -0.0001), (, 0.0002), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0), (, 0.0014), (, -0.0041), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0011), (, 0.0), (, 0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0041)] +20:06:10,163 root INFO ContextualMultiArmedBanditAgent - exp=[0.1745 0.1395 0.1765 0.1204 0.1548] probs=[0.2006 0.1945 0.2054 0.1986 0.2008] +20:06:12,120 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=24 avg=-0.0005875 std=0.001327376014297883 min=-0.0041 max=0.0014 +20:06:12,120 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0011), (, -0.0), (, -0.0014), (, -0.0001), (, 0.0), (, 0.0), (, -0.0041), (, -0.0), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0014), (, 0.0003), (, -0.0041), (, -0.0001), (, -0.0023), (, 0.0006), (, -0.0002), (, -0.0001), (, 0.0003), (, 0.0001), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0001)] +20:06:13,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.1976 0.2464 0.202 0.2239 0.2115] probs=[0.1978 0.2047 0.2002 0.1977 0.1996] +20:06:15,83 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=26 avg=-0.0003846153846153846 std=0.0009944818162441367 min=-0.0041 max=0.0011 +20:06:15,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0004), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0023), (, 0.0), (, 0.0), (, -0.0001), (, 0.0011), (, 0.0), (, -0.0), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0005), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0041), (, -0.0004), (, -0.0011), (, -0.0003)] +20:06:16,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.0843 0.1173 0.1143 0.096 0.0698] probs=[0.1958 0.2016 0.2001 0.2 0.2025] +20:06:18,158 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.000561290322580645 std=0.0009577114587877939 min=-0.0041 max=0.0005 +20:06:18,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0021), (, -0.0003), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0023), (, 0.0003), (, 0.0005), (, 0.0005), (, -0.0041), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0013), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0016), (, -0.0007), (, 0.0003)] +20:06:19,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.103 0.0807 0.1111 0.1097] probs=[0.198 0.2032 0.1958 0.1995 0.2035] +20:06:21,318 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.0005437500000000001 std=0.0010752724945333623 min=-0.0041 max=0.0013 +20:06:21,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0003), (, -0.0013), (, 0.0005), (, 0.0002), (, 0.0013), (, -0.0013), (, -0.0003), (, -0.0002), (, -0.0011), (, -0.0), (, -0.0023), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0013), (, -0.0002), (, -0.0005), (, 0.0004), (, -0.0007), (, 0.0003), (, -0.0016), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0021), (, 0.0), (, 0.0), (, 0.0006), (, -0.0041), (, -0.0003), (, 0.0004), (, 0.0), (, -0.0003), (, -0.0004)] +20:06:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0639 0.1027 0.0562 0.0653 0.0684] probs=[0.2049 0.2027 0.199 0.2003 0.1931] +20:06:24,629 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00043636363636363637 std=0.0009181068076170863 min=-0.0023 max=0.0013 +20:06:24,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0014), (, -0.0002), (, -0.0013), (, -0.0013), (, -0.0), (, -0.0003), (, -0.0), (, 0.0008), (, 0.0004), (, 0.0005), (, -0.0021), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0005), (, -0.0009), (, 0.0007), (, -0.0013), (, -0.0001), (, -0.0001), (, -0.0015), (, -0.0023), (, 0.0004), (, 0.0003), (, 0.0004), (, -0.0003), (, -0.0), (, 0.0004), (, 0.0006), (, 0.0013), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0016), (, -0.0013)] +20:06:25,708 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.1061 0.0926 0.1137 0.0929] probs=[0.1974 0.1939 0.1997 0.209 0.2 ] +20:06:27,591 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=36 avg=-0.0005305555555555554 std=0.0007978510876251855 min=-0.0023 max=0.0008 +20:06:27,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0013), (, 0.0007), (, -0.0007), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0021), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0004), (, -0.0013), (, -0.0021), (, 0.0003), (, -0.0001), (, 0.0005), (, -0.0016), (, 0.0004), (, -0.0005), (, 0.0004), (, -0.0023), (, -0.0004), (, 0.0008), (, 0.0003), (, -0.0004), (, 0.0002), (, -0.0013), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0013), (, -0.0007)] +20:06:28,732 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0976 0.095 0.0994 0.1289] probs=[0.1982 0.2023 0.2046 0.1953 0.1996] +20:06:30,704 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=33 avg=-0.0004424242424242424 std=0.000892402376642144 min=-0.0023 max=0.0013 +20:06:30,704 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0005), (, -0.0001), (, -0.0005), (, 0.0002), (, 0.0007), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0013), (, -0.0004), (, -0.0021), (, -0.0001), (, -0.0023), (, -0.0007), (, -0.0009), (, -0.0013), (, 0.0001), (, 0.0013), (, -0.0003), (, -0.0021), (, 0.0003), (, -0.0005), (, -0.0001), (, 0.0008), (, -0.0015), (, -0.0), (, -0.0013), (, 0.0005), (, -0.0013), (, -0.0), (, -0.0004), (, 0.0007), (, 0.0004), (, -0.0009)] +20:06:31,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0919 0.0463 0.059 0.0788] probs=[0.1966 0.1989 0.2021 0.1993 0.2031] +20:06:33,650 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.000617857142857143 std=0.0008498124042687184 min=-0.0023 max=0.0008 +20:06:33,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0005), (, 0.0007), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0005), (, -0.0), (, -0.0021), (, -0.0004), (, -0.0001), (, -0.0015), (, 0.0004), (, -0.0007), (, -0.0023), (, -0.0), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0001), (, -0.001), (, -0.0013), (, -0.0), (, -0.0021), (, -0.0005), (, 0.0004), (, -0.0001), (, 0.0008), (, -0.0009)] +20:06:34,569 root INFO ContextualMultiArmedBanditAgent - exp=[0.1258 0.0868 0.0912 0.1072 0.1383] probs=[0.1946 0.2028 0.1978 0.1978 0.207 ] +20:06:36,349 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0007333333333333332 std=0.0007180219742846005 min=-0.0023 max=0.0004 +20:06:36,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.001), (, 0.0004), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0021), (, -0.0007), (, -0.001), (, -0.0015), (, -0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0023), (, -0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0021), (, 0.0)] +20:06:37,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0945 0.1046 0.0775 0.1308 0.1415] probs=[0.1994 0.2067 0.1929 0.2012 0.1999] +20:06:39,71 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0008142857142857143 std=0.0006735023698376054 min=-0.0023 max=-0.0001 +20:06:39,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0012), (, -0.0005), (, -0.0023), (, -0.001), (, -0.0005), (, -0.0021), (, -0.0007), (, -0.0015), (, -0.0003), (, -0.0), (, -0.0021), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.001), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0009)] +20:06:39,813 root INFO ContextualMultiArmedBanditAgent - exp=[0.1981 0.2168 0.1669 0.2023 0.1783] probs=[0.204 0.1959 0.2062 0.1957 0.1982] +20:06:41,637 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0007304347826086956 std=0.0006279260428680349 min=-0.0021 max=0.0003 +20:06:41,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.0021), (, -0.0001), (, -0.0015), (, -0.001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0005), (, 0.0003), (, -0.0009), (, -0.001), (, -0.0021), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0012), (, -0.0), (, -0.0014), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, -0.0007), (, 0.0003)] +20:06:42,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1013 0.0937 0.0794 0.1057 0.0451] probs=[0.1989 0.2019 0.1996 0.1994 0.2002] +20:06:44,338 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.0007999999999999998 std=0.0005648008498577176 min=-0.0021 max=0.0003 +20:06:44,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0003), (, 0.0003), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0008), (, -0.0021), (, -0.0015), (, 0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0009), (, -0.0005), (, -0.0009), (, -0.001), (, -0.0012), (, -0.0003), (, -0.0014), (, -0.0), (, -0.0005), (, 0.0003)] +20:06:45,34 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1108 0.0878 0.1059 0.128 ] probs=[0.1949 0.2085 0.1975 0.1986 0.2004] +20:06:46,761 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0006521739130434783 std=0.0005663533734933489 min=-0.0016 max=0.0003 +20:06:46,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0008), (, -0.0015), (, -0.0002), (, -0.0014), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0016), (, -0.0007), (, -0.0016), (, -0.0009), (, 0.0003), (, 0.0003), (, -0.001), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0012), (, -0.0003), (, -0.0007), (, -0.0), (, -0.0009)] +20:06:47,577 root INFO ContextualMultiArmedBanditAgent - exp=[0.0834 0.0558 0.0813 0.0755 0.0694] probs=[0.1936 0.201 0.1985 0.2024 0.2045] +20:06:49,436 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0006137931034482758 std=0.0006409713199948074 min=-0.0016 max=0.001 +20:06:49,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0008), (, -0.0012), (, -0.0007), (, 0.0), (, -0.0015), (, -0.0003), (, -0.0005), (, 0.001), (, -0.0016), (, -0.001), (, -0.0004), (, -0.0009), (, -0.0012), (, 0.0003), (, -0.0016), (, -0.001), (, -0.0014), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0003)] +20:06:50,367 root INFO ContextualMultiArmedBanditAgent - exp=[0.1268 0.1269 0.106 0.1395 0.1285] probs=[0.2033 0.2052 0.1972 0.1955 0.1988] +20:06:52,173 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0006500000000000001 std=0.0005134943724990911 min=-0.0016 max=0.0003 +20:06:52,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0012), (, -0.0013), (, 0.0003), (, -0.0003), (, -0.0014), (, -0.0012), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0008), (, -0.0016), (, -0.001), (, -0.0009), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0015), (, -0.0009), (, 0.0003), (, -0.0005), (, -0.0009), (, -0.0009), (, -0.0005), (, -0.0016), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0)] +20:06:53,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.1371 0.1566 0.1163 0.1488] probs=[0.1976 0.2024 0.2016 0.1992 0.1993] +20:06:55,300 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=36 avg=-0.0005111111111111111 std=0.0006419491922513017 min=-0.0016 max=0.001 +20:06:55,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0009), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0008), (, -0.0007), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0009), (, 0.0003), (, -0.0016), (, -0.0), (, -0.0003), (, 0.001), (, -0.0012), (, -0.0014), (, -0.001), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0007), (, -0.0014), (, -0.0009), (, -0.0013), (, -0.0003), (, 0.0005), (, -0.0016), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0009)] +20:06:56,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.0903 0.1223 0.1185 0.1125 0.117 ] probs=[0.2051 0.2011 0.2 0.1968 0.197 ] +20:06:58,436 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0006275862068965516 std=0.0006028075416113699 min=-0.0016 max=0.001 +20:06:58,437 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0009), (, 0.0), (, -0.0012), (, 0.0003), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0001), (, -0.0016), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0014), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0014), (, 0.001), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.001), (, -0.0007), (, 0.0005), (, -0.0009), (, -0.0003), (, -0.0016), (, -0.0013)] +20:06:59,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.1275 0.1117 0.1195 0.076 0.0835] probs=[0.2012 0.2063 0.1962 0.2025 0.1939] +20:07:01,881 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0006206896551724137 std=0.0005473316528110233 min=-0.0016 max=0.0007 +20:07:01,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.0011), (, -0.0012), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0016), (, 0.0), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0014), (, -0.0004), (, -0.0006), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0003), (, -0.0008)] +20:07:03,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.0906 0.121 0.1607 0.1019 0.1325] probs=[0.1975 0.2051 0.2008 0.1975 0.1992] +20:07:05,172 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0006260869565217391 std=0.0005471009693826477 min=-0.0016 max=0.0007 +20:07:05,172 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0002), (, -0.0004), (, 0.0007), (, -0.0016), (, 0.0), (, -0.0013), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0002), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0003), (, -0.0014), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0002), (, -0.001)] +20:07:05,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.1287 0.1195 0.0793 0.0805 0.1259] probs=[0.2048 0.2004 0.195 0.1977 0.202 ] +20:07:07,601 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0007260869565217391 std=0.0005092342002452633 min=-0.0016 max=0.0002 +20:07:07,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0008), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0013), (, -0.001), (, -0.0011), (, -0.0014), (, -0.0012), (, -0.0016), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0001), (, 0.0002), (, -0.0016), (, -0.0001), (, -0.0007), (, -0.0006), (, 0.0)] +20:07:08,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0565 0.0998 0.1053 0.045 0.1605] probs=[0.2151 0.1955 0.1957 0.1984 0.1953] +20:07:10,339 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0004666666666666667 std=0.0005312459150169743 min=-0.0012 max=0.0009 +20:07:10,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.001), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0003), (, -0.0), (, 0.0), (, -0.0012), (, -0.0001), (, -0.0011), (, -0.001), (, 0.0009), (, -0.0011), (, -0.0008), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0002)] +20:07:11,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.0623 0.0838 0.0244 0.0606] probs=[0.2016 0.204 0.1938 0.2104 0.1901] +20:07:13,891 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:07:13,892 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.17001666666666668 std=0.31271147555605383 min=-0.0567 max=1.2077 +20:07:13,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.4559), (, 0.0236), (, 0.004), (, 1.2077), (, 0.2765), (, -0.0535), (, 0.1229), (, -0.0014), (, 0.1229), (, 0.0415), (, -0.0567), (, 0.0425), (, 0.1229), (, 0.0075), (, 0.682), (, -0.034), (, 0.1229), (, -0.0269)] +20:07:14,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.099 0.0873 0.1435 0.1117 0.0836] probs=[0.1938 0.2075 0.1913 0.2055 0.2019] +20:07:15,824 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.02021578947368421 std=0.13810469050747773 min=-0.4297 max=0.2765 +20:07:15,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.034), (, -0.4297), (, 0.1229), (, 0.1229), (, -0.0014), (, -0.0535), (, 0.004), (, 0.1229), (, 0.0425), (, 0.2765), (, 0.0236), (, -0.0269), (, 0.1229), (, 0.0415), (, 0.0236), (, -0.0375), (, 0.1772), (, -0.0567)] +20:07:16,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.0992 0.1231 0.087 0.1009 0.0883] probs=[0.1949 0.2101 0.1959 0.206 0.1932] +20:07:17,948 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.03160588235294118 std=0.07359424106775679 min=-0.0567 max=0.1772 +20:07:17,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, 0.1229), (, 0.1229), (, 0.0236), (, 0.1772), (, -0.034), (, 0.0415), (, 0.1229), (, -0.0269), (, 0.1229), (, -0.0567), (, 0.0425), (, -0.0014), (, -0.0535), (, 0.0236), (, 0.004), (, -0.0375)] +20:07:18,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.0921 0.0985 0.017 0.0531] probs=[0.1905 0.1988 0.2016 0.2087 0.2004] +20:07:20,94 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.014733333333333333 std=0.032494674777398355 min=-0.0567 max=0.0415 +20:07:20,94 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.0375), (, -0.0014), (, -0.0269), (, 0.004), (, 0.0415), (, -0.0535), (, 0.0008), (, 0.02), (, -0.0567), (, 0.0236), (, -0.034)] +20:07:20,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.1414 0.1726 0.2332 0.0817] probs=[0.194 0.2154 0.1896 0.1954 0.2057] +20:07:22,98 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.029479999999999996 std=0.03810700198126323 min=-0.0957 max=0.0399 +20:07:22,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.034), (, -0.0), (, -0.0014), (, -0.0535), (, 0.02), (, 0.0399), (, -0.0957), (, -0.0567), (, -0.0269), (, -0.0298)] +20:07:22,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.1538 0.0938 0.2048 0.1111 0.0963] probs=[0.2096 0.2011 0.1944 0.2025 0.1924] +20:07:23,867 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.04642999999999999 std=0.03279634278391418 min=-0.0957 max=0.012 +20:07:23,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0957), (, -0.0692), (, -0.0957), (, -0.0567), (, -0.0), (, -0.0298), (, -0.0535), (, -0.034), (, -0.0148), (, -0.0269), (, 0.012)] +20:07:24,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1307 0.1836 0.1442 0.0936 0.1284] probs=[0.1821 0.2236 0.193 0.2034 0.1978] +20:07:25,727 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.04254285714285714 std=0.03398036648010803 min=-0.0957 max=0.0115 +20:07:25,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0535), (, 0.0115), (, -0.0692), (, -0.0194), (, -0.0), (, -0.0148), (, -0.0957), (, -0.0567)] +20:07:25,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1372 0.1139 0.1549 0.1457] probs=[0.2011 0.2038 0.2051 0.1919 0.1981] +20:07:27,327 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.033812499999999995 std=0.03349333655744079 min=-0.0957 max=0.0029 +20:07:27,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.0188), (, -0.0148), (, -0.0194), (, 0.0029), (, -0.0692), (, 0.0012), (, -0.0957)] +20:07:27,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.0345 0.0001 0.0087 -0.0023] probs=[0.1975 0.2056 0.1986 0.2003 0.1981] +20:07:29,4 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.02814444444444444 std=0.03518917482254106 min=-0.0957 max=0.0173 +20:07:29,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0173), (, -0.0567), (, -0.0692), (, -0.0035), (, -0.0148), (, -0.0148), (, -0.0188), (, -0.0957), (, 0.0029)] +20:07:29,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.0625 0.2538 0.2348 0.1755 0.1771] probs=[0.2095 0.2012 0.1922 0.2007 0.1964] +20:07:30,877 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.022007142857142854 std=0.030198852018997444 min=-0.0957 max=0.0173 +20:07:30,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0148), (, -0.0148), (, -0.023), (, 0.0173), (, -0.0692), (, -0.0148), (, -0.0188), (, 0.0029), (, -0.0082), (, -0.0957), (, -0.0189), (, 0.0101), (, -0.0567)] +20:07:31,190 root INFO ContextualMultiArmedBanditAgent - exp=[0.1695 0.0682 0.131 0.2015 0.1108] probs=[0.1964 0.206 0.201 0.1999 0.1967] +20:07:32,902 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.01449375 std=0.023870784150033696 min=-0.0957 max=0.0173 +20:07:32,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0234), (, -0.0148), (, 0.0173), (, -0.023), (, -0.0035), (, -0.0148), (, -0.0183), (, -0.0009), (, -0.0071), (, 0.0029), (, 0.0101), (, -0.0082), (, -0.0957), (, -0.0188), (, -0.0148)] +20:07:33,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0225 0.0736 0.1036 0.0853 0.0672] probs=[0.1968 0.1978 0.1915 0.2066 0.2072] +20:07:35,27 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.014252631578947367 std=0.02214001779158351 min=-0.0957 max=0.0113 +20:07:35,27 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0053), (, -0.0183), (, -0.0148), (, -0.0148), (, 0.0082), (, -0.0188), (, -0.023), (, 0.0113), (, -0.0009), (, -0.0957), (, -0.0234), (, -0.0082), (, -0.0082), (, -0.0189), (, -0.0148), (, -0.0148), (, 0.0029), (, 0.0101)] +20:07:35,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.0751 0.1473 0.092 0.1671 0.1053] probs=[0.1949 0.2135 0.1965 0.197 0.1981] +20:07:37,186 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.012647058823529412 std=0.00933709349202913 min=-0.0234 max=0.0082 +20:07:37,186 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.023), (, -0.0148), (, -0.0183), (, 0.0029), (, 0.0082), (, -0.0053), (, -0.0148), (, -0.0234), (, 0.001), (, -0.0148), (, -0.0189), (, -0.0082), (, -0.0082), (, -0.0148), (, -0.0204), (, -0.0188)] +20:07:37,561 root INFO ContextualMultiArmedBanditAgent - exp=[0.0156 0.0563 0.0212 0.0192 0.0101] probs=[0.2011 0.2031 0.2017 0.1943 0.1998] +20:07:39,190 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.011271428571428571 std=0.010523472306598954 min=-0.0234 max=0.0082 +20:07:39,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0082), (, -0.002), (, -0.0188), (, 0.001), (, 0.0082), (, -0.0189), (, 0.0029), (, -0.0082), (, -0.0053), (, -0.0234), (, -0.0183), (, -0.023), (, -0.0204)] +20:07:39,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.1623 0.0596 0.0804 0.1565 0.0145] probs=[0.207 0.1988 0.1959 0.1918 0.2066] +20:07:41,362 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00980714285714286 std=0.009917118265599012 min=-0.0234 max=0.0082 +20:07:41,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, 0.0082), (, -0.0053), (, -0.0037), (, 0.0029), (, -0.0183), (, -0.023), (, -0.0053), (, -0.001), (, -0.0234), (, -0.0204), (, -0.0082), (, -0.0082), (, -0.0082)] +20:07:41,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.113 0.1317 0.0748 0.116 0.0688] probs=[0.1888 0.2077 0.2064 0.2057 0.1916] +20:07:43,251 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.005110526315789474 std=0.012257581745569044 min=-0.0234 max=0.0185 +20:07:43,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0031), (, -0.0053), (, 0.0082), (, -0.001), (, -0.0037), (, -0.0234), (, -0.0183), (, -0.0082), (, -0.0204), (, -0.0008), (, -0.0083), (, 0.0185), (, -0.023), (, -0.0053), (, -0.0082), (, 0.0082), (, 0.0084), (, 0.012)] +20:07:43,735 root INFO ContextualMultiArmedBanditAgent - exp=[0.1606 0.1127 0.1154 0.1489 0.1331] probs=[0.2066 0.1982 0.1988 0.1961 0.2003] +20:07:45,395 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0033739130434782614 std=0.010803228880909083 min=-0.0234 max=0.0185 +20:07:45,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0234), (, -0.023), (, -0.0), (, -0.0037), (, -0.0204), (, -0.0005), (, -0.0082), (, -0.0053), (, -0.003), (, 0.0082), (, 0.0185), (, -0.0028), (, -0.0183), (, 0.0084), (, -0.001), (, -0.0083), (, 0.0082), (, 0.007), (, 0.012), (, -0.0082), (, -0.0031), (, 0.0029), (, -0.0053)] +20:07:45,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.2751 0.2105 0.1356 0.2002 0.142 ] probs=[0.197 0.1959 0.2066 0.1985 0.202 ] +20:07:47,766 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.005626315789473685 std=0.008202300197618712 min=-0.0234 max=0.0082 +20:07:47,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0005), (, -0.0), (, -0.0082), (, -0.0031), (, -0.0082), (, -0.0083), (, -0.0028), (, -0.003), (, 0.0082), (, -0.0183), (, -0.0204), (, -0.0), (, 0.0029), (, 0.0082), (, -0.0012), (, -0.0053), (, -0.0082), (, -0.0234), (, -0.0), (, -0.0005), (, -0.0065)] +20:07:48,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.1775 0.1903 0.1125 0.2071] probs=[0.2011 0.2043 0.2018 0.1938 0.199 ] +20:07:49,928 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.006024000000000001 std=0.006385876917072549 min=-0.0234 max=0.0061 +20:07:49,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0053), (, -0.0107), (, -0.0066), (, -0.0005), (, 0.0), (, -0.0082), (, -0.0), (, -0.0005), (, 0.0), (, -0.0), (, 0.0061), (, -0.0204), (, -0.0234), (, -0.0065), (, -0.0031), (, -0.0082), (, -0.0094), (, -0.0083), (, -0.0082), (, -0.0053), (, -0.0082), (, -0.0054), (, 0.0029), (, -0.0053), (, -0.0028), (, -0.0083), (, 0.0045), (, -0.0), (, -0.0012)] +20:07:50,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.0978 0.081 0.1359 0.1493] probs=[0.1993 0.2021 0.2018 0.1965 0.2003] +20:07:52,347 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.005475000000000001 std=0.00604147126120782 min=-0.0234 max=0.0045 +20:07:52,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0082), (, -0.0), (, 0.0034), (, -0.0093), (, -0.0098), (, -0.0234), (, -0.0012), (, 0.0029), (, -0.0), (, -0.0083), (, -0.0204), (, -0.0064), (, -0.0082), (, -0.0017), (, -0.0053), (, -0.0028), (, 0.0007), (, -0.0094), (, -0.0065), (, 0.0045), (, -0.0066), (, -0.0005), (, -0.0002), (, 0.0015), (, -0.0082), (, -0.0054), (, -0.0083), (, -0.0053), (, -0.0058), (, -0.0007), (, -0.0082), (, -0.0), (, 0.0009), (, -0.0107)] +20:07:53,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.1508 0.0989 0.0943 0.1257] probs=[0.1988 0.2052 0.203 0.1952 0.1978] +20:07:55,221 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.004576470588235295 std=0.004099143298123001 min=-0.0107 max=0.0045 +20:07:55,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093), (, 0.0031), (, -0.0083), (, -0.0094), (, -0.0064), (, -0.0019), (, -0.0098), (, -0.0), (, -0.0078), (, -0.0), (, -0.0107), (, -0.0083), (, -0.0058), (, -0.0054), (, -0.0037), (, -0.0082), (, -0.0007), (, -0.0007), (, -0.0066), (, -0.0017), (, -0.0), (, 0.0045), (, -0.0005), (, -0.0057), (, 0.0009), (, 0.0015), (, -0.0054), (, -0.0083), (, -0.0093), (, -0.0014), (, 0.002), (, -0.0037), (, -0.0065), (, -0.0035), (, -0.0022), (, -0.0082), (, -0.0082)] +20:07:56,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.096 0.098 0.1389 0.1 ] probs=[0.2021 0.2081 0.2017 0.1953 0.1928] +20:07:58,231 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00414375 std=0.004671384798697277 min=-0.0107 max=0.0099 +20:07:58,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, 0.0015), (, -0.0093), (, 0.0), (, -0.0008), (, -0.0098), (, -0.0019), (, 0.0002), (, 0.0099), (, -0.0078), (, 0.0009), (, -0.0004), (, -0.0047), (, -0.0014), (, -0.0034), (, -0.0057), (, -0.0058), (, -0.0083), (, -0.0083), (, -0.0107), (, -0.0), (, -0.0007), (, -0.0029), (, -0.0), (, -0.0101), (, 0.0), (, -0.0054), (, -0.0083), (, 0.0017), (, -0.0065), (, -0.0017), (, -0.0059), (, -0.0094), (, -0.0008), (, -0.0101), (, 0.0011), (, -0.0)] +20:07:59,224 root INFO ContextualMultiArmedBanditAgent - exp=[0.2361 0.2997 0.2514 0.2221 0.1703] probs=[0.2053 0.1939 0.1932 0.2054 0.2021] +20:08:01,283 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=37 avg=-0.0032459459459459454 std=0.004941145211090053 min=-0.0101 max=0.0099 +20:08:01,284 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0017), (, -0.0094), (, -0.0014), (, -0.0093), (, -0.0022), (, -0.0057), (, -0.0014), (, 0.0034), (, -0.0004), (, 0.0002), (, -0.0047), (, -0.0), (, -0.0078), (, -0.0004), (, -0.0008), (, -0.0007), (, -0.0034), (, -0.0083), (, -0.0083), (, 0.0), (, -0.0098), (, -0.0065), (, -0.0029), (, 0.0015), (, -0.0058), (, 0.0046), (, 0.0099), (, -0.0008), (, -0.0083), (, -0.0091), (, 0.0021), (, -0.0), (, -0.0054), (, -0.0059), (, -0.0101), (, -0.0), (, 0.0), (, -0.0101), (, 0.0011), (, 0.0063), (, -0.0008)] +20:08:02,351 root INFO ContextualMultiArmedBanditAgent - exp=[0.1699 0.1482 0.1638 0.172 0.1538] probs=[0.1957 0.2018 0.1998 0.2006 0.2021] +20:08:04,99 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.003287096774193548 std=0.004393231005541833 min=-0.0101 max=0.0046 +20:08:04,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0026), (, -0.0047), (, -0.0091), (, -0.0007), (, 0.0), (, -0.001), (, -0.0083), (, -0.0008), (, 0.0016), (, -0.0098), (, 0.0021), (, -0.0059), (, 0.0022), (, 0.0045), (, -0.0014), (, 0.0), (, 0.0046), (, -0.0078), (, -0.0101), (, 0.0008), (, -0.0093), (, -0.0014), (, -0.0016), (, -0.0017), (, -0.0), (, 0.0), (, -0.0022), (, -0.0029), (, -0.0063), (, -0.0), (, 0.0034), (, 0.0), (, -0.0083), (, -0.0), (, 0.0), (, -0.0083), (, -0.0), (, -0.0), (, -0.0057), (, -0.0034)] +20:08:05,165 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.0527 0.0946 0.0941 0.1102] probs=[0.1979 0.2017 0.2027 0.1952 0.2026] +20:08:07,69 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=32 avg=-0.0031625 std=0.0043711232824069374 min=-0.0101 max=0.0046 +20:08:07,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0057), (, -0.0022), (, -0.0003), (, -0.0063), (, 0.0), (, 0.0), (, -0.0016), (, -0.0), (, -0.0026), (, 0.0), (, -0.0101), (, 0.0022), (, -0.0092), (, 0.0002), (, -0.0059), (, 0.0046), (, -0.0098), (, -0.0093), (, -0.0038), (, -0.0026), (, -0.0009), (, -0.0078), (, 0.0005), (, -0.0083), (, 0.0016), (, 0.0), (, -0.0007), (, 0.0021), (, 0.0), (, -0.0014), (, -0.0), (, 0.0008), (, 0.0), (, -0.0091), (, 0.0002), (, -0.0083), (, 0.0), (, -0.0047), (, 0.0042), (, 0.0008)] +20:08:08,162 root INFO ContextualMultiArmedBanditAgent - exp=[0.1166 0.1439 0.1627 0.1646 0.1607] probs=[0.2037 0.2032 0.2026 0.1917 0.1989] +20:08:09,871 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0022055555555555557 std=0.003803503096156113 min=-0.0101 max=0.0027 +20:08:09,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, -0.0047), (, -0.0078), (, 0.0), (, 0.0008), (, -0.0091), (, 0.0008), (, -0.0001), (, -0.0038), (, -0.0011), (, -0.0014), (, 0.0015), (, -0.0014), (, -0.0), (, 0.0016), (, 0.0021), (, 0.0005), (, 0.0021), (, -0.0026), (, 0.0), (, -0.0), (, -0.0), (, 0.0002), (, -0.0063), (, -0.0092), (, -0.0003), (, -0.0029), (, -0.0), (, 0.0012), (, -0.0083), (, 0.002), (, 0.0027), (, -0.0022), (, 0.0), (, -0.0023), (, -0.0057), (, -0.0003), (, -0.0101), (, 0.0017), (, -0.0026), (, 0.0001), (, 0.0006), (, -0.0059), (, 0.0)] +20:08:11,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.0995 0.0938 0.104 0.1018 0.1191] probs=[0.2006 0.2039 0.1965 0.1984 0.2006] +20:08:12,899 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0019454545454545456 std=0.003854166648053012 min=-0.0101 max=0.0027 +20:08:12,899 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, 0.0), (, 0.0016), (, 0.0), (, 0.0001), (, -0.0), (, 0.0012), (, -0.0023), (, 0.0003), (, -0.0078), (, -0.0063), (, 0.0016), (, -0.0026), (, -0.0083), (, -0.0), (, 0.0011), (, -0.0003), (, 0.0), (, 0.002), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0047), (, -0.0013), (, -0.0091), (, -0.0003), (, 0.0016), (, 0.0015), (, -0.0047), (, -0.0092), (, 0.0013), (, -0.0101), (, -0.0011), (, 0.0005), (, -0.0014), (, -0.0), (, -0.0017), (, 0.0011), (, 0.0027)] +20:08:14,17 root INFO ContextualMultiArmedBanditAgent - exp=[0.1197 0.1807 0.0883 0.0981 0.1122] probs=[0.2011 0.2005 0.1991 0.204 0.1953] +20:08:15,770 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.0021371428571428574 std=0.0032842555768206523 min=-0.0101 max=0.0027 +20:08:15,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, 0.0001), (, -0.0083), (, -0.0013), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0009), (, -0.0092), (, -0.0026), (, -0.0047), (, -0.0002), (, -0.0014), (, -0.0003), (, 0.0), (, 0.0), (, -0.0015), (, -0.0091), (, -0.0023), (, 0.0009), (, 0.0), (, -0.0003), (, -0.0101), (, -0.0078), (, -0.0002), (, -0.0032), (, 0.0011), (, -0.0063), (, 0.0), (, -0.0017), (, -0.0009), (, 0.0005), (, 0.0027), (, 0.0005), (, 0.0018), (, -0.0), (, -0.0011), (, -0.0005), (, 0.0003), (, -0.0023)] +20:08:16,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.1521 0.1743 0.1053 0.115 0.1545] probs=[0.2042 0.2004 0.1938 0.2002 0.2014] +20:08:18,605 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=40 avg=-0.0018325000000000001 std=0.0029041683405064524 min=-0.0092 max=0.0027 +20:08:18,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, 0.0027), (, -0.0008), (, -0.0), (, 0.0018), (, -0.0026), (, -0.0023), (, 0.0011), (, 0.0003), (, -0.0014), (, -0.004), (, -0.002), (, -0.0047), (, -0.0002), (, 0.0), (, -0.0009), (, 0.0011), (, 0.0005), (, -0.0009), (, -0.0009), (, 0.0002), (, 0.0005), (, -0.0013), (, -0.0092), (, -0.0007), (, 0.0021), (, -0.0063), (, -0.0075), (, -0.0091), (, -0.0003), (, -0.0078), (, 0.0009), (, -0.0008), (, -0.0002), (, -0.0026), (, -0.0), (, -0.0023), (, -0.0015), (, 0.0), (, -0.0017), (, -0.0001), (, -0.0041), (, -0.0004), (, -0.0032)] +20:08:19,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1024 0.0607 0.06 0.0706] probs=[0.1948 0.2079 0.1978 0.2004 0.1991] +20:08:21,829 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=39 avg=-0.001405128205128205 std=0.002801643173343624 min=-0.0092 max=0.0037 +20:08:21,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0018), (, -0.0023), (, -0.0041), (, -0.0092), (, 0.0018), (, -0.0013), (, 0.0004), (, -0.0047), (, -0.0011), (, 0.0037), (, 0.0006), (, -0.0002), (, -0.0075), (, -0.0002), (, -0.002), (, -0.0026), (, 0.0), (, -0.0009), (, -0.004), (, 0.0), (, -0.0023), (, 0.0005), (, 0.0006), (, 0.0001), (, -0.0078), (, -0.0001), (, 0.0013), (, -0.0005), (, -0.0), (, -0.0007), (, 0.0004), (, 0.0005), (, 0.0009), (, 0.0009), (, -0.0032), (, -0.0004), (, 0.0017), (, -0.0009), (, -0.0017), (, 0.0003), (, -0.0015), (, -0.0)] +20:08:23,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.1222 0.0834 0.1616 0.1344] probs=[0.2006 0.2018 0.2 0.2033 0.1943] +20:08:25,13 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=36 avg=-0.0014611111111111112 std=0.002817630779551597 min=-0.0092 max=0.0037 +20:08:25,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0003), (, -0.0023), (, -0.0075), (, -0.0078), (, -0.0004), (, 0.0), (, -0.0092), (, -0.0047), (, -0.0015), (, -0.0015), (, 0.0005), (, 0.001), (, 0.0003), (, 0.002), (, -0.0017), (, -0.0009), (, -0.002), (, -0.0001), (, -0.0), (, -0.0002), (, -0.002), (, -0.0009), (, -0.004), (, -0.0005), (, -0.0007), (, 0.0005), (, 0.0005), (, -0.0018), (, 0.0004), (, 0.0), (, 0.0006), (, -0.0), (, 0.0006), (, -0.0), (, -0.0013), (, -0.0005), (, -0.0041), (, -0.0002), (, -0.0), (, 0.0037), (, 0.0009)] +20:08:26,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.0444 0.0574 0.068 0.0737 0.0266] probs=[0.1965 0.2091 0.2013 0.1979 0.1952] +20:08:28,374 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.001365714285714286 std=0.0029828024078174596 min=-0.0092 max=0.0039 +20:08:28,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0018), (, -0.002), (, -0.0075), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0), (, -0.0017), (, 0.0004), (, -0.0092), (, -0.0004), (, -0.0002), (, 0.002), (, 0.001), (, -0.0009), (, 0.0), (, 0.0039), (, -0.0004), (, -0.0013), (, -0.0001), (, 0.0037), (, 0.0), (, -0.004), (, 0.0014), (, -0.0006), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0031), (, -0.0015), (, -0.0007), (, 0.0005), (, 0.0), (, 0.0006), (, -0.0001), (, 0.0003), (, -0.0041), (, -0.0047), (, -0.0078)] +20:08:29,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.0534 0.0635 0.0381 0.1006 0.0633] probs=[0.2031 0.1958 0.2022 0.1989 0.2001] +20:08:31,562 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=34 avg=-0.0009323529411764705 std=0.0024465727034117713 min=-0.0075 max=0.0037 +20:08:31,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0), (, 0.0014), (, 0.0), (, 0.001), (, -0.0047), (, -0.0007), (, -0.0004), (, 0.0005), (, 0.0004), (, -0.0), (, -0.0005), (, -0.0041), (, -0.0009), (, 0.0), (, -0.002), (, 0.0004), (, 0.0003), (, -0.0018), (, -0.0015), (, 0.0005), (, 0.0008), (, -0.0009), (, 0.002), (, -0.0017), (, -0.001), (, -0.004), (, -0.0001), (, -0.0013), (, 0.001), (, 0.0), (, -0.0075), (, 0.0006), (, 0.0001), (, 0.0037), (, 0.0029), (, -0.0018), (, -0.0018), (, -0.0031), (, -0.0), (, -0.0)] +20:08:32,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.187 0.1502 0.1442 0.15 0.1791] probs=[0.2017 0.2013 0.1966 0.1984 0.202 ] +20:08:34,648 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0008333333333333334 std=0.0024641264561542273 min=-0.0075 max=0.0037 +20:08:34,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0004), (, -0.0009), (, -0.0001), (, 0.0009), (, 0.0005), (, -0.0018), (, -0.0002), (, 0.0), (, 0.0037), (, -0.002), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0047), (, -0.0011), (, 0.002), (, -0.0), (, -0.0029), (, -0.0018), (, 0.0008), (, -0.0), (, 0.0002), (, -0.0041), (, -0.0007), (, 0.0), (, 0.0), (, -0.0031), (, 0.0), (, 0.0005), (, 0.0019), (, 0.0001), (, -0.0015), (, -0.0075), (, 0.0006), (, -0.0018), (, 0.0031), (, -0.0007), (, 0.001)] +20:08:35,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.0618 0.0503 0.0695 0.0344] probs=[0.2014 0.2022 0.2003 0.1973 0.1988] +20:08:37,594 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.000990909090909091 std=0.002461259056509633 min=-0.0075 max=0.0037 +20:08:37,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0004), (, 0.0001), (, -0.002), (, 0.0002), (, 0.0), (, -0.0), (, -0.0011), (, 0.0037), (, 0.0), (, 0.0008), (, -0.0009), (, -0.0018), (, 0.0005), (, 0.0004), (, 0.0009), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0005), (, -0.0029), (, 0.0001), (, 0.0004), (, 0.0003), (, -0.0015), (, 0.0006), (, -0.0075), (, 0.001), (, 0.0001), (, 0.0), (, -0.0018), (, 0.0001), (, -0.0), (, -0.0063), (, -0.0031), (, -0.0047), (, 0.002), (, -0.001), (, -0.0016)] +20:08:38,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1153 0.1062 0.1008 0.0912] probs=[0.2033 0.1973 0.2008 0.1922 0.2064] +20:08:40,658 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.0010406249999999999 std=0.00222918978765268 min=-0.0075 max=0.0012 +20:08:40,658 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, -0.0007), (, -0.0016), (, -0.0004), (, 0.0007), (, -0.0063), (, 0.0), (, 0.001), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0075), (, 0.0005), (, -0.001), (, -0.0029), (, 0.0004), (, -0.0018), (, -0.0016), (, 0.0009), (, 0.0006), (, -0.0), (, 0.0003), (, -0.0047), (, -0.001), (, 0.0001), (, 0.0005), (, 0.0004), (, 0.0012), (, -0.0001), (, 0.0), (, -0.0005), (, 0.0008), (, -0.0031), (, 0.0), (, 0.0001)] +20:08:41,853 root INFO ContextualMultiArmedBanditAgent - exp=[0.0797 0.0656 0.0811 0.0801 0.052 ] probs=[0.2024 0.2078 0.1915 0.1998 0.1985] +20:08:43,668 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0007354838709677419 std=0.0021036908252995575 min=-0.0075 max=0.0012 +20:08:43,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0003), (, 0.0), (, 0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0018), (, 0.0012), (, -0.0016), (, -0.0075), (, 0.0), (, -0.0016), (, -0.0006), (, 0.0004), (, 0.0009), (, 0.0008), (, -0.0001), (, -0.0001), (, 0.0006), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0063), (, 0.0007), (, -0.001), (, -0.0005), (, 0.001), (, -0.0007), (, 0.0004), (, 0.0008), (, -0.0009), (, 0.0004), (, -0.0006), (, 0.0), (, 0.0002)] +20:08:44,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.102 0.088 0.037 0.0585] probs=[0.1974 0.2003 0.1984 0.204 0.1999] +20:08:46,867 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0009896551724137932 std=0.002090263937728869 min=-0.0075 max=0.001 +20:08:46,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, 0.0009), (, -0.0004), (, 0.001), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0009), (, 0.0), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0018), (, -0.0016), (, -0.001), (, -0.0001), (, 0.0), (, -0.0075), (, 0.0003), (, -0.0006), (, -0.0004), (, -0.0063), (, 0.0002), (, -0.0006), (, 0.0008), (, -0.0016), (, -0.001), (, 0.0008), (, 0.001), (, -0.0), (, -0.0015)] +20:08:48,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.0612 0.0659 0.1252 0.0861] probs=[0.1981 0.1991 0.2022 0.1972 0.2033] +20:08:49,902 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0010379310344827586 std=0.0018473492273139776 min=-0.0075 max=0.001 +20:08:49,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, 0.0009), (, 0.0008), (, -0.0005), (, -0.0006), (, 0.0008), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0063), (, -0.0011), (, -0.0017), (, -0.0032), (, 0.0), (, -0.0005), (, 0.0), (, 0.001), (, -0.0006), (, -0.0075), (, -0.0005), (, -0.001), (, -0.0012), (, -0.0016), (, -0.0005), (, -0.0015), (, -0.0004), (, -0.001), (, 0.001), (, -0.0018), (, -0.001), (, -0.0006)] +20:08:51,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.0328 0.0553 0.0508 0.0535 0.038 ] probs=[0.1952 0.2006 0.2117 0.1952 0.1973] +20:08:52,927 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.0012966666666666667 std=0.0017548947420160433 min=-0.0075 max=0.0009 +20:08:52,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0011), (, -0.0006), (, -0.0016), (, -0.0005), (, -0.0005), (, -0.0012), (, 0.0003), (, -0.0017), (, 0.0), (, -0.0022), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0018), (, -0.0063), (, 0.0001), (, -0.0006), (, -0.001), (, -0.0005), (, -0.0004), (, -0.001), (, -0.0032), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0015), (, -0.0004), (, -0.0011), (, 0.0004), (, 0.0009), (, -0.0075), (, -0.0003)] +20:08:54,65 root INFO ContextualMultiArmedBanditAgent - exp=[0.0441 0.1074 0.1092 0.0827 0.0565] probs=[0.1914 0.2002 0.196 0.208 0.2044] +20:08:55,859 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0010878787878787878 std=0.0013456456320762177 min=-0.0063 max=0.0013 +20:08:55,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0012), (, -0.0003), (, -0.0011), (, -0.0017), (, -0.001), (, -0.0022), (, -0.0018), (, -0.0003), (, -0.0063), (, 0.0013), (, -0.0004), (, -0.0), (, -0.0011), (, -0.0006), (, 0.0004), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0026), (, -0.0), (, 0.0003), (, -0.0005), (, -0.0032), (, -0.0011), (, -0.0006), (, -0.001), (, -0.0004), (, -0.0005), (, -0.0015), (, -0.0001), (, 0.0), (, -0.0015), (, -0.0016), (, 0.0006), (, -0.0003), (, -0.0005)] +20:08:57,357 root INFO ContextualMultiArmedBanditAgent - exp=[0.1412 0.1012 0.1409 0.1013 0.1203] probs=[0.2019 0.2005 0.1994 0.1989 0.1993] +20:08:59,201 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=36 avg=-0.0007750000000000001 std=0.0013833082327040014 min=-0.0063 max=0.0013 +20:08:59,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0), (, -0.0009), (, 0.0006), (, -0.0001), (, -0.0015), (, -0.0006), (, 0.0008), (, -0.0004), (, -0.001), (, -0.0011), (, -0.0005), (, -0.0015), (, 0.0006), (, 0.0002), (, 0.0003), (, -0.0), (, 0.0), (, -0.0011), (, 0.0013), (, -0.0006), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0015), (, -0.0032), (, -0.0005), (, -0.0063), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0026), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0004), (, -0.0022), (, 0.0001), (, -0.0004), (, 0.0002), (, 0.0), (, -0.001)] +20:09:00,737 root INFO ContextualMultiArmedBanditAgent - exp=[0.169 0.1791 0.1656 0.1278 0.1457] probs=[0.2043 0.1972 0.2036 0.1965 0.1983] +20:09:02,719 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-0.0005411764705882354 std=0.0009677498604430503 min=-0.0032 max=0.0013 +20:09:02,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0005), (, 0.0), (, 0.0003), (, -0.0), (, -0.0005), (, -0.0011), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, 0.0003), (, -0.001), (, 0.0001), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0), (, -0.0), (, -0.0001), (, -0.0015), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0005), (, -0.0022), (, -0.0015), (, 0.0006), (, -0.001), (, -0.0032), (, -0.0015), (, 0.0001), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0), (, 0.0013), (, -0.0006), (, 0.0), (, -0.0026), (, 0.0011), (, -0.0003)] +20:09:04,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.1151 0.0925 0.1137 0.1153 0.1189] probs=[0.2077 0.1986 0.1948 0.1988 0.2 ] +20:09:06,414 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00048709677419354837 std=0.00100474420929838 min=-0.0032 max=0.0013 +20:09:06,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0012), (, 0.0), (, 0.0002), (, -0.0011), (, -0.0005), (, 0.0008), (, 0.0002), (, 0.0011), (, 0.0), (, -0.0015), (, 0.0001), (, 0.0013), (, 0.0), (, 0.0), (, -0.001), (, 0.0004), (, -0.0009), (, 0.0), (, -0.0015), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0003), (, -0.0), (, -0.0022), (, 0.0006), (, 0.0006), (, -0.0026), (, -0.0006), (, -0.0004), (, -0.0005), (, -0.0032), (, -0.0004)] +20:09:07,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1185 0.1382 0.0949 0.1192] probs=[0.1999 0.2025 0.1957 0.1988 0.203 ] +20:09:10,38 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0006689655172413794 std=0.0010847225764113407 min=-0.0032 max=0.0013 +20:09:10,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0003), (, 0.0), (, 0.0), (, -0.0022), (, -0.0), (, -0.0015), (, -0.0026), (, -0.0012), (, -0.0005), (, 0.0), (, 0.0008), (, -0.0023), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0), (, -0.001), (, 0.0006), (, -0.0015), (, -0.0), (, -0.0022), (, 0.0001), (, 0.0013), (, -0.0001), (, 0.0006), (, -0.0009), (, -0.0004), (, -0.0005), (, 0.0011), (, -0.0004), (, -0.0032), (, -0.0006), (, -0.0004), (, 0.0)] +20:09:11,593 root INFO ContextualMultiArmedBanditAgent - exp=[0.1135 0.1408 0.0781 0.0902 0.0724] probs=[0.2001 0.2033 0.1985 0.2001 0.1979] +20:09:13,670 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0006272727272727273 std=0.001232458181052841 min=-0.0032 max=0.0035 +20:09:13,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0006), (, -0.0011), (, 0.0005), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0009), (, 0.0001), (, -0.0022), (, 0.0008), (, -0.0005), (, -0.0008), (, -0.0011), (, 0.0008), (, -0.0003), (, -0.0001), (, -0.0012), (, -0.0003), (, -0.0004), (, 0.0006), (, -0.0015), (, 0.0035), (, -0.0006), (, -0.0), (, 0.0003), (, -0.0015), (, -0.0005), (, -0.0003), (, -0.0032), (, -0.0022), (, 0.0), (, 0.0), (, -0.0023), (, -0.0026), (, -0.0005)] +20:09:15,74 root INFO ContextualMultiArmedBanditAgent - exp=[0.0657 0.1092 0.0996 0.1031 0.0622] probs=[0.1957 0.1999 0.1989 0.2031 0.2024] +20:09:17,203 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.000659375 std=0.0008905263103215985 min=-0.0032 max=0.0005 +20:09:17,203 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0006), (, -0.0), (, -0.0022), (, 0.0002), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0032), (, -0.0001), (, 0.0005), (, -0.0013), (, -0.0013), (, -0.0003), (, -0.0022), (, -0.0023), (, -0.0005), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0012), (, -0.0003), (, -0.0005), (, 0.0003), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0), (, 0.0)] +20:09:18,606 root INFO ContextualMultiArmedBanditAgent - exp=[0.0533 0.0582 0.0669 0.0849 0.0644] probs=[0.2056 0.1983 0.198 0.1955 0.2026] +20:09:20,676 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0005303030303030304 std=0.0008847135638108062 min=-0.0032 max=0.0007 +20:09:20,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0), (, 0.0), (, -0.0032), (, -0.0013), (, -0.0023), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0003), (, -0.0009), (, -0.0022), (, -0.0001), (, 0.0003), (, 0.0007), (, -0.0001), (, -0.0002), (, 0.0003), (, 0.0007), (, 0.0001), (, -0.0003), (, -0.0003), (, 0.0002), (, -0.0004), (, -0.0006), (, -0.0009), (, -0.0013), (, -0.0012), (, -0.0001), (, 0.0001), (, -0.0004)] +20:09:22,371 root INFO ContextualMultiArmedBanditAgent - exp=[0.1487 0.1808 0.1188 0.1047 0.1098] probs=[0.197 0.2009 0.1936 0.2018 0.2067] +20:09:24,457 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0005846153846153847 std=0.000818860515825924 min=-0.0023 max=0.0012 +20:09:24,457 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0013), (, 0.0003), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0003), (, 0.0001), (, -0.0023), (, -0.0001), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0004), (, 0.0012), (, -0.0008), (, 0.0), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0004), (, 0.0004), (, -0.0022)] +20:09:25,628 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1781 0.1454 0.1256 0.1542] probs=[0.1953 0.2003 0.2073 0.2043 0.1928] +20:09:27,539 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004565217391304348 std=0.0007341520319723628 min=-0.0022 max=0.0012 +20:09:27,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0013), (, -0.0022), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0001), (, -0.0013), (, 0.0012), (, 0.0009), (, -0.0004), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0005), (, -0.0009), (, -0.0005)] +20:09:28,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.2058 0.2117 0.1835 0.1719] probs=[0.1998 0.2 0.2012 0.2048 0.1943] +20:09:30,299 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00035333333333333327 std=0.0007172788083366808 min=-0.0022 max=0.0013 +20:09:30,300 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0005), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0012), (, 0.0005), (, -0.0013), (, -0.0022), (, -0.0002), (, -0.0009), (, 0.0004), (, 0.0), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0004), (, -0.0009), (, 0.0001), (, -0.0005), (, -0.0005), (, -0.0013), (, 0.0), (, -0.0008), (, 0.0013), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0001)] +20:09:31,881 root INFO ContextualMultiArmedBanditAgent - exp=[0.1627 0.1607 0.1849 0.2155 0.1713] probs=[0.1951 0.1993 0.208 0.1975 0.2001] +20:09:33,866 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0006185185185185184 std=0.0011652489916837633 min=-0.0055 max=0.0005 +20:09:33,866 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, 0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, 0.0005), (, -0.0009), (, -0.0004), (, -0.0009), (, -0.0013), (, -0.0005), (, 0.0005), (, 0.0005), (, -0.0002), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0015), (, -0.0), (, -0.0009), (, -0.0055), (, -0.0009), (, -0.0022), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0013), (, -0.0003), (, 0.0002), (, -0.0004), (, 0.0004), (, -0.0002)] +20:09:35,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.1327 0.0929 0.0962 0.0571] probs=[0.2094 0.1899 0.202 0.1998 0.1989] +20:09:36,768 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0008571428571428571 std=0.0017197927418238315 min=-0.0055 max=0.001 +20:09:36,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0013), (, -0.0002), (, -0.0009), (, -0.0022), (, -0.0015), (, 0.0007), (, 0.001), (, 0.0), (, 0.0004), (, -0.0013), (, -0.0009), (, 0.0005), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0008), (, 0.0004), (, -0.0055), (, -0.0), (, -0.0003), (, -0.0009), (, 0.0003), (, 0.0), (, 0.0005)] +20:09:37,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.094 0.1613 0.1286 0.136 0.1027] probs=[0.1964 0.2037 0.2029 0.1972 0.1999] +20:09:39,666 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=12 avg=-0.0014083333333333335 std=0.0020130649655576336 min=-0.0055 max=0.0012 +20:09:39,666 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0015), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0022), (, -0.0013), (, 0.0012), (, 0.0), (, 0.0), (, -0.0002), (, -0.0055), (, -0.0), (, -0.0003)] +20:09:40,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.0216 0.0663 0.0506 0.0478 0.0881] probs=[0.1959 0.2097 0.1956 0.1917 0.207 ] +20:09:41,872 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.0009214285714285714 std=0.002194206192755487 min=-0.0055 max=0.0029 +20:09:41,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.0), (, -0.0002), (, 0.0005), (, 0.0029), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0055), (, 0.0), (, -0.0015), (, 0.0), (, -0.0008), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0012), (, -0.0022)] +20:09:42,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.1169 0.0674 0.0758 0.0478 0.0943] probs=[0.2048 0.2008 0.1911 0.2048 0.1985] +20:09:44,244 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.0007384615384615384 std=0.0024190075719468292 min=-0.0055 max=0.0029 +20:09:44,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.002), (, -0.0008), (, -0.0022), (, -0.0), (, -0.0), (, 0.0005), (, 0.0012), (, 0.0), (, -0.0055), (, -0.0003), (, 0.0001), (, 0.0003), (, -0.0008), (, -0.0015), (, 0.0029)] +20:09:44,890 root INFO ContextualMultiArmedBanditAgent - exp=[0.0365 0.0525 0.0363 0.0903 0.0505] probs=[0.2037 0.2137 0.1898 0.1932 0.1997] +20:09:46,425 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0004533333333333332 std=0.0022449548374571414 min=-0.0055 max=0.0029 +20:09:46,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.0005), (, -0.0003), (, -0.0055), (, -0.0), (, 0.0004), (, 0.0012), (, -0.0008), (, 0.002), (, -0.0), (, -0.0008), (, 0.0), (, 0.0029), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0003), (, -0.0015), (, 0.0004)] +20:09:47,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.0681 0.1278 0.0672 0.0952 0.1255] probs=[0.2007 0.2007 0.195 0.1959 0.2077] +20:09:48,658 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-1.7647058823529363e-05 std=0.0016681216255973266 min=-0.0055 max=0.0029 +20:09:48,658 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.002), (, 0.0005), (, -0.0002), (, 0.0012), (, 0.0), (, -0.0008), (, 0.0), (, -0.0002), (, 0.0001), (, 0.0004), (, -0.0007), (, 0.0), (, -0.0004), (, 0.0029), (, -0.0008), (, -0.0), (, 0.0004), (, -0.0055), (, -0.0), (, 0.0003), (, 0.0007)] +20:09:49,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.1178 0.0615 0.0967 0.0896] probs=[0.202 0.1993 0.1976 0.2022 0.1989] +20:09:51,292 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=0.00023181818181818188 std=0.0012729301786309497 min=-0.0017 max=0.0037 +20:09:51,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0012), (, -0.0007), (, 0.0004), (, 0.0005), (, -0.0), (, -0.0), (, 0.0), (, 0.0005), (, 0.0), (, -0.0002), (, 0.0037), (, 0.0), (, -0.0013), (, 0.0007), (, -0.0005), (, -0.0002), (, -0.0014), (, -0.0004), (, -0.0), (, 0.0004), (, 0.0029), (, -0.0), (, -0.0002), (, 0.0003), (, 0.002), (, -0.0005), (, -0.0002), (, -0.0017)] +20:09:52,362 root INFO ContextualMultiArmedBanditAgent - exp=[0.1704 0.1379 0.1393 0.0994 0.1162] probs=[0.1914 0.2038 0.2024 0.2016 0.2008] +20:09:54,108 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-3.749999999999998e-05 std=0.0008654538789945231 min=-0.0017 max=0.002 +20:09:54,108 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0004), (, 0.0004), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0013), (, 0.0004), (, -0.0), (, -0.0005), (, -0.0014), (, 0.0012), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0005), (, 0.0), (, 0.002), (, -0.0002), (, 0.0005), (, -0.0003), (, 0.0007), (, -0.0), (, 0.0), (, -0.0017), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, 0.0009)] +20:09:55,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1073 0.0822 0.1387 0.0935] probs=[0.1982 0.2076 0.1953 0.2015 0.1974] +20:09:57,148 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.00044399999999999995 std=0.0007621443432841315 min=-0.0019 max=0.0011 +20:09:57,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0016), (, -0.0017), (, 0.0005), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0003), (, 0.0), (, -0.0014), (, -0.0001), (, 0.0), (, -0.0), (, 0.0004), (, -0.0), (, -0.0), (, -0.0), (, 0.0003), (, -0.0001), (, -0.0006), (, 0.0004), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.0019), (, -0.0013), (, 0.0011), (, -0.0), (, 0.0005), (, -0.0), (, -0.0)] +20:09:58,575 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.1139 0.0913 0.0911 0.1371] probs=[0.2012 0.1981 0.1976 0.1973 0.2058] +20:10:00,479 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0006357142857142857 std=0.0007751563370951536 min=-0.0022 max=0.0007 +20:10:00,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0007), (, -0.0004), (, 0.0), (, -0.0019), (, -0.0022), (, -0.0), (, -0.0017), (, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, 0.0004), (, -0.0013), (, -0.0007), (, -0.0002), (, -0.0018), (, -0.0005), (, -0.0001), (, 0.0003), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0004), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0), (, 0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.001), (, -0.0)] +20:10:01,906 root INFO ContextualMultiArmedBanditAgent - exp=[0.1877 0.2381 0.2392 0.2325 0.1711] probs=[0.1974 0.2055 0.1983 0.2003 0.1986] +20:10:03,747 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0007464285714285714 std=0.0006930688189170698 min=-0.0023 max=0.0001 +20:10:03,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0023), (, -0.0018), (, -0.0003), (, -0.0013), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0014), (, -0.0005), (, -0.0019), (, 0.0), (, 0.0), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0016), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, -0.001), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0022), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0006)] +20:10:05,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.1199 0.1299 0.1441 0.1448 0.1612] probs=[0.1983 0.2014 0.2039 0.1946 0.2017] +20:10:06,758 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.000721875 std=0.0007144641239243577 min=-0.0023 max=0.0004 +20:10:06,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0022), (, -0.0019), (, -0.0016), (, -0.0014), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0013), (, -0.0016), (, -0.0001), (, -0.0006), (, -0.0018), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0004), (, -0.0002), (, 0.0001), (, 0.0), (, -0.001), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0002), (, -0.0023)] +20:10:08,68 root INFO ContextualMultiArmedBanditAgent - exp=[0.13 0.1479 0.1515 0.1448 0.1517] probs=[0.1955 0.2092 0.2028 0.1982 0.1943] +20:10:09,810 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0007766666666666667 std=0.0007605626572186907 min=-0.0023 max=0.0004 +20:10:09,811 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.001), (, -0.0002), (, 0.0001), (, 0.0004), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0005), (, -0.0004), (, -0.0019), (, -0.0003), (, -0.0018), (, -0.0022), (, -0.0003), (, -0.0013), (, -0.0001), (, 0.0), (, -0.0016), (, -0.0021), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0016), (, -0.0003), (, -0.0004), (, -0.0005), (, -0.0023), (, -0.0), (, 0.0)] +20:10:11,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1554 0.1244 0.1154 0.121 0.0871] probs=[0.2007 0.2011 0.1955 0.2016 0.2011] +20:10:13,323 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0007419354838709677 std=0.0008063354755084731 min=-0.0023 max=0.0007 +20:10:13,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0009), (, -0.0003), (, -0.0016), (, -0.0006), (, -0.0013), (, 0.0007), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0022), (, 0.0), (, -0.0018), (, -0.0001), (, -0.0004), (, -0.0019), (, -0.0001), (, 0.0), (, -0.0001), (, -0.001), (, 0.0001), (, -0.0002), (, -0.0021), (, -0.0007), (, -0.0023), (, -0.001), (, -0.0006), (, -0.0014), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0002), (, -0.0016), (, -0.0), (, 0.0), (, 0.0002), (, -0.0)] +20:10:14,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.1256 0.0751 0.0748 0.095 ] probs=[0.2013 0.2028 0.2033 0.192 0.2007] +20:10:16,629 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005636363636363636 std=0.0008664865250375364 min=-0.0023 max=0.001 +20:10:16,630 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0023), (, 0.0003), (, -0.0014), (, -0.0009), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0004), (, -0.0007), (, -0.0022), (, -0.001), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0002), (, 0.0), (, -0.0017), (, 0.0), (, -0.0), (, 0.0), (, -0.001), (, -0.0013), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0001), (, 0.001), (, -0.0), (, -0.001), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0016), (, 0.0007), (, 0.0001)] +20:10:18,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0419 0.0574 0.0756 0.0322 0.0372] probs=[0.1967 0.203 0.1946 0.2048 0.201 ] +20:10:20,257 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0006714285714285714 std=0.0008688486399734267 min=-0.0023 max=0.001 +20:10:20,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, 0.0007), (, 0.0), (, -0.0009), (, -0.0023), (, -0.0017), (, 0.0), (, -0.0016), (, -0.0014), (, -0.0001), (, 0.0002), (, 0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0007), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0021), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0013), (, -0.0022), (, -0.001), (, -0.001), (, 0.001), (, -0.0016), (, -0.0), (, -0.0)] +20:10:21,733 root INFO ContextualMultiArmedBanditAgent - exp=[0.0812 0.1066 0.0887 0.1017 0.1177] probs=[0.2041 0.2007 0.2008 0.1978 0.1966] +20:10:23,640 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.000716 std=0.0008771225684019309 min=-0.0023 max=0.0007 +20:10:23,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, -0.0022), (, -0.0), (, -0.0009), (, 0.0007), (, -0.0016), (, -0.001), (, -0.0016), (, -0.0014), (, -0.0013), (, 0.0002), (, -0.0006), (, -0.0), (, 0.0001), (, -0.0007), (, 0.0), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0), (, 0.0), (, -0.0013), (, -0.0001), (, -0.0004), (, -0.0023), (, -0.0), (, -0.0001), (, -0.0017), (, 0.0), (, -0.0021)] +20:10:24,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.0774 0.1073 0.1395 0.1001 0.1083] probs=[0.2021 0.197 0.2062 0.1998 0.1948] +20:10:26,929 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007714285714285713 std=0.0008663788114317888 min=-0.0023 max=0.0007 +20:10:26,930 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0), (, -0.0023), (, -0.0001), (, -0.0002), (, -0.0022), (, -0.0013), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0007), (, -0.0021), (, -0.0016), (, -0.0014), (, -0.0013), (, 0.0007), (, -0.0), (, -0.0003), (, -0.0017), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0)] +20:10:28,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1941 0.1845 0.117 0.159 0.1755] probs=[0.1988 0.2028 0.2035 0.1977 0.1971] +20:10:29,871 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.000573076923076923 std=0.0007673920331514907 min=-0.0023 max=0.0007 +20:10:29,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0021), (, -0.0013), (, -0.0002), (, -0.0004), (, -0.0006), (, -0.0016), (, 0.0), (, -0.0005), (, -0.0005), (, 0.0007), (, -0.0001), (, -0.0007), (, 0.0007), (, -0.0013), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, -0.0023), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0009), (, 0.0004), (, -0.0014), (, 0.0), (, -0.0), (, -0.0001)] +20:10:31,146 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.1312 0.1737 0.133 0.1535] probs=[0.2047 0.1962 0.1992 0.1975 0.2025] +20:10:33,175 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=22 avg=-0.0008090909090909089 std=0.0006059621132089266 min=-0.0023 max=-0.0001 +20:10:33,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0006), (, -0.0007), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0023), (, 0.0), (, -0.0014), (, -0.0009), (, -0.0013), (, -0.0021), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0006), (, -0.0016), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0002)] +20:10:34,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0949 0.1057 0.1173 0.1168 0.1606] probs=[0.2058 0.2044 0.1967 0.1986 0.1945] +20:10:36,263 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0005875 std=0.0005622221536012255 min=-0.0021 max=0.0001 +20:10:36,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0016), (, -0.0006), (, -0.0002), (, -0.0013), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0021), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006)] +20:10:37,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1109 0.137 0.1248 0.1044 0.1146] probs=[0.2005 0.206 0.198 0.197 0.1985] +20:10:39,355 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000476 std=0.0005427927781391348 min=-0.0021 max=0.0004 +20:10:39,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0013), (, -0.0013), (, -0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0005), (, -0.0014), (, -0.0001), (, -0.0004), (, -0.0021), (, -0.0), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0003), (, 0.0001)] +20:10:40,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.0578 0.0963 0.0645 0.0639] probs=[0.1993 0.2077 0.1962 0.1976 0.1992] +20:10:42,462 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.00045200000000000004 std=0.0005315035277399389 min=-0.0018 max=0.0002 +20:10:42,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0), (, -0.0), (, -0.0014), (, -0.0018), (, -0.0017), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0013), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0005)] +20:10:43,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.0576 0.0435 0.0544 0.0452] probs=[0.1936 0.2031 0.1998 0.2046 0.199 ] +20:10:45,404 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0005857142857142857 std=0.0006205110906385494 min=-0.0018 max=0.0003 +20:10:45,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0005), (, -0.0001), (, -0.0017), (, -0.0002), (, 0.0003), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0013), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0001), (, -0.0018)] +20:10:46,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.1038 0.081 0.1149 0.1029 0.1192] probs=[0.1968 0.2031 0.1949 0.2052 0.2 ] +20:10:48,176 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.0005473684210526316 std=0.0006385579321306568 min=-0.0018 max=0.0003 +20:10:48,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0002), (, 0.0), (, 0.0), (, -0.0018), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0017), (, -0.0001), (, -0.0007), (, -0.0005), (, 0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0002), (, -0.0014), (, -0.0001), (, 0.0)] +20:10:49,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.1094 0.0742 0.1383 0.0877] probs=[0.1971 0.1937 0.2006 0.2054 0.2031] +20:10:51,81 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.0005823529411764706 std=0.0006021874772738695 min=-0.0018 max=0.0001 +20:10:51,82 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0017), (, -0.0001), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0007), (, -0.0008), (, 0.0), (, -0.0001), (, 0.0), (, -0.0018), (, -0.0005)] +20:10:52,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0988 0.1436 0.0921 0.1239 0.1092] probs=[0.202 0.2055 0.1984 0.1984 0.1958] +20:10:53,940 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.0007066666666666666 std=0.0005182877793487149 min=-0.0018 max=0.0001 +20:10:53,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, -0.0), (, -0.0018), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0017), (, 0.0001), (, -0.0008), (, -0.0011), (, -0.0009), (, 0.0), (, -0.0007), (, -0.0008)] +20:10:54,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.0759 0.0749 0.0653 0.0636 0.0747] probs=[0.2012 0.201 0.1994 0.2008 0.1976] +20:10:56,166 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0007049999999999999 std=0.0004994747240852133 min=-0.0018 max=0.0005 +20:10:56,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0007), (, -0.0018), (, -0.0017), (, 0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0011), (, -0.0004), (, -0.0008), (, -0.0011), (, -0.0009), (, -0.0007), (, -0.0008), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0003)] +20:10:57,4 root INFO ContextualMultiArmedBanditAgent - exp=[0.1152 0.149 0.1742 0.1046 0.1361] probs=[0.1995 0.2072 0.1926 0.1988 0.2018] +20:10:58,768 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0008 std=0.0 min=-0.0008 max=-0.0008 +20:10:58,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008)] +20:10:58,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.013 -0.0002 0.001 -0.0009] probs=[0.1991 0.2022 0.1995 0.1998 0.1994] +20:11:01,239 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:11:01,240 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4147235294117647 std=0.43767899266795673 min=-0.0344 max=1.2366 +20:11:01,241 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1192), (, -0.0095), (, 0.3446), (, 0.97), (, 0.1294), (, 0.6915), (, -0.0344), (, 0.0338), (, 0.003), (, 0.97), (, 0.4975), (, 0.0804), (, 0.1294), (, 0.6512), (, 1.2366), (, 0.0363), (, 1.2013)] +20:11:01,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.115 0.1109 0.0733 0.1457] probs=[0.1944 0.2074 0.1849 0.2087 0.2045] +20:11:03,72 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.225076923076923 std=0.29504095453355456 min=-0.0344 max=0.97 +20:11:03,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0344), (, -0.0344), (, 0.97), (, 0.003), (, 0.0338), (, 0.1192), (, 0.1294), (, 0.4975), (, 0.3446), (, 0.0363), (, 0.0804), (, 0.1294), (, 0.6512)] +20:11:03,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0071 0.0901 0.0418 0.0292 0.01 ] probs=[0.1982 0.2182 0.1944 0.1952 0.194 ] +20:11:04,736 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=0.14145000000000002 std=0.15321513143289733 min=-0.0344 max=0.4975 +20:11:04,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1294), (, 0.1294), (, -0.0344), (, 0.1091), (, 0.4975), (, 0.3446), (, 0.0363), (, 0.003), (, 0.1192), (, 0.0804)] +20:11:04,990 root INFO ContextualMultiArmedBanditAgent - exp=[0.1423 0.2018 0.1307 0.2201 0.207 ] probs=[0.1882 0.2126 0.195 0.203 0.2012] +20:11:06,368 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.001633333333333333 std=0.028879327477549677 min=-0.0344 max=0.0363 +20:11:06,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0344), (, 0.0363), (, 0.003)] +20:11:06,477 root INFO ContextualMultiArmedBanditAgent - exp=[0.1223 0.3556 0.1854 0.246 0.1879] probs=[0.1948 0.2105 0.1973 0.2014 0.196 ] +20:11:07,859 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.03278181818181818 std=0.03840018508908561 min=-0.0996 max=0.0241 +20:11:07,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0404), (, -0.0351), (, 0.0199), (, -0.0538), (, -0.0024), (, -0.0344), (, -0.0344), (, 0.0241), (, -0.0996), (, -0.0101), (, -0.0944)] +20:11:08,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0905 0.0421 0.0371 0.0075] probs=[0.1895 0.2035 0.1928 0.2112 0.2029] +20:11:09,557 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.01921176470588235 std=0.041884096130279796 min=-0.0996 max=0.069 +20:11:09,557 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, 0.0026), (, -0.0344), (, 0.069), (, -0.0595), (, -0.0101), (, -0.0046), (, -0.0147), (, -0.0538), (, 0.0243), (, 0.0199), (, -0.0344), (, -0.0351), (, 0.0241), (, -0.0235), (, -0.0944), (, -0.0024)] +20:11:09,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.0108 0.0539 0.0556 0.0577 0.0452] probs=[0.1983 0.2141 0.1915 0.1925 0.2036] +20:11:11,276 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.026261111111111107 std=0.036522795604463684 min=-0.0996 max=0.0241 +20:11:11,276 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, -0.011), (, -0.0314), (, 0.0241), (, -0.0042), (, -0.0351), (, -0.0944), (, -0.0595), (, -0.0217), (, 0.0013), (, -0.001), (, -0.0049), (, -0.0101), (, -0.0235), (, -0.0018), (, -0.0996), (, 0.0043), (, -0.0046)] +20:11:11,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0288 0.1059 0.0969 0.06 0.0951] probs=[0.2018 0.201 0.1984 0.199 0.1998] +20:11:13,249 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.015615999999999998 std=0.02852878798687389 min=-0.0996 max=0.0241 +20:11:13,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, 0.0011), (, -0.006), (, -0.0996), (, -0.0143), (, -0.0231), (, -0.0049), (, -0.0235), (, -0.0046), (, 0.003), (, -0.011), (, 0.0013), (, 0.0043), (, -0.0351), (, -0.0101), (, -0.0243), (, -0.0018), (, -0.0286), (, 0.0189), (, 0.0241), (, 0.0017), (, -0.0235), (, -0.0016), (, -0.0286), (, -0.0046)] +20:11:13,881 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1503 0.1027 0.1608 0.1036] probs=[0.1998 0.203 0.2008 0.1984 0.198 ] +20:11:15,532 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.013762500000000002 std=0.021045363949098148 min=-0.0996 max=0.0057 +20:11:15,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0231), (, -0.0286), (, -0.011), (, -0.0049), (, -0.0046), (, -0.0016), (, -0.0286), (, -0.0187), (, -0.0016), (, -0.0143), (, 0.003), (, 0.0011), (, -0.006), (, -0.0235), (, -0.0018), (, 0.0057), (, 0.0043), (, -0.0046), (, -0.0235), (, -0.0231), (, -0.0243), (, 0.0017), (, -0.0027), (, -0.0996)] +20:11:16,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1366 0.1264 0.0843 0.1137 0.1393] probs=[0.1978 0.2028 0.1986 0.2018 0.199 ] +20:11:17,724 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.013876190476190478 std=0.021764319966007816 min=-0.0996 max=0.01 +20:11:17,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0286), (, -0.0046), (, -0.0027), (, -0.0235), (, -0.0143), (, -0.0286), (, -0.0046), (, -0.0243), (, -0.0046), (, -0.0148), (, -0.0049), (, -0.0996), (, -0.0017), (, -0.0051), (, -0.0033), (, 0.01), (, -0.0046), (, 0.0017), (, -0.0235), (, -0.0071)] +20:11:18,256 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.2056 0.1464 0.1668 0.1008] probs=[0.1968 0.2065 0.2071 0.1956 0.194 ] +20:11:19,951 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.011804000000000002 std=0.020574712245861423 min=-0.0996 max=0.01 +20:11:19,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0046), (, -0.0029), (, 0.01), (, -0.0286), (, -0.0017), (, -0.0049), (, -0.0148), (, -0.0033), (, -0.0046), (, -0.0046), (, -0.0129), (, 0.0017), (, -0.0996), (, -0.0051), (, -0.0027), (, -0.0071), (, -0.0017), (, -0.0299), (, 0.0012), (, -0.0046), (, -0.0046), (, -0.0276), (, -0.0109), (, -0.0286)] +20:11:20,770 root INFO ContextualMultiArmedBanditAgent - exp=[0.1379 0.1189 0.1191 0.1493 0.1556] probs=[0.1956 0.1957 0.2076 0.2009 0.2002] +20:11:22,469 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.014516666666666666 std=0.020835059928452863 min=-0.0996 max=0.0046 +20:11:22,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0029), (, 0.0046), (, -0.0071), (, -0.0996), (, -0.0286), (, -0.0148), (, -0.0129), (, -0.0046), (, -0.0276), (, -0.0043), (, -0.0109), (, -0.0069), (, 0.0009), (, -0.0049), (, -0.0286), (, -0.0299), (, -0.0027), (, -0.027), (, -0.0046), (, 0.0001), (, 0.0012), (, -0.0046), (, -0.0051)] +20:11:23,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.1414 0.2344 0.2723 0.2611 0.185 ] probs=[0.2002 0.1962 0.2006 0.2069 0.1961] +20:11:24,878 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0156 std=0.023623617295360312 min=-0.0996 max=0.002 +20:11:24,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, 0.002), (, -0.0062), (, -0.0016), (, -0.0276), (, 0.0009), (, -0.0011), (, -0.0996), (, -0.0129), (, -0.0071), (, -0.0027), (, -0.0299), (, -0.0069), (, -0.0148), (, -0.0043), (, 0.0012)] +20:11:25,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0331 0.0719 0.0559 0.0712 0.0706] probs=[0.1944 0.206 0.2041 0.1974 0.1982] +20:11:26,962 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.013552941176470589 std=0.02454884968305533 min=-0.0996 max=0.002 +20:11:26,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, 0.002), (, -0.0027), (, -0.0996), (, -0.0148), (, -0.0299), (, 0.0015), (, 0.0009), (, 0.0012), (, -0.0276), (, 0.0018), (, 0.0012), (, -0.0043), (, 0.0018), (, -0.0011), (, -0.0062)] +20:11:27,358 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1574 0.0879 0.148 0.1039] probs=[0.2023 0.2033 0.1995 0.1964 0.1985] +20:11:29,84 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.011676190476190475 std=0.022623731845793815 min=-0.0996 max=0.002 +20:11:29,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0299), (, 0.0004), (, -0.0996), (, -0.0062), (, 0.0006), (, -0.0043), (, -0.0027), (, 0.0018), (, 0.0018), (, -0.027), (, 0.0012), (, -0.0276), (, 0.0009), (, -0.0156), (, 0.002), (, -0.0011), (, -0.0002), (, 0.0015), (, 0.0012), (, -0.0148)] +20:11:29,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.1174 0.1445 0.1357 0.1206 0.1159] probs=[0.2026 0.2025 0.1964 0.1972 0.2013] +20:11:31,170 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.004283333333333333 std=0.011903244188968914 min=-0.0299 max=0.0164 +20:11:31,171 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0027), (, 0.0164), (, -0.0299), (, 0.0067), (, -0.0156), (, -0.0011), (, 0.0018), (, -0.0002), (, -0.0043), (, 0.0067), (, 0.0009), (, -0.0276), (, -0.0), (, 0.0004), (, -0.0062), (, -0.027), (, 0.0012), (, -0.0026), (, 0.0015), (, -0.0003), (, 0.0013), (, 0.0022), (, 0.0012), (, 0.002)] +20:11:31,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.0934 0.087 0.1063 0.0895] probs=[0.1939 0.209 0.2029 0.1956 0.1985] +20:11:33,382 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.0075352941176470584 std=0.012236778756080357 min=-0.0299 max=0.0067 +20:11:33,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, -0.0036), (, -0.0276), (, -0.0002), (, 0.0012), (, 0.0009), (, -0.0156), (, -0.0027), (, -0.0), (, 0.0067), (, -0.0299), (, -0.0003), (, 0.0), (, -0.0), (, 0.0004), (, 0.0046), (, -0.0), (, -0.0), (, -0.0008), (, -0.0055), (, -0.0011)] +20:11:33,948 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.1824 0.1444 0.1285 0.1702] probs=[0.2007 0.2075 0.189 0.2061 0.1968] +20:11:35,457 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.006849999999999999 std=0.01228970888363286 min=-0.0299 max=0.0067 +20:11:35,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0036), (, 0.0066), (, -0.0008), (, 0.0067), (, 0.0004), (, 0.0004), (, -0.0055), (, -0.0276), (, -0.027), (, -0.0009), (, -0.0156), (, -0.001), (, -0.0007), (, -0.0299), (, -0.0037), (, 0.0019), (, 0.0046)] +20:11:35,931 root INFO ContextualMultiArmedBanditAgent - exp=[0.166 0.1377 0.1194 0.1239 0.0914] probs=[0.2171 0.2037 0.1872 0.1972 0.1949] +20:11:37,459 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.005984615384615384 std=0.009854467643885118 min=-0.0299 max=0.0007 +20:11:37,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0007), (, -0.0047), (, -0.0036), (, -0.0299), (, -0.0276), (, 0.0007), (, -0.0009), (, 0.0004), (, -0.0007), (, -0.0037), (, -0.0026), (, -0.0008)] +20:11:37,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.1886 0.1944 0.1697 0.1872] probs=[0.2023 0.2011 0.1903 0.206 0.2003] +20:11:39,328 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00562 std=0.009209502339069866 min=-0.0299 max=0.0007 +20:11:39,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0007), (, -0.0047), (, -0.0012), (, -0.0019), (, -0.0037), (, -0.0007), (, -0.0009), (, -0.0037), (, -0.0), (, -0.0026), (, -0.0001), (, -0.0299), (, -0.0007), (, -0.0276), (, -0.0036)] +20:11:39,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1349 0.1157 0.1019 0.0976] probs=[0.2013 0.2064 0.195 0.2068 0.1907] +20:11:41,247 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.002989473684210526 std=0.0059677990950417524 min=-0.0276 max=0.0007 +20:11:41,248 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0014), (, -0.0011), (, -0.0037), (, -0.0007), (, -0.0004), (, -0.0009), (, -0.0037), (, -0.0026), (, -0.0), (, -0.0019), (, -0.0011), (, 0.0), (, -0.0047), (, -0.0007), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0276), (, -0.0012), (, -0.0036)] +20:11:41,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.1134 0.1151 0.071 0.0553 0.0742] probs=[0.2008 0.2185 0.1957 0.1894 0.1957] +20:11:43,181 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0035421052631578946 std=0.0059919521280388365 min=-0.0276 max=-0.0002 +20:11:43,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0037), (, -0.0012), (, -0.0048), (, -0.0007), (, -0.0011), (, -0.0002), (, -0.0037), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0004), (, -0.0047), (, -0.0019), (, -0.0037), (, -0.0014), (, -0.0005), (, -0.0276), (, -0.0076)] +20:11:43,693 root INFO ContextualMultiArmedBanditAgent - exp=[0.0599 0.0991 0.0752 0.0905 0.0161] probs=[0.1918 0.2027 0.2053 0.1982 0.202 ] +20:11:45,348 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.003696153846153847 std=0.005403096033346264 min=-0.0276 max=0.0002 +20:11:45,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0005), (, -0.0014), (, -0.0037), (, -0.0037), (, -0.0091), (, -0.0011), (, -0.0009), (, -0.0008), (, -0.0004), (, -0.0012), (, -0.0076), (, -0.0037), (, -0.0002), (, 0.0002), (, -0.0009), (, -0.0053), (, -0.0002), (, -0.0037), (, -0.0019), (, -0.0005), (, -0.0048), (, -0.0276), (, -0.0037), (, 0.0), (, -0.0011), (, -0.0047)] +20:11:45,993 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.1057 0.0989 0.1078 0.0759] probs=[0.1968 0.2001 0.2024 0.2012 0.1995] +20:11:47,721 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.0026999999999999997 std=0.002877019530575061 min=-0.0091 max=0.0018 +20:11:47,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0053), (, 0.0), (, -0.0005), (, -0.0019), (, -0.0009), (, -0.0008), (, -0.0076), (, -0.0047), (, -0.0091), (, -0.0037), (, 0.0002), (, -0.0037), (, -0.0005), (, -0.0002), (, -0.0014), (, -0.0074), (, -0.0007), (, -0.0037), (, 0.0018), (, -0.0037), (, -0.0037), (, 0.0), (, -0.0008), (, -0.0011), (, -0.0012), (, -0.0004), (, -0.0037), (, 0.0014), (, -0.0048), (, -0.0011)] +20:11:48,490 root INFO ContextualMultiArmedBanditAgent - exp=[0.1453 0.1345 0.1831 0.161 0.1509] probs=[0.1882 0.2029 0.1993 0.2024 0.2072] +20:11:50,356 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.002968965517241379 std=0.003573185910435543 min=-0.0091 max=0.0076 +20:11:50,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0014), (, 0.0), (, 0.0014), (, -0.0037), (, -0.0047), (, -0.0009), (, -0.0005), (, -0.0037), (, -0.0008), (, -0.0074), (, -0.0015), (, -0.0037), (, -0.0005), (, 0.0018), (, -0.0), (, -0.0019), (, -0.0037), (, -0.0074), (, 0.0076), (, -0.0008), (, -0.003), (, 0.0001), (, -0.0007), (, -0.0037), (, -0.0076), (, -0.0037), (, -0.0074), (, -0.0091), (, -0.0048), (, -0.0053)] +20:11:51,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0953 0.1 0.0858 0.1332 0.1017] probs=[0.2087 0.2002 0.1923 0.2006 0.1982] +20:11:52,913 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0029222222222222223 std=0.003327031079276107 min=-0.0091 max=0.002 +20:11:52,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0091), (, -0.0037), (, 0.0014), (, -0.0037), (, 0.0), (, 0.0002), (, 0.0018), (, -0.0005), (, -0.0015), (, -0.0013), (, -0.0076), (, 0.002), (, -0.0019), (, -0.0074), (, 0.0008), (, -0.0053), (, -0.0074), (, -0.0037), (, -0.0013), (, -0.0009), (, -0.0048), (, -0.0037), (, 0.0002), (, -0.0), (, -0.0014), (, -0.0074), (, -0.0037), (, 0.0001)] +20:11:53,683 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0927 0.1551 0.1104 0.0759] probs=[0.2023 0.2026 0.2015 0.1943 0.1994] +20:11:55,354 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00196875 std=0.0034428764772352783 min=-0.0091 max=0.0043 +20:11:55,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0013), (, -0.0011), (, -0.0091), (, 0.0043), (, -0.0048), (, 0.0011), (, -0.0037), (, -0.0017), (, 0.0002), (, 0.0014), (, 0.0), (, -0.0014), (, 0.0008), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0076), (, -0.0019), (, 0.0001), (, 0.0018), (, -0.0013), (, -0.0053), (, -0.0), (, -0.0013), (, -0.0074), (, -0.0005), (, -0.0074), (, 0.0009), (, -0.0074), (, 0.0004), (, -0.0009), (, -0.0019), (, 0.0), (, -0.0009), (, 0.002)] +20:11:56,328 root INFO ContextualMultiArmedBanditAgent - exp=[0.0728 0.0766 0.0611 0.0392 0.0975] probs=[0.1986 0.2023 0.1961 0.2057 0.1972] +20:11:58,103 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.0015621621621621624 std=0.0029068745499899215 min=-0.0091 max=0.002 +20:11:58,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.0002), (, -0.0074), (, -0.0019), (, 0.0018), (, -0.0011), (, -0.0053), (, 0.002), (, -0.0074), (, -0.0009), (, -0.0048), (, 0.0002), (, -0.0002), (, -0.0013), (, -0.0074), (, 0.0014), (, 0.0), (, 0.0009), (, -0.0091), (, -0.0008), (, -0.0014), (, -0.0), (, 0.0009), (, 0.0), (, -0.0005), (, 0.0002), (, 0.0006), (, 0.0009), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0012), (, -0.0009), (, -0.0076), (, 0.0003), (, 0.0001), (, 0.0), (, 0.0008), (, -0.0003), (, 0.0004), (, -0.0017)] +20:11:59,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1408 0.1657 0.1051 0.1434 0.1231] probs=[0.194 0.2051 0.1957 0.1988 0.2064] +20:12:01,71 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.001378378378378378 std=0.002514942923981349 min=-0.0091 max=0.002 +20:12:01,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.002), (, -0.0007), (, -0.0), (, 0.0002), (, -0.0), (, 0.0014), (, -0.0), (, -0.0021), (, -0.0009), (, 0.0009), (, 0.0), (, -0.0037), (, -0.0012), (, -0.0022), (, -0.0009), (, -0.0014), (, -0.0009), (, 0.0004), (, -0.0012), (, -0.0074), (, -0.0022), (, 0.0001), (, 0.0001), (, -0.0076), (, -0.0), (, -0.0011), (, 0.0007), (, -0.0006), (, 0.0003), (, -0.0074), (, -0.0091), (, 0.0002), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0017), (, 0.0003), (, -0.0009), (, -0.0012), (, 0.0003), (, -0.0007)] +20:12:02,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.0874 0.0883 0.0581 0.0659 0.1047] probs=[0.1971 0.2053 0.2039 0.1927 0.2009] +20:12:04,480 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=40 avg=-0.0010700000000000002 std=0.0018559633617073374 min=-0.0091 max=0.0014 +20:12:04,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0008), (, 0.0004), (, 0.0001), (, -0.002), (, -0.0014), (, 0.0001), (, -0.0017), (, -0.0006), (, -0.0002), (, -0.0022), (, -0.0091), (, -0.0007), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0011), (, -0.0006), (, 0.0001), (, -0.0022), (, 0.0003), (, -0.0074), (, -0.0012), (, -0.0022), (, -0.0016), (, -0.0007), (, 0.0004), (, -0.0012), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0021), (, -0.0006), (, 0.0014), (, 0.0003), (, 0.0002), (, -0.0012)] +20:12:05,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0801 0.0987 0.0778 0.0605 0.0619] probs=[0.1941 0.2076 0.2015 0.1949 0.2019] +20:12:07,664 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.0010714285714285715 std=0.001651418685091515 min=-0.0091 max=0.0008 +20:12:07,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0008), (, -0.0022), (, -0.0009), (, -0.0006), (, -0.0012), (, -0.0011), (, 0.0004), (, -0.0022), (, -0.0), (, -0.0017), (, -0.0009), (, 0.0004), (, -0.0), (, -0.0007), (, -0.0026), (, 0.0004), (, 0.0001), (, -0.0006), (, 0.0001), (, 0.0002), (, -0.0019), (, -0.002), (, -0.0012), (, -0.0017), (, -0.0006), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0022), (, -0.0005), (, 0.0008), (, -0.0019), (, -0.0091), (, -0.0021), (, 0.0001), (, -0.0008)] +20:12:08,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.0951 0.1387 0.0688 0.1103] probs=[0.1961 0.2042 0.2019 0.2007 0.1971] +20:12:10,812 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=34 avg=-0.001338235294117647 std=0.0017420432063734736 min=-0.0091 max=0.001 +20:12:10,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, 0.0005), (, -0.0017), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0091), (, -0.0004), (, -0.0009), (, 0.0), (, -0.0021), (, -0.0019), (, -0.0002), (, 0.0004), (, -0.0007), (, -0.0022), (, -0.005), (, -0.0007), (, -0.0008), (, -0.002), (, -0.0011), (, -0.0006), (, 0.0001), (, -0.0022), (, -0.0006), (, -0.0011), (, 0.001), (, -0.0026), (, -0.0), (, -0.0006), (, -0.0009), (, -0.0017), (, -0.0019), (, -0.0022)] +20:12:12,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.1137 0.1326 0.1061 0.1786 0.1026] probs=[0.2007 0.1986 0.1995 0.1999 0.2014] +20:12:13,858 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=42 avg=-0.0009690476190476191 std=0.0011923342642616735 min=-0.005 max=0.0013 +20:12:13,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0), (, -0.0003), (, 0.0004), (, -0.0005), (, -0.0022), (, -0.0007), (, -0.0022), (, 0.0), (, -0.0006), (, -0.0), (, -0.0008), (, 0.0), (, -0.0002), (, -0.005), (, 0.0002), (, -0.002), (, -0.0005), (, -0.0006), (, -0.0017), (, -0.0007), (, -0.0005), (, 0.0013), (, -0.0016), (, -0.0006), (, -0.0009), (, -0.0011), (, -0.0017), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, -0.0019), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0026), (, -0.0002), (, -0.0009), (, -0.0006), (, -0.0002), (, 0.0003), (, -0.0019), (, -0.0002), (, -0.0009), (, 0.0004)] +20:12:15,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.1159 0.1371 0.0877 0.1066 0.0873] probs=[0.2007 0.1996 0.2011 0.2011 0.1975] +20:12:17,447 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=41 avg=-0.0008292682926829267 std=0.001186148492007728 min=-0.005 max=0.0013 +20:12:17,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0001), (, -0.0), (, -0.0019), (, -0.0007), (, -0.0011), (, 0.0009), (, -0.0003), (, -0.0006), (, 0.0003), (, 0.0003), (, -0.0007), (, -0.0002), (, -0.005), (, -0.0002), (, -0.0005), (, -0.0004), (, 0.0013), (, -0.0007), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0004), (, -0.0005), (, -0.0022), (, -0.0001), (, 0.0), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0), (, -0.0019), (, -0.0016), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0006), (, -0.0008), (, -0.0017), (, -0.0022), (, -0.0011), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0)] +20:12:19,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.043 0.0773 0.0628 0.0508 0.0581] probs=[0.1977 0.2019 0.208 0.1977 0.1947] +20:12:21,477 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=37 avg=-0.0005243243243243243 std=0.001182623150642399 min=-0.005 max=0.0028 +20:12:21,477 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, 0.0028), (, -0.0011), (, -0.0003), (, 0.0003), (, -0.0011), (, -0.0001), (, -0.005), (, -0.0001), (, -0.0001), (, -0.0016), (, -0.0007), (, 0.0), (, 0.0), (, 0.0), (, 0.0002), (, -0.0009), (, 0.0), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0017), (, -0.0009), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0002), (, -0.0022), (, 0.0013), (, 0.0001), (, -0.0006), (, -0.0019), (, 0.0009), (, -0.0022), (, -0.0008)] +20:12:23,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.098 0.1459 0.1172 0.1111 0.0771] probs=[0.1995 0.2001 0.1993 0.1986 0.2024] +20:12:25,222 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.00045250000000000005 std=0.0011142233842457265 min=-0.005 max=0.0029 +20:12:25,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0004), (, -0.0022), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.005), (, 0.0009), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0007), (, -0.0), (, -0.0019), (, -0.0017), (, 0.0004), (, -0.0007), (, -0.0011), (, -0.0009), (, -0.0002), (, -0.0016), (, -0.0005), (, -0.0012), (, 0.0003), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0014), (, 0.0006), (, -0.0004), (, 0.0001), (, 0.0029), (, -0.0004), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, 0.0)] +20:12:26,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.0718 0.0699 0.085 0.0955 0.0952] probs=[0.1983 0.2014 0.1953 0.2035 0.2015] +20:12:29,188 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=43 avg=-0.0005 std=0.001066182060459897 min=-0.005 max=0.0029 +20:12:29,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0007), (, -0.0022), (, -0.0005), (, 0.0003), (, -0.0016), (, -0.0012), (, 0.0), (, -0.0003), (, -0.0019), (, -0.0004), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.005), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0002), (, -0.0012), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0029), (, -0.002), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0014), (, 0.0005), (, -0.0003), (, 0.0), (, 0.0004), (, -0.0011), (, -0.0004), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0002), (, 0.0006)] +20:12:31,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.0967 0.1282 0.0906 0.1505 0.1704] probs=[0.1964 0.2035 0.2058 0.1954 0.199 ] +20:12:33,310 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=39 avg=-0.0004512820512820513 std=0.0011261169486272446 min=-0.005 max=0.0029 +20:12:33,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0005), (, -0.0002), (, -0.002), (, 0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0009), (, -0.0004), (, 0.0003), (, -0.0002), (, -0.0014), (, -0.0), (, 0.0003), (, -0.0), (, -0.005), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0002), (, 0.0004), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0029), (, -0.0), (, -0.0012), (, -0.0004), (, 0.0), (, -0.0022), (, 0.0005), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0016), (, 0.0001), (, -0.0003)] +20:12:35,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.0826 0.0943 0.0924 0.1024 0.1098] probs=[0.1969 0.2012 0.2013 0.2009 0.1996] +20:12:37,218 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0002833333333333333 std=0.0011736694594305503 min=-0.005 max=0.0029 +20:12:37,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0015), (, -0.0002), (, -0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0009), (, -0.0006), (, -0.0012), (, -0.002), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0001), (, 0.0029), (, 0.0), (, -0.0002), (, 0.0001), (, 0.0005), (, 0.0007), (, -0.0001), (, -0.0), (, -0.005), (, -0.0001), (, -0.0022), (, -0.0), (, 0.0001), (, 0.0), (, 0.0004), (, 0.0004), (, -0.0), (, 0.0002), (, -0.0002), (, -0.001), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0005), (, -0.0014), (, -0.0002)] +20:12:38,810 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.0692 0.0644 0.0443 0.048 ] probs=[0.2029 0.1988 0.204 0.1984 0.1959] +20:12:40,820 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=36 avg=-0.0003055555555555556 std=0.0012416262732679007 min=-0.005 max=0.0029 +20:12:40,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0004), (, 0.0001), (, -0.0019), (, -0.0), (, -0.0015), (, -0.0006), (, 0.0001), (, 0.0005), (, -0.0), (, -0.0022), (, 0.0005), (, 0.0004), (, -0.0), (, -0.005), (, -0.002), (, -0.0002), (, 0.0017), (, 0.0007), (, -0.001), (, -0.0002), (, -0.0006), (, 0.0029), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0004), (, -0.0012), (, 0.0001), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0002), (, 0.0), (, -0.0014), (, 0.0001), (, -0.0002), (, 0.0007)] +20:12:42,388 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.0999 0.1164 0.1286 0.1341] probs=[0.2031 0.1997 0.1946 0.2003 0.2024] +20:12:44,460 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.00013870967741935487 std=0.0014733497973632122 min=-0.005 max=0.003 +20:12:44,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, 0.0), (, -0.0022), (, 0.0001), (, 0.0005), (, 0.0017), (, 0.0), (, 0.003), (, -0.0004), (, 0.0), (, -0.0006), (, -0.002), (, -0.0), (, 0.0007), (, -0.0003), (, -0.0), (, 0.0014), (, 0.0001), (, -0.005), (, 0.0005), (, -0.0009), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0029), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0012), (, 0.0005), (, -0.0002), (, -0.0), (, 0.0), (, 0.0006), (, 0.0005), (, 0.0004), (, -0.0003), (, -0.0015), (, -0.0019), (, 0.0)] +20:12:45,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1111 0.1163 0.1105 0.0799 0.0944] probs=[0.2088 0.202 0.2002 0.1887 0.2004] +20:12:47,882 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.00023499999999999997 std=0.0013395055057744258 min=-0.005 max=0.003 +20:12:47,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, -0.0025), (, -0.0009), (, -0.0002), (, -0.0015), (, -0.0008), (, -0.0), (, 0.0007), (, 0.0), (, -0.0002), (, -0.005), (, 0.0003), (, -0.0005), (, 0.0011), (, 0.0005), (, 0.0001), (, 0.0), (, 0.0017), (, 0.0), (, 0.0005), (, -0.0015), (, -0.0011), (, -0.0019), (, 0.0007), (, 0.0005), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0006), (, 0.0005), (, -0.0022), (, -0.0006), (, -0.0023), (, -0.0004), (, 0.0001), (, 0.0006), (, -0.0002), (, -0.0001), (, 0.0014), (, 0.0003), (, 0.0015), (, 0.0), (, 0.003), (, -0.0), (, -0.0003), (, -0.0001)] +20:12:49,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.1089 0.0774 0.089 0.097 ] probs=[0.1975 0.1974 0.202 0.2038 0.1993] +20:12:51,599 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0003647058823529412 std=0.0013792330249179148 min=-0.005 max=0.0019 +20:12:51,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0015), (, 0.0019), (, -0.0015), (, -0.005), (, -0.0022), (, -0.0001), (, -0.0002), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, 0.0017), (, -0.0015), (, -0.0005), (, -0.0023), (, 0.0001), (, 0.0001), (, 0.0014), (, 0.0001), (, -0.0011), (, -0.0025), (, 0.0014), (, -0.0019), (, -0.0004), (, -0.0004), (, 0.0017), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0008), (, -0.0002)] +20:12:53,44 root INFO ContextualMultiArmedBanditAgent - exp=[0.1236 0.1614 0.2008 0.2282 0.146 ] probs=[0.2005 0.2002 0.2011 0.2005 0.1977] +20:12:55,19 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0005193548387096773 std=0.0012124141086541692 min=-0.005 max=0.0017 +20:12:55,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0007), (, 0.0001), (, -0.0023), (, -0.0001), (, -0.0006), (, -0.0), (, 0.0017), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0003), (, 0.0014), (, -0.005), (, -0.0005), (, -0.0025), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0015), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0025), (, 0.0008), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0)] +20:12:56,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.0397 0.0801 0.0888 0.0796 0.102 ] probs=[0.1974 0.2045 0.1992 0.2002 0.1986] +20:12:58,187 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0006172413793103449 std=0.0012370902917782074 min=-0.005 max=0.0014 +20:12:58,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0025), (, -0.0001), (, -0.0001), (, -0.0023), (, -0.001), (, 0.0), (, 0.0014), (, 0.0002), (, 0.0001), (, -0.0002), (, 0.0008), (, -0.0006), (, 0.0002), (, -0.0001), (, -0.0007), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0025), (, -0.0001), (, 0.0), (, -0.0), (, -0.0005), (, -0.0002), (, -0.005), (, -0.0)] +20:12:59,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.0491 0.0856 0.0499 0.0475] probs=[0.201 0.2004 0.2038 0.1994 0.1953] +20:13:01,249 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=32 avg=-0.00045937500000000004 std=0.0008275941694906992 min=-0.0025 max=0.0008 +20:13:01,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0006), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0023), (, -0.0005), (, -0.0002), (, 0.0004), (, 0.0002), (, -0.0025), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.001), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, 0.0008), (, -0.0), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0025), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0007), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0), (, -0.0)] +20:13:02,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1033 0.1317 0.076 0.0959 0.1427] probs=[0.1983 0.2022 0.1995 0.2051 0.1949] +20:13:04,537 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0004903225806451613 std=0.0008822094107006703 min=-0.0037 max=0.0008 +20:13:04,537 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0037), (, -0.0025), (, -0.0007), (, 0.0008), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0), (, -0.001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0001), (, 0.0001), (, -0.0006), (, 0.0001)] +20:13:05,901 root INFO ContextualMultiArmedBanditAgent - exp=[0.1046 0.1143 0.1291 0.1103 0.1591] probs=[0.2056 0.1937 0.1944 0.2027 0.2036] +20:13:07,921 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.00042333333333333334 std=0.0012606039117114554 min=-0.0037 max=0.0039 +20:13:07,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0), (, -0.0037), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0), (, 0.0001), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0039), (, -0.0003), (, -0.0004), (, -0.0005), (, 0.0), (, 0.0), (, -0.0009), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0), (, 0.0002), (, 0.0), (, -0.0025)] +20:13:09,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1349 0.1014 0.106 0.1139] probs=[0.1967 0.195 0.1973 0.206 0.205 ] +20:13:11,450 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=27 avg=-0.0007074074074074074 std=0.0010773513220190716 min=-0.0037 max=0.0001 +20:13:11,451 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0027), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0009), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0037), (, -0.0004), (, -0.0025), (, 0.0)] +20:13:12,850 root INFO ContextualMultiArmedBanditAgent - exp=[0.1103 0.0965 0.1354 0.1109 0.1089] probs=[0.2017 0.1957 0.2016 0.201 0.2 ] +20:13:14,818 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-0.0005655172413793105 std=0.0010587161587862675 min=-0.0037 max=0.0018 +20:13:14,818 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0009), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0037), (, 0.0018), (, -0.0), (, 0.0), (, -0.0025), (, -0.0005), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0001), (, -0.001), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0004)] +20:13:16,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.06 0.0888 0.0705 0.089 ] probs=[0.194 0.2041 0.1986 0.2023 0.201 ] +20:13:18,16 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0006296296296296295 std=0.0010865558276174736 min=-0.0037 max=0.0018 +20:13:18,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0037), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0004), (, -0.0005), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0018), (, 0.0), (, -0.0025), (, -0.0027), (, 0.0003), (, -0.001), (, -0.0006), (, 0.0)] +20:13:19,297 root INFO ContextualMultiArmedBanditAgent - exp=[0.1294 0.151 0.1573 0.1112 0.1487] probs=[0.1978 0.202 0.1912 0.2057 0.2033] +20:13:21,104 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00085 std=0.001162396948837473 min=-0.0037 max=0.0018 +20:13:21,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0007), (, -0.0006), (, 0.0008), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0027), (, 0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0013), (, -0.0013), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0), (, -0.0007), (, -0.001), (, -0.0005), (, 0.0018), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0037), (, -0.0008), (, -0.0012), (, -0.0024), (, -0.001), (, 0.0), (, -0.0001), (, -0.0027), (, 0.0)] +20:13:22,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.0905 0.1703 0.1447 0.12 0.1081] probs=[0.2001 0.1986 0.1997 0.1979 0.2037] +20:13:24,624 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0006424242424242423 std=0.001415933208283991 min=-0.0037 max=0.0023 +20:13:24,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, -0.0008), (, -0.0001), (, -0.0001), (, 0.0023), (, -0.0024), (, 0.0), (, -0.0027), (, 0.0), (, -0.0026), (, 0.0017), (, -0.0013), (, -0.0005), (, 0.0012), (, 0.0), (, -0.0013), (, 0.0), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0027), (, 0.0003), (, -0.001), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0013), (, 0.0008), (, 0.001), (, -0.0037), (, -0.0006), (, -0.0003), (, -0.0012), (, 0.0014), (, 0.0009)] +20:13:26,361 root INFO ContextualMultiArmedBanditAgent - exp=[0.0396 0.0917 0.0459 0.0548 0.0764] probs=[0.202 0.2085 0.1956 0.1992 0.1948] +20:13:28,470 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0006705882352941177 std=0.0014275708309953135 min=-0.0037 max=0.0023 +20:13:28,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.001), (, -0.0008), (, -0.0006), (, 0.0017), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0013), (, -0.0027), (, -0.0006), (, 0.0001), (, -0.0), (, 0.0017), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0005), (, -0.0007), (, -0.001), (, -0.0013), (, -0.0015), (, -0.0001), (, -0.0013), (, -0.0013), (, -0.0024), (, 0.0), (, -0.0037), (, 0.0023), (, -0.0001), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0026), (, 0.0009), (, 0.0014), (, -0.0009), (, 0.0012), (, -0.0012)] +20:13:30,191 root INFO ContextualMultiArmedBanditAgent - exp=[0.0408 0.0941 0.0932 0.0818 0.0842] probs=[0.1987 0.2008 0.1988 0.2086 0.193 ] +20:13:32,242 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=35 avg=-0.0008171428571428571 std=0.0012527651049431675 min=-0.0037 max=0.0017 +20:13:32,242 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0003), (, -0.0008), (, 0.0014), (, -0.0026), (, -0.0), (, 0.0001), (, 0.0017), (, -0.0024), (, -0.0013), (, -0.0027), (, -0.0), (, -0.0019), (, 0.0005), (, -0.0006), (, -0.0013), (, -0.0013), (, 0.0), (, -0.0012), (, -0.001), (, 0.0001), (, -0.0006), (, 0.0011), (, -0.0009), (, -0.0015), (, -0.0024), (, -0.0027), (, -0.0001), (, -0.0037), (, -0.0001), (, 0.0017), (, 0.0001), (, 0.0001), (, -0.0007), (, -0.0013), (, -0.0005), (, 0.0)] +20:13:33,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.0592 0.0357 0.0334 0.0392] probs=[0.1956 0.1949 0.2055 0.2058 0.1982] +20:13:35,830 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0011586206896551721 std=0.001092140334982678 min=-0.0037 max=0.0002 +20:13:35,830 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0001), (, -0.0), (, -0.0024), (, -0.0015), (, 0.0001), (, -0.0027), (, -0.0003), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0007), (, -0.0004), (, -0.0024), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0008), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0036), (, -0.0012), (, -0.0008), (, -0.0026), (, -0.0008), (, 0.0), (, -0.0037), (, -0.0004)] +20:13:37,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.0465 0.0671 0.0443 0.0688 0.0768] probs=[0.2002 0.2028 0.1991 0.1966 0.2013] +20:13:39,99 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0010413793103448278 std=0.0011394243075673724 min=-0.0036 max=0.0006 +20:13:39,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0003), (, 0.0), (, -0.0008), (, -0.0013), (, -0.0027), (, -0.0014), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0008), (, -0.0005), (, 0.0006), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0036), (, -0.0001), (, -0.0024), (, 0.0), (, 0.0001), (, -0.0026), (, -0.0026), (, 0.0001), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0024), (, -0.0004), (, -0.0015), (, -0.0003), (, -0.0007), (, -0.0001)] +20:13:40,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.0735 0.1236 0.1029 0.0756 0.1334] probs=[0.2048 0.198 0.2029 0.2009 0.1934] +20:13:42,573 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0011190476190476191 std=0.0012715266593160655 min=-0.0036 max=0.0007 +20:13:42,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0), (, 0.0007), (, -0.0036), (, -0.0008), (, -0.0001), (, -0.0004), (, 0.0006), (, -0.0026), (, -0.0005), (, -0.0024), (, -0.0026), (, -0.0015), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0014), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0003), (, -0.0008)] +20:13:43,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.1044 0.067 0.0892 0.0537] probs=[0.2085 0.2061 0.1929 0.1945 0.198 ] +20:13:45,761 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0010000000000000002 std=0.0011413707866978517 min=-0.0036 max=0.0006 +20:13:45,761 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0036), (, -0.0015), (, -0.0008), (, 0.0006), (, -0.0003), (, -0.0014), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0027), (, -0.0003), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0008), (, -0.0026)] +20:13:46,759 root INFO ContextualMultiArmedBanditAgent - exp=[0.1397 0.15 0.165 0.1817 0.1387] probs=[0.2034 0.2037 0.1917 0.1967 0.2044] +20:13:48,686 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=27 avg=-0.0006666666666666666 std=0.0010495148791139083 min=-0.0036 max=0.0006 +20:13:48,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0008), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0001), (, -0.0004), (, -0.0), (, 0.0), (, 0.0006), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0011), (, -0.0002), (, 0.0002), (, -0.0014), (, -0.0003), (, -0.0026), (, 0.0006), (, -0.0006), (, -0.0036), (, -0.0002), (, 0.0001), (, -0.0008), (, -0.0003), (, -0.0008)] +20:13:49,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.063 0.087 0.0611 0.0777 0.0659] probs=[0.1959 0.1921 0.2035 0.2035 0.2051] +20:13:51,783 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.0006480000000000001 std=0.0010844795987016076 min=-0.0036 max=0.0005 +20:13:51,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0014), (, -0.0026), (, -0.0011), (, -0.0036), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0005), (, 0.0003), (, -0.0014), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0001)] +20:13:53,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0414 0.0605 0.0214 0.0371 0.0504] probs=[0.1976 0.2057 0.2 0.1999 0.1968] +20:13:55,263 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00046799999999999994 std=0.0010679775278534657 min=-0.0036 max=0.0009 +20:13:55,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0001), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0036), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0004), (, -0.0003), (, 0.0), (, -0.0011), (, 0.0006), (, -0.0003), (, 0.0003), (, 0.0003), (, 0.0001), (, -0.0008), (, 0.0009), (, -0.0002), (, -0.0001)] +20:13:56,540 root INFO ContextualMultiArmedBanditAgent - exp=[0.1483 0.1467 0.1919 0.2125 0.2307] probs=[0.2035 0.2077 0.2021 0.196 0.1908] +20:13:58,569 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0007095238095238094 std=0.0011799534946060827 min=-0.0036 max=0.0007 +20:13:58,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.0014), (, -0.0001), (, 0.0001), (, 0.0007), (, -0.0018), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0036), (, 0.0), (, 0.0001), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0011)] +20:13:59,692 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1173 0.0898 0.0848 0.0858] probs=[0.1991 0.2022 0.1996 0.1998 0.1994] +20:14:01,627 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=-0.0006727272727272726 std=0.000978952045525222 min=-0.0036 max=0.0006 +20:14:01,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0004), (, -0.0003), (, -0.0005), (, 0.0006), (, -0.0018), (, -0.0004), (, -0.0021), (, -0.0001), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0014), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0036), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0014)] +20:14:02,883 root INFO ContextualMultiArmedBanditAgent - exp=[0.1781 0.2703 0.1382 0.1289 0.1866] probs=[0.1979 0.2091 0.1972 0.1991 0.1966] +20:14:04,840 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=25 avg=-0.000608 std=0.00087220181150924 min=-0.0036 max=0.0004 +20:14:04,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0036), (, 0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0021), (, -0.0011), (, 0.0001), (, -0.0018), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0004), (, -0.0008), (, 0.0004), (, -0.0)] +20:14:06,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.082 0.0855 0.044 0.0933] probs=[0.1993 0.1988 0.1994 0.2026 0.1999] +20:14:08,717 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=23 avg=-0.0006695652173913044 std=0.0009470479454410337 min=-0.0036 max=0.0004 +20:14:08,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0), (, -0.0001), (, -0.0018), (, -0.0001), (, -0.0021), (, -0.0014), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0008), (, -0.0014), (, -0.0036), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0002), (, 0.0004), (, -0.0003), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0002), (, 0.0004), (, -0.002), (, -0.0002)] +20:14:10,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.1302 0.0932 0.0619 0.0671 0.0726] probs=[0.1979 0.1995 0.2031 0.1964 0.203 ] +20:14:12,167 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=22 avg=-0.0006227272727272728 std=0.0009586599635010499 min=-0.0036 max=0.0004 +20:14:12,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0002), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0), (, -0.0016), (, -0.0), (, -0.0), (, 0.0004), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0008), (, -0.0005), (, -0.0021), (, -0.0), (, -0.0), (, -0.0036), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.002), (, -0.0001)] +20:14:13,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.0383 0.0642 0.0327 0.0162 0.009 ] probs=[0.2008 0.2015 0.1963 0.1993 0.2021] +20:14:15,820 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=19 avg=-0.0006157894736842105 std=0.0009718474852702138 min=-0.0036 max=0.0002 +20:14:15,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0016), (, 0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0036), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0), (, -0.0001), (, -0.0008), (, -0.002), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0), (, 0.0)] +20:14:17,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.1595 0.149 0.1775 0.185 0.1936] probs=[0.2093 0.2025 0.1943 0.2017 0.1922] +20:14:19,884 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=22 avg=-0.00034090909090909094 std=0.0007062442861613374 min=-0.0021 max=0.0006 +20:14:19,885 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0001), (, -0.0008), (, 0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0006), (, -0.0009), (, -0.0), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.002), (, -0.0002), (, -0.0003), (, -0.0017), (, -0.0001), (, 0.0), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0)] +20:14:21,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.115 0.1251 0.0998 0.1049 0.0644] probs=[0.2059 0.2012 0.1969 0.1964 0.1996] +20:14:23,748 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00026333333333333336 std=0.0006705636103723164 min=-0.0021 max=0.0009 +20:14:23,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0017), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0021), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0009), (, 0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, 0.0006), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0005), (, -0.0001), (, -0.002)] +20:14:25,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0703 0.1176 0.0825 0.1143 0.1093] probs=[0.1987 0.1982 0.2037 0.1998 0.1996] +20:14:27,426 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0003259259259259259 std=0.0006812801635008158 min=-0.0021 max=0.0006 +20:14:27,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0021), (, -0.0001), (, 0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0008), (, 0.0002), (, -0.0009), (, -0.0002), (, 0.0002), (, 0.0005), (, -0.0002), (, -0.0001), (, -0.0017), (, -0.002), (, -0.0), (, 0.0), (, 0.0), (, 0.0006), (, 0.0)] +20:14:28,668 root INFO ContextualMultiArmedBanditAgent - exp=[0.0929 0.1007 0.0812 0.0712 0.0695] probs=[0.1983 0.1941 0.1965 0.2117 0.1994] +20:14:30,815 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00026551724137931036 std=0.0005897257469360538 min=-0.002 max=0.0006 +20:14:30,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, 0.0004), (, -0.0009), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0017), (, 0.0001), (, -0.0002), (, -0.001), (, -0.002), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0), (, 0.0006), (, -0.0001), (, 0.0005), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0001)] +20:14:32,142 root INFO ContextualMultiArmedBanditAgent - exp=[0.1188 0.0897 0.094 0.0948 0.1391] probs=[0.2013 0.2018 0.2012 0.1968 0.1988] +20:14:34,338 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.00020357142857142858 std=0.00046328188183957327 min=-0.0014 max=0.0006 +20:14:34,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0006), (, -0.0008), (, 0.0005), (, -0.0), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.001), (, -0.0009), (, -0.0001), (, -0.0009), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0)] +20:14:35,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.1156 0.1828 0.1186 0.1205 0.1254] probs=[0.2039 0.2024 0.2029 0.1953 0.1954] +20:14:38,215 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.00028000000000000003 std=0.0005215361924162118 min=-0.0014 max=0.0006 +20:14:38,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0009), (, 0.0005), (, 0.0006), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0002), (, -0.001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0001), (, -0.0014), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0), (, 0.0001), (, 0.0001)] +20:14:39,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1416 0.1002 0.1173 0.1241] probs=[0.1972 0.2077 0.1965 0.204 0.1946] +20:14:41,638 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0002846153846153846 std=0.00044349339401229457 min=-0.0014 max=0.0004 +20:14:41,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0002)] +20:14:43,21 root INFO ContextualMultiArmedBanditAgent - exp=[0.1254 0.1538 0.1526 0.1427 0.1228] probs=[0.206 0.1956 0.1982 0.199 0.2012] +20:14:44,925 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00032400000000000007 std=0.00041979042390221337 min=-0.0014 max=0.0001 +20:14:44,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0001), (, -0.0), (, -0.0009), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0), (, 0.0), (, -0.0002)] +20:14:46,448 root INFO ContextualMultiArmedBanditAgent - exp=[0.1495 0.1617 0.1444 0.1366 0.1476] probs=[0.2009 0.2016 0.1928 0.2015 0.2033] +20:14:48,812 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0003038461538461538 std=0.0004108909355860087 min=-0.0014 max=0.0001 +20:14:48,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0006), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0014), (, 0.0), (, -0.0)] +20:14:50,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1136 0.1431 0.1458 0.1412 0.1411] probs=[0.203 0.2013 0.1975 0.1966 0.2016] +20:14:52,186 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=23 avg=-0.00034347826086956524 std=0.0004178891957950012 min=-0.0014 max=0.0001 +20:14:52,187 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, 0.0001), (, -0.0), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0001), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0), (, -0.0002), (, -0.0)] +20:14:53,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0815 0.0831 0.022 0.0484 0.0707] probs=[0.1968 0.207 0.2031 0.1973 0.1959] +20:14:56,128 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.0003260869565217391 std=0.00038922150986669675 min=-0.0014 max=0.0001 +20:14:56,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0)] +20:14:57,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1247 0.1113 0.1231 0.1115] probs=[0.1945 0.2027 0.2055 0.198 0.1993] +20:14:59,724 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=26 avg=-0.0002230769230769231 std=0.00033547634595933114 min=-0.0014 max=0.0005 +20:14:59,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0001), (, 0.0005), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0014), (, -0.0001)] +20:15:01,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.1367 0.1472 0.1131 0.1387 0.0747] probs=[0.1969 0.2003 0.1987 0.2039 0.2002] +20:15:03,260 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00016451612903225804 std=0.00034692044927757003 min=-0.0014 max=0.0005 +20:15:03,260 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0005), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0002), (, -0.0009)] +20:15:04,810 root INFO ContextualMultiArmedBanditAgent - exp=[0.1186 0.1483 0.1505 0.091 0.085 ] probs=[0.197 0.2046 0.1981 0.1991 0.2012] +20:15:07,75 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00018461538461538463 std=0.0003438384098250309 min=-0.0014 max=0.0005 +20:15:07,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0014), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0005), (, -0.0), (, -0.0)] +20:15:08,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.0694 0.1121 0.0709 0.1001] probs=[0.1958 0.2041 0.1971 0.2017 0.2013] +20:15:10,389 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00022692307692307695 std=0.0003334639783425955 min=-0.0014 max=0.0005 +20:15:10,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0005), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0)] +20:15:11,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.1531 0.1309 0.1593 0.196 0.1487] probs=[0.1986 0.2021 0.2045 0.2056 0.1891] +20:15:13,785 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0002666666666666667 std=0.0003833850896737209 min=-0.0014 max=0.0005 +20:15:13,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0007), (, -0.0005), (, 0.0003), (, 0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0014), (, -0.0002), (, -0.0003)] +20:15:14,976 root INFO ContextualMultiArmedBanditAgent - exp=[0.074 0.0413 0.0549 0.0184 0.0656] probs=[0.1965 0.2004 0.2065 0.1997 0.1969] +20:15:17,119 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.00017727272727272725 std=0.00034103028148913986 min=-0.0007 max=0.0006 +20:15:17,119 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0002), (, 0.0003), (, -0.0006), (, 0.0005), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0006), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0)] +20:15:18,411 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.0954 0.0989 0.1177 0.0763] probs=[0.193 0.2066 0.1962 0.2046 0.1996] +20:15:20,595 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.00017391304347826088 std=0.00035779201063375625 min=-0.0007 max=0.0006 +20:15:20,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, 0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0006), (, 0.0004), (, -0.0005), (, -0.0003), (, 0.0004), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002)] +20:15:21,774 root INFO ContextualMultiArmedBanditAgent - exp=[0.0743 0.0546 0.0886 0.0681 0.1095] probs=[0.199 0.1981 0.2114 0.1931 0.1984] +20:15:23,752 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.00014285714285714284 std=0.0003994894701174161 min=-0.0007 max=0.0006 +20:15:23,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, 0.0006), (, -0.0002), (, 0.0005), (, -0.0007), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0003), (, -0.0006), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0005), (, 0.0004), (, 0.0), (, -0.0002)] +20:15:24,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1069 0.161 0.1062 0.1477 0.1825] probs=[0.1928 0.2033 0.205 0.2002 0.1987] +20:15:26,739 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0001789473684210526 std=0.000331787737104726 min=-0.0007 max=0.0006 +20:15:26,739 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0003), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, 0.0001), (, 0.0006), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0005), (, -0.0002), (, -0.0002)] +20:15:27,753 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.0712 0.1078 0.0605 0.0899] probs=[0.1917 0.2003 0.206 0.2019 0.2001] +20:15:30,335 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:15:30,337 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.2423529411764706 std=0.37852220094599015 min=-0.0822 max=1.2018 +20:15:30,337 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.6505), (, 0.1591), (, 0.0854), (, -0.0215), (, -0.0564), (, -0.0822), (, -0.0038), (, 0.6505), (, 0.0731), (, 1.0149), (, 0.195), (, 0.0347), (, 0.0164), (, 1.2018), (, 0.1154), (, -0.0221), (, 0.1092)] +20:15:30,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.1456 0.1366 0.1005 0.1034] probs=[0.1926 0.2134 0.1983 0.1981 0.1977] +20:15:32,388 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0173 std=0.062445473357619304 min=-0.0822 max=0.1092 +20:15:32,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0822), (, -0.0822), (, -0.0564), (, 0.0164), (, -0.0038), (, -0.0221), (, 0.1092)] +20:15:32,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.1242 0.3148 0.1866 0.3358 0.3023] probs=[0.1813 0.204 0.2002 0.1963 0.2182] +20:15:34,40 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03838333333333333 std=0.037918263702630454 min=-0.0822 max=0.0164 +20:15:34,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0822), (, -0.0822), (, -0.0564), (, -0.0221), (, 0.0164), (, -0.0038)] +20:15:34,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1084 0.0706 0.1524 0.079 0.1033] probs=[0.2052 0.2002 0.2075 0.1997 0.1875] +20:15:35,685 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.041125 std=0.030313311844798484 min=-0.0822 max=-0.0038 +20:15:35,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0822), (, -0.0038), (, -0.0564)] +20:15:35,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.2566 0.1411 0.1702 0.0825 0.1421] probs=[0.1832 0.1893 0.2115 0.2167 0.1992] +20:15:37,152 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1799 std=0.0 min=0.1799 max=0.1799 +20:15:37,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1799)] +20:15:37,180 root INFO ContextualMultiArmedBanditAgent - exp=[-0.011 0.0697 0.0021 0.0226 -0.0047] probs=[0.1946 0.211 0.1972 0.2013 0.1959] +20:15:38,595 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:38,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +20:15:38,630 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:39,960 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:39,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +20:15:40,96 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:41,452 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002999999999999999 std=0.005939696961966999 min=-0.0045 max=0.0081 +20:15:41,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0081)] +20:15:41,578 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0055 0.0316 0.0005 0.0082 -0.0022] probs=[0.2254 0.1981 0.1505 0.1988 0.2272] +20:15:42,844 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0026999999999999997 std=0.005299056519796708 min=-0.0045 max=0.0081 +20:15:42,844 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0081), (, -0.0), (, 0.0045)] +20:15:42,937 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0411 0.0009 0.0118 -0.0028] probs=[0.1969 0.2066 0.1984 0.2006 0.1976] +20:15:44,375 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:44,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0)] +20:15:44,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.2192 0.2715 0.2224 0.1912 0.3325] probs=[0.2101 0.1824 0.2113 0.2066 0.1896] +20:15:45,726 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0016333333333333332 std=0.008673843182554982 min=-0.0045 max=0.0139 +20:15:45,726 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0045), (, 0.0139)] +20:15:45,818 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:47,404 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:47,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +20:15:47,434 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:48,674 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:48,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] +20:15:48,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.4361 0.3601 0.4606 0.232 ] probs=[0.1978 0.206 0.1749 0.1859 0.2355] +20:15:50,83 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:50,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] +20:15:50,149 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:51,382 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:51,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +20:15:51,408 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:52,626 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:52,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] +20:15:52,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.3395 0.1762 0.488 0.0569 0.2613] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:54,65 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:54,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] +20:15:54,108 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2008 0.1364 0.2581 0.2111 0.1935] +20:15:55,346 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:55,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0)] +20:15:55,416 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.178 0.1908 0.1909 0.2158 0.2245] +20:15:56,785 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 +20:15:56,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0)] +20:15:56,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.0948 0.1793 0.0286 0.019 ] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:58,205 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.005633333333333333 std=0.0016027753706895082 min=-0.0079 max=-0.0045 +20:15:58,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0079)] +20:15:58,303 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:15:59,969 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0039000000000000007 std=0.0035364765892999584 min=-0.0079 max=0.0007 +20:15:59,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0045), (, 0.0007)] +20:16:00,56 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1816 0.1921 0.2056 0.2338 0.1869] +20:16:01,456 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0079 std=0.0 min=-0.0079 max=-0.0079 +20:16:01,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079)] +20:16:01,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:02,993 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 +20:16:02,993 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] +20:16:03,41 root INFO ContextualMultiArmedBanditAgent - exp=[0.4513 0.3647 0.3935 0.2955 0.7102] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:04,419 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0026 std=0.0 min=0.0026 max=0.0026 +20:16:04,420 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, 0.0)] +20:16:04,475 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2198 0.198 0.1612 0.2236 0.1973] +20:16:05,823 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0046 std=0.002 min=0.0026 max=0.0066 +20:16:05,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, 0.0066), (, 0.0)] +20:16:05,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0007 0.3192 0.3176 0.1135 0.2773] probs=[0.2013 0.1857 0.19 0.2193 0.2038] +20:16:07,358 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 +20:16:07,358 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0), (, 0.0066)] +20:16:07,450 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2084 0.1899 0.1868 0.2113 0.2037] +20:16:08,790 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0043 std=0.0 min=-0.0043 max=-0.0043 +20:16:08,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0)] +20:16:08,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.2898 0.1768 0.3097 0.0606] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:10,483 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.0072250000000000005 std=0.020719239247617177 min=-0.0056 max=0.0431 +20:16:10,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0), (, -0.0043), (, 0.0431), (, -0.0056)] +20:16:10,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.1801 0.0992 0.006 0.0896 0.1015] probs=[0.1873 0.2103 0.1989 0.1974 0.2062] +20:16:12,288 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0009999999999999998 std=0.0076249590162833 min=-0.0056 max=0.0122 +20:16:12,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0122), (, -0.0056), (, -0.005)] +20:16:12,414 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:13,839 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:13,839 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +20:16:13,923 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:15,221 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:15,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +20:16:15,282 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2762 0.1781 0.182 0.2046 0.1591] +20:16:16,582 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024749999999999998 std=0.010303245847789909 min=-0.0056 max=0.0196 +20:16:16,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0196), (, 0.0015), (, -0.0056)] +20:16:16,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.5398 0.2728 0.1812 0.3287 0.402 ] probs=[0.1846 0.2091 0.2117 0.2013 0.1933] +20:16:18,44 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024749999999999998 std=0.010303245847789909 min=-0.0056 max=0.0196 +20:16:18,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015), (, 0.0196), (, -0.0056)] +20:16:18,181 root INFO ContextualMultiArmedBanditAgent - exp=[0.1981 0.1187 0.0616 0.0049 0.1379] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:19,398 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009800000000000001 std=0.0059396969619669995 min=-0.0182 max=-0.0056 +20:16:19,398 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0182)] +20:16:19,520 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:20,831 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009800000000000001 std=0.0059396969619669995 min=-0.0182 max=-0.0056 +20:16:20,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0182)] +20:16:20,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.3962 0.1129 0.3698 0.2538 0.13 ] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:22,321 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:22,321 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +20:16:22,369 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:23,607 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0028 std=0.011879393923933997 min=-0.0056 max=0.0196 +20:16:23,608 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0196)] +20:16:23,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0911 0.0532 0.1284 0.1203 0.1956] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:25,1 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.00655252283899534 min=-0.0056 max=0.0083 +20:16:25,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0083)] +20:16:25,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.3915 0.4764 0.4791 0.3533 0.7644] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:26,244 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0009249999999999998 std=0.006552623520392423 min=-0.0056 max=0.0083 +20:16:26,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0083), (, 0.0066), (, -0.0056)] +20:16:26,370 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1903 0.1887 0.2077 0.1966 0.2166] +20:16:27,578 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:27,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0)] +20:16:27,672 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.184 0.1971 0.2017 0.232 0.1851] +20:16:29,32 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:29,32 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +20:16:29,119 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:30,349 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.002133333333333334 std=0.010936584882351936 min=-0.0056 max=0.0176 +20:16:30,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0176)] +20:16:30,439 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:31,831 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008999999999999998 std=0.009192388155425118 min=-0.0056 max=0.0139 +20:16:31,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0139)] +20:16:31,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.1662 0.3091 0.0499 0.186 0.171 ] probs=[0.2165 0.2108 0.2192 0.175 0.1784] +20:16:33,231 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:33,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056)] +20:16:33,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.378 0.46 0.1267 0.4 0.1883] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:16:34,623 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 +20:16:34,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] +20:16:34,679 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] +20:17:01,781 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 164.7 MiB, max: 356.4 MiB +20:17:01,822 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.1 sec. +20:17:01,822 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +20:17:01,829 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. +20:17:01,835 root CRITICAL ApiComposer - Pipeline composition started. +20:18:15,989 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:23:07,679 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +20:25:10,719 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +20:26:33,230 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +20:35:35,966 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. +20:39:20,904 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +20:39:24,301 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +20:39:24,744 root CRITICAL ApiComposer - Model generation finished +20:39:50,587 root CRITICAL FEDOT logger - Final pipeline was fitted +20:39:50,588 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +20:39:50,588 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 242.7 MiB, max: 447.1 MiB +20:40:54,718 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +20:40:54,718 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json new file mode 100644 index 00000000..766beb73 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json @@ -0,0 +1,213 @@ +{ + "input_config": { + "timeout": 60, + "launch_num": 5, + "datasets": [ + "segment", + "car", + "cnae-9", + "nomao" + ], + "common_fedot_params": { + "FEDOT_MAB": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false, + "context_agent_type": "surrogate", + "adaptive_mutation_type": "pretrained_contextual_mab" + }, + "FEDOT_Classic": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false + } + } + }, + "dataset_ids": [ + 3, + 6, + 11, + 12, + 14, + 15, + 16, + 18, + 22, + 23, + 28, + 29, + 31, + 32, + 37, + 44, + 46, + 50, + 54, + 151, + 182, + 188, + 38, + 307, + 300, + 458, + 469, + 554, + 1049, + 1050, + 1053, + 1063, + 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"bank-marketing", + "MiceProtein", + "wilt", + "analcatdata_dmft", + "jm1", + "texture", + "churn", + "mfeat-factors", + "nomao", + "steel-plates-fault", + "pc3", + "vowel", + "first-order-theorem-proving", + "pc4", + "numerai28.6", + "cnae-9", + "segment", + "electricity", + "credit-approval", + "eucalyptus", + "connect-4", + "har", + "mfeat-zernike", + "kc1", + "ozone-level-8hr", + "cylinder-bands", + "wall-robot-navigation", + "adult", + "mfeat-karhunen", + "pc1", + "kr-vs-kp", + "optdigits", + "Fashion-MNIST", + "banknote-authentication", + "analcatdata_authorship", + "letter", + "dna", + "wdbc", + "car", + "Bioresponse", + "diabetes", + "spambase", + "breast-w", + "semeion" + ], + "experiment_start_date_iso": "2023-08-28T18:44" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/evaluation_results.csv new file mode 100644 index 00000000..782ffc95 --- /dev/null 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mode 100644 index 00000000..e7873175 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/log.txt @@ -0,0 +1,22 @@ +20:41:42,912 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 164.5 MiB, max: 356.3 MiB +20:41:42,951 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.3 sec. +20:41:42,952 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +20:41:42,957 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. +20:41:42,962 root CRITICAL ApiComposer - Pipeline composition started. +20:42:46,62 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:46:42,673 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +20:51:02,255 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +20:52:02,100 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +20:53:02,441 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +20:57:33,523 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. +20:58:35,260 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +21:02:25,661 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. +21:08:54,407 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. +21:08:58,748 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +21:09:00,39 root CRITICAL ApiComposer - Model generation finished +21:10:03,105 root CRITICAL FEDOT logger - Final pipeline was fitted +21:10:03,105 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False, 'max_depth': 10, 'learning_rate': 0.1326009415776285, 'min_data_in_leaf': 2.0, 'border_count': 160, 'l2_leaf_reg': 0.5849124776305555} +21:10:03,106 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 241.6 MiB, max: 446.0 MiB +21:15:11,368 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +21:15:11,369 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. 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max: 356.3 MiB +21:16:54,778 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.3 sec. +21:16:54,779 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +21:16:54,784 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. +21:16:54,789 root CRITICAL ApiComposer - Pipeline composition started. +21:18:13,803 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +21:21:52,259 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +21:24:26,349 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +21:24:49,425 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +21:28:25,538 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +21:29:18,437 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +21:38:57,532 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. +21:43:57,345 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +21:43:59,796 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +21:44:01,60 root CRITICAL ApiComposer - Model generation finished +21:44:26,951 root CRITICAL FEDOT logger - Final pipeline was fitted +21:44:26,952 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +21:44:26,952 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 241.9 MiB, max: 446.3 MiB +21:45:31,694 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +21:45:31,695 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ No 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b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/log.txt @@ -0,0 +1,38 @@ +09:07:18,844 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/checkpoints/last.ckpt +09:07:19,32 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/hparams.yaml +09:07:30,561 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 20.3 MiB, max: 23.7 MiB +09:07:30,562 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. +09:07:30,562 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +09:07:30,567 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +09:07:30,572 root CRITICAL ApiComposer - Pipeline composition started. +09:08:04,749 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:08:46,736 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +09:09:08,202 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +09:09:19,494 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +09:09:19,948 root WARNING MultiprocessingDispatcher - 0 individuals out of 0 in previous population were evaluated successfully. 0% is a fairly small percentage of successful evaluation. +09:09:30,147 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:09:43,614 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +09:09:53,542 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:10:21,349 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:10:30,534 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +09:11:05,408 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +09:11:42,411 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. +09:12:25,367 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. +09:14:15,864 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:14:20,27 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:15:06,86 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. +09:15:43,355 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. +09:16:13,878 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +09:16:20,947 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:16:20,987 root CRITICAL MultiprocessingDispatcher - 53 individuals out of 53 in previous population were evaluated successfully. +09:20:42,672 root CRITICAL MultiprocessingDispatcher - 33 individuals out of 33 in previous population were evaluated successfully. +09:21:03,899 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. +09:21:12,527 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:21:12,612 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +09:21:13,12 root CRITICAL ApiComposer - Model generation finished +09:21:16,836 root CRITICAL FEDOT logger - Final pipeline was fitted +09:21:16,837 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +09:21:16,837 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 22.2 MiB, max: 24.8 MiB +09:21:48,847 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +09:21:48,847 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ 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+09:22:09,29 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +09:22:09,33 root CRITICAL ApiComposer - Pipeline composition started. +09:22:30,690 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:22:55,970 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +09:23:02,263 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +09:23:34,715 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. +09:23:45,329 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:23:51,959 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +09:23:59,990 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. +09:24:25,944 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +09:24:46,887 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +09:24:55,988 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +09:25:13,627 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. +09:25:29,680 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. +09:26:01,510 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. +09:26:08,340 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:26:25,406 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. +09:26:50,743 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. +09:28:21,379 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. +09:28:21,399 root CRITICAL MultiprocessingDispatcher - 52 individuals out of 52 in previous population were evaluated successfully. +09:33:09,503 root CRITICAL MultiprocessingDispatcher - 32 individuals out of 32 in previous population were evaluated successfully. +09:33:30,315 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. +09:33:30,381 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +09:33:30,833 root CRITICAL ApiComposer - Model generation finished +09:33:34,786 root CRITICAL FEDOT logger - Final pipeline was fitted +09:33:34,787 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +09:33:34,787 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.5 MiB, max: 5.3 MiB +09:34:07,555 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +09:34:07,556 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ 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index 00000000..28420f96 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/log.txt @@ -0,0 +1,28 @@ +09:34:26,230 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 1.5 MiB, max: 4.9 MiB +09:34:26,231 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. +09:34:26,232 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. +09:34:26,236 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. +09:34:26,241 root CRITICAL ApiComposer - Pipeline composition started. +09:34:47,124 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:35:15,245 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. +09:35:43,135 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +09:36:58,591 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. +09:37:31,107 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. +09:38:03,403 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. +09:38:12,200 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. +09:38:25,347 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. +09:38:40,435 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. +09:41:11,399 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. +09:41:38,453 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. +09:44:59,227 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. +09:46:53,791 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. +09:47:16,609 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. +09:47:16,630 root CRITICAL MultiprocessingDispatcher - 53 individuals out of 53 in previous population were evaluated successfully. +09:47:16,687 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied +09:47:17,288 root CRITICAL ApiComposer - Model generation finished +09:47:21,175 root CRITICAL FEDOT logger - Final pipeline was fitted +09:47:21,176 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} +catboost - {'allow_writing_files': False, 'verbose': False} +09:47:21,176 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.3 MiB, max: 4.9 MiB +09:47:52,967 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. +09:47:52,967 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json new file mode 100644 index 00000000..f75f759e --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json @@ -0,0 +1,26 @@ +{ + "total_pipeline_operations": [ + "catboost" + ], + "depth": 1, + "nodes": [ + { + "operation_id": 0, + "operation_type": "catboost", + "operation_name": null, + "custom_params": { + "allow_writing_files": false, + "verbose": false + }, + "params": {}, + "nodes_from": [], + "fitted_operation_path": null, + "rating": null + } + ], + "preprocessing": [ + "preprocessing", + "data_preprocessor.pkl" + ], + "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json new file mode 100644 index 00000000..ffdfef83 --- /dev/null +++ b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json @@ -0,0 +1,210 @@ +{ + "input_config": { + "timeout": 60, + "launch_num": 5, + "datasets": [ + "segment" + ], + "common_fedot_params": { + "FEDOT_MAB": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false, + "context_agent_type": "surrogate", + "adaptive_mutation_type": "pretrained_contextual_mab" + }, + "FEDOT_Classic": { + "problem": "classification", + "n_jobs": -1, + "show_progress": false + } + } + }, + "dataset_ids": [ + 3, + 6, + 11, + 12, + 14, + 15, + 16, + 18, + 22, + 23, + 28, + 29, + 31, + 32, + 37, + 44, + 46, + 50, + 54, + 151, + 182, + 188, + 38, + 307, + 300, + 458, + 469, + 554, + 1049, + 1050, + 1053, + 1063, + 1067, + 1068, + 1590, + 4134, + 1510, + 1489, + 1494, + 1497, + 1501, + 1480, + 1485, + 1486, + 1487, + 1468, + 1475, + 1462, + 1464, + 4534, + 6332, + 1461, + 4538, + 1478, + 23381, + 40499, + 40668, + 40966, + 40982, + 40994, + 40983, + 40975, + 40984, + 40979, + 40996, + 41027, + 23517, + 40923, + 40927, + 40978, + 40670, + 40701 + ], + "dataset_ids_train": [ + 1063, + 40927, + 1480, + 54, + 40978, + 1464, + 300, + 18, + 23381, + 46, + 1461, + 40966, + 40983, + 469, + 1053, + 40499, + 40701, + 12, + 1486, + 40982, + 1050, + 307, + 1475, + 1049, + 23517, + 1468, + 40984, + 151, + 29, + 188, + 40668, + 1478, + 22, + 1067, + 1487, + 6332, + 1497, + 1590, + 16, + 1068, + 3, + 28, + 40996, + 1462, + 458, + 6, + 40670, + 1510, + 40975, + 4134, + 37, + 44, + 15, + 1501 + ], + "dataset_names_train": [ + "kc2", + "CIFAR_10", + "ilpd", + "vehicle", + "Internet-Advertisements", + "blood-transfusion-service-center", + "isolet", + "mfeat-morphological", + "dresses-sales", + "splice", + "bank-marketing", + "MiceProtein", + "wilt", + "analcatdata_dmft", + "jm1", + "texture", + "churn", + "mfeat-factors", + "nomao", + "steel-plates-fault", + "pc3", + "vowel", + "first-order-theorem-proving", + "pc4", + "numerai28.6", + "cnae-9", + "segment", + "electricity", + "credit-approval", + "eucalyptus", + "connect-4", + "har", + "mfeat-zernike", + "kc1", + "ozone-level-8hr", + "cylinder-bands", + "wall-robot-navigation", + "adult", + "mfeat-karhunen", + "pc1", + "kr-vs-kp", + "optdigits", + "Fashion-MNIST", + "banknote-authentication", + "analcatdata_authorship", + "letter", + "dna", + "wdbc", + "car", + "Bioresponse", + "diabetes", + "spambase", + "breast-w", + "semeion" + ], + "experiment_start_date_iso": "2023-08-29T09:07" +} \ No newline at end of file diff --git a/examples/experiment_analyzer/result_analysis/convergence/convergence_boxplots/convergence_nomao.png b/examples/experiment_analyzer/result_analysis/convergence/convergence_boxplots/convergence_nomao.png new file mode 100644 index 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zKU9fSD=v}OyIfRM6dDy}*z5e>=*cSi0*aK8idiHoTp-fcyzWp*kGsP&l!W zE_I186ii4ghaedmR1~tlafCnyvqKXs*%?v;Axa{39f3qz%FCB8Q`4J3yE_Wq!C@Qu zbK0IJMSCcs@zo>XF_qyP2z5xagF_{8M zY8lT;*f;d7570Zmh+_cqH2_z6ZAVC!UH2(M2`TcNojGR6PsXvYY0GnzjP`V!8c>gt z^lbFr=!S`K2xH}gCWgS!Hil0xKlicI?LAaAkt9v~+@6G3)0m5~v9TjCC9L5YXnp}R?u~#Bpi`4eH<*koLjOmwVs_0N(g*uQFJ6>z*%WiQxlQhZNpk$0V0$> zE)2dV4h@dw@CCmOn>QZ?y*Vm-i(UvNBntf*9jmssRv9a=0@B*Hh~Ui=WQ9c`a6p-n zI>^UYIk&J7fi)9`Zu&4P$~x%tiqK)S3}IB0Fto}<=%M|HR2P32S|t|;>f$s|{WgeM z=xNC`)tkQZu2_c|^t}jMD$0zRcsMZAS!BipK*NcoaS*#?3(^?<0Yj?=K3-H7GUkV< z;kWIhC Date: Wed, 6 Sep 2023 15:59:01 +0300 Subject: [PATCH 16/22] fixes after review --- .../experiment_analyzer.py | 14 ++------- experiments/experiment_analyzer.py | 31 +++++++++++++------ 2 files changed, 23 insertions(+), 22 deletions(-) diff --git a/examples/experiment_analyzer/experiment_analyzer.py b/examples/experiment_analyzer/experiment_analyzer.py index e7c92ecd..b5a2de15 100644 --- a/examples/experiment_analyzer/experiment_analyzer.py +++ b/examples/experiment_analyzer/experiment_analyzer.py @@ -7,11 +7,6 @@ from golem.core.paths import project_root -def create_if_not_exists(path: str): - if not os.path.exists(path): - os.makedirs(path) - - if __name__ == '__main__': path_to_root = os.path.join(project_root(), 'examples', 'experiment_analyzer') @@ -23,7 +18,6 @@ def create_if_not_exists(path: str): # to get convergence table with mean values path_to_save_convergence = os.path.join(path_to_save, 'convergence') - create_if_not_exists(path_to_save_convergence) convergence_mean = analyzer.analyze_convergence(history_folder='histories', is_raise=False, path_to_save=path_to_save_convergence, @@ -32,7 +26,6 @@ def create_if_not_exists(path: str): # to get convergence boxplots convergence = analyzer.analyze_convergence(history_folder='histories', is_raise=False) path_to_save_convergence_boxplots = os.path.join(path_to_save_convergence, 'convergence_boxplots') - create_if_not_exists(path_to_save_convergence_boxplots) for dataset in convergence[list(convergence.keys())[0]].keys(): to_compare = dict() @@ -40,12 +33,12 @@ def create_if_not_exists(path: str): to_compare[setup] = [i for i in convergence[setup][dataset]] plt.boxplot(list(to_compare.values()), labels=list(to_compare.keys())) plt.title(f'Convergence on {dataset}') + os.makedirs(path_to_save_convergence_boxplots, exist_ok=True) plt.savefig(os.path.join(path_to_save_convergence_boxplots, f'convergence_{dataset}.png')) plt.close() # to get metrics table with mean values path_to_save_metrics = os.path.join(path_to_save, 'metrics') - create_if_not_exists(path_to_save_metrics) metric_names = ['roc_auc', 'f1'] metrics_dict_mean = analyzer.analyze_metrics(metric_names=metric_names, file_name='evaluation_results.csv', is_raise=False, path_to_save=path_to_save_metrics, @@ -55,7 +48,6 @@ def create_if_not_exists(path: str): metrics_dict = analyzer.analyze_metrics(metric_names=metric_names, file_name='evaluation_results.csv', is_raise=False) path_to_save_metrics_boxplots = os.path.join(path_to_save_metrics, 'metrics_boxplot') - create_if_not_exists(path_to_save_metrics_boxplots) for metric in metric_names: for dataset in metrics_dict[metric][list(metrics_dict[metric].keys())[0]].keys(): @@ -65,14 +57,12 @@ def create_if_not_exists(path: str): plt.boxplot(list(to_compare.values()), labels=list(to_compare.keys())) plt.title(f'{metric} on {dataset}') cur_path_to_save = os.path.join(path_to_save_metrics_boxplots, metric) - if not os.path.exists(cur_path_to_save): - os.makedirs(cur_path_to_save) + os.makedirs(cur_path_to_save, exist_ok=True) plt.savefig(os.path.join(cur_path_to_save, f'{metric}_{dataset}.png')) plt.close() # to get stat test results table path_to_save_stat = os.path.join(path_to_save, 'statistic') - create_if_not_exists(path_to_save_stat) stat_dict = analyzer.analyze_statistical_significance(data_to_analyze=metrics_dict['roc_auc'], stat_tests=[mannwhitneyu, kruskal, ttest_ind], path_to_save=path_to_save_stat) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index eb8d5e85..7ac9756d 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -42,6 +42,8 @@ def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = F :param path_to_save: path to save results. :param is_raise: bool specifying if exception must be raised if there is no history folder """ + if path_to_save: + os.makedirs(path_to_save, exist_ok=True) convergence = dict() for setup, dataset, path_to_launch in self._get_path_to_launch(): @@ -103,16 +105,18 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool :param path_to_save: path to save results :param is_raise: bool specifying if exception must be raised if there is no history folder """ + if path_to_save: + os.makedirs(path_to_save, exist_ok=True) + dict_with_metrics = dict() for setup, dataset, path_to_launch in self._get_path_to_launch(): df_metrics = self._get_metrics_df_from_path(path=path_to_launch, file_name=file_name, is_raise=is_raise) - if not df_metrics: + if df_metrics.empty: continue for metric in metric_names: - if metric not in dict_with_metrics.keys(): - dict_with_metrics[metric] = dict() + dict_with_metrics.setdefault(metric, dict()) dict_with_metrics[metric] = self._extend_result_dict(result_dict=dict_with_metrics[metric], setup=setup, dataset=dataset) if metric not in df_metrics.columns: @@ -143,6 +147,9 @@ def plot_convergence(self, path_to_save: str, with_confidence: bool = True, :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') :param is_raise: bool specifying if exception must be raised if there is no history folder """ + if path_to_save: + os.makedirs(path_to_save, exist_ok=True) + histories = dict() for setup, dataset, path_to_launch in self._get_path_to_launch(): histories = self._extend_result_dict(result_dict=histories, setup=setup, dataset=dataset) @@ -186,6 +193,9 @@ def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, :param path_to_save: path to save results :param test_format: argument to specify what every test function must return. default: ['statistic', 'pvalue'] """ + if path_to_save: + os.makedirs(path_to_save, exist_ok=True) + if not test_format: test_format = ['statistic', 'pvalue'] @@ -229,6 +239,9 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ :param file_name: name of the file with metrics (e.g. 'metrics.csv') :param metrics_to_display: list of metrics to display in the title of the picture with result. """ + if path_to_save: + os.makedirs(path_to_save, exist_ok=True) + for setup, dataset, path_to_launch in self._get_path_to_launch(): if dir_name not in os.listdir(path_to_launch): if is_raise: @@ -271,7 +284,7 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ self._log.info(f"Resulting graph was saved to {cur_path_to_save}") def _get_path_to_launch(self) -> Tuple[str, str, str]: - """ Yields setup name, dataset name + paths to dirs with experiment results. + """ Yields setup name, dataset name and paths to dirs with experiment results. If experiment saving configuration/files structure somehow differs from the structure implied in this class this method can be used externally to get paths to launches. """ @@ -290,19 +303,17 @@ def _get_path_to_launch(self) -> Tuple[str, str, str]: @staticmethod def _extend_result_dict(result_dict: dict, setup: str, dataset: str) -> Dict[str, Dict[str, list]]: """ Extends result dictionary with new setup and dataset name. """ - if setup not in result_dict.keys(): - result_dict[setup] = dict() - if dataset not in result_dict[setup].keys(): - result_dict[setup][dataset] = [] + result_dict.setdefault(setup, dict()) + result_dict[setup].setdefault(dataset, list()) return result_dict @staticmethod - def _get_metrics_df_from_path(path: str, file_name: str, is_raise: bool) -> Optional[pd.DataFrame]: + def _get_metrics_df_from_path(path: str, file_name: str, is_raise: bool) -> pd.DataFrame: if file_name not in os.listdir(path): if is_raise: raise ValueError(f"There is no metric file with name {file_name}") else: - return None + return pd.DataFrame() df_metrics = pd.read_csv(os.path.join(path, file_name)) return df_metrics From d66e4a9aa2141d6974e835d6943e9c577781b7a8 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 6 Sep 2023 16:07:59 +0300 Subject: [PATCH 17/22] fixes after review --- experiments/experiment_analyzer.py | 48 +++++++++++++++--------------- 1 file changed, 24 insertions(+), 24 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 7ac9756d..f8999e93 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -49,11 +49,9 @@ def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = F for setup, dataset, path_to_launch in self._get_path_to_launch(): convergence = self._extend_result_dict(result_dict=convergence, setup=setup, dataset=dataset) - if history_folder not in os.listdir(path_to_launch): - if is_raise: - raise ValueError(f"There is no history folder with name {history_folder}") - else: - continue + if not self._check_if_file_or_folder_present(path=path_to_launch, folder_or_file_name=history_folder, + is_raise=is_raise): + continue path_to_history_folder = os.path.join(path_to_launch, history_folder) history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] @@ -154,11 +152,9 @@ def plot_convergence(self, path_to_save: str, with_confidence: bool = True, for setup, dataset, path_to_launch in self._get_path_to_launch(): histories = self._extend_result_dict(result_dict=histories, setup=setup, dataset=dataset) - if history_folder not in os.listdir(path_to_launch): - if is_raise: - raise ValueError(f"There is no history folder with name {history_folder}") - else: - continue + if not self._check_if_file_or_folder_present(path=path_to_launch, folder_or_file_name=history_folder, + is_raise=is_raise): + continue path_to_history_folder = os.path.join(path_to_launch, history_folder) history_files = [file for file in os.listdir(path_to_history_folder) if file.endswith('.json')] @@ -188,8 +184,9 @@ def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, test_format: List[str] = None): """ Method to perform statistical analysis of data. Metric data obtained with 'analyze_metrics' and convergence data obtained with 'analyze_convergence' can be simply analyzed, for example. - :param data_to_analyze: data to analyze. NB! data must have the specified format - :param stat_tests: list of functions of statistical tests to perform. + :param data_to_analyze: data to analyze. + NB! data must have the specified format (Dict[str, Dict[str, List[float]]]) + :param stat_tests: list of functions of statistical tests to perform. E.g. scipy.stats.kruskal :param path_to_save: path to save results :param test_format: argument to specify what every test function must return. default: ['statistic', 'pvalue'] """ @@ -243,11 +240,9 @@ def analyze_structural_complexity(self, path_to_save: str, dir_name: str, class_ os.makedirs(path_to_save, exist_ok=True) for setup, dataset, path_to_launch in self._get_path_to_launch(): - if dir_name not in os.listdir(path_to_launch): - if is_raise: - raise ValueError(f"There is no folder with name {dir_name}") - else: - continue + if not self._check_if_file_or_folder_present(path=path_to_launch, folder_or_file_name=dir_name, + is_raise=is_raise): + continue path_to_json = None for address, dirs, files in os.walk(path_to_launch): @@ -307,13 +302,18 @@ def _extend_result_dict(result_dict: dict, setup: str, dataset: str) -> Dict[str result_dict[setup].setdefault(dataset, list()) return result_dict - @staticmethod - def _get_metrics_df_from_path(path: str, file_name: str, is_raise: bool) -> pd.DataFrame: - if file_name not in os.listdir(path): - if is_raise: - raise ValueError(f"There is no metric file with name {file_name}") - else: - return pd.DataFrame() + def _get_metrics_df_from_path(self, path: str, file_name: str, is_raise: bool) -> pd.DataFrame: + if not self._check_if_file_or_folder_present(path, file_name, is_raise): + return pd.DataFrame() df_metrics = pd.read_csv(os.path.join(path, file_name)) return df_metrics + + @staticmethod + def _check_if_file_or_folder_present(path: str, folder_or_file_name: str, is_raise: bool) -> bool: + if folder_or_file_name not in os.listdir(path): + if is_raise: + raise ValueError(f"There is no folder/file with name {folder_or_file_name}") + else: + return False + return True From 8615e060ce4721d10ff03a6febe5cc3fb23dbe6b Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Wed, 6 Sep 2023 16:12:09 +0300 Subject: [PATCH 18/22] minor --- experiments/experiment_analyzer.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index f8999e93..efd41049 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -98,7 +98,8 @@ def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool path_to_save: str = None, is_raise: bool = False): """ Method to analyze specified metrics. :param metric_names: names of metrics to analyze. e.g. ['f1', 'inference_time'] - :param file_name: name of the file with metrics (e.g. 'metrics.csv') + :param file_name: name of the file with metrics (e.g. 'metrics.csv'). + The file with metrics must have metric names in columns. :param is_mean: bool flag to specify just storing all the results or calculating mean values :param path_to_save: path to save results :param is_raise: bool specifying if exception must be raised if there is no history folder From 17dcf68ff052c4b3fd040a12324bc8ce48a10248 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Thu, 7 Sep 2023 10:46:15 +0300 Subject: [PATCH 19/22] archive data and results --- examples/experiment_analyzer/data.tar.gz | Bin 0 -> 741113 bytes .../nomao/0/evaluation_results.csv | 2 - .../histories/1486_FEDOT_Classic_history.json | 5248 ---- .../data/FEDOT_Classic/nomao/0/log.txt | 34 - .../0_pipeline_saved/0_pipeline_saved.json | 31 - .../FEDOT_Classic/nomao/0/parameters.json | 207 - .../nomao/1/evaluation_results.csv | 2 - .../histories/1486_FEDOT_Classic_history.json | 4186 --- .../data/FEDOT_Classic/nomao/1/log.txt | 25 - .../0_pipeline_saved/0_pipeline_saved.json | 26 - .../FEDOT_Classic/nomao/1/parameters.json | 207 - .../nomao/2/evaluation_results.csv | 2 - .../histories/1486_FEDOT_Classic_history.json | 2230 -- .../data/FEDOT_Classic/nomao/2/log.txt | 17 - .../0_pipeline_saved/0_pipeline_saved.json | 26 - .../FEDOT_Classic/nomao/2/parameters.json | 207 - .../segment/0/evaluation_results.csv | 2 - .../40984_FEDOT_Classic_history.json | 24599 ---------------- 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main session: current 164.5 MiB, max: 356.3 MiB -20:16:52,434 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.5 sec. -20:16:52,434 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -20:16:52,443 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. -20:16:52,449 root CRITICAL ApiComposer - Pipeline composition started. -20:17:56,200 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:24:30,263 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -20:27:41,355 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -20:28:27,32 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -20:39:51,529 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:43:39,223 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -20:44:08,798 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -20:44:08,799 root WARNING ReproductionController - Could not achieve required population size: have 10, required 13! -Check objective, constraints and evo operators. Possibly they return too few valid individuals. -20:47:28,5 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -20:49:30,433 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:49:36,964 root WARNING MultiprocessingDispatcher - 0 individuals out of 0 in previous population were evaluated successfully. 0% is a fairly small percentage of successful evaluation. -20:50:13,700 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -20:53:05,824 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -21:05:17,587 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -21:07:01,430 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -21:59:42,667 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -21:59:57,594 root WARNING MultiprocessingDispatcher - 0 individuals out of 5 in previous population were evaluated successfully. 0.0% is a fairly small percentage of successful evaluation. -22:01:01,619 root WARNING MultiprocessingDispatcher - 0 individuals out of 4 in previous population were evaluated successfully. 0.0% is a fairly small percentage of successful evaluation. -22:01:45,864 root WARNING ReproductionController - Could not achieve required population size: have 14, required 21! -Check objective, constraints and evo operators. Possibly they return too few valid individuals. -22:01:45,890 root CRITICAL GroupedCondition - Optimisation stopped: Time limit is reached -22:01:46,125 root CRITICAL ApiComposer - Model generation finished -22:02:08,708 root CRITICAL FEDOT logger - Final pipeline was fitted -22:02:08,708 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False, 'max_depth': 4, 'learning_rate': 0.07115808711241632, 'min_data_in_leaf': 3.0, 'border_count': 250, 'l2_leaf_reg': 9.523559643952549e-05} -22:02:08,708 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.8 MiB, max: 408.4 MiB -22:03:00,242 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -22:03:00,243 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/0/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/0/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index 96b3e5b9..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/0/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,31 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false, - "max_depth": 4, - "learning_rate": 0.07115808711241632, - "min_data_in_leaf": 3.0, - "border_count": 250, - "l2_leaf_reg": 9.523559643952549e-05 - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - 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Preset was changed to best_quality due to fit time estimation for initial model. -22:03:49,260 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. -22:03:49,265 root CRITICAL ApiComposer - Pipeline composition started. -22:05:02,470 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -22:09:18,379 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -22:13:06,74 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -22:17:53,756 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -22:19:06,596 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -22:21:34,551 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -22:31:28,78 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -22:34:23,940 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -22:35:32,679 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -22:38:21,696 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -22:38:21,700 root WARNING ReproductionController - Could not achieve required population size: have 17, required 21! -Check objective, constraints and evo operators. Possibly they return too few valid individuals. -22:38:21,776 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -22:38:22,992 root CRITICAL ApiComposer - Model generation finished -22:38:48,831 root CRITICAL FEDOT logger - Final pipeline was fitted -22:38:48,832 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -22:38:48,833 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.5 MiB, max: 408.0 MiB -22:39:52,932 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -22:39:52,933 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/parameters.json deleted file mode 100644 index 37d595e9..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/1/parameters.json +++ /dev/null @@ -1,207 +0,0 @@ -{ - 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Memory consumption for fitting of the initial pipeline in main session: current 164.5 MiB, max: 356.3 MiB -22:40:34,914 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.1 sec. -22:40:34,914 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -22:40:34,919 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['logit', 'resample', 'qda', 'scaling', 'lgbm', 'poly_features', 'mlp', 'dt', 'normalization', 'fast_ica', 'knn', 'pca', 'rf', 'isolation_forest_class', 'bernb']. -22:40:34,924 root CRITICAL ApiComposer - Pipeline composition started. -22:41:38,302 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -22:47:00,785 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -22:55:19,694 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. -22:59:36,69 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -22:59:36,145 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -22:59:37,285 root CRITICAL ApiComposer - Model generation finished -23:00:03,784 root CRITICAL FEDOT logger - Final pipeline was fitted -23:00:03,784 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -23:00:03,784 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 203.4 MiB, max: 407.9 MiB -23:01:06,947 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -23:01:06,947 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/models/1486_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json deleted file mode 100644 index 37d595e9..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/nomao/2/parameters.json +++ /dev/null @@ -1,207 +0,0 @@ -{ - 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"banknote-authentication", - "analcatdata_authorship", - "letter", - "dna", - "wdbc", - "car", - "Bioresponse", - "diabetes", - "spambase", - "breast-w", - "semeion" - ], - "experiment_start_date_iso": "2023-08-29T20:16" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv deleted file mode 100644 index ddb94a14..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/evaluation_results.csv +++ /dev/null @@ -1,2 +0,0 @@ -dataset_id,dataset_name,run_label,model_str,automl_time_sec,automl_timeout_min,task_type,f1,roc_auc,accuracy,logloss,precision,experiment_date,run_date,model_path,history_path -40984,segment,FEDOT_Classic,"/n_catboost_{'allow_writing_files': False, 'verbose': False}",678.0546289719641,60,classification,-0.921,-0.992,-0.922,0.239,0.0,2023-08-29 10:25:58.558577,2023-08-29 10:25:58.647449,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_Classic/segment/0/histories/40984_FEDOT_Classic_history.json diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/histories/40984_FEDOT_Classic_history.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/histories/40984_FEDOT_Classic_history.json deleted file mode 100644 index a3da64fa..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/histories/40984_FEDOT_Classic_history.json +++ /dev/null @@ -1,24599 +0,0 @@ -{ - 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Initial pipeline was fitted in 0.6 sec. -10:26:21,166 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -10:26:21,170 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -10:26:21,175 root CRITICAL ApiComposer - Pipeline composition started. -10:26:42,855 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:27:11,93 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -10:27:26,671 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -10:27:41,984 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -10:27:59,746 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -10:28:10,106 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -10:28:15,361 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:28:31,182 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:28:37,41 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:29:16,767 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. -10:29:40,688 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. -10:29:57,257 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:30:43,540 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. -10:31:23,239 root CRITICAL MultiprocessingDispatcher - 25 individuals out of 25 in previous population were evaluated successfully. -10:32:49,277 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:32:49,327 root CRITICAL MultiprocessingDispatcher - 55 individuals out of 55 in previous population were evaluated successfully. -10:33:35,740 root CRITICAL MultiprocessingDispatcher - 31 individuals out of 33 in previous population were evaluated successfully. -10:34:27,428 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -10:35:10,577 root CRITICAL MultiprocessingDispatcher - 37 individuals out of 37 in previous population were evaluated successfully. -10:35:41,578 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. -10:35:48,519 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -10:36:43,232 root CRITICAL MultiprocessingDispatcher - 36 individuals out of 36 in previous population were evaluated successfully. -10:37:12,35 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. -10:37:12,102 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -10:37:12,508 root CRITICAL ApiComposer - Model generation finished -10:37:16,691 root CRITICAL FEDOT logger - Final pipeline was fitted -10:37:16,692 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -10:37:16,692 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.8 MiB, max: 5.3 MiB -10:37:49,773 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -10:37:49,774 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/parameters.json deleted file mode 100644 index 165cd84a..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/0/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - 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Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -10:38:20,210 root CRITICAL ApiComposer - Pipeline composition started. -10:38:41,494 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:39:08,944 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -10:39:26,993 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:39:37,645 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -10:39:42,438 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -10:39:45,879 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:39:51,673 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:40:16,970 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -10:40:29,34 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -10:40:40,312 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:44:28,389 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. -10:44:42,793 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. -10:45:00,527 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:45:11,179 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -10:46:34,399 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. -10:47:02,393 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. -10:47:09,325 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -10:47:34,754 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -10:47:34,797 root CRITICAL MultiprocessingDispatcher - 51 individuals out of 51 in previous population were evaluated successfully. -10:50:28,235 root CRITICAL MultiprocessingDispatcher - 33 individuals out of 33 in previous population were evaluated successfully. -10:51:02,832 root CRITICAL MultiprocessingDispatcher - 20 individuals out of 20 in previous population were evaluated successfully. -10:51:02,944 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -10:51:03,287 root CRITICAL ApiComposer - Model generation finished -10:51:07,398 root CRITICAL FEDOT logger - Final pipeline was fitted -10:51:07,398 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -10:51:07,398 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.4 MiB, max: 5.2 MiB -10:51:41,358 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -10:51:41,358 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/parameters.json deleted file mode 100644 index 165cd84a..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/1/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - 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Memory consumption for fitting of the initial pipeline in main session: current 1.5 MiB, max: 4.9 MiB -10:51:59,704 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. -10:51:59,704 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -10:51:59,709 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -10:51:59,714 root CRITICAL ApiComposer - Pipeline composition started. -10:52:21,272 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -10:52:48,95 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -10:52:58,716 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -10:53:04,151 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -10:53:16,734 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -10:53:26,263 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -10:53:36,77 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -10:53:51,123 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -10:53:56,69 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -10:56:25,854 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. -10:56:52,533 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. -10:57:18,336 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -10:59:57,92 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. -11:01:31,598 root CRITICAL MultiprocessingDispatcher - 24 individuals out of 24 in previous population were evaluated successfully. -11:01:42,157 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -11:01:42,189 root CRITICAL MultiprocessingDispatcher - 51 individuals out of 51 in previous population were evaluated successfully. -11:04:24,915 root CRITICAL MultiprocessingDispatcher - 36 individuals out of 36 in previous population were evaluated successfully. -11:06:06,535 root CRITICAL MultiprocessingDispatcher - 14 individuals out of 14 in previous population were evaluated successfully. -11:06:06,598 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -11:06:06,970 root CRITICAL ApiComposer - Model generation finished -11:06:11,162 root CRITICAL FEDOT logger - Final pipeline was fitted -11:06:11,163 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -11:06:11,163 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.5 MiB, max: 4.9 MiB -11:06:43,80 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -11:06:43,81 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/models/40984_FEDOT_Classic/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json deleted file mode 100644 index 165cd84a..00000000 --- a/examples/experiment_analyzer/data/FEDOT_Classic/segment/2/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - 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"evaluation_time_iso": "2023-08-28T20:36:36.391264" - }, - "native_generation": 3, - "parent_operator": { - "operators": [ - { - "value": "single_change", - "_class_path": "golem.core.optimisers.genetic.operators.base_mutations/MutationTypesEnum" - } - ], - "parent_individuals": [ - "26c694ed-9acd-4af4-8938-4f35fdf219b8" - ], - "type_": "mutation", - "uid": "d3d84067-3a19-4492-8112-de00fe516d77", - "_class_path": "golem.core.optimisers.opt_history_objects.parent_operator/ParentOperator" - }, - "uid": "9fd9e01e-c626-4a80-b5e3-154cfb15e595", - "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" - } - ], - "_class_path": "golem.core.optimisers.opt_history_objects.opt_history/OptHistory" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt deleted file mode 100644 index c7854240..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/log.txt +++ /dev/null @@ -1,9248 +0,0 @@ -18:44:26,789 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/checkpoints/last.ckpt -18:44:26,880 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/hparams.yaml -18:44:33,453 graphviz._tools DEBUG deprecate positional args: graphviz.backend.piping.pipe(['renderer', 'formatter', 'neato_no_op', 'quiet']) -18:44:33,455 graphviz._tools DEBUG deprecate positional args: graphviz.backend.rendering.render(['renderer', 'formatter', 'neato_no_op', 'quiet']) -18:44:33,458 graphviz._tools DEBUG deprecate positional args: graphviz.backend.unflattening.unflatten(['stagger', 'fanout', 'chain', 'encoding']) -18:44:33,460 graphviz._tools DEBUG deprecate positional args: graphviz.backend.viewing.view(['quiet']) -18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.quote(['is_html_string', 'is_valid_id', 'dot_keywords', 'endswith_odd_number_of_backslashes', 'escape_unescaped_quotes']) -18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.a_list(['kwargs', 'attributes']) -18:44:33,468 graphviz._tools DEBUG deprecate positional args: graphviz.quoting.attr_list(['kwargs', 'attributes']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.clear(['keep_attrs']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.__iter__(['subgraph']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.node(['_attributes']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.edge(['_attributes']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.attr(['_attributes']) -18:44:33,469 graphviz._tools DEBUG deprecate positional args: graphviz.dot.Dot.subgraph(['name', 'comment', 'graph_attr', 'node_attr', 'edge_attr', 'body']) -18:44:33,472 graphviz._tools DEBUG deprecate positional args: graphviz.piping.Pipe._pipe_legacy(['renderer', 'formatter', 'neato_no_op', 'quiet']) -18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.saving.Save.save(['directory']) -18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.rendering.Render.render(['directory', 'view', 'cleanup', 'format', 'renderer', 'formatter', 'neato_no_op', 'quiet', 'quiet_view']) -18:44:33,475 graphviz._tools DEBUG deprecate positional args: graphviz.rendering.Render.view(['directory', 'cleanup', 'quiet', 'quiet_view']) -18:44:33,477 graphviz._tools DEBUG deprecate positional args: graphviz.unflattening.Unflatten.unflatten(['stagger', 'fanout', 'chain']) -18:44:33,477 graphviz._tools DEBUG deprecate positional args: graphviz.graphs.BaseGraph.__init__(['comment', 'filename', 'directory', 'format', 'engine', 'encoding', 'graph_attr', 'node_attr', 'edge_attr', 'body', 'strict']) -18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.from_file(['directory', 'format', 'engine', 'encoding', 'renderer', 'formatter']) -18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.__init__(['filename', 'directory', 'format', 'engine', 'encoding']) -18:44:33,479 graphviz._tools DEBUG deprecate positional args: graphviz.sources.Source.save(['directory']) -18:44:35,226 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:44:35,227 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.29154375 std=0.48411165159592834 min=-0.1218 max=1.7898 -18:44:35,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, 0.0038), (, 1.0373), (, 0.0378), (, 0.0571), (, 0.1687), (, 0.7212), (, 0.1772), (, 0.0331), (, 0.1418), (, 0.1189), (, 0.0446), (, -0.0517), (, 0.4301), (, 1.7898), (, 0.0768)] -18:44:35,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.319 0.2767 0.2896 0.2648 0.2456] probs=[0.1973 0.1997 0.205 0.1949 0.2031] -18:44:36,12 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.036862500000000006 std=0.07083244202870603 min=-0.1218 max=0.0446 -18:44:36,12 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.1218), (, -0.0517), (, 0.0378), (, -0.1189), (, 0.0331), (, 0.0038), (, 0.0446)] -18:44:36,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0901 0.6497 0.0722 0.402 0.2514] probs=[0.1825 0.2624 0.166 0.2208 0.1682] -18:44:36,259 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0485 std=0.06819480499694554 min=-0.1218 max=0.0378 -18:44:36,259 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.0517), (, 0.0378), (, -0.1218), (, 0.0331), (, -0.1189), (, 0.0038)] -18:44:36,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.334 0.0857 0.2629 0.0857] probs=[0.2077 0.2287 0.1822 0.1976 0.1838] -18:44:36,481 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.07723333333333333 std=0.04745891790684749 min=-0.1218 max=0.0038 -18:44:36,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1218), (, -0.1189), (, -0.0517), (, -0.1218), (, -0.053), (, 0.0038)] -18:44:36,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.073 0.283 0.227 0.3676 0.1724] probs=[0.1856 0.2093 0.2123 0.2163 0.1765] -18:44:36,707 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0017000000000000001 std=0.0044 min=-0.0027 max=0.0061 -18:44:36,707 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, -0.0027)] -18:44:37,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.2795 0.5633 0.3515 0.0918 0.7154] probs=[0.206 0.1758 0.206 0.206 0.206 ] -18:44:37,73 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0016 std=0.0011 min=-0.0027 max=-0.0005 -18:44:37,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0005)] -18:44:37,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.3256 0.3592 0.2835 0.2261 0.2363] probs=[0.214 0.1789 0.1678 0.178 0.2614] -18:44:37,209 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0021999999999999997 std=0.0027 min=-0.0005 max=0.0049 -18:44:37,209 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0049)] -18:44:37,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.1024 0.285 0.5108 0.3223 0.5379] probs=[0.1636 0.2105 0.2046 0.224 0.1974] -18:44:37,364 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00335 std=0.0031052375110448473 min=-0.0005 max=0.0066 -18:44:37,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0062), (, 0.0066), (, 0.0011)] -18:44:37,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.1906 0.8043 0.1776 0.6096 0.4194] probs=[0.1918 0.2176 0.1965 0.1743 0.2197] -18:44:37,599 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0005 std=0.0 min=-0.0005 max=-0.0005 -18:44:37,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005)] -18:44:37,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.041 0.0415 0.1025 0.0502 0.0691] probs=[0.196 0.1961 0.2084 0.1978 0.2016] -18:44:37,794 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0017333333333333333 std=0.001744196726926817 min=-0.0042 max=-0.0005 -18:44:37,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0042), (, -0.0005)] -18:44:37,901 root INFO ContextualMultiArmedBanditAgent - exp=[0.3225 0.2969 0.3216 0.3302 0.3206] probs=[0.1949 0.1964 0.2087 0.1981 0.2019] -18:44:37,948 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.002966666666666666 std=0.001744196726926817 min=-0.0042 max=-0.0005 -18:44:37,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0005), (, -0.0042)] -18:44:38,97 root INFO ContextualMultiArmedBanditAgent - exp=[0.0255 0.0415 0.1025 0.0393 0.0691] probs=[0.194 0.1971 0.2095 0.1967 0.2026] -18:44:38,160 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0010199999999999996 std=0.0029437391188758552 min=-0.0042 max=0.0036 -18:44:38,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0002), (, -0.0042), (, 0.0036), (, -0.0005)] -18:44:38,342 root INFO ContextualMultiArmedBanditAgent - exp=[0.044 0.221 0.2757 0.111 0.0667] probs=[0.1779 0.2152 0.1948 0.2211 0.191 ] -18:44:38,464 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0012399999999999998 std=0.0028848570155208734 min=-0.0042 max=0.0036 -18:44:38,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0009), (, -0.0005), (, 0.0036), (, -0.0042)] -18:44:38,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0623 0.1295 0.097 0.1668 0.0635] probs=[0.1887 0.1937 0.1995 0.2141 0.204 ] -18:44:38,716 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:44:38,716 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -18:44:38,754 root INFO ContextualMultiArmedBanditAgent - exp=[0.7867 0.5103 0.9937 0.9981 0.3468] probs=[0.1931 0.1994 0.2107 0.1929 0.2038] -18:44:38,778 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0004333333333333333 std=0.0018856180831641268 min=-0.0009 max=0.0031 -18:44:38,778 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0031)] -18:44:38,879 root INFO ContextualMultiArmedBanditAgent - exp=[0.0138 0.0475 0.1025 0.0143 0.0691] probs=[0.1929 0.1995 0.2108 0.193 0.2039] -18:44:38,933 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002525 std=0.003109963826156183 min=-0.0079 max=-0.0004 -18:44:38,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0079), (, -0.0009)] -18:44:39,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.1884 0.3134 0.2359 0.3019 0.4057] probs=[0.1933 0.2002 0.2115 0.1937 0.2013] -18:44:39,163 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0034800000000000005 std=0.003948366750949056 min=-0.0079 max=0.0014 -18:44:39,163 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0079), (, 0.0004), (, -0.0034), (, 0.0014)] -18:44:39,351 root INFO ContextualMultiArmedBanditAgent - exp=[0.1314 0.0542 0.0868 0.1041 0.2292] probs=[0.2074 0.2159 0.2186 0.1805 0.1776] -18:44:39,434 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00122 std=0.004005196624386873 min=-0.0079 max=0.0034 -18:44:39,435 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, 0.0034), (, 0.0014), (, 0.0004), (, -0.0034)] -18:44:39,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.2762 0.2421 0.3149 0.4137 0.3302] probs=[0.1954 0.2029 0.2072 0.1959 0.1987] -18:44:39,727 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0079 std=0.0 min=-0.0079 max=-0.0079 -18:44:39,727 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079)] -18:44:39,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0475 0.0418 0.0116 0.0223] probs=[0.1966 0.2042 0.2031 0.197 0.1991] -18:44:39,808 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.005300000000000001 std=0.0026000000000000003 min=-0.0079 max=-0.0027 -18:44:39,808 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0027)] -18:44:39,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.4045 0.0262 0.0221 0.0353 0.0266] probs=[0.1402 0.2094 0.2034 0.215 0.232 ] -18:44:39,952 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0094 std=0.024727919443414563 min=-0.0079 max=0.0521 -18:44:39,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0039), (, -0.0079), (, 0.0521)] -18:44:40,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.1208 0.4034 0.2668 0.2536 0.1309] probs=[0.1969 0.2045 0.2033 0.1971 0.1982] -18:44:40,185 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.006739999999999999 std=0.02274815157325975 min=-0.0079 max=0.0521 -18:44:40,185 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0079), (, -0.0027), (, 0.0521), (, -0.0039)] -18:44:40,512 root INFO ContextualMultiArmedBanditAgent - exp=[0.2053 0.0629 0.1747 0.1645 0.2095] probs=[0.1907 0.1997 0.1908 0.1967 0.222 ] -18:44:40,750 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.006739999999999999 std=0.02274815157325975 min=-0.0079 max=0.0521 -18:44:40,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0027), (, 0.0521), (, -0.0079), (, -0.0039)] -18:44:40,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.2421 0.2402 0.2544 0.245 0.2273] probs=[0.1747 0.2221 0.1886 0.198 0.2166] -18:44:41,179 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:41,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] -18:44:41,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1743 0.2868 0.782 0.2508 0.0622] probs=[0.1972 0.205 0.2037 0.1965 0.1975] -18:44:41,342 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0007749999999999999 std=0.0031586191603293996 min=-0.0039 max=0.003 -18:44:41,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039), (, 0.0017), (, 0.003)] -18:44:41,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0483 0.0418 0.0056 0.0107] probs=[0.1972 0.2051 0.2037 0.1965 0.1975] -18:44:41,644 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-7.999999999999986e-05 std=0.0031485869846647084 min=-0.0039 max=0.003 -18:44:41,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0017), (, -0.0039), (, 0.0027), (, 0.003)] -18:44:41,929 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.2011 0.1568 0.0573 0.057 ] probs=[0.1974 0.2047 0.2039 0.1965 0.1975] -18:44:42,141 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0005249999999999999 std=0.003376666255347129 min=-0.0039 max=0.003 -18:44:42,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0027), (, 0.003), (, -0.0039)] -18:44:42,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.2499 0.2064 0.3812 0.2915 0.3088] probs=[0.1975 0.2043 0.204 0.1965 0.1976] -18:44:42,590 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0005249999999999999 std=0.003376666255347129 min=-0.0039 max=0.003 -18:44:42,590 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.003), (, -0.0039), (, 0.0027)] -18:44:42,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.1998 0.2074 0.0792 0.1927 0.147 ] probs=[0.1976 0.204 0.2042 0.1965 0.1977] -18:44:43,21 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:43,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] -18:44:43,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0393 0.0418 0.0033 0.0095] probs=[0.1977 0.2037 0.2043 0.1965 0.1978] -18:44:43,268 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008666666666666666 std=0.003961761673240271 min=-0.0039 max=0.0058 -18:44:43,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0058), (, 0.0007)] -18:44:43,468 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 1.400e-03 -2.400e-03 -4.100e-03] probs=[0.1952 0.2201 0.1955 0.1948 0.1944] -18:44:43,618 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00015000000000000007 std=0.0029304436524185207 min=-0.0039 max=0.0043 -18:44:43,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0007), (, 0.0043), (, -0.0005)] -18:44:43,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.1664 0.1618 0.13 0.1056 0.108 ] probs=[0.1952 0.2201 0.1955 0.1948 0.1944] -18:44:44,20 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-4.999999999999994e-05 std=0.0044302934440057125 min=-0.0039 max=0.0069 -18:44:44,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0069), (, -0.0039), (, 0.0007)] -18:44:44,310 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 1.400e-03 -2.100e-03 -3.400e-03] probs=[0.1952 0.2201 0.1955 0.1948 0.1945] -18:44:44,514 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0009800000000000002 std=0.004377396486497424 min=-0.0047 max=0.0069 -18:44:44,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0047), (, 0.0007), (, 0.0069), (, -0.0039)] -18:44:44,799 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 2.800e-03 -2.100e-03 -3.400e-03] probs=[0.2082 0.1993 0.1886 0.2086 0.1953] -18:44:45,24 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:45,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] -18:44:45,174 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.200e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] -18:44:45,304 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:45,305 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039)] -18:44:45,445 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.200e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] -18:44:45,559 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0005333333333333333 std=0.00476118565998942 min=-0.0039 max=0.0062 -18:44:45,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0062), (, -0.0039)] -18:44:45,807 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.300e-03 -3.400e-03] probs=[0.1951 0.22 0.1958 0.1947 0.1945] -18:44:45,951 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:45,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039)] -18:44:46,122 root INFO ContextualMultiArmedBanditAgent - exp=[0.0165 0.174 0.3346 0.3602 0.1377] probs=[0.2151 0.2051 0.1978 0.2095 0.1726] -18:44:46,245 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.002 std=0.0026870057685088804 min=-0.0039 max=0.0018 -18:44:46,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0039), (, 0.0018)] -18:44:46,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.3036 0.098 0.0574 0.2882 0.0298] probs=[0.1974 0.2242 0.1916 0.1685 0.2184] -18:44:46,568 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:46,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] -18:44:46,707 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.300e-03 -3.100e-03] probs=[0.2209 0.1195 0.2967 0.2359 0.1271] -18:44:46,845 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0039 std=0.0 min=-0.0039 max=-0.0039 -18:44:46,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039)] -18:44:46,973 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.199e-01 3.600e-03 -2.400e-03 -3.100e-03] probs=[0.1783 0.2166 0.1683 0.2077 0.2291] -18:44:47,167 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:44:47,167 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.11399999999999999 std=0.3019528419306564 min=-0.0649 max=1.2023 -18:44:47,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1121), (, 0.0383), (, 0.0786), (, -0.0122), (, -0.0002), (, 0.0316), (, -0.0649), (, -0.0433), (, -0.0489), (, -0.0428), (, 1.2023), (, 0.0512), (, 0.4137), (, 0.0317), (, -0.0385), (, 0.1153)] -18:44:47,541 root INFO ContextualMultiArmedBanditAgent - exp=[0.091 0.1355 0.1489 0.2919 0.2163] probs=[0.1902 0.1843 0.1972 0.2185 0.2098] -18:44:47,819 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.03777777777777778 std=0.036843596693101915 min=-0.0987 max=0.0316 -18:44:47,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0649), (, -0.0002), (, -0.0649), (, -0.0433), (, -0.0987), (, -0.0385), (, -0.0122), (, 0.0316), (, -0.0489)] -18:44:48,56 root INFO ContextualMultiArmedBanditAgent - exp=[0.0733 0.3972 0.1839 0.1826 0.2652] probs=[0.1839 0.2477 0.1821 0.2052 0.1811] -18:44:48,279 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.05911666666666667 std=0.034139049814284846 min=-0.0987 max=-0.0002 -18:44:48,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987), (, -0.0489), (, -0.0002), (, -0.0433), (, -0.0649), (, -0.0987)] -18:44:48,478 root INFO ContextualMultiArmedBanditAgent - exp=[0.1049 0.368 0.0083 0.1119 0.0642] probs=[0.182 0.2528 0.182 0.2019 0.1812] -18:44:48,656 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.07089999999999999 std=0.02377999158956958 min=-0.0987 max=-0.0433 -18:44:48,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987), (, -0.0987), (, -0.0433), (, -0.0489), (, -0.0649)] -18:44:48,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.3892 0. 0.1191 0. ] probs=[0.1776 0.2637 0.1787 0.2013 0.1787] -18:44:49,54 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0987 std=0.0 min=-0.0987 max=-0.0987 -18:44:49,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987)] -18:44:49,169 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.3554 0. 0.1079 0. ] probs=[0.1784 0.2582 0.1809 0.2016 0.1809] -18:44:49,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0987 std=0.0 min=-0.0987 max=-0.0987 -18:44:49,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0987)] -18:44:49,380 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.3892 0. 0.1079 0. ] probs=[0.1765 0.2648 0.1794 0.1999 0.1794] -18:44:49,504 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 -18:44:49,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] -18:44:49,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0386 0.0318 0.0009 0.0082] probs=[0.1983 0.2042 0.2028 0.1966 0.1981] -18:44:49,714 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 -18:44:49,714 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] -18:44:49,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.9636 0.5838 0.6626 0.1982 0.5145] probs=[0.1982 0.2041 0.2027 0.1969 0.198 ] -18:44:49,941 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1188 std=0.0 min=0.1188 max=0.1188 -18:44:49,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1188)] -18:44:50,34 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.0386 0.0318 0.0045 0.0082] probs=[0.1982 0.204 0.2027 0.1972 0.1979] -18:44:50,160 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 -18:44:50,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] -18:44:50,262 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.3892 0. 0.1079 0. ] probs=[0.1762 0.2649 0.1795 0.1999 0.1795] -18:44:50,394 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=4.336808689942018e-19 min=0.003 max=0.003 -18:44:50,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003), (, 0.003)] -18:44:50,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.3102 0.3863 0.1711 0.3859 0.161 ] probs=[0.1762 0.2649 0.1795 0.1999 0.1795] -18:44:50,667 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=4.336808689942018e-19 min=0.003 max=0.003 -18:44:50,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003), (, 0.003)] -18:44:50,849 root INFO ContextualMultiArmedBanditAgent - exp=[0.1916 0.2672 0.2554 0.3783 0.2195] probs=[0.1762 0.2647 0.1799 0.1998 0.1794] -18:44:50,993 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.003 std=0.0 min=0.003 max=0.003 -18:44:50,994 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.003)] -18:44:51,117 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.3409 0.003 0.1079 0. ] probs=[0.1784 0.2554 0.1822 0.2023 0.1816] -18:44:51,243 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -18:44:51,243 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -18:44:51,337 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.3409 0.003 0.1079 0. ] probs=[0.1784 0.2554 0.1822 0.2023 0.1816] -18:44:51,458 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -18:44:51,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -18:44:51,542 root INFO ContextualMultiArmedBanditAgent - exp=[0.2605 0.2949 0.789 0.2679 0.4236] probs=[0.1785 0.2555 0.1823 0.2019 0.1817] -18:44:51,687 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -18:44:51,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] -18:44:51,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.3935 0.1206 0.1757 0.328 ] probs=[0.226 0.2143 0.1659 0.2172 0.1767] -18:44:51,942 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0246 std=0.029099999999999997 min=-0.0045 max=0.0537 -18:44:51,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0537)] -18:44:52,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.2667 0.0924 0.4518 0.1199 0.4732] probs=[0.2226 0.202 0.2303 0.1776 0.1675] -18:44:52,255 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0246 std=0.029099999999999997 min=-0.0045 max=0.0537 -18:44:52,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0537)] -18:44:52,409 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0061 0.1185 0.0157 0.0441 0.0985] probs=[0.1881 0.2129 0.1921 0.1977 0.2092] -18:44:52,511 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.017966666666666666 std=0.025544905993607064 min=-0.0045 max=0.0537 -18:44:52,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, 0.0537)] -18:44:52,660 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.1222 0.0198 0.0571 0.1323] probs=[0.1966 0.2334 0.2328 0.1647 0.1725] -18:44:52,812 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -18:44:52,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -18:44:52,905 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1223 0.0279 0.0844 0.2 ] probs=[0.1811 0.2071 0.1885 0.1994 0.2239] -18:44:53,24 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.333 std=0.5792677014990565 min=-0.0045 max=1.3363 -18:44:53,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, -0.0045), (, 1.3363)] -18:44:53,201 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1223 0.0279 0.081 0.2 ] probs=[0.1932 0.2125 0.1916 0.1888 0.2138] -18:44:53,347 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.333 std=0.5792677014990565 min=-0.0045 max=1.3363 -18:44:53,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0047), (, 1.3363)] -18:44:53,506 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.1898 0.0253 0.0749 0.2 ] probs=[0.1742 0.2022 0.2011 0.2147 0.2077] -18:44:53,668 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014333333333333331 std=0.004336921591277492 min=-0.0045 max=0.0047 -18:44:53,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0047), (, -0.0045)] -18:44:53,764 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2501 0.0232 0.0696 0.2 ] probs=[0.1768 0.2298 0.1831 0.1918 0.2185] -18:44:53,918 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-9.999999999999968e-05 std=0.003766519171153476 min=-0.0045 max=0.0047 -18:44:53,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0005), (, 0.0047)] -18:44:54,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.2204 0.3843 0.1107 0.3526 0.1263] probs=[0.2216 0.1952 0.1931 0.2035 0.1866] -18:44:54,144 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -18:44:54,144 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -18:44:54,237 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2501 0.0202 0.0629 0.2 ] probs=[0.1771 0.2302 0.1829 0.1909 0.2189] -18:44:54,422 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0019333333333333331 std=0.003629814810090944 min=-0.0045 max=0.0032 -18:44:54,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0032)] -18:44:54,549 root INFO ContextualMultiArmedBanditAgent - exp=[0.1467 0.1659 0.2331 0.1192 0.4633] probs=[0.1868 0.2224 0.2117 0.1886 0.1905] -18:44:54,707 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.010875 std=0.022406290969279142 min=-0.0045 max=0.0493 -18:44:54,707 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0032), (, 0.0493), (, -0.0045)] -18:44:54,858 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2378 0.0202 0.0573 0.2 ] probs=[0.1893 0.2093 0.2084 0.1826 0.2103] -18:44:55,11 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0029749999999999998 std=0.0017282577932704367 min=-0.0045 max=-0.0003 -18:44:55,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0026), (, -0.0045), (, -0.0003)] -18:44:55,174 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0033 0.3506 0.0367 0.1325 0.2252] probs=[0.1787 0.225 0.1845 0.1909 0.2209] -18:44:55,382 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-3.333333333333313e-05 std=0.0037606146069787878 min=-0.0045 max=0.0047 -18:44:55,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0045), (, 0.0047)] -18:44:55,459 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0511 0.0657] probs=[0.1839 0.2316 0.1899 0.1959 0.1988] -18:44:55,593 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:55,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -18:44:55,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0487 0.0492] probs=[0.1846 0.2324 0.1906 0.1961 0.1962] -18:44:55,745 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 -18:44:55,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, -0.0003)] -18:44:55,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.2185 0.0202 0.0487 0.0393] probs=[0.1849 0.2329 0.191 0.1965 0.1947] -18:44:56,11 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0012000000000000001 std=0.0015066519173319362 min=-0.0003 max=0.0029 -18:44:56,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0025), (, 0.0029), (, -0.0003)] -18:44:56,119 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.3152 0.0569 0.2533 0.09 ] probs=[0.1961 0.2077 0.2164 0.2067 0.1731] -18:44:56,267 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0006333333333333334 std=0.0013199326582148886 min=-0.0003 max=0.0025 -18:44:56,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0025), (, -0.0003), (, 0.0)] -18:44:56,435 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0114 0.2185 0.0202 0.0476 0.0217] probs=[0.1906 0.2 0.199 0.2072 0.2031] -18:44:56,588 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0013 std=0.0015999999999999999 min=-0.0003 max=0.0029 -18:44:56,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0029)] -18:44:56,722 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.2185 0.0202 0.0466 0.0177] probs=[0.1674 0.2341 0.1967 0.2194 0.1825] -18:44:56,908 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:56,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -18:44:56,930 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.2185 0.0202 0.0466 0.0162] probs=[0.1861 0.234 0.1919 0.197 0.1911] -18:44:57,101 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:57,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003)] -18:44:57,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.0038 0.2128 0.0118 0.4543 0.178 ] probs=[0.1861 0.234 0.1919 0.197 0.1909] -18:44:57,320 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0132 std=0.021574753764527648 min=-0.0003 max=0.0505 -18:44:57,320 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, -0.0003), (, 0.0505)] -18:44:57,442 root INFO ContextualMultiArmedBanditAgent - exp=[0.2003 0.3312 0.0959 0.1754 0.0406] probs=[0.1862 0.2341 0.192 0.1971 0.1906] -18:44:57,657 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001825 std=0.002250972012264924 min=-0.0003 max=0.005 -18:44:57,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0029), (, 0.005), (, -0.0003)] -18:44:57,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0685 0.369 0.1446 0.1907 0.1736] probs=[0.1767 0.2429 0.2075 0.1829 0.1901] -18:44:57,958 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0013 std=0.0015999999999999999 min=-0.0003 max=0.0029 -18:44:57,958 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0029), (, 0.0029)] -18:44:58,70 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.2112 0.019 0.0447 0.0102] probs=[0.1867 0.2331 0.1923 0.1973 0.1906] -18:44:58,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:58,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -18:44:58,319 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0102 0.2112 0.019 0.0438 0.0092] probs=[0.1868 0.2331 0.1924 0.1972 0.1905] -18:44:58,491 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:58,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0)] -18:44:58,540 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0102 0.2112 0.019 0.0438 0.0087] probs=[0.1603 0.2213 0.2068 0.1669 0.2447] -18:44:58,733 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:58,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0)] -18:44:58,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.1452 0.4671 0.4669 0.1409 0.4887] probs=[0.1869 0.2332 0.1922 0.1973 0.1904] -18:44:59,30 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 -18:44:59,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0029), (, 0.0), (, 0.0)] -18:44:59,197 root INFO ContextualMultiArmedBanditAgent - exp=[0.0312 0.3629 0.071 0.1374 0.1667] probs=[0.187 0.2333 0.192 0.1973 0.1903] -18:44:59,428 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0007666666666666667 std=0.0015084944665313014 min=-0.0003 max=0.0029 -18:44:59,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0), (, 0.0029)] -18:44:59,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.2385 0.2807 0.1348 0.1534 0.2468] probs=[0.1764 0.2008 0.2069 0.2184 0.1975] -18:44:59,759 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:59,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -18:44:59,781 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0097 0.2112 0.0165 0.0438 0.006 ] probs=[0.1871 0.2334 0.1921 0.1974 0.1901] -18:44:59,965 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:44:59,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0)] -18:45:00,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.0004 0.3985 0.0417 0.2145 0.3338] probs=[0.1549 0.22 0.1935 0.1791 0.2525] -18:45:00,297 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -18:45:00,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0003), (, 0.0)] -18:45:00,394 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.2112 0.0165 0.0438 0.0054] probs=[0.1872 0.2334 0.1921 0.1974 0.19 ] -18:45:00,627 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0002666666666666666 std=4.714045207910315e-05 min=-0.0003 max=-0.0002 -18:45:00,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0002), (, -0.0003)] -18:45:00,751 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0093 0.2112 0.0165 0.0438 0.005 ] probs=[0.1872 0.2334 0.1921 0.1974 0.1899] -18:45:00,969 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0009333333333333333 std=0.001673983937265296 min=-0.0003 max=0.0033 -18:45:01,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0033), (, -0.0003)] -18:45:01,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.2102 0.4048 0.2431 0.2612 0.2649] probs=[0.1873 0.2334 0.1921 0.1973 0.1899] -18:45:01,338 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -18:45:01,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -18:45:01,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.4441 0.8094 0.0773 0.9984 0.2826] probs=[0.1873 0.2335 0.192 0.1972 0.1899] -18:45:01,606 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00105 std=0.0008500000000000001 min=-0.0019 max=-0.0002 -18:45:01,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0002)] -18:45:01,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.2112 0.0156 0.0411 0.0046] probs=[0.1874 0.2336 0.1921 0.197 0.19 ] -18:45:01,836 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0024666666666666665 std=0.0008013876853447538 min=-0.0036 max=-0.0019 -18:45:01,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0036), (, -0.0019)] -18:45:01,907 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.2023 0.0156 0.0403 0.0046] probs=[0.1878 0.232 0.1925 0.1973 0.1904] -18:45:02,106 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.05076666666666666 std=0.11573855114965893 min=-0.0036 max=0.3095 -18:45:02,106 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0021), (, 0.3095), (, -0.0019), (, 0.0046), (, -0.0036)] -18:45:02,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.2174 0.1507 0.1852 0.1865] probs=[0.1826 0.2186 0.193 0.206 0.1998] -18:45:02,550 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.05216 std=0.07816445739592899 min=-0.0085 max=0.1934 -18:45:02,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0036), (, 0.0816), (, 0.1934), (, -0.0085)] -18:45:02,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1712 0.3361 0.0725 0.0432 0.1155] probs=[0.1892 0.2267 0.1939 0.1984 0.1918] -18:45:02,974 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0085 std=0.0 min=-0.0085 max=-0.0085 -18:45:02,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085)] -18:45:03,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.1636 0.0142 0.0379 0.009 ] probs=[0.1923 0.2218 0.1211 0.2347 0.23 ] -18:45:03,175 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0085 std=0.0 min=-0.0085 max=-0.0085 -18:45:03,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0085)] -18:45:03,227 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.1636 0.013 0.0379 0.009 ] probs=[0.1895 0.2252 0.1937 0.1986 0.193 ] -18:45:03,429 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0034750000000000007 std=0.008025700903970942 min=-0.0085 max=0.0104 -18:45:03,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0085), (, -0.0073), (, 0.0104)] -18:45:03,562 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.1495 0.009 0.0286 0.006 ] probs=[0.1849 0.2262 0.2084 0.1954 0.1851] -18:45:03,791 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004033333333333334 std=0.0026537185649993526 min=-0.0073 max=-0.0008 -18:45:03,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, -0.004), (, -0.0008)] -18:45:03,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0302 0.1931 0.2866 0.1776 0.062 ] probs=[0.1958 0.2073 0.2331 0.1781 0.1857] -18:45:04,103 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-6.666666666666648e-05 std=0.006518861522962086 min=-0.0073 max=0.0085 -18:45:04,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0085), (, -0.0014)] -18:45:04,246 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0061 0.1448 0.0073 0.0249 0.0048] probs=[0.1916 0.2228 0.1942 0.1976 0.1937] -18:45:04,446 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0073 std=0.0 min=-0.0073 max=-0.0073 -18:45:04,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073)] -18:45:04,475 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 3.600e-03 4.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1962 0.1956 0.1949] -18:45:04,644 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0073 std=0.0 min=-0.0073 max=-0.0073 -18:45:04,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073)] -18:45:04,673 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 3.600e-03 3.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1962 0.1956 0.1949] -18:45:04,849 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0091 std=0.0 min=0.0091 max=0.0091 -18:45:04,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0091)] -18:45:04,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.4751 0.6012 0.358 0.1308 0.4406] probs=[0.2422 0.259 0.1528 0.1257 0.2203] -18:45:05,45 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0039 std=0.0 min=0.0039 max=0.0039 -18:45:05,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0039)] -18:45:05,71 root INFO ContextualMultiArmedBanditAgent - exp=[-1.000e-04 1.073e-01 4.500e-03 2.000e-04 -3.100e-03] probs=[0.1955 0.2177 0.1964 0.1955 0.1949] -18:45:05,247 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.007050000000000001 std=0.0031500000000000005 min=0.0039 max=0.0102 -18:45:05,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0102), (, 0.0039)] -18:45:05,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.5377 0.5626 0.6157 0.3656 0.8018] probs=[0.1958 0.2165 0.1967 0.1958 0.1952] -18:45:05,519 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0093 std=0.0 min=-0.0093 max=-0.0093 -18:45:05,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093)] -18:45:05,550 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0001 0.0894 0.0045 0.0002 -0.0031] probs=[0.1962 0.2146 0.1972 0.1963 0.1957] -18:45:05,734 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0031 std=0.0 min=0.0031 max=0.0031 -18:45:05,734 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0031)] -18:45:05,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.8614 0.6645 0.216 0.4326 0.8732] probs=[0.1897 0.2254 0.1932 0.1987 0.193 ] -18:45:05,932 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00039999999999999986 std=0.002 min=-0.0024 max=0.0016 -18:45:05,932 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0016)] -18:45:05,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.3903 0.0637 0.1448 0.1895 0.3083] probs=[0.1963 0.2146 0.1972 0.1963 0.1956] -18:45:06,211 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:06,211 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024)] -18:45:06,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.2919 0.4005 0.1253 0.2645 0.1467] probs=[0.1963 0.2146 0.1972 0.1963 0.1956] -18:45:06,456 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00014999999999999996 std=0.00225 min=-0.0024 max=0.0021 -18:45:06,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0021)] -18:45:06,546 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0046 0.1241 0.0068 0.0187 0.0026] probs=[0.1931 0.2196 0.1953 0.1976 0.1944] -18:45:06,770 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0008999999999999999 std=0.0021213203435596424 min=-0.0024 max=0.0021 -18:45:06,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0021), (, -0.0024)] -18:45:06,925 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0031 0.1109 0.006 0.0125 0.0006] probs=[0.1942 0.2177 0.196 0.1972 0.1949] -18:45:07,145 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:07,146 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -18:45:07,261 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0001 0.0964 0.0045 0.0002 -0.0031] probs=[0.1959 0.2158 0.1969 0.196 0.1954] -18:45:07,471 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.036333333333333336 std=0.05477720531591788 min=-0.0024 max=0.1138 -18:45:07,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.1138)] -18:45:07,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.3092 0.3232 0.0764 0.138 0.2845] probs=[0.2175 0.1944 0.1619 0.1977 0.2284] -18:45:07,886 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0304 std=0.04853885041902002 min=-0.0024 max=0.1138 -18:45:07,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.1138), (, 0.0126), (, -0.0024)] -18:45:08,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1982 0.3437 0.1243 0.1462 0.0097] probs=[0.2147 0.2411 0.1663 0.1696 0.2083] -18:45:08,298 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.012525000000000001 std=0.020247638751222326 min=-0.0024 max=0.0468 -18:45:08,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0081), (, 0.0468), (, -0.0024)] -18:45:08,608 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0008 0.0224 0.003 ] probs=[0.1886 0.2338 0.191 0.1952 0.1914] -18:45:08,795 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003975 std=0.006570530800475712 min=-0.0024 max=0.0126 -18:45:08,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0081), (, 0.0126)] -18:45:08,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.0785 0.1839 0.214 0.2431 0.0707] probs=[0.1928 0.2122 0.1858 0.1935 0.2157] -18:45:09,193 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:09,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -18:45:09,286 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0227 0.0024] probs=[0.1326 0.1934 0.2679 0.1296 0.2765] -18:45:09,501 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002775 std=0.0052897896933621095 min=-0.0024 max=0.0095 -18:45:09,501 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0064), (, 0.0095)] -18:45:09,708 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0227 0.0023] probs=[0.1875 0.1971 0.1985 0.2231 0.1938] -18:45:09,971 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002775 std=0.0052897896933621095 min=-0.0024 max=0.0095 -18:45:09,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0064), (, 0.0095), (, -0.0024)] -18:45:10,146 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0224 0.0021] probs=[0.2045 0.2337 0.1698 0.2073 0.1848] -18:45:10,382 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008 std=0.003973243846867024 min=-0.0024 max=0.0064 -18:45:10,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0064), (, -0.0016)] -18:45:10,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.0022 0.0221 0.0019] probs=[0.1965 0.2245 0.2142 0.1972 0.1676] -18:45:10,982 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0005333333333333336 std=0.004148359782961079 min=-0.0024 max=0.0064 -18:45:10,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0064)] -18:45:11,65 root INFO ContextualMultiArmedBanditAgent - exp=[0.0636 0.3257 0.0236 0.2458 0.2766] probs=[0.1886 0.2338 0.1913 0.1951 0.1912] -18:45:11,564 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:11,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -18:45:11,597 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.002 0.0218 0.0016] probs=[0.1313 0.2485 0.1784 0.2547 0.1871] -18:45:11,907 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0026000000000000003 std=0.007071067811865475 min=-0.0024 max=0.0126 -18:45:11,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0126), (, -0.0024)] -18:45:12,35 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.203 0.002 0.0218 0.0015] probs=[0.2321 0.2011 0.1825 0.1978 0.1865] -18:45:12,268 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.18937500000000002 std=0.22800862236985692 min=-0.0024 max=0.5634 -18:45:12,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.5634), (, 0.1839), (, 0.0126)] -18:45:12,439 root INFO ContextualMultiArmedBanditAgent - exp=[0.1338 0.1606 0.0344 0.1835 0.119 ] probs=[0.1886 0.2338 0.1914 0.1951 0.1911] -18:45:12,686 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.007200000000000001 std=0.006805879810869423 min=-0.0024 max=0.0126 -18:45:12,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0), (, 0.0126), (, 0.0114)] -18:45:12,865 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2127 0.0029 0.0233 0.0013] probs=[0.1881 0.2355 0.1909 0.1949 0.1906] -18:45:13,108 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.00036666666666666645 std=0.002875567576825293 min=-0.0024 max=0.0037 -18:45:13,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0), (, 0.0037)] -18:45:13,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0629 0.2665 0.1358 0.1657 0.1748] probs=[0.1866 0.2161 0.211 0.214 0.1722] -18:45:13,514 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:13,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -18:45:13,609 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2071 0.0037 0.0233 0.0011] probs=[0.1883 0.2345 0.1913 0.1951 0.1908] -18:45:13,805 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -18:45:13,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -18:45:13,908 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0122 0.2071 0.0037 0.0233 0.0011] probs=[0.1883 0.2345 0.1913 0.1951 0.1908] -18:45:14,931 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:45:14,931 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4100823529411765 std=1.117978000538732 min=-0.07 max=4.7079 -18:45:14,931 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0636), (, 0.3493), (, 0.004), (, 0.0298), (, 0.1622), (, -0.058), (, 0.1229), (, -0.0369), (, 0.0415), (, 0.2902), (, 0.0627), (, 0.1229), (, 0.042), (, -0.0228), (, 1.2873), (, 4.7079), (, -0.07)] -18:45:15,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.0349 0.3515 0.1379 0.1431 0.1086] probs=[0.1931 0.2359 0.1875 0.1926 0.191 ] -18:45:15,596 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.05571764705882353 std=0.11718068117877832 min=-0.07 max=0.3493 -18:45:15,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0369), (, -0.058), (, 0.0415), (, 0.1229), (, 0.004), (, 0.042), (, 0.0298), (, 0.0627), (, -0.0228), (, -0.0636), (, 0.1229), (, 0.3493), (, 0.1622), (, -0.0308), (, 0.0018), (, 0.2902)] -18:45:15,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.015 0.3499 0.0139 0.0347 0.0254] probs=[0.1913 0.2495 0.1877 0.1914 0.1801] -18:45:16,313 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.014853333333333333 std=0.06481347459355107 min=-0.07 max=0.1622 -18:45:16,314 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0228), (, 0.0018), (, 0.0415), (, -0.0636), (, 0.004), (, -0.0308), (, 0.1622), (, 0.1229), (, 0.038), (, -0.0369), (, 0.042), (, -0.07), (, 0.0627), (, 0.0298), (, -0.058)] -18:45:16,653 root INFO ContextualMultiArmedBanditAgent - exp=[0.0945 0.3676 0.0385 0.1141 0.0746] probs=[0.1873 0.2473 0.1906 0.1897 0.1851] -18:45:16,962 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.04701666666666666 std=0.017680725538154696 min=-0.07 max=-0.0228 -18:45:16,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0636), (, -0.0228), (, -0.0308), (, -0.0369), (, -0.058)] -18:45:17,166 root INFO ContextualMultiArmedBanditAgent - exp=[1.000e-04 2.994e-01 3.700e-03 3.420e-02 1.000e-03] probs=[0.1906 0.2356 0.1879 0.1897 0.1963] -18:45:17,355 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.04028571428571429 std=0.02547359577351916 min=-0.07 max=0.0113 -18:45:17,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0308), (, 0.0113), (, -0.058), (, -0.0636), (, -0.034), (, -0.07), (, -0.0369)] -18:45:17,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0279 0.3826 0.0336 0.1057 0.1165] probs=[0.182 0.243 0.187 0.2101 0.1779] -18:45:17,792 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.06386666666666667 std=0.0049026070162267316 min=-0.07 max=-0.058 -18:45:17,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.058), (, -0.07), (, -0.0636)] -18:45:17,939 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.2994 0.0037 0.0334 0.001 ] probs=[0.1848 0.2507 0.1865 0.1921 0.186 ] -18:45:18,122 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.07 std=0.0 min=-0.07 max=-0.07 -18:45:18,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07)] -18:45:18,141 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0074 0.2994 0.0037 0.0334 0.001 ] probs=[0.1845 0.2507 0.1865 0.1922 0.186 ] -18:45:18,301 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0015999999999999999 std=0.0018 min=-0.0002 max=0.0034 -18:45:18,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0034), (, 0.0), (, -0.0002)] -18:45:18,396 root INFO ContextualMultiArmedBanditAgent - exp=[-0.008 0.2994 0.0037 0.0334 0.001 ] probs=[0.1631 0.2685 0.1887 0.1988 0.1809] -18:45:18,614 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.004657142857142858 std=0.006583932203881366 min=-0.0134 max=0.0034 -18:45:18,614 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0128), (, -0.0002), (, 0.0012), (, -0.0009), (, -0.0099), (, 0.0034)] -18:45:18,863 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.264 0.0944 0.0821 0.1002] probs=[0.2029 0.2279 0.182 0.191 0.1963] -18:45:19,112 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0054777777777777785 std=0.006618287421611556 min=-0.0134 max=0.0055 -18:45:19,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0099), (, -0.0128), (, -0.0009), (, -0.0134), (, -0.0034), (, -0.0008), (, 0.0055), (, -0.0002)] -18:45:19,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.5154 0.1372 0.245 0.1931] probs=[0.183 0.2398 0.1972 0.1948 0.1852] -18:45:19,797 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0067599999999999995 std=0.0061311010430427585 min=-0.0139 max=0.0055 -18:45:19,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0108), (, -0.0009), (, -0.0077), (, -0.0082), (, 0.0009), (, -0.0002), (, -0.0104), (, -0.0121), (, -0.0139), (, -0.0121), (, -0.0008), (, -0.0121), (, -0.0128), (, -0.0006), (, -0.0002), (, 0.0055), (, -0.0112), (, -0.0008), (, -0.0134)] -18:45:20,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1447 0.3876 0.1435 0.1589 0.1095] probs=[0.1808 0.248 0.1921 0.1938 0.1854] -18:45:20,800 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0066799999999999984 std=0.006016361026401258 min=-0.0139 max=0.0055 -18:45:20,800 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0081), (, -0.0121), (, -0.0128), (, -0.0006), (, 0.0055), (, -0.0104), (, -0.0008), (, -0.0134), (, -0.0082), (, -0.0139), (, -0.0077), (, -0.0121), (, -0.0112), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0121), (, 0.0009), (, -0.0008)] -18:45:21,379 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.2878 0.0431 0.0998 0.0606] probs=[0.1897 0.2396 0.1857 0.1958 0.1892] -18:45:21,815 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0064041666666666665 std=0.006604195583532907 min=-0.0139 max=0.0071 -18:45:21,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0081), (, -0.0121), (, -0.0139), (, -0.0121), (, -0.0009), (, -0.0013), (, -0.0008), (, -0.0121), (, 0.0071), (, -0.0104), (, -0.0066), (, -0.0112), (, -0.002), (, -0.0082), (, -0.0121), (, -0.0128), (, 0.0055), (, 0.0055), (, -0.0119), (, -0.0004), (, -0.0134), (, -0.0004), (, -0.0077)] -18:45:22,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.3192 0.0975 0.1117 0.0726] probs=[0.1838 0.2341 0.1998 0.1959 0.1863] -18:45:23,43 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00791875 std=0.0056110625943309525 min=-0.0139 max=0.0046 -18:45:23,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0134), (, -0.0121), (, -0.0121), (, -0.0121), (, -0.0077), (, -0.0022), (, -0.0119), (, 0.0046), (, -0.002), (, -0.0007), (, -0.0139), (, -0.0013), (, -0.0128), (, -0.0104), (, -0.0066), (, -0.0121)] -18:45:23,538 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.3922 0.1811 0.2678 0.1687] probs=[0.1935 0.223 0.1959 0.1943 0.1933] -18:45:23,962 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.006084210526315788 std=0.005291130926559507 min=-0.0139 max=0.0006 -18:45:23,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0007), (, -0.002), (, -0.0134), (, -0.0121), (, -0.0077), (, -0.0013), (, -0.0119), (, -0.0121), (, -0.0015), (, -0.0121), (, 0.0006), (, -0.0066), (, -0.0037), (, -0.0013), (, -0.0017), (, -0.0023), (, 0.0002), (, -0.0121)] -18:45:24,472 root INFO ContextualMultiArmedBanditAgent - exp=[0.1587 0.3282 0.1501 0.2179 0.1494] probs=[0.1889 0.2342 0.1994 0.1958 0.1817] -18:45:24,867 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.005233333333333333 std=0.005043367481708582 min=-0.0139 max=0.0002 -18:45:24,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0077), (, -0.0023), (, -0.0013), (, -0.0015), (, -0.0017), (, 0.0002), (, -0.0066), (, -0.0139), (, -0.002), (, -0.0007), (, -0.0119), (, -0.0134)] -18:45:25,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0118 0.2857 0.0769 0.1492 0.0015] probs=[0.1839 0.2305 0.1877 0.2091 0.1887] -18:45:25,535 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00425 std=0.005096462358482458 min=-0.0139 max=0.0028 -18:45:25,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0015), (, -0.0023), (, -0.003), (, -0.002), (, 0.0028), (, -0.0119), (, -0.0077), (, -0.003), (, -0.0139), (, -0.0134), (, -0.0018), (, -0.0013), (, -0.0007)] -18:45:25,990 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0286 0.0873 0.044 0.0754 0.0175] probs=[0.1964 0.2037 0.1905 0.2074 0.2019] -18:45:26,348 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0033187499999999997 std=0.004396620683832072 min=-0.0139 max=0.0012 -18:45:26,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0018), (, 0.0012), (, -0.0012), (, -0.0077), (, 0.0002), (, -0.003), (, -0.0011), (, -0.0031), (, -0.0015), (, -0.0023), (, 0.0012), (, -0.0007), (, -0.0139), (, -0.003), (, -0.0134)] -18:45:26,795 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0098 0.2087 -0.0057 0.0525 -0.004 ] probs=[0.1853 0.2165 0.1849 0.1977 0.2157] -18:45:27,429 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.002 std=0.003524769496009633 min=-0.0134 max=0.003 -18:45:27,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0134), (, 0.003), (, 0.0002), (, -0.0023), (, -0.003), (, -0.0011), (, -0.0012), (, 0.0012), (, 0.0012), (, -0.0031), (, -0.0018), (, -0.003), (, -0.0015), (, -0.003)] -18:45:27,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0911 0.2638 0.06 0.111 0.0806] probs=[0.1895 0.2216 0.1997 0.1983 0.1909] -18:45:28,168 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0013076923076923075 std=0.0014876215081395165 min=-0.0031 max=0.0012 -18:45:28,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0011), (, 0.0002), (, 0.001), (, -0.003), (, -0.003), (, -0.0022), (, -0.0015), (, -0.0018), (, 0.0003), (, 0.0012), (, -0.0012), (, -0.0031)] -18:45:28,596 root INFO ContextualMultiArmedBanditAgent - exp=[0.2099 0.2856 0.1609 0.1381 0.1397] probs=[0.2031 0.2243 0.1816 0.1956 0.1953] -18:45:28,942 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0018499999999999999 std=0.001210027547895777 min=-0.0033 max=0.0003 -18:45:28,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0018), (, -0.0028), (, -0.0031), (, -0.0012), (, -0.003), (, -0.0022), (, -0.003), (, -0.0033), (, 0.0003), (, -0.0012), (, -0.0011)] -18:45:29,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.1026 0.2117 0.0145 0.1295 0.031 ] probs=[0.1855 0.222 0.1914 0.2097 0.1914] -18:45:29,637 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0017545454545454546 std=0.0011942008635398565 min=-0.0033 max=0.0003 -18:45:29,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.003), (, -0.0028), (, -0.003), (, -0.0012), (, -0.0018), (, 0.0003), (, 0.0002), (, -0.0022), (, -0.0011), (, -0.0033)] -18:45:30,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.3099 0.1997 0.0923 0.119 ] probs=[0.1969 0.2064 0.2001 0.2006 0.196 ] -18:45:30,350 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019285714285714286 std=0.0011208597283390305 min=-0.0033 max=-0.0003 -18:45:30,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0033), (, -0.0011), (, -0.0012), (, -0.0032), (, -0.003), (, -0.0014)] -18:45:30,594 root INFO ContextualMultiArmedBanditAgent - exp=[0.1888 0.4711 0.3125 0.2634 0.1062] probs=[0.1895 0.2278 0.1904 0.2015 0.1907] -18:45:30,896 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0016200000000000003 std=0.0007959899496852961 min=-0.0032 max=-0.0011 -18:45:30,896 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0014), (, -0.0011), (, -0.0012)] -18:45:31,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1535 0.1807 0.1345 0.1452 0.2713] probs=[0.1986 0.2147 0.1764 0.2263 0.184 ] -18:45:31,341 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0018666666666666666 std=0.0009428090415820634 min=-0.0032 max=-0.0012 -18:45:31,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012)] -18:45:31,513 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0508 0.045 -0.0045 0.0218 -0.0033] probs=[0.1763 0.1988 0.213 0.1982 0.2138] -18:45:31,754 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0018666666666666666 std=0.0009428090415820634 min=-0.0032 max=-0.0012 -18:45:31,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012)] -18:45:31,900 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1713 -0.0048 0.0516 -0.0032] probs=[0.1959 0.2288 0.1835 0.1846 0.2072] -18:45:32,131 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001875 std=0.0008166241485530538 min=-0.0032 max=-0.0012 -18:45:32,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0032), (, -0.0012), (, -0.0019)] -18:45:32,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.0134 0.2078 0.0679 0.2446 0.1839] probs=[0.1934 0.2322 0.2058 0.1818 0.1868] -18:45:32,490 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00205 std=0.0007228416147400481 min=-0.0032 max=-0.0012 -18:45:32,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0012), (, -0.0032)] -18:45:32,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0015 0.3057 0.1832 0.1865 0.026 ] probs=[0.1896 0.2277 0.1904 0.2015 0.1908] -18:45:32,857 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00205 std=0.000722841614740048 min=-0.0032 max=-0.0012 -18:45:32,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0032), (, -0.0019), (, -0.0012)] -18:45:33,27 root INFO ContextualMultiArmedBanditAgent - exp=[0.2021 0.3694 0.0467 0.2349 0.0909] probs=[0.1937 0.2244 0.1816 0.2197 0.1806] -18:45:33,589 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0012200000000000002 std=0.0017814600753314682 min=-0.0032 max=0.0021 -18:45:33,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0032), (, 0.0021), (, -0.0012), (, -0.0019)] -18:45:33,775 root INFO ContextualMultiArmedBanditAgent - exp=[0.1206 0.1942 0.1381 0.0741 0.0307] probs=[0.1763 0.2197 0.1893 0.2036 0.2112] -18:45:34,11 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00122 std=0.001781460075331468 min=-0.0032 max=0.0021 -18:45:34,12 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, 0.0021), (, -0.0012), (, -0.0032)] -18:45:34,206 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.003 ] probs=[0.1896 0.2277 0.1904 0.2015 0.1908] -18:45:34,443 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0016666666666666668 std=0.0019084606944399514 min=-0.0039 max=0.0021 -18:45:34,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0012), (, 0.0021), (, -0.0032), (, -0.0039), (, -0.0019)] -18:45:34,600 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.0029] probs=[0.1989 0.2101 0.1849 0.2114 0.1947] -18:45:34,837 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.002142857142857143 std=0.0019631295298630723 min=-0.0039 max=0.0021 -18:45:34,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.003), (, 0.0021), (, -0.0032), (, -0.0012), (, -0.0019), (, -0.0039)] -18:45:35,30 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.1741 -0.0048 0.0516 -0.0029] probs=[0.1849 0.2284 0.191 0.1955 0.2002] -18:45:35,276 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0010444444444444444 std=0.001788923395112336 min=-0.0039 max=0.0021 -18:45:35,277 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0009), (, 0.0021), (, -0.003), (, -0.0039), (, -0.0019), (, 0.0002), (, -0.0019), (, -0.0012)] -18:45:35,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.1655 0.327 0.0505 0.2538 0.0908] probs=[0.2073 0.2215 0.1893 0.1879 0.194 ] -18:45:35,897 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0007199999999999999 std=0.0019255129186790722 min=-0.0039 max=0.0024 -18:45:35,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.0013), (, -0.0039), (, -0.0007), (, 0.0024), (, 0.0009), (, -0.003), (, -0.0012), (, -0.0019), (, -0.0019)] -18:45:36,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.1811 0.3062 0.1323 0.1597 0.2067] probs=[0.1968 0.2136 0.1881 0.2001 0.2014] -18:45:36,546 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0006727272727272728 std=0.0018964516670930043 min=-0.0039 max=0.0024 -18:45:36,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0009), (, 0.0008), (, -0.0019), (, 0.0024), (, -0.0019), (, -0.0019), (, -0.003), (, -0.0007), (, 0.0006), (, -0.0039), (, 0.0012)] -18:45:36,934 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0095 0.0994 -0.0045 0.0516 -0.0027] probs=[0.1921 0.21 0.2004 0.2014 0.1961] -18:45:37,238 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0010666666666666667 std=0.0017352553446427158 min=-0.0039 max=0.0009 -18:45:37,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0009), (, 0.0006), (, 0.0008), (, -0.0019), (, -0.0019), (, -0.003), (, -0.0039), (, -0.0019), (, 0.0007)] -18:45:37,522 root INFO ContextualMultiArmedBanditAgent - exp=[0.1633 0.2982 0.1855 0.2217 0.3016] probs=[0.1956 0.2111 0.1881 0.2164 0.1888] -18:45:37,821 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0005727272727272728 std=0.0017389081783960193 min=-0.0039 max=0.0013 -18:45:37,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0007), (, -0.003), (, 0.0006), (, 0.0009), (, 0.0009), (, -0.0019), (, -0.0008), (, 0.0008), (, -0.0039), (, 0.0013)] -18:45:38,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.145 0.1692 0.1031 0.1019 0.036 ] probs=[0.1944 0.2132 0.1893 0.1977 0.2054] -18:45:38,604 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.0005312499999999999 std=0.0019172632676552272 min=-0.0039 max=0.0042 -18:45:38,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0013), (, 0.0009), (, -0.0008), (, 0.0006), (, 0.0033), (, -0.0039), (, 0.0007), (, 0.0006), (, 0.0008), (, -0.0019), (, 0.0016), (, -0.0013), (, 0.0042), (, 0.0023), (, 0.0009)] -18:45:39,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.1494 0.1064 0.1407 0.0773] probs=[0.2271 0.2053 0.183 0.203 0.1815] -18:45:39,537 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0005499999999999999 std=0.0014181225012570066 min=-0.0013 max=0.0045 -18:45:39,537 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0007), (, 0.0008), (, -0.0008), (, 0.0012), (, 0.0009), (, 0.0016), (, 0.0006), (, 0.0009), (, 0.0006), (, -0.0013), (, 0.0045), (, 0.0001), (, -0.0008)] -18:45:39,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.2061 0.1869 0.1611 0.1162 0.1181] probs=[0.2094 0.1963 0.1968 0.2098 0.1876] -18:45:40,302 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0002142857142857143 std=0.0009716386327503971 min=-0.0013 max=0.0016 -18:45:40,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0012), (, 0.0001), (, 0.0008), (, -0.0008), (, 0.0006), (, 0.0009), (, -0.0013), (, 0.0009), (, 0.0012), (, 0.0016), (, -0.0008), (, 0.0007), (, -0.0008)] -18:45:40,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0784 0.0192 0.0538 0.0311] probs=[0.1969 0.2052 0.1944 0.2066 0.197 ] -18:45:41,191 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.00011111111111111109 std=0.0008824768734073236 min=-0.0013 max=0.0009 -18:45:41,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0001), (, -0.0008), (, 0.0006), (, 0.0008), (, -0.0008), (, -0.0013), (, 0.0008), (, 0.0009)] -18:45:41,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0347 0.1284 0.0681 0.0952 0.044 ] probs=[0.2034 0.1931 0.1804 0.2133 0.2097] -18:45:41,884 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0007833333333333334 std=0.0005335936864527374 min=-0.0013 max=0.0003 -18:45:41,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0008), (, -0.0008), (, 0.0003), (, -0.0013), (, -0.0008)] -18:45:42,186 root INFO ContextualMultiArmedBanditAgent - exp=[0.2152 0.3768 0.0776 0.2137 0.2765] probs=[0.2016 0.2095 0.2033 0.1945 0.1911] -18:45:42,483 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.0002357022603955158 min=-0.0013 max=-0.0008 -18:45:42,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0008), (, -0.0013)] -18:45:42,657 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.2488 0.3077 0.2765 0.1185] probs=[0.2031 0.1921 0.2044 0.1761 0.2244] -18:45:42,884 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.0002357022603955158 min=-0.0013 max=-0.0008 -18:45:42,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0008), (, -0.0013)] -18:45:43,50 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.0031 0.0516 -0.0022] probs=[0.217 0.2 0.2107 0.177 0.1953] -18:45:43,282 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00105 std=0.00024999999999999995 min=-0.0013 max=-0.0008 -18:45:43,282 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0013)] -18:45:43,344 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2068 0.1959] -18:45:43,543 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 -18:45:43,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013)] -18:45:43,575 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2067 0.1959] -18:45:43,728 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 -18:45:43,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013)] -18:45:43,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.2311 0.1469 0.1797 0.284 0.1584] -18:45:43,957 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -18:45:43,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] -18:45:44,50 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0525 -0.003 0.0516 -0.0022] probs=[0.1946 0.2069 0.1958 0.2067 0.1959] -18:45:44,270 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:44,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:44,415 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0516 -0.003 0.0516 -0.0022] probs=[0.1947 0.2068 0.1958 0.2068 0.196 ] -18:45:44,644 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 -18:45:44,645 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] -18:45:44,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.05 -0.003 0.0516 -0.0022] probs=[0.1951 0.1967 0.2322 0.1721 0.204 ] -18:45:45,58 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 -18:45:45,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] -18:45:45,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0485 -0.003 0.0505 -0.0022] probs=[0.2058 0.2057 0.2062 0.1881 0.1942] -18:45:45,371 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 -18:45:45,371 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] -18:45:45,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.254 0.2415 0.0857 0.3303 0.1504] probs=[0.2018 0.1958 0.2007 0.1912 0.2106] -18:45:45,703 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 -18:45:45,703 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] -18:45:45,802 root INFO ContextualMultiArmedBanditAgent - exp=[0.1989 0.0939 0.1972 0.3049 0.2163] probs=[0.2064 0.1769 0.1737 0.2218 0.2212] -18:45:46,15 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=0 -18:45:46,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0)] -18:45:46,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.2351 0.0508 0.2504 0.0576 0.1974] probs=[0.1951 0.2058 0.1963 0.2064 0.1964] -18:45:46,318 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 -18:45:46,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -18:45:46,481 root INFO ContextualMultiArmedBanditAgent - exp=[0.1083 0.1276 0.193 0.0612 0.1091] probs=[0.1961 0.19 0.2128 0.2062 0.1949] -18:45:46,726 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=1 avg=0.0014 std=0.0 min=0.0014 max=0.0014 -18:45:46,727 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0014)] -18:45:46,948 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0421 -0.003 0.0435 -0.0022] probs=[0.2176 0.21 0.1871 0.1907 0.1946] -18:45:47,253 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 -18:45:47,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -18:45:47,499 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0405 -0.003 0.0411 -0.0022] probs=[0.1933 0.2059 0.2008 0.2034 0.1965] -18:45:47,763 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 -18:45:47,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -18:45:48,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0364 0.0411 0.1196 0.1421 0.0033] probs=[0.1772 0.2124 0.1949 0.2315 0.1841] -18:45:48,293 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=0 -18:45:48,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0)] -18:45:48,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.2489 0.3809 0.4736 0.0621 0.2431] probs=[0.1866 0.2268 0.1828 0.2062 0.1976] -18:45:48,798 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=0 -18:45:48,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0)] -18:45:48,946 root INFO ContextualMultiArmedBanditAgent - exp=[0.3116 0.1953 0.3593 0.1449 0.1589] probs=[0.2081 0.2297 0.1859 0.1912 0.1851] -18:45:49,192 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:49,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:49,322 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.036 -0.003 0.0347 -0.0022] probs=[0.196 0.2049 0.1971 0.2047 0.1973] -18:45:49,550 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:49,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:49,695 root INFO ContextualMultiArmedBanditAgent - exp=[0.2865 0.5095 0.0469 0.1918 0.1693] probs=[0.1772 0.2105 0.1838 0.2318 0.1967] -18:45:49,920 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:49,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:50,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.3625 0.23 0.0698 0.3344 0.2695] probs=[0.1961 0.2047 0.1972 0.2047 0.1973] -18:45:50,274 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:50,274 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:50,353 root INFO ContextualMultiArmedBanditAgent - exp=[0.0642 0.3108 0.2361 0.2686 0.4896] probs=[0.2178 0.2089 0.2127 0.1731 0.1876] -18:45:50,597 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:50,598 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:50,684 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0208 -0.0026 0.0347 -0.0022] probs=[0.1966 0.2025 0.1978 0.2053 0.1979] -18:45:51,202 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:51,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:51,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0204 -0.003 0.0347 -0.0022] probs=[0.1966 0.2024 0.1977 0.2053 0.1979] -18:45:51,538 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:51,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:51,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.1494 0.4443 0.2311 0.2836 0.2376] probs=[0.1937 0.1481 0.2194 0.2232 0.2156] -18:45:51,894 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:51,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:51,954 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0196 -0.003 0.0347 -0.0022] probs=[0.1966 0.2023 0.1978 0.2054 0.1979] -18:45:52,151 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -18:45:52,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0)] -18:45:52,214 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0192 -0.0026 0.0347 -0.0022] probs=[0.1966 0.2022 0.1978 0.2054 0.1979] -18:45:52,425 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -18:45:52,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] -18:45:52,456 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0188 -0.003 0.0347 -0.0022] probs=[0.1282 0.2831 0.1624 0.1374 0.2889] -18:45:52,652 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -18:45:52,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] -18:45:52,754 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0187 -0.003 0.0347 -0.0022] probs=[0.1967 0.2021 0.1978 0.2054 0.198 ] -18:45:52,957 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0019 std=0.0 min=-0.0019 max=-0.0019 -18:45:52,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0019)] -18:45:53,83 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0087 0.0185 -0.003 0.0347 -0.0022] probs=[0.1967 0.2021 0.1978 0.2054 0.198 ] -18:45:54,364 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:45:54,365 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.20913529411764709 std=0.37958012242813843 min=-0.0415 max=1.1911 -18:45:54,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0172), (, 0.0023), (, 0.1368), (, 0.0236), (, -0.0275), (, 1.1911), (, 1.1911), (, 0.0414), (, -0.0415), (, 0.2917), (, 0.0021), (, 0.0014), (, 0.1177), (, -0.0244), (, 0.1368), (, 0.4607), (, 0.0348)] -18:45:54,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0969 0.1868 0.0946 0.1405 0.1291] probs=[0.1983 0.2134 0.1955 0.1997 0.1932] -18:45:55,161 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.04341875 std=0.08491159534149326 min=-0.0415 max=0.2917 -18:45:55,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0415), (, 0.1368), (, 0.2917), (, 0.0172), (, 0.0021), (, 0.0014), (, 0.1368), (, -0.0244), (, 0.1177), (, 0.0238), (, -0.0275), (, 0.0348), (, 0.0236), (, 0.0414), (, 0.0023)] -18:45:55,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.0468 0.0702 0.0395 0.0983 0.0415] probs=[0.1949 0.2093 0.1944 0.2026 0.1987] -18:45:55,881 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.019014285714285713 std=0.05117053919622748 min=-0.0415 max=0.1368 -18:45:55,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0244), (, 0.0348), (, 0.0172), (, 0.0014), (, 0.0414), (, 0.0021), (, 0.0023), (, 0.0236), (, -0.0415), (, -0.0275), (, 0.1368), (, 0.1177), (, 0.0238)] -18:45:56,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.0756 0.0595 0.0797 0.0417] probs=[0.1944 0.2134 0.1856 0.2158 0.1907] -18:45:56,539 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.031133333333333336 std=0.0074387872368791115 min=-0.0415 max=-0.0244 -18:45:56,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, -0.0275), (, -0.0244)] -18:45:56,631 root INFO ContextualMultiArmedBanditAgent - exp=[0.2896 0.2494 0.2715 0.2674 0.0634] probs=[0.1962 0.2038 0.1968 0.2063 0.1969] -18:45:56,846 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.020771428571428576 std=0.01994719559850201 min=-0.0518 max=0.0055 -18:45:56,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0055), (, -0.0275), (, -0.0038), (, -0.0518), (, -0.0244), (, -0.0415), (, -0.0019)] -18:45:57,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1508 0.2272 0.2653 0.1171 0.0648] probs=[0.1986 0.2006 0.2101 0.1978 0.1928] -18:45:57,296 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.020621428571428572 std=0.02277207495945821 min=-0.0518 max=0.0142 -18:45:57,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0275), (, -0.0518), (, -0.0518), (, -0.0019), (, -0.0261), (, -0.0518), (, -0.0038), (, 0.0142), (, 0.0055), (, -0.014), (, -0.0243), (, -0.0017), (, -0.0518)] -18:45:57,618 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1329 0.1001 0.1882 0.0794] probs=[0.1971 0.2017 0.1888 0.2111 0.2014] -18:45:57,926 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02355714285714286 std=0.022090842132486688 min=-0.0518 max=0.0128 -18:45:57,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0243), (, -0.0114), (, -0.0385), (, -0.014), (, -0.0518), (, 0.0128), (, -0.0518), (, -0.0019), (, -0.0004), (, -0.0518), (, -0.0518), (, 0.0055), (, -0.0243), (, -0.0261)] -18:45:58,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.1815 0.0929 0.1496 0.1135] probs=[0.1916 0.201 0.1975 0.2034 0.2064] -18:45:58,570 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.01845 std=0.024196823138585774 min=-0.0518 max=0.02 -18:45:58,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0243), (, -0.0114), (, -0.0261), (, 0.0055), (, -0.0518), (, 0.02), (, -0.0243), (, -0.0004), (, -0.0518), (, -0.0518), (, 0.0024), (, -0.0385), (, 0.0128), (, -0.0518), (, -0.0018), (, -0.0019)] -18:45:58,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.1275 0.0578 0.0666 0.2304 0.1278] probs=[0.1934 0.2083 0.1901 0.2062 0.202 ] -18:45:59,378 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.010323809523809525 std=0.02279807645941721 min=-0.0518 max=0.0281 -18:45:59,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.001), (, -0.0385), (, 0.0128), (, -0.0129), (, -0.0237), (, -0.0261), (, -0.0518), (, -0.0518), (, 0.0128), (, 0.0281), (, -0.0048), (, 0.0024), (, -0.0243), (, -0.0019), (, 0.0055), (, -0.0518), (, -0.0058), (, 0.02), (, -0.0004), (, -0.0018)] -18:45:59,923 root INFO ContextualMultiArmedBanditAgent - exp=[0.028 0.0919 0.0656 0.0934 0.0476] probs=[0.1952 0.2158 0.1858 0.2055 0.1977] -18:46:00,292 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.010804166666666665 std=0.01681131759576136 min=-0.0518 max=0.0055 -18:46:00,292 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0128), (, -0.0518), (, 0.0021), (, -0.0518), (, -0.0132), (, -0.0022), (, -0.0052), (, -0.001), (, -0.0009), (, -0.0156), (, -0.0129), (, -0.0073), (, -0.0018), (, 0.0055), (, -0.0004), (, -0.0019), (, 0.0024), (, -0.0058), (, -0.0518), (, -0.0009), (, -0.0011), (, -0.0048), (, -0.0243)] -18:46:00,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.0698 0.1732 0.1466 0.1861 0.1201] probs=[0.2003 0.209 0.1873 0.209 0.1945] -18:46:01,515 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.004830000000000001 std=0.00665377837522912 min=-0.0243 max=0.0029 -18:46:01,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0132), (, -0.0019), (, -0.0022), (, -0.0129), (, -0.0028), (, -0.0097), (, -0.0004), (, -0.0128), (, -0.001), (, -0.0243), (, -0.0028), (, -0.0104), (, -0.0048), (, -0.0007), (, -0.0018), (, 0.0029), (, 0.0013), (, -0.002), (, 0.0007), (, 0.0018), (, -0.0156), (, -0.0184), (, 0.0016), (, -0.0004), (, -0.0009), (, -0.003), (, -0.0), (, -0.0052), (, 0.0016), (, -0.0058)] -18:46:02,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1209 0.1423 0.124 0.1027] probs=[0.1963 0.2072 0.1982 0.2035 0.1948] -18:46:03,187 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.004278787878787879 std=0.007034708650931427 min=-0.0243 max=0.0046 -18:46:03,187 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0014), (, -0.0017), (, -0.001), (, -0.0009), (, -0.0), (, -0.0028), (, -0.0), (, -0.0097), (, 0.0011), (, -0.0022), (, -0.0048), (, 0.0018), (, -0.0243), (, -0.0019), (, 0.0013), (, -0.003), (, 0.0016), (, -0.0067), (, -0.0018), (, 0.0007), (, -0.0), (, -0.0132), (, -0.0058), (, -0.02), (, 0.0001), (, 0.0046), (, -0.0129), (, -0.0184), (, -0.0156), (, -0.0004), (, -0.0028), (, 0.0044), (, -0.0), (, 0.0022), (, -0.0007), (, -0.0052)] -18:46:04,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.124 0.1232 0.0881 0.0927] probs=[0.1929 0.2027 0.2034 0.2057 0.1952] -18:46:05,91 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.004343333333333334 std=0.006973697409233896 min=-0.0243 max=0.0044 -18:46:05,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, -0.0001), (, 0.0013), (, 0.0007), (, -0.0048), (, -0.0), (, -0.02), (, -0.0004), (, -0.0), (, 0.0015), (, -0.0014), (, -0.0017), (, 0.0), (, 0.0022), (, -0.0067), (, 0.0011), (, 0.0008), (, 0.0044), (, -0.0052), (, -0.0014), (, 0.0018), (, -0.0018), (, -0.0097), (, -0.0102), (, -0.0098), (, -0.0028), (, -0.0243), (, -0.0006), (, -0.0014), (, -0.0091), (, -0.0184), (, 0.0004), (, -0.0129)] -18:46:05,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.1304 0.1572 0.1721 0.1866 0.1053] probs=[0.1885 0.211 0.1978 0.2059 0.1968] -18:46:06,472 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.004579310344827586 std=0.006718496307048477 min=-0.0243 max=0.0018 -18:46:06,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0067), (, -0.0001), (, -0.0014), (, -0.0021), (, -0.0), (, -0.0097), (, 0.0011), (, -0.0), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0001), (, -0.0014), (, -0.002), (, -0.0), (, -0.0098), (, -0.0243), (, -0.0), (, -0.0047), (, 0.0018), (, -0.0017), (, 0.0), (, 0.0007), (, 0.0), (, -0.0184), (, -0.0048), (, -0.0), (, 0.0013), (, -0.02), (, -0.0002), (, -0.0003), (, 0.0004), (, -0.0031), (, -0.0102), (, -0.0129)] -18:46:07,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.0582 0.1102 0.074 0.0731 0.0582] probs=[0.1917 0.2174 0.1978 0.1977 0.1953] -18:46:07,988 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.003664285714285714 std=0.0067957031742604136 min=-0.0243 max=0.0018 -18:46:07,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0007), (, -0.0006), (, -0.0), (, -0.0018), (, -0.0021), (, -0.0243), (, -0.0154), (, -0.002), (, 0.0011), (, -0.02), (, 0.0), (, -0.0184), (, -0.0041), (, 0.0004), (, -0.0047), (, 0.0018), (, -0.0004), (, 0.0013), (, 0.0009), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0014), (, 0.0008), (, -0.0), (, -0.0031), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0017)] -18:46:08,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.1758 0.2572 0.134 0.1432 0.1398] probs=[0.1919 0.2133 0.1922 0.2091 0.1935] -18:46:09,709 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.003725925925925926 std=0.006205469068884592 min=-0.02 max=0.0018 -18:46:09,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0154), (, 0.0), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0154), (, -0.0), (, -0.0002), (, -0.0014), (, -0.0113), (, -0.0026), (, -0.0), (, -0.02), (, -0.0016), (, 0.0018), (, -0.0047), (, -0.0014), (, -0.0021), (, -0.0003), (, -0.0014), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0004), (, 0.0018), (, -0.0018), (, -0.0184), (, -0.0041), (, 0.0011), (, -0.0004), (, -0.0011), (, -0.0007)] -18:46:10,586 root INFO ContextualMultiArmedBanditAgent - exp=[0.1424 0.1999 0.0946 0.2052 0.1501] probs=[0.1968 0.2125 0.2 0.1951 0.1957] -18:46:11,456 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0032833333333333334 std=0.005809250286301055 min=-0.02 max=0.0043 -18:46:11,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0113), (, 0.0017), (, -0.0184), (, 0.0043), (, -0.02), (, 0.0), (, -0.0018), (, -0.0027), (, -0.0016), (, -0.0011), (, -0.0014), (, -0.0006), (, -0.0047), (, -0.0018), (, -0.0008), (, -0.0021), (, -0.0003), (, -0.0014), (, 0.0011), (, -0.0041), (, 0.0), (, -0.0113), (, -0.0001), (, -0.0001), (, -0.0154), (, -0.0004), (, -0.0026), (, -0.0), (, -0.0014), (, -0.0014), (, -0.0003), (, 0.0022), (, -0.0007), (, -0.0)] -18:46:12,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.103 0.1164 0.0981 0.0972 0.1176] probs=[0.1976 0.206 0.197 0.2008 0.1986] -18:46:13,280 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0031379310344827587 std=0.0057379807690152275 min=-0.0184 max=0.0043 -18:46:13,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0041), (, -0.0018), (, 0.002), (, 0.0), (, 0.002), (, -0.0113), (, -0.0154), (, 0.0043), (, -0.0148), (, 0.0005), (, -0.0047), (, 0.0025), (, -0.0), (, -0.0184), (, 0.0), (, -0.0005), (, -0.0029), (, 0.0022), (, -0.0018), (, -0.0139), (, -0.0), (, -0.0014), (, -0.0026), (, -0.0014), (, -0.0014), (, -0.0016), (, -0.0014), (, -0.0006), (, -0.0007), (, -0.002), (, -0.0008), (, 0.0017), (, -0.0027)] -18:46:14,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.14 0.0651 0.132 0.0876] probs=[0.1962 0.2075 0.1912 0.2081 0.197 ] -18:46:15,192 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.003180645161290323 std=0.005237114408307536 min=-0.0154 max=0.0043 -18:46:15,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0017), (, -0.0014), (, 0.0022), (, -0.0018), (, 0.0), (, 0.0043), (, -0.0009), (, -0.0022), (, -0.0), (, -0.002), (, 0.0013), (, -0.0008), (, -0.0012), (, -0.0001), (, 0.002), (, -0.0047), (, -0.0029), (, -0.0005), (, -0.0016), (, -0.0139), (, -0.0), (, -0.0082), (, -0.0018), (, -0.0002), (, -0.0027), (, -0.0022), (, -0.0027), (, -0.0008), (, -0.0148), (, -0.0154), (, -0.0041), (, -0.0113), (, 0.002)] -18:46:16,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.1542 0.0765 0.0427 0.0879] probs=[0.1908 0.2088 0.1993 0.201 0.2001] -18:46:17,54 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.003158620689655173 std=0.00635737514916008 min=-0.0154 max=0.0113 -18:46:17,54 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0082), (, -0.0034), (, 0.0113), (, -0.0009), (, 0.0032), (, -0.0022), (, -0.0148), (, -0.0113), (, -0.0002), (, -0.0), (, -0.0108), (, -0.0004), (, -0.0047), (, -0.0022), (, -0.0018), (, -0.0024), (, -0.0027), (, 0.0043), (, -0.0014), (, -0.002), (, -0.0154), (, 0.0), (, -0.0022), (, -0.0003), (, -0.0139), (, -0.0), (, -0.0029), (, 0.0013), (, -0.0007), (, 0.0082), (, -0.0012)] -18:46:17,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.1993 0.0651 0.0871 0.0582] probs=[0.199 0.2075 0.192 0.2025 0.199 ] -18:46:18,842 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.003723076923076924 std=0.006485920116938968 min=-0.0154 max=0.0113 -18:46:18,842 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0007), (, -0.0148), (, 0.0003), (, -0.0029), (, -0.0022), (, -0.0154), (, -0.0082), (, -0.0021), (, -0.0108), (, -0.001), (, -0.0113), (, -0.0139), (, 0.0043), (, -0.0), (, 0.0), (, 0.0113), (, -0.0034), (, -0.0003), (, -0.0002), (, -0.0094), (, -0.0022), (, -0.0027), (, 0.0023), (, 0.0), (, 0.0005), (, -0.0024), (, -0.0009), (, 0.0032), (, -0.0), (, -0.0)] -18:46:19,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.1353 0.0628 0.1428 0.1035] probs=[0.1948 0.2079 0.1987 0.2001 0.1985] -18:46:20,538 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0028074074074074078 std=0.006090790006895106 min=-0.0154 max=0.0043 -18:46:20,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.002), (, -0.0003), (, -0.0139), (, 0.0043), (, 0.0008), (, -0.0), (, -0.001), (, -0.0082), (, 0.0009), (, -0.0003), (, -0.0148), (, -0.0021), (, 0.0014), (, 0.0004), (, -0.0002), (, 0.002), (, -0.0154), (, 0.0032), (, 0.0023), (, -0.0022), (, -0.0113), (, -0.0), (, 0.0005), (, 0.0), (, -0.001), (, 0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0017), (, -0.0108), (, -0.0)] -18:46:21,496 root INFO ContextualMultiArmedBanditAgent - exp=[0.0865 0.1809 0.1273 0.1026 0.1048] probs=[0.2017 0.1969 0.2026 0.1998 0.199 ] -18:46:22,298 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0019333333333333336 std=0.005443514659836221 min=-0.0148 max=0.0038 -18:46:22,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0027), (, 0.002), (, -0.0003), (, -0.0011), (, 0.0017), (, -0.0), (, 0.0014), (, 0.0014), (, -0.001), (, -0.0), (, -0.0148), (, 0.0003), (, -0.0139), (, 0.0017), (, 0.0038), (, -0.001), (, -0.0), (, 0.0009), (, -0.0003), (, 0.0), (, -0.0), (, -0.001), (, 0.0), (, -0.0108), (, -0.0019), (, -0.0002), (, -0.0113), (, 0.0023), (, -0.0), (, -0.0001), (, 0.0012), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0)] -18:46:23,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.0834 0.0823 0.0675 0.0804] probs=[0.1963 0.2038 0.1957 0.208 0.1961] -18:46:23,791 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0011666666666666668 std=0.00475759626515557 min=-0.0148 max=0.0038 -18:46:23,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0014), (, 0.0001), (, 0.0015), (, 0.0), (, -0.0), (, -0.0002), (, 0.0014), (, 0.0008), (, 0.0014), (, -0.0003), (, 0.0023), (, 0.0038), (, 0.0012), (, -0.0148), (, -0.0005), (, -0.0), (, 0.002), (, 0.0002), (, 0.0), (, 0.0), (, -0.0108), (, -0.0013), (, -0.0025), (, 0.0002), (, 0.0), (, 0.0007), (, 0.0014), (, -0.0), (, -0.001), (, -0.0011), (, -0.0), (, -0.0)] -18:46:24,766 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1077 0.0834 0.0572 0.0656] probs=[0.1994 0.2022 0.1978 0.2006 0.2 ] -18:46:25,710 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=20 avg=-0.0020350000000000004 std=0.005001527266745629 min=-0.0148 max=0.0023 -18:46:25,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0014), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0), (, 0.0), (, -0.0002), (, 0.0012), (, 0.0), (, 0.0), (, 0.0007), (, -0.0), (, 0.0014), (, -0.0108), (, 0.0014), (, -0.0), (, -0.0), (, -0.0049), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0139), (, -0.0148), (, -0.0025), (, 0.0), (, -0.0), (, 0.0008), (, 0.0014), (, 0.0023), (, -0.0025), (, -0.0004), (, -0.0013)] -18:46:26,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0909 0.0901 0.0944 0.0967 0.0872] probs=[0.2044 0.2041 0.2007 0.1962 0.1946] -18:46:27,599 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=19 avg=-0.0024421052631578948 std=0.004882332896806142 min=-0.0148 max=0.0012 -18:46:27,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0004), (, 0.0007), (, 0.0005), (, 0.0006), (, 0.0012), (, -0.0005), (, -0.0004), (, 0.0007), (, -0.0139), (, -0.0006), (, -0.0), (, -0.0108), (, 0.0), (, -0.0011), (, -0.0), (, 0.0001), (, 0.0), (, -0.0049), (, 0.0), (, -0.0025), (, -0.0002), (, 0.0004), (, 0.0), (, 0.0), (, 0.0), (, -0.0013), (, 0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0148), (, -0.0), (, 0.0), (, -0.0)] -18:46:28,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.13 0.1435 0.1093 0.0859 0.0981] probs=[0.1997 0.2118 0.1943 0.1944 0.1998] -18:46:29,407 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=19 avg=-0.0021473684210526313 std=0.004437088711383511 min=-0.0148 max=0.0018 -18:46:29,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0013), (, 0.0003), (, 0.0), (, -0.0), (, 0.0), (, 0.0009), (, -0.0001), (, 0.0), (, 0.0006), (, 0.0), (, -0.0004), (, -0.0025), (, -0.0148), (, -0.0026), (, -0.0017), (, -0.0013), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0049), (, 0.0), (, 0.0001), (, 0.0007), (, -0.0005), (, -0.0), (, -0.0), (, -0.0139), (, 0.0018), (, 0.0)] -18:46:30,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1445 0.1444 0.1472 0.1648 0.1541] probs=[0.1948 0.2085 0.2021 0.2018 0.1927] -18:46:31,256 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0011222222222222222 std=0.002849214749954454 min=-0.0139 max=0.0018 -18:46:31,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0013), (, 0.0), (, 0.0007), (, -0.0), (, -0.0026), (, 0.0), (, 0.0006), (, -0.0013), (, 0.0002), (, -0.0139), (, 0.0002), (, -0.0), (, -0.0025), (, -0.0004), (, -0.0011), (, 0.0007), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0005), (, 0.0018), (, 0.0), (, 0.0003), (, -0.0005), (, 0.0005), (, -0.0049), (, 0.0001), (, 0.0009), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0005)] -18:46:32,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0949 0.1371 0.106 0.1068 0.115 ] probs=[0.2039 0.203 0.1972 0.1991 0.1968] -18:46:33,140 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0010633333333333332 std=0.002710532952924367 min=-0.0139 max=0.0009 -18:46:33,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0005), (, 0.0), (, -0.0), (, 0.0006), (, 0.0), (, -0.0009), (, 0.0002), (, -0.0017), (, 0.0005), (, -0.0), (, 0.0001), (, -0.0011), (, -0.0004), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0013), (, -0.0019), (, 0.0003), (, -0.0), (, 0.0005), (, -0.0026), (, -0.0), (, -0.0006), (, -0.0139), (, 0.0001), (, -0.0013), (, 0.0007), (, 0.0001), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, -0.0009), (, 0.0009), (, -0.0049), (, 0.0009), (, -0.0025)] -18:46:34,241 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.1178 0.0965 0.0441 0.078 ] probs=[0.1978 0.2117 0.1916 0.1985 0.2004] -18:46:35,346 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=35 avg=-0.0006000000000000001 std=0.0013403624243358318 min=-0.0049 max=0.0014 -18:46:35,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0008), (, -0.0011), (, -0.0009), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0006), (, 0.0001), (, -0.0), (, 0.0002), (, -0.0019), (, 0.0007), (, 0.0003), (, 0.0004), (, 0.0002), (, 0.0005), (, 0.0007), (, -0.0025), (, 0.0003), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0017), (, 0.0012), (, -0.0006), (, 0.0014), (, -0.0026), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0), (, 0.0005), (, -0.0), (, -0.0049), (, -0.0034), (, -0.0013), (, -0.0009), (, -0.001), (, 0.0002), (, 0.0001), (, 0.0)] -18:46:36,639 root INFO ContextualMultiArmedBanditAgent - exp=[0.0618 0.1435 0.0568 0.0753 0.1153] probs=[0.1968 0.2121 0.196 0.1967 0.1984] -18:46:37,635 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.00065 std=0.00119378874971553 min=-0.0049 max=0.0007 -18:46:37,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0004), (, -0.0005), (, 0.0007), (, -0.0003), (, -0.0013), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0006), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.0003), (, 0.0), (, -0.001), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0034), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0002), (, 0.0001), (, 0.0007), (, -0.0009), (, -0.0019), (, -0.0006), (, -0.0049), (, 0.0), (, -0.0026), (, -0.0001), (, 0.0002), (, -0.0011), (, 0.0001), (, -0.0009)] -18:46:39,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.063 0.158 0.1286 0.1598 0.1358] probs=[0.199 0.2038 0.1968 0.2045 0.1958] -18:46:40,90 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=38 avg=-0.0007947368421052631 std=0.0011829818187020042 min=-0.0049 max=0.0004 -18:46:40,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0004), (, 0.0004), (, 0.0002), (, -0.0009), (, -0.0017), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0034), (, -0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0), (, -0.0006), (, -0.0019), (, -0.0049), (, -0.0005), (, -0.0032), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0026)] -18:46:41,572 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.0816 0.1073 0.066 0.0782] probs=[0.1987 0.2085 0.193 0.1991 0.2006] -18:46:42,927 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=38 avg=-0.0008578947368421053 std=0.0011959650538256959 min=-0.0049 max=0.0006 -18:46:42,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0017), (, -0.0012), (, 0.0001), (, -0.0008), (, -0.0001), (, -0.0011), (, 0.0001), (, 0.0001), (, -0.0026), (, 0.0006), (, -0.0019), (, -0.0049), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0005), (, 0.0), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0005), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0034), (, 0.0), (, 0.0002), (, -0.0016), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.001), (, -0.0005), (, 0.0), (, -0.0032)] -18:46:44,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.0537 0.1538 0.0579 0.1123 0.0764] probs=[0.1998 0.2092 0.201 0.1969 0.193 ] -18:46:45,752 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00101875 std=0.0012133212424992814 min=-0.0049 max=0.0003 -18:46:45,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0004), (, 0.0), (, -0.0017), (, -0.0), (, -0.0016), (, -0.0023), (, -0.0032), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0049), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0019), (, 0.0), (, -0.0009), (, -0.001), (, -0.0008), (, -0.0), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0012), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0014), (, -0.0034), (, -0.0004), (, 0.0003)] -18:46:47,69 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.1685 0.1389 0.1623 0.1471] probs=[0.1958 0.2086 0.1992 0.1954 0.2009] -18:46:48,256 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.000812121212121212 std=0.0009756916973808502 min=-0.0034 max=0.0003 -18:46:48,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0017), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0), (, -0.0034), (, -0.0032), (, -0.0004), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0006), (, 0.0003), (, -0.0003), (, -0.0), (, -0.0023), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0001), (, -0.0012), (, 0.0001), (, -0.0016), (, 0.0), (, -0.0006), (, 0.0003), (, -0.0), (, -0.001), (, -0.0001)] -18:46:49,604 root INFO ContextualMultiArmedBanditAgent - exp=[0.0661 0.1024 0.1014 0.0965 0.0744] probs=[0.1948 0.2096 0.1956 0.2022 0.1978] -18:46:50,529 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=39 avg=-0.0006384615384615385 std=0.0008568323848339284 min=-0.0034 max=0.001 -18:46:50,529 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0023), (, -0.0005), (, -0.0004), (, -0.0004), (, 0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0034), (, -0.0005), (, -0.0009), (, -0.001), (, -0.0032), (, 0.001), (, 0.0001), (, -0.0002), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0006), (, -0.0012), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0016), (, -0.0009), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0017), (, -0.0), (, 0.0)] -18:46:51,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.0561 0.1201 0.0464 0.0797 0.0633] probs=[0.2005 0.2024 0.1968 0.2041 0.1962] -18:46:52,942 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=36 avg=-0.0007944444444444444 std=0.0011668915127247845 min=-0.0042 max=0.001 -18:46:52,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0003), (, -0.0023), (, -0.0), (, -0.0032), (, -0.0026), (, -0.0009), (, -0.0034), (, 0.0004), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0009), (, -0.0003), (, -0.0023), (, -0.0003), (, -0.0001), (, 0.0002), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0042), (, -0.0016), (, 0.0), (, -0.0002), (, 0.001), (, -0.0017), (, -0.0), (, -0.0012), (, 0.0002), (, -0.0004), (, -0.0002), (, -0.001), (, 0.0001), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0), (, 0.0005), (, -0.0003)] -18:46:54,471 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.0761 0.0817 0.0785 0.0727] probs=[0.2029 0.2081 0.1915 0.2019 0.1956] -18:46:55,913 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=35 avg=-0.0011057142857142856 std=0.0015129805696312273 min=-0.0061 max=0.0004 -18:46:55,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0032), (, 0.0), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0023), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0026), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0061), (, -0.0003), (, 0.0002), (, -0.0042), (, -0.0004), (, -0.0012), (, 0.0002), (, -0.0023), (, -0.0016), (, -0.0012), (, -0.0002), (, -0.0034), (, -0.0014), (, 0.0003), (, 0.0001), (, -0.0004), (, -0.0), (, 0.0), (, -0.001)] -18:46:57,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.1099 0.1103 0.102 0.0883 0.09 ] probs=[0.1959 0.2099 0.1911 0.2015 0.2017] -18:46:58,987 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=33 avg=-0.0008969696969696971 std=0.0020608154973779775 min=-0.0061 max=0.0051 -18:46:58,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0002), (, -0.0061), (, -0.0002), (, -0.0032), (, 0.0051), (, 0.0003), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0023), (, -0.0), (, -0.0002), (, 0.0), (, -0.0042), (, -0.0023), (, 0.0003), (, 0.0002), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, -0.0026), (, -0.0004), (, 0.0005), (, 0.0001), (, -0.0005), (, -0.0008), (, -0.0022), (, -0.0034), (, 0.0), (, 0.0009), (, 0.0001), (, -0.0001), (, -0.0012), (, 0.0), (, 0.0), (, -0.0002), (, -0.0), (, 0.0)] -18:47:00,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.0762 0.0371 0.0656 0.0643] probs=[0.1983 0.2081 0.2035 0.2014 0.1887] -18:47:01,947 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-0.0008794117647058824 std=0.0020322082182233528 min=-0.0061 max=0.0051 -18:47:01,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0004), (, -0.0003), (, 0.0003), (, -0.0002), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0042), (, -0.0), (, 0.0), (, -0.0032), (, -0.0061), (, -0.0026), (, 0.0003), (, -0.0022), (, 0.0001), (, -0.0), (, -0.0034), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0012), (, -0.0004), (, -0.0), (, 0.0007), (, 0.0003), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0008), (, 0.0001), (, 0.0051), (, -0.0023), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0023)] -18:47:03,557 root INFO ContextualMultiArmedBanditAgent - exp=[0.1115 0.1149 0.1162 0.1151 0.1193] probs=[0.1947 0.2036 0.1996 0.2045 0.1976] -18:47:05,38 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=37 avg=-0.0006756756756756756 std=0.0018770888048518695 min=-0.0061 max=0.0051 -18:47:05,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0003), (, -0.0006), (, -0.0001), (, -0.0026), (, 0.0001), (, -0.0042), (, -0.0061), (, -0.0002), (, -0.0022), (, 0.0003), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0), (, 0.0051), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0023), (, 0.0007), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0008), (, 0.0003), (, 0.0009), (, -0.0), (, -0.0026), (, 0.0001)] -18:47:06,845 root INFO ContextualMultiArmedBanditAgent - exp=[0.111 0.1456 0.0947 0.0964 0.1186] probs=[0.1978 0.2005 0.2027 0.1949 0.2041] -18:47:08,263 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0008161290322580645 std=0.0016980248058892401 min=-0.0061 max=0.0009 -18:47:08,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0008), (, -0.0061), (, 0.0003), (, 0.0001), (, -0.0001), (, -0.0026), (, -0.0), (, -0.0), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0008), (, -0.0002), (, -0.0011), (, 0.0007), (, -0.0), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0006), (, -0.0003), (, 0.0003), (, -0.0042), (, 0.0), (, -0.0005), (, 0.0009), (, 0.0002), (, -0.0022), (, -0.0), (, -0.0002)] -18:47:09,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0734 0.1484 0.1186 0.0837 0.1259] probs=[0.199 0.2046 0.1993 0.1991 0.198 ] -18:47:11,333 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=36 avg=-0.0008166666666666667 std=0.0016197564974745776 min=-0.0061 max=0.0009 -18:47:11,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0061), (, 0.0002), (, -0.0006), (, -0.0001), (, 0.0009), (, 0.0007), (, -0.0002), (, -0.0025), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0007), (, -0.0), (, 0.0003), (, -0.0042), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0008), (, 0.0001), (, -0.0), (, -0.0), (, -0.0025), (, -0.0022), (, -0.0009), (, -0.0001), (, -0.0011)] -18:47:13,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.2479 0.1275 0.2018 0.1796] probs=[0.2013 0.2012 0.2013 0.2025 0.1937] -18:47:14,878 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=39 avg=-0.0004717948717948718 std=0.0014243214701148445 min=-0.0061 max=0.0025 -18:47:14,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0025), (, -0.0011), (, 0.0003), (, -0.0004), (, -0.0002), (, 0.0006), (, -0.0025), (, 0.0003), (, -0.0001), (, 0.0004), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0), (, 0.0003), (, -0.0008), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0025), (, -0.0007), (, -0.0007), (, -0.0002), (, 0.0007), (, 0.0008), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0009), (, -0.0002), (, -0.0009), (, -0.0042), (, -0.0061)] -18:47:16,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.1004 0.0943 0.0939 0.0794] probs=[0.1953 0.2085 0.1957 0.2024 0.1981] -18:47:18,352 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0004552631578947368 std=0.0013406002913897335 min=-0.0061 max=0.0025 -18:47:18,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0002), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0), (, -0.0061), (, 0.0011), (, 0.0025), (, -0.0003), (, -0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0007), (, -0.0019), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.002), (, 0.0009), (, -0.0002), (, 0.0006), (, 0.0003), (, 0.0004), (, -0.0004), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0004), (, -0.0011), (, -0.0025), (, -0.0002), (, -0.0005)] -18:47:20,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.1747 0.1002 0.1015 0.0956] probs=[0.2071 0.2042 0.2001 0.1963 0.1923] -18:47:22,325 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=36 avg=-0.0003361111111111112 std=0.0014308413953913383 min=-0.0061 max=0.0028 -18:47:22,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0003), (, 0.0004), (, -0.0002), (, -0.0001), (, 0.0017), (, -0.0001), (, -0.0008), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.002), (, -0.0025), (, -0.0005), (, 0.0028), (, 0.0011), (, -0.0002), (, 0.0002), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0061), (, 0.0002), (, 0.0016), (, -0.0004), (, -0.0007), (, -0.0), (, 0.0004), (, 0.0), (, -0.0025), (, -0.0005), (, -0.0), (, -0.0002)] -18:47:23,990 root INFO ContextualMultiArmedBanditAgent - exp=[0.051 0.1142 0.0646 0.1074 0.0985] probs=[0.2023 0.2058 0.1988 0.1951 0.198 ] -18:47:25,541 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0008035714285714284 std=0.0014943900195773009 min=-0.0061 max=0.0017 -18:47:25,542 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0017), (, -0.0001), (, -0.0012), (, -0.0011), (, 0.0003), (, -0.002), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0001), (, -0.0028), (, 0.0011), (, -0.0004), (, 0.0004), (, -0.0002), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0025), (, -0.0061), (, -0.0002), (, -0.0007), (, -0.0019), (, 0.0004), (, -0.0025), (, -0.0), (, 0.0001)] -18:47:26,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.1613 0.1034 0.0804 0.071 ] probs=[0.1974 0.207 0.197 0.2002 0.1984] -18:47:27,946 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.000875 std=0.0014154651767764076 min=-0.0061 max=0.0005 -18:47:27,946 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0025), (, -0.0001), (, -0.0028), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0005), (, -0.0011), (, 0.0004), (, -0.0007), (, -0.0061), (, -0.0025), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0011), (, 0.0001)] -18:47:29,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.1399 0.1202 0.1011 0.1569 0.0662] probs=[0.1903 0.1994 0.2021 0.209 0.1992] -18:47:30,517 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0003928571428571429 std=0.0007459072000057435 min=-0.0028 max=0.0005 -18:47:30,518 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0), (, 0.0005), (, 0.0004), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0004), (, -0.0028)] -18:47:31,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.0756 0.0615 0.0508 0.0346] probs=[0.199 0.2027 0.1905 0.1994 0.2084] -18:47:33,272 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0005576923076923078 std=0.001028132390802737 min=-0.004 max=0.0004 -18:47:33,273 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0003), (, -0.0011), (, -0.0025), (, -0.0002), (, 0.0001), (, 0.0004), (, -0.0002), (, 0.0001), (, -0.0011), (, -0.004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0028), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0), (, 0.0), (, -0.0003), (, 0.0001)] -18:47:34,575 root INFO ContextualMultiArmedBanditAgent - exp=[0.158 0.1235 0.1301 0.1149 0.1387] probs=[0.1943 0.2043 0.1978 0.2002 0.2035] -18:47:35,619 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0006041666666666666 std=0.0012088145593468376 min=-0.004 max=0.0004 -18:47:35,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0003), (, -0.0001), (, -0.004), (, -0.0011), (, -0.0011), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0004), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0), (, -0.0003)] -18:47:37,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.1296 0.12 0.1405 0.1258 0.1215] probs=[0.1981 0.2012 0.1973 0.2012 0.2023] -18:47:38,587 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.00026 std=0.0008993330862366847 min=-0.004 max=0.0015 -18:47:38,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0003), (, -0.0001), (, 0.0015), (, -0.0001), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0002), (, -0.004), (, 0.0005), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0003), (, 0.0), (, 0.0002), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0011), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0)] -18:47:40,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.0896 0.11 0.0933 0.1153] probs=[0.1979 0.2008 0.1977 0.2017 0.2019] -18:47:41,776 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=18 avg=-0.00030555555555555555 std=0.001059073086462467 min=-0.004 max=0.0015 -18:47:41,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0004), (, -0.004), (, -0.0001), (, -0.0004), (, -0.0011), (, -0.0011), (, 0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, -0.0006), (, 0.0001), (, 0.0015), (, -0.0), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0003)] -18:47:43,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.1344 0.1359 0.1379 0.0476 0.0927] probs=[0.2045 0.204 0.197 0.1935 0.201 ] -18:47:44,489 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-5.882352941176471e-05 std=0.001316438521398868 min=-0.004 max=0.0021 -18:47:44,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0011), (, -0.004), (, 0.0015), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, 0.0015), (, -0.0), (, -0.0002), (, 0.0021), (, 0.0), (, 0.0), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0006), (, -0.0), (, 0.0001), (, -0.0011), (, 0.0005), (, 0.0001), (, -0.0001), (, -0.0003)] -18:47:45,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.0779 0.0628 0.0921 0.0786] probs=[0.1943 0.2073 0.1961 0.2039 0.1983] -18:47:46,758 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0005454545454545455 std=0.0012565201849578905 min=-0.004 max=0.0011 -18:47:46,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0011), (, 0.0001), (, 0.0005), (, -0.0011), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0), (, -0.004), (, 0.0), (, -0.0006), (, 0.0), (, 0.0011)] -18:47:47,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.1832 0.1931 0.1059 0.1633 0.06 ] probs=[0.1955 0.2056 0.1965 0.2106 0.1917] -18:47:48,492 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.00021176470588235295 std=0.0011920730104669499 min=-0.004 max=0.0017 -18:47:48,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, -0.004), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0005), (, -0.0005), (, 0.0017), (, 0.0011), (, -0.0), (, -0.0002), (, -0.0011), (, 0.0013), (, -0.0006), (, -0.0003), (, -0.0002)] -18:47:49,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.0986 0.0447 0.0809 0.1011] probs=[0.2016 0.1967 0.2104 0.1976 0.1938] -18:47:50,799 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00028181818181818185 std=0.0013432106595888296 min=-0.004 max=0.0017 -18:47:50,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, 0.0011), (, 0.0015), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0002), (, 0.0), (, 0.0005), (, -0.0001), (, -0.0003), (, -0.0006), (, -0.0005), (, 0.0013), (, 0.0017), (, -0.0036), (, -0.004), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.0015)] -18:47:52,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.0662 0.1502 0.1676 0.131 0.0983] probs=[0.2009 0.2009 0.2011 0.1967 0.2004] -18:47:53,240 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=35 avg=-0.0002685714285714285 std=0.0011901431915221506 min=-0.004 max=0.0017 -18:47:53,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0017), (, -0.0006), (, -0.004), (, -0.0007), (, 0.0002), (, 0.0005), (, -0.0036), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0004), (, 0.0002), (, 0.0002), (, 0.0013), (, 0.0), (, 0.0001), (, 0.0011), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0015), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0001)] -18:47:55,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.1216 0.1285 0.1029 0.1158] probs=[0.1946 0.2037 0.2022 0.1988 0.2008] -18:47:56,627 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00046875 std=0.0011052255143182317 min=-0.004 max=0.0004 -18:47:56,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0036), (, -0.0005), (, 0.0), (, -0.0), (, -0.0001), (, 0.0004), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.004), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0), (, 0.0), (, -0.0015), (, -0.0003), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0)] -18:47:58,932 root INFO ContextualMultiArmedBanditAgent - exp=[0.1108 0.0815 0.1172 0.087 0.0979] probs=[0.1952 0.2025 0.1961 0.2113 0.195 ] -18:48:00,612 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=29 avg=-0.0006275862068965517 std=0.0011437676855159179 min=-0.004 max=0.0004 -18:48:00,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0005), (, -0.0003), (, 0.0004), (, 0.0001), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.004), (, 0.0001), (, -0.0036), (, -0.0), (, -0.0013), (, -0.0015), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001)] -18:48:02,909 root INFO ContextualMultiArmedBanditAgent - exp=[0.0356 0.0658 0.0506 0.0729 0.0575] probs=[0.1977 0.2052 0.1996 0.1954 0.2021] -18:48:04,732 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.0006032258064516129 std=0.0011090489593217861 min=-0.004 max=0.0002 -18:48:04,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0002), (, 0.0001), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0003), (, -0.0036), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0), (, -0.0), (, -0.0003), (, -0.0), (, 0.0), (, 0.0001), (, -0.0002), (, -0.004), (, 0.0), (, 0.0001), (, 0.0002)] -18:48:07,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.0842 0.096 0.0422 0.1154 0.0704] probs=[0.1966 0.2066 0.2021 0.1949 0.1998] -18:48:08,820 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=31 avg=-0.0005903225806451611 std=0.0011208737486701416 min=-0.0039 max=0.0005 -18:48:08,820 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0004), (, 0.0001), (, -0.0036), (, -0.0003), (, -0.0002), (, -0.0013), (, -0.0), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0011), (, -0.0006), (, -0.0039), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0), (, -0.0015), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0006), (, 0.0), (, 0.0002), (, 0.0), (, 0.0004), (, 0.0), (, 0.0005), (, 0.0), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0001)] -18:48:10,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.1599 0.1858 0.1595 0.1094 0.113 ] probs=[0.2058 0.205 0.1984 0.1951 0.1956] -18:48:12,709 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0005363636363636363 std=0.0011462238878604514 min=-0.0039 max=0.0012 -18:48:12,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.0001), (, -0.0001), (, 0.0002), (, -0.0004), (, 0.0002), (, -0.0015), (, 0.0005), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0013), (, -0.0002), (, -0.0006), (, -0.0007), (, -0.0011), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0039), (, -0.0), (, 0.0012), (, 0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0036), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0004)] -18:48:14,702 root INFO ContextualMultiArmedBanditAgent - exp=[0.1213 0.1499 0.1485 0.1195 0.0733] probs=[0.1987 0.209 0.2014 0.1926 0.1983] -18:48:16,362 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=30 avg=-0.00046666666666666677 std=0.001267894142093714 min=-0.0039 max=0.0019 -18:48:16,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0), (, -0.0001), (, 0.0005), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0004), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0036), (, 0.0002), (, 0.0001), (, -0.0013), (, -0.0001), (, 0.0001), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0), (, -0.0039), (, -0.0001), (, -0.0015), (, 0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0009), (, -0.0006), (, 0.0), (, 0.0019), (, 0.0001), (, 0.0)] -18:48:18,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.1789 0.1028 0.1553 0.1364] probs=[0.202 0.1973 0.1994 0.1999 0.2015] -18:48:20,237 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=36 avg=-3.0555555555555554e-05 std=0.0012558351458612101 min=-0.0039 max=0.0028 -18:48:20,237 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0001), (, 0.0), (, 0.0019), (, 0.0), (, 0.0028), (, 0.0001), (, 0.0001), (, -0.0039), (, -0.0), (, 0.0), (, -0.0015), (, -0.0), (, -0.0011), (, 0.0004), (, 0.0002), (, -0.0014), (, 0.0001), (, 0.0009), (, 0.0025), (, 0.0009), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0002), (, 0.001), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0036), (, 0.0002), (, -0.0013), (, 0.0004), (, 0.0002), (, -0.0001), (, 0.0003), (, -0.0002), (, -0.0), (, 0.0001)] -18:48:22,512 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.1196 0.0695 0.0709 0.0754] probs=[0.1991 0.2037 0.1979 0.1996 0.1996] -18:48:24,184 root INFO ContextualMultiArmedBanditAgent - len=50 nonzero=40 avg=-0.0002375 std=0.0012405014107206812 min=-0.0039 max=0.002 -18:48:24,184 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0013), (, 0.0001), (, 0.0002), (, -0.0036), (, 0.0002), (, -0.0015), (, 0.0), (, -0.0), (, -0.0007), (, 0.0009), (, -0.0), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0029), (, -0.0001), (, 0.0002), (, -0.0001), (, 0.0), (, -0.0014), (, -0.0), (, 0.0001), (, -0.0009), (, 0.0007), (, -0.0039), (, -0.0002), (, 0.001), (, -0.0022), (, 0.002), (, 0.001), (, 0.0019), (, -0.0002), (, 0.0003), (, 0.0012), (, 0.0001), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0004)] -18:48:26,661 root INFO ContextualMultiArmedBanditAgent - exp=[0.0453 0.0678 0.0421 0.0734 0.0601] probs=[0.2035 0.2038 0.1901 0.207 0.1956] -18:48:28,725 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=37 avg=-0.00033513513513513515 std=0.0014100443190689061 min=-0.0045 max=0.0021 -18:48:28,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0021), (, -0.0036), (, 0.0012), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0009), (, -0.0039), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, 0.001), (, 0.0002), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0045), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0029), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0014), (, -0.0007), (, 0.0002), (, 0.002), (, -0.0022), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0007), (, -0.0002), (, -0.0009), (, 0.0003)] -18:48:31,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.125 0.14 0.1261 0.0641 0.1127] probs=[0.1949 0.2009 0.2013 0.1974 0.2054] -18:48:33,21 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=41 avg=-0.0004390243902439025 std=0.001506551230181441 min=-0.0045 max=0.0023 -18:48:33,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, 0.0009), (, -0.0022), (, -0.0029), (, 0.0001), (, -0.0001), (, 0.0003), (, -0.0014), (, -0.0), (, 0.0023), (, 0.0), (, 0.0002), (, 0.0006), (, 0.0012), (, 0.0), (, -0.0002), (, 0.0), (, 0.0021), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0045), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.0039), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0013), (, 0.0), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0007), (, 0.0002), (, -0.0036), (, 0.0002)] -18:48:35,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.1268 0.1057 0.1053 0.1169] probs=[0.1994 0.2056 0.1955 0.202 0.1974] -18:48:37,623 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=39 avg=-0.0006128205128205129 std=0.001416601112301588 min=-0.0045 max=0.0019 -18:48:37,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0001), (, 0.0003), (, -0.0001), (, 0.0002), (, 0.0002), (, 0.0001), (, -0.0002), (, 0.0004), (, 0.0001), (, 0.0002), (, -0.0029), (, 0.0002), (, -0.0022), (, 0.0002), (, -0.0005), (, 0.0001), (, -0.0036), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0), (, 0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0007), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, 0.0019), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0045), (, -0.0039), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0005)] -18:48:40,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.159 0.0939 0.0982 0.0903] probs=[0.1962 0.2027 0.2043 0.2044 0.1924] -18:48:42,820 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.0006274999999999999 std=0.0013876216162917036 min=-0.0045 max=0.0019 -18:48:42,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0005), (, 0.0002), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0029), (, -0.0045), (, 0.0001), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0009), (, 0.0001), (, -0.0039), (, -0.0), (, -0.0001), (, 0.0019), (, 0.0001), (, -0.0001), (, 0.0002), (, 0.0005), (, -0.0036), (, -0.0002), (, 0.0), (, 0.0002), (, -0.0022), (, -0.0014), (, -0.0), (, 0.0), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0002), (, 0.0001)] -18:48:45,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0829 0.0445 0.0472 0.0692] probs=[0.2023 0.1979 0.2018 0.1945 0.2034] -18:48:47,244 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=35 avg=-0.0005857142857142857 std=0.0014360944770239787 min=-0.0045 max=0.002 -18:48:47,244 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0003), (, -0.0002), (, -0.0039), (, -0.0), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, -0.0004), (, 0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0045), (, -0.0001), (, -0.0029), (, 0.002), (, -0.0002), (, 0.0), (, -0.0), (, 0.0008), (, -0.0), (, -0.0022), (, 0.0002), (, -0.0016), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, 0.0019), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0003)] -18:48:50,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1202 0.1056 0.1028 0.1037] probs=[0.1994 0.2013 0.1963 0.2049 0.1982] -18:48:53,885 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:48:53,886 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.1503823529411765 std=0.33300599223595345 min=-0.1059 max=1.2067 -18:48:53,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0526), (, 0.0118), (, 0.0068), (, 0.3761), (, -0.0558), (, -0.0163), (, 0.146), (, 0.0036), (, 0.146), (, 0.043), (, 0.7623), (, 1.2067), (, 0.146), (, -0.1059), (, -0.0378), (, 0.0426), (, -0.066)] -18:48:54,342 root INFO ContextualMultiArmedBanditAgent - exp=[0.0475 0.0922 0.0969 0.0969 0.1143] probs=[0.1883 0.2009 0.207 0.2013 0.2025] -18:48:55,88 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.034616666666666664 std=0.11490326486996692 min=-0.1059 max=0.3761 -18:48:55,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, 0.146), (, 0.0068), (, 0.0036), (, 0.1236), (, 0.0118), (, -0.0163), (, 0.146), (, 0.0426), (, 0.146), (, 0.0179), (, 0.3761), (, -0.1059), (, -0.0558), (, -0.0526), (, -0.0378), (, 0.043), (, -0.066)] -18:48:55,508 root INFO ContextualMultiArmedBanditAgent - exp=[0.146 0.1727 0.1494 0.1723 0.1807] probs=[0.1971 0.2003 0.1985 0.2015 0.2026] -18:48:56,367 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.034616666666666664 std=0.11490326486996692 min=-0.1059 max=0.3761 -18:48:56,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, 0.146), (, 0.0068), (, -0.0526), (, 0.1236), (, -0.1059), (, -0.0558), (, 0.3761), (, 0.146), (, 0.0426), (, 0.043), (, 0.0179), (, -0.066), (, 0.0036), (, -0.0378), (, 0.0118), (, 0.146), (, -0.0163)] -18:48:56,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1903 0.2452 0.2513 0.1983 0.1865] probs=[0.2063 0.2097 0.1963 0.193 0.1947] -18:48:57,795 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0541875 std=0.03693999991540335 min=-0.1059 max=0.0068 -18:48:57,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.1059), (, 0.0068), (, -0.0163), (, -0.0378), (, -0.0526), (, -0.0558), (, -0.066)] -18:48:57,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.1918 0.3208 0.3204 0.2548 0.3115] probs=[0.2081 0.195 0.1816 0.2079 0.2073] -18:48:58,834 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.05066 std=0.034968906188212405 min=-0.1059 max=0.0128 -18:48:58,834 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0286), (, -0.0505), (, -0.1059), (, -0.0526), (, -0.0558), (, -0.0163), (, -0.066), (, -0.0378), (, 0.0128)] -18:48:59,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.1355 0.1444 0.0883 0.1236] probs=[0.1891 0.2248 0.1953 0.1947 0.1961] -18:48:59,957 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.045658333333333335 std=0.0351629648525579 min=-0.1059 max=0.0128 -18:48:59,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0229), (, -0.0526), (, -0.066), (, 0.007), (, -0.0351), (, -0.0505), (, -0.0558), (, -0.1059), (, -0.0352), (, 0.0128), (, -0.0378)] -18:49:00,217 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0093 0.0489 0.0016 0.0131 -0.0021] probs=[0.1935 0.2168 0.1983 0.1903 0.2011] -18:49:01,118 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.044481818181818185 std=0.03729091573954996 min=-0.1059 max=0.007 -18:49:01,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.1059), (, 0.0036), (, -0.066), (, -0.0505), (, -0.0229), (, 0.007), (, -0.0351), (, -0.0526), (, -0.0558), (, -0.0052)] -18:49:01,594 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0508 0.0016 0.0155 -0.0023] probs=[0.1977 0.1952 0.1961 0.203 0.208 ] -18:49:02,424 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.035233333333333325 std=0.03798485078144824 min=-0.1059 max=0.007 -18:49:02,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0135), (, -0.0291), (, -0.0351), (, -0.066), (, -0.1059), (, 0.0036), (, 0.0007), (, -0.0505), (, -0.0229), (, 0.007), (, -0.0052)] -18:49:02,751 root INFO ContextualMultiArmedBanditAgent - exp=[0.1263 0.1029 0.1254 0.0366 0.1159] probs=[0.1962 0.2069 0.1984 0.2009 0.1977] -18:49:03,478 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.02915833333333333 std=0.03972502272567702 min=-0.1059 max=0.007 -18:49:03,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1059), (, -0.0052), (, 0.001), (, 0.0036), (, -0.0291), (, 0.007), (, 0.0007), (, -0.0351), (, -0.0135), (, -0.1059), (, -0.0015), (, -0.066)] -18:49:03,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.1956 0.1357 0.1863 0.1366] probs=[0.1876 0.1967 0.2046 0.2146 0.1965] -18:49:04,653 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.012038461538461538 std=0.03052385040893403 min=-0.1059 max=0.0163 -18:49:04,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0036), (, -0.009), (, 0.0096), (, 0.007), (, 0.0029), (, 0.0163), (, -0.0351), (, 0.001), (, -0.0015), (, -0.1059), (, -0.0291), (, -0.0028), (, -0.0135)] -18:49:04,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.1035 0.0373 0.1052 0.1118] probs=[0.1961 0.189 0.1994 0.1998 0.2156] -18:49:05,916 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.016775 std=0.03536989362438061 min=-0.1059 max=0.0096 -18:49:05,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001), (, 0.0002), (, 0.0029), (, 0.0096), (, -0.0039), (, -0.1059), (, -0.0291), (, -0.009)] -18:49:06,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.2016 0.3174 0.2614 0.087 0.1676] probs=[0.194 0.1989 0.2006 0.2153 0.1912] -18:49:06,906 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 -18:49:06,906 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] -18:49:06,963 root INFO ContextualMultiArmedBanditAgent - exp=[-0.015 0.0497 0.0018 0.0169 -0.0024] probs=[0.195 0.208 0.1983 0.2013 0.1974] -18:49:07,716 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0467 std=0.0 min=0.0467 max=0.0467 -18:49:07,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0467)] -18:49:07,761 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0022 0.0215 -0.0013 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] -18:49:08,475 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0645 std=0.0 min=0.0645 max=0.0645 -18:49:08,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0645)] -18:49:08,529 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0013 0.0029 -0.0015] probs=[0.2309 0.2491 0.1802 0.1704 0.1694] -18:49:09,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:09,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -18:49:09,345 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0012 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] -18:49:10,38 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:10,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:10,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.4221 0.0518 0.207 0.0424 0.3913] probs=[0.2404 0.186 0.185 0.2042 0.1844] -18:49:10,902 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:10,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:10,948 root INFO ContextualMultiArmedBanditAgent - exp=[-0.002 0.0215 -0.0012 0.0029 -0.0015] probs=[0.1988 0.2035 0.199 0.1998 0.1989] -18:49:11,776 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:11,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:11,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.2948 0.3317 0.1123 0.1971 0.1945] probs=[0.1987 0.2031 0.199 0.2003 0.1989] -18:49:12,545 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:12,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:12,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0826 0.1239 0.1479 0.2628 0.1936] probs=[0.2116 0.1869 0.2043 0.2234 0.1738] -18:49:13,201 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:13,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:13,237 root INFO ContextualMultiArmedBanditAgent - exp=[0.3055 0.3127 0.5197 0.5372 0.3822] probs=[0.1988 0.2035 0.199 0.1998 0.1989] -18:49:13,868 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:13,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:13,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0545 0.3751 0.112 0.1009 0.234 ] probs=[0.2236 0.1696 0.2077 0.1797 0.2193] -18:49:14,670 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -18:49:14,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -18:49:14,746 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.1549 0.2102 0.2042 0.1933 0.2374] -18:49:15,621 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.0004714045207910317 min=-0.0019 max=-0.0009 -18:49:15,621 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0019)] -18:49:15,720 root INFO ContextualMultiArmedBanditAgent - exp=[0.0218 0.0649 0.3267 0.1539 0.0213] probs=[0.1777 0.2604 0.1941 0.2158 0.152 ] -18:49:16,306 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 -18:49:16,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0019), (, -0.0009)] -18:49:16,384 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.1987 0.2033 0.1989 0.2003 0.1988] -18:49:17,52 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 -18:49:17,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0009), (, -0.0009)] -18:49:17,189 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0019 0.0209 -0.0012 0.0058 -0.0017] probs=[0.2123 0.2025 0.2236 0.1814 0.1802] -18:49:17,913 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0014 std=0.0005 min=-0.0019 max=-0.0009 -18:49:17,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0009), (, -0.0009)] -18:49:18,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.1559 0.1218 0.1378 0.1582] probs=[0.1987 0.2033 0.1989 0.2003 0.1988] -18:49:18,869 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00126 std=0.0005276362383309168 min=-0.0019 max=-0.0007 -18:49:18,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0019), (, -0.0007), (, -0.0009)] -18:49:19,4 root INFO ContextualMultiArmedBanditAgent - exp=[0.1351 0.1019 0.1625 0.195 0.0012] probs=[0.204 0.1937 0.2076 0.188 0.2068] -18:49:20,0 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 -18:49:20,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0009)] -18:49:20,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.0687 0.021 0.0422 0.1083] probs=[0.1987 0.2033 0.1988 0.2005 0.1987] -18:49:21,111 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 -18:49:21,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, -0.0019), (, -0.0009)] -18:49:21,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.1233 0.067 0.245 0.2034 0.0886] probs=[0.1952 0.2094 0.2001 0.2001 0.1951] -18:49:22,95 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.00135 std=0.0005545268253204709 min=-0.0019 max=-0.0007 -18:49:22,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, 0.0), (, -0.0019), (, -0.0007)] -18:49:22,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.2375 0.2425 0.0289 0.0819 0.2714] probs=[0.2012 0.1986 0.2104 0.1939 0.1959] -18:49:23,293 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=4 avg=-0.00135 std=0.0005545268253204709 min=-0.0019 max=-0.0007 -18:49:23,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0019), (, 0.0)] -18:49:23,442 root INFO ContextualMultiArmedBanditAgent - exp=[-0.004 0.026 -0.0007 0.0079 -0.0018] probs=[0.2081 0.2081 0.1919 0.1938 0.198 ] -18:49:24,484 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=4 avg=-0.0013499999999999999 std=0.0005545268253204709 min=-0.0019 max=-0.0007 -18:49:24,484 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0), (, 0.0), (, -0.0019), (, -0.0007), (, -0.0009), (, -0.0)] -18:49:24,672 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0037 0.0251 -0.0008 0.0078 -0.0017] probs=[0.2059 0.1996 0.2007 0.1946 0.1993] -18:49:25,519 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=4 avg=-0.0013 std=0.0006 min=-0.0019 max=-0.0007 -18:49:25,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0019), (, -0.0)] -18:49:25,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.0806 0.1088 0.0027 0.0173 0.0916] probs=[0.2109 0.2003 0.1993 0.1963 0.1932] -18:49:26,509 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=5 avg=-0.0010999999999999998 std=0.0007183313998427188 min=-0.002 max=-0.0002 -18:49:26,509 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0), (, -0.0002), (, -0.002), (, 0.0), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0), (, 0.0)] -18:49:26,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0624 0.0429 0.0768 0.0445 0.0856] probs=[0.204 0.1959 0.2067 0.1962 0.1973] -18:49:27,831 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=8 avg=-0.001225 std=0.0007964766161036995 min=-0.0021 max=-0.0002 -18:49:27,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.0021), (, -0.0002), (, -0.0019), (, -0.0007), (, 0.0), (, -0.0007)] -18:49:28,165 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1073 0.0997 0.157 0.1312] probs=[0.1882 0.2108 0.1949 0.1987 0.2074] -18:49:29,99 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=10 avg=-0.00105 std=0.0008452810183601664 min=-0.0021 max=0.0002 -18:49:29,100 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0002), (, -0.002), (, -0.0), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0019), (, -0.0021), (, -0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0007), (, 0.0)] -18:49:29,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.1095 0.1183 0.0517 0.1057 0.0797] probs=[0.2069 0.2046 0.1967 0.1947 0.1971] -18:49:30,513 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0006272727272727274 std=0.0012373659039125369 min=-0.0025 max=0.0021 -18:49:30,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0021), (, -0.0002), (, -0.0025), (, -0.002), (, -0.0002), (, 0.0002), (, -0.0), (, 0.0), (, -0.0), (, 0.0021), (, -0.0007), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002)] -18:49:31,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.0952 0.158 0.0321 0.0917 0.1059] probs=[0.1855 0.197 0.1994 0.2082 0.2099] -18:49:31,973 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.0005666666666666668 std=0.0010762073323585108 min=-0.0025 max=0.0021 -18:49:31,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0002), (, -0.0008), (, 0.0), (, -0.002), (, -0.0015), (, -0.0002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0), (, -0.0009), (, -0.0025), (, 0.0), (, -0.0004), (, 0.0021), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0014), (, -0.0002)] -18:49:32,643 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.0971 0.1126 0.0659 0.079 ] probs=[0.2027 0.2086 0.1978 0.1966 0.1944] -18:49:33,776 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.000782608695652174 std=0.0010548654041127477 min=-0.003 max=0.0021 -18:49:33,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, -0.0004), (, -0.0014), (, -0.0007), (, -0.0), (, -0.0015), (, -0.0002), (, 0.0021), (, 0.0), (, 0.0), (, -0.002), (, 0.0005), (, -0.0005), (, -0.0025), (, -0.0009), (, 0.0), (, 0.0002), (, -0.003), (, -0.0008), (, -0.0), (, -0.0012), (, -0.0), (, -0.0019), (, -0.0009), (, -0.0015), (, 0.0), (, 0.0002), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002)] -18:49:34,711 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1185 0.1543 0.0799 0.0688] probs=[0.1996 0.1957 0.1972 0.2017 0.2058] -18:49:35,845 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0006666666666666665 std=0.0012396235987858035 min=-0.0037 max=0.0021 -18:49:35,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0), (, 0.0005), (, -0.0015), (, 0.0011), (, -0.003), (, -0.0002), (, -0.0007), (, 0.0007), (, 0.0006), (, -0.0019), (, -0.0005), (, 0.0021), (, -0.0014), (, -0.0009), (, 0.001), (, -0.0023), (, 0.0), (, 0.0002), (, -0.0004), (, -0.0037), (, -0.0005), (, -0.0012), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0002), (, 0.0), (, 0.0), (, -0.0012), (, -0.0008), (, -0.0015), (, 0.0002), (, 0.0014), (, -0.0015), (, -0.0007), (, -0.0), (, 0.0009), (, -0.002), (, -0.0008), (, -0.0), (, -0.0), (, -0.0025), (, -0.0009)] -18:49:37,212 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.0842 0.067 0.1019 0.0684] probs=[0.1986 0.2016 0.2019 0.2023 0.1956] -18:49:38,685 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=37 avg=-0.0008567567567567567 std=0.001466295302388198 min=-0.0053 max=0.0018 -18:49:38,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0009), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0025), (, -0.0019), (, -0.0003), (, -0.0012), (, -0.0), (, 0.001), (, 0.0007), (, -0.003), (, 0.0002), (, -0.0008), (, -0.0009), (, -0.0), (, 0.0011), (, -0.0), (, -0.0005), (, 0.0008), (, 0.0014), (, 0.0009), (, 0.0), (, 0.0005), (, -0.0037), (, -0.0022), (, 0.0018), (, -0.0005), (, -0.0014), (, -0.0015), (, -0.0012), (, -0.0015), (, 0.0), (, 0.0), (, -0.0023), (, -0.0012), (, -0.0007), (, -0.0017), (, -0.0007), (, -0.0017), (, 0.0011), (, -0.0053), (, -0.0002), (, 0.0)] -18:49:40,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0899 0.1195 0.1035 0.0874 0.0634] probs=[0.2022 0.1996 0.1968 0.2077 0.1937] -18:49:41,580 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.001267741935483871 std=0.0015384087079698763 min=-0.0053 max=0.0007 -18:49:41,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0008), (, -0.0), (, -0.0), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.003), (, -0.0007), (, 0.0005), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0003), (, 0.0001), (, -0.0038), (, -0.0004), (, -0.0015), (, -0.0001), (, 0.0007), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0), (, -0.0015), (, -0.0022), (, -0.0005), (, -0.0053), (, -0.0), (, -0.0019), (, -0.0037), (, -0.0009)] -18:49:42,896 root INFO ContextualMultiArmedBanditAgent - exp=[0.1037 0.0991 0.1046 0.1354 0.0987] probs=[0.1979 0.2018 0.1979 0.2028 0.1996] -18:49:44,179 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=34 avg=-0.0014735294117647058 std=0.0017021282220881792 min=-0.0057 max=0.0008 -18:49:44,179 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.003), (, -0.0053), (, -0.0017), (, -0.0057), (, -0.0035), (, -0.0006), (, -0.0022), (, -0.0038), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0001), (, -0.0019), (, 0.0008), (, -0.0015), (, -0.0035), (, -0.0001), (, -0.0), (, -0.0038), (, -0.0001), (, -0.0012), (, -0.0037), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0008), (, -0.0002), (, 0.0006), (, -0.0009), (, -0.0009), (, 0.0)] -18:49:45,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.1121 0.0947 0.0779 0.0758] probs=[0.197 0.2128 0.2012 0.1936 0.1954] -18:49:46,963 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=29 avg=-0.0018344827586206894 std=0.001899051643914525 min=-0.0057 max=0.0006 -18:49:46,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0), (, 0.0006), (, -0.0045), (, -0.0022), (, -0.0022), (, -0.0), (, -0.0), (, 0.0), (, -0.0036), (, 0.0003), (, -0.0), (, -0.0038), (, -0.0006), (, -0.0037), (, -0.0003), (, -0.0035), (, -0.0002), (, -0.0), (, -0.0015), (, -0.0009), (, -0.0012), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0053), (, -0.0019), (, -0.0003), (, -0.0038), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0057), (, -0.0004), (, -0.0011), (, -0.0005)] -18:49:48,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.0977 0.131 0.0583 0.1132 0.0893] probs=[0.1928 0.2022 0.2036 0.1988 0.2027] -18:49:49,787 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.001687878787878788 std=0.001889325288539187 min=-0.0057 max=0.0008 -18:49:49,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0053), (, -0.0006), (, -0.0057), (, -0.0011), (, -0.0046), (, -0.0006), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0003), (, -0.0022), (, 0.0), (, -0.0005), (, -0.0043), (, -0.0038), (, -0.0005), (, -0.0045), (, -0.0005), (, -0.0038), (, -0.0007), (, -0.0015), (, -0.0001), (, -0.0009), (, -0.0012), (, -0.0035), (, 0.0003), (, -0.0004), (, -0.0018), (, 0.0008), (, 0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0036), (, -0.0001)] -18:49:51,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1386 0.0982 0.1124 0.1103] probs=[0.1923 0.2035 0.1989 0.1967 0.2086] -18:49:52,581 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.001589189189189189 std=0.0018583316818811236 min=-0.0057 max=0.0008 -18:49:52,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0053), (, -0.0005), (, -0.0038), (, -0.0007), (, -0.0038), (, -0.0022), (, -0.0036), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0035), (, -0.0012), (, -0.0046), (, -0.0011), (, -0.0003), (, -0.0003), (, 0.0008), (, -0.0018), (, -0.0), (, -0.0008), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0027), (, 0.0002), (, -0.0002), (, 0.0008), (, 0.0008), (, -0.0006), (, -0.0057), (, -0.0006), (, 0.0), (, 0.0003), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0013), (, -0.0045), (, -0.0005), (, -0.0043)] -18:49:53,925 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.1384 0.0991 0.1148 0.0945] probs=[0.1995 0.2 0.1998 0.1991 0.2016] -18:49:55,572 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0014870967741935485 std=0.0020628420632058894 min=-0.0057 max=0.0016 -18:49:55,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0038), (, 0.0008), (, -0.0002), (, -0.0), (, 0.0008), (, -0.0053), (, 0.0002), (, -0.0046), (, -0.0006), (, -0.0027), (, -0.0005), (, -0.0038), (, 0.0003), (, 0.0008), (, -0.0035), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0), (, -0.0043), (, 0.0016), (, -0.0057), (, -0.0022), (, -0.0036), (, -0.0007), (, -0.0045), (, -0.0018), (, -0.0007), (, -0.0001), (, -0.0013), (, 0.0012)] -18:49:56,673 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1131 0.0801 0.0713 0.0942] probs=[0.1926 0.2092 0.1927 0.2028 0.2027] -18:49:58,70 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.000775 std=0.0024095976249751145 min=-0.0057 max=0.0036 -18:49:58,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0043), (, -0.0005), (, -0.0018), (, 0.0005), (, 0.0034), (, 0.0018), (, -0.0038), (, 0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0013), (, -0.0), (, 0.0013), (, -0.0007), (, -0.0046), (, 0.0019), (, 0.0036), (, -0.0036), (, 0.0008), (, -0.0006), (, -0.0007), (, -0.0057), (, 0.0002), (, 0.0), (, -0.0011), (, -0.0035), (, -0.0), (, -0.001), (, 0.0), (, -0.0), (, -0.0013), (, -0.0), (, 0.0016), (, 0.0), (, -0.0045)] -18:49:59,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0405 0.1324 0.0868 0.0859 0.0719] probs=[0.1978 0.2071 0.1978 0.1999 0.1975] -18:50:00,654 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.0004833333333333334 std=0.002565421776022198 min=-0.0057 max=0.0045 -18:50:00,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0005), (, -0.0), (, -0.0013), (, 0.0014), (, -0.0007), (, -0.0), (, -0.0036), (, -0.0), (, -0.0006), (, -0.0), (, 0.0), (, 0.0018), (, 0.0013), (, -0.0046), (, 0.0), (, -0.0011), (, -0.0035), (, -0.0046), (, -0.0014), (, 0.0019), (, -0.0057), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0013), (, 0.0034), (, 0.0006), (, -0.0005), (, -0.0), (, 0.0036), (, 0.0), (, 0.0013), (, -0.0045), (, 0.0003), (, -0.0043), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0045), (, 0.0)] -18:50:02,58 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.1456 0.1292 0.1293 0.1068] probs=[0.1965 0.2063 0.1964 0.2011 0.1997] -18:50:03,474 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.00034516129032258067 std=0.0022698356782471056 min=-0.0057 max=0.0036 -18:50:03,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0), (, -0.0045), (, 0.0), (, -0.0004), (, 0.0006), (, -0.0005), (, -0.0), (, 0.0), (, -0.0022), (, 0.0013), (, 0.0036), (, 0.0002), (, 0.0008), (, 0.0005), (, 0.0003), (, -0.0014), (, -0.0005), (, 0.0034), (, -0.0), (, -0.0046), (, -0.0), (, -0.0006), (, 0.0011), (, -0.0), (, -0.0002), (, 0.0014), (, -0.0), (, 0.0013), (, 0.0019), (, 0.0), (, 0.0013), (, 0.0002), (, 0.0002), (, -0.0046), (, -0.0043), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0002), (, 0.0018), (, 0.0), (, -0.0057), (, -0.0), (, 0.0)] -18:50:05,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.0675 0.1309 0.104 0.1082 0.0963] probs=[0.1992 0.199 0.1993 0.1998 0.2027] -18:50:06,482 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=38 avg=-0.00047368421052631577 std=0.0020744922283634053 min=-0.0057 max=0.0036 -18:50:06,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, 0.0011), (, -0.0002), (, 0.0), (, -0.0008), (, 0.0018), (, -0.0008), (, -0.0005), (, 0.001), (, 0.0008), (, -0.0003), (, -0.0), (, -0.0053), (, -0.0017), (, 0.0016), (, 0.0006), (, -0.0), (, -0.0045), (, -0.0), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0027), (, 0.0), (, -0.0022), (, -0.0029), (, 0.0013), (, 0.0014), (, 0.0014), (, 0.0), (, 0.0006), (, -0.0006), (, -0.0014), (, 0.0013), (, -0.0057), (, 0.0036), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0019), (, -0.0004), (, -0.0046), (, -0.0001), (, 0.0), (, 0.0019)] -18:50:08,178 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.0518 0.0529 0.0785 0.0718] probs=[0.195 0.2093 0.2008 0.1991 0.1958] -18:50:09,821 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0010035714285714285 std=0.0020016925236368533 min=-0.0053 max=0.0016 -18:50:09,822 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0045), (, -0.0003), (, -0.0027), (, 0.0008), (, -0.0018), (, -0.0008), (, 0.0011), (, -0.0046), (, -0.0007), (, 0.0), (, 0.0005), (, 0.0), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, 0.0013), (, -0.0018), (, -0.0005), (, 0.0013), (, 0.0016), (, 0.0), (, 0.0006), (, -0.0017), (, 0.001), (, -0.0), (, -0.0), (, -0.0008), (, -0.0004), (, -0.0029), (, -0.0053), (, -0.0), (, -0.0005), (, 0.0), (, -0.0022), (, 0.0006)] -18:50:11,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.0513 0.1182 0.0761 0.0821 0.0489] probs=[0.1955 0.203 0.1998 0.198 0.2037] -18:50:12,722 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0012032258064516134 std=0.001694865847002065 min=-0.0053 max=0.0019 -18:50:12,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0005), (, -0.0018), (, -0.0046), (, 0.0), (, -0.0022), (, -0.0004), (, -0.0013), (, 0.0), (, 0.0005), (, 0.0006), (, -0.0), (, -0.0029), (, -0.002), (, -0.0), (, 0.0), (, -0.0), (, -0.0018), (, -0.0018), (, -0.0), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0), (, -0.0007), (, -0.0027), (, 0.0016), (, -0.0017), (, -0.0), (, 0.0005), (, 0.0019), (, -0.0053), (, -0.0001), (, -0.0008), (, -0.0017), (, -0.0007), (, -0.0006), (, 0.0005), (, -0.0008), (, -0.0006)] -18:50:14,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.0331 0.0932 0.0618 0.0699 0.0741] probs=[0.1964 0.2044 0.1979 0.2033 0.198 ] -18:50:15,561 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0012000000000000001 std=0.0014871492538497293 min=-0.0053 max=0.0016 -18:50:15,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0), (, -0.002), (, 0.0), (, -0.0006), (, -0.0008), (, 0.0004), (, -0.0053), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0027), (, -0.002), (, -0.0002), (, -0.0007), (, -0.002), (, -0.0003), (, 0.0011), (, -0.0007), (, -0.0022), (, 0.0), (, -0.0), (, 0.0016), (, -0.0007), (, -0.0018), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0018), (, -0.0), (, -0.0), (, -0.0018), (, -0.0029), (, -0.0013), (, -0.0006), (, -0.0004), (, -0.0017)] -18:50:17,40 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1366 0.135 0.1645 0.1362] probs=[0.1953 0.2005 0.2015 0.2005 0.2021] -18:50:18,446 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=32 avg=-0.001359375 std=0.001477087373642805 min=-0.0056 max=0.0005 -18:50:18,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0022), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0006), (, -0.0007), (, -0.0007), (, 0.0), (, -0.0044), (, -0.0053), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0017), (, -0.0), (, -0.0007), (, -0.0012), (, -0.0), (, -0.0018), (, -0.0027), (, -0.0004), (, -0.0003), (, -0.0056), (, -0.0014), (, -0.0029), (, -0.0007), (, 0.0004), (, 0.0005), (, -0.002), (, -0.002), (, -0.002), (, 0.0), (, -0.0006)] -18:50:19,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0369 0.0644 0.0484 0.0369 0.0559] probs=[0.194 0.2022 0.2027 0.1971 0.204 ] -18:50:21,415 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.0014184210526315792 std=0.0015358617096391635 min=-0.0056 max=0.0005 -18:50:21,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.002), (, 0.0004), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0014), (, -0.0007), (, -0.0004), (, -0.0014), (, 0.0), (, -0.0003), (, -0.0056), (, -0.0007), (, 0.0), (, 0.0005), (, -0.0013), (, -0.0007), (, -0.0003), (, -0.002), (, -0.0007), (, -0.0022), (, -0.0004), (, -0.0006), (, -0.0006), (, 0.0), (, -0.0029), (, 0.0), (, -0.0053), (, 0.0004), (, -0.0016), (, -0.0044), (, 0.0), (, -0.0027), (, -0.0014), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0018), (, -0.0018), (, -0.0004), (, -0.002), (, -0.0012)] -18:50:23,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.1255 0.0924 0.1118 0.1412] probs=[0.1973 0.2038 0.2009 0.204 0.1939] -18:50:24,719 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.0011783783783783787 std=0.001320960980076193 min=-0.0056 max=0.0002 -18:50:24,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0014), (, -0.0006), (, -0.0014), (, -0.002), (, -0.0016), (, -0.0004), (, -0.0044), (, -0.0003), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0013), (, -0.0005), (, -0.0018), (, -0.0007), (, -0.0004), (, -0.0007), (, -0.0022), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0003), (, -0.002), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0018), (, -0.0004), (, -0.0053), (, -0.0003), (, -0.0056), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0006)] -18:50:26,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1728 0.1536 0.1483 0.1517] probs=[0.1948 0.201 0.1989 0.2066 0.1986] -18:50:27,933 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.001164705882352941 std=0.0014143970556890553 min=-0.0056 max=0.0002 -18:50:27,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, -0.0006), (, -0.0029), (, -0.0), (, -0.0044), (, -0.0003), (, -0.0), (, 0.0), (, -0.0014), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0013), (, -0.0056), (, 0.0), (, -0.0006), (, 0.0002), (, 0.0002), (, -0.0007), (, -0.0007), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0016), (, -0.0025), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0014), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0053), (, -0.0002)] -18:50:29,498 root INFO ContextualMultiArmedBanditAgent - exp=[0.1011 0.1457 0.1719 0.1505 0.2152] probs=[0.1981 0.2026 0.2063 0.1987 0.1943] -18:50:30,983 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.0011515151515151514 std=0.0017109489148318753 min=-0.0056 max=0.0029 -18:50:30,983 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, -0.0053), (, -0.0006), (, -0.0013), (, -0.0002), (, -0.0044), (, -0.0003), (, 0.0), (, -0.0003), (, 0.0007), (, -0.0016), (, -0.0025), (, -0.0014), (, 0.0001), (, -0.0004), (, 0.0002), (, -0.0029), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0014), (, -0.0034), (, -0.0007), (, -0.0056), (, 0.0029), (, -0.0003), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0034)] -18:50:32,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0184 0.0742 0.0396 0.0461 0.039 ] probs=[0.1987 0.1999 0.1975 0.2031 0.2008] -18:50:34,365 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0007740740740740742 std=0.0021374253450411177 min=-0.0056 max=0.0037 -18:50:34,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0034), (, -0.0), (, 0.0), (, -0.0004), (, 0.0037), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0029), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0003), (, -0.0056), (, 0.0028), (, -0.0007), (, -0.0034), (, -0.0044), (, -0.0014), (, -0.0007), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0016), (, 0.0029), (, 0.0002), (, 0.0007), (, -0.0011), (, 0.0031), (, 0.0), (, -0.0014)] -18:50:35,662 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.1226 0.1214 0.088 0.1405] probs=[0.1907 0.201 0.2057 0.2068 0.1958] -18:50:37,115 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0012199999999999997 std=0.001937076835509285 min=-0.0056 max=0.0029 -18:50:37,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0056), (, 0.0006), (, -0.0013), (, -0.0), (, 0.0011), (, -0.0044), (, 0.0029), (, -0.0026), (, -0.0039), (, 0.0), (, 0.0), (, -0.0007), (, -0.0039), (, 0.0007), (, -0.0033), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0002), (, -0.0034), (, -0.0003), (, -0.0005), (, -0.0014), (, -0.0011), (, -0.0034), (, -0.0016), (, -0.0006), (, 0.0013), (, 0.0), (, -0.0007), (, 0.0013), (, 0.0006), (, -0.0029), (, -0.0)] -18:50:38,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1446 0.1839 0.1184 0.1243 0.1073] probs=[0.1983 0.2053 0.1964 0.1974 0.2026] -18:50:40,1 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.001788888888888889 std=0.001805615383624167 min=-0.0056 max=0.0021 -18:50:40,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, -0.0039), (, -0.0007), (, -0.0006), (, -0.0016), (, 0.0021), (, -0.0039), (, -0.0007), (, -0.0025), (, -0.0011), (, 0.0), (, 0.0005), (, -0.0026), (, -0.0), (, -0.0007), (, -0.0013), (, 0.0013), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0044), (, 0.0), (, -0.0029), (, -0.0056), (, -0.0005), (, -0.0033), (, -0.0013), (, -0.0034), (, -0.0003), (, -0.0), (, -0.0), (, -0.0034)] -18:50:41,224 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.1395 0.1041 0.1178 0.0587] probs=[0.1989 0.2033 0.1964 0.2033 0.1981] -18:50:42,632 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.001672 std=0.0014957325964222348 min=-0.0056 max=0.0005 -18:50:42,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, 0.0), (, -0.0033), (, -0.0007), (, 0.0), (, -0.0025), (, 0.0004), (, -0.0016), (, -0.0004), (, 0.0005), (, -0.0003), (, -0.0013), (, -0.0001), (, -0.0039), (, -0.0), (, -0.0009), (, -0.001), (, -0.0007), (, 0.0), (, -0.0), (, -0.0056), (, -0.0033), (, 0.0), (, -0.0039), (, -0.0015), (, -0.0029), (, -0.0009), (, -0.0003), (, -0.0026), (, -0.0007), (, -0.0018)] -18:50:43,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.1459 0.1369 0.1183 0.1288] probs=[0.2002 0.2078 0.2013 0.1985 0.1923] -18:50:45,392 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.002 std=0.0012759310326189263 min=-0.0039 max=0.0004 -18:50:45,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0026), (, -0.0025), (, 0.0004), (, -0.0033), (, -0.0009), (, -0.0033), (, 0.0), (, -0.0032), (, -0.0039), (, 0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0033), (, -0.001), (, -0.0001), (, 0.0), (, -0.0013), (, 0.0), (, -0.0009)] -18:50:46,162 root INFO ContextualMultiArmedBanditAgent - exp=[0.0461 0.131 0.0536 0.0855 0.0629] probs=[0.1989 0.2099 0.1947 0.199 0.1975] -18:50:47,389 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0012944444444444444 std=0.0016174301366407083 min=-0.0033 max=0.0024 -18:50:47,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, 0.0), (, -0.0033), (, -0.0011), (, 0.0), (, 0.0024), (, 0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0008), (, 0.0003), (, -0.001), (, -0.0009), (, -0.0026), (, -0.0032), (, -0.0001), (, 0.0003), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0025), (, -0.0033), (, -0.0033)] -18:50:48,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.0646 0.0834 0.0459 0.0631] probs=[0.1991 0.2013 0.2016 0.2054 0.1927] -18:50:49,413 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0009999999999999998 std=0.0012550848956298117 min=-0.0033 max=0.0004 -18:50:49,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, 0.0003), (, -0.0011), (, -0.0), (, -0.0003), (, -0.001), (, -0.0008), (, -0.0009), (, -0.0002), (, 0.0001), (, -0.0033), (, -0.003), (, -0.0032), (, -0.0033), (, -0.0002), (, -0.0025), (, 0.0001), (, 0.0004), (, 0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0014)] -18:50:50,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0586 0.086 0.0676 0.064 0.0754] probs=[0.2026 0.1997 0.194 0.2063 0.1973] -18:50:51,684 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0011304347826086956 std=0.0010621695527504875 min=-0.0033 max=0.0003 -18:50:51,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0019), (, -0.0007), (, -0.0032), (, 0.0), (, -0.0014), (, -0.0011), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0019), (, -0.0003), (, -0.001), (, 0.0001), (, -0.0009), (, -0.0025), (, 0.0001), (, -0.003), (, 0.0003), (, -0.0014), (, -0.0014), (, -0.0033), (, -0.0002)] -18:50:52,670 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.1129 0.0913 0.0557 0.1136] probs=[0.1952 0.1971 0.1987 0.2136 0.1955] -18:50:53,843 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.001138095238095238 std=0.0009276063360818688 min=-0.0033 max=0.0001 -18:50:53,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0014), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0), (, -0.0011), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0003), (, -0.0009), (, -0.0014), (, 0.0), (, -0.0004), (, -0.003), (, -0.0033), (, 0.0001), (, -0.0014), (, -0.0019), (, -0.0008), (, -0.0025), (, 0.0001), (, 0.0001)] -18:50:54,712 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1025 0.0726 0.0884 0.0276] probs=[0.1995 0.2007 0.204 0.2021 0.1937] -18:50:55,971 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0010863636363636364 std=0.0009181480641860523 min=-0.0033 max=0.0002 -18:50:55,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0019), (, -0.0009), (, 0.0001), (, 0.0001), (, -0.0014), (, 0.0002), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0033), (, -0.0019), (, 0.0), (, -0.0008), (, -0.0025), (, -0.0009), (, -0.003), (, -0.0009), (, -0.0009), (, -0.0014)] -18:50:56,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.1216 0.2239 0.197 0.2661 0.2145] probs=[0.1931 0.1973 0.2097 0.1973 0.2026] -18:50:58,231 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0008727272727272726 std=0.0010471527709077768 min=-0.0033 max=0.0018 -18:50:58,232 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0033), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0004), (, 0.0002), (, -0.0014), (, -0.0009), (, -0.0001), (, -0.0009), (, -0.0019), (, 0.0018), (, -0.0007), (, -0.0011), (, -0.003), (, -0.0009), (, -0.0008), (, 0.0002), (, -0.0014), (, -0.0), (, -0.0019)] -18:50:59,67 root INFO ContextualMultiArmedBanditAgent - exp=[0.0461 0.1021 0.0467 0.027 0.0879] probs=[0.1926 0.201 0.2032 0.1999 0.2032] -18:51:00,345 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0010588235294117646 std=0.000755418717961348 min=-0.0033 max=0.0002 -18:51:00,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0033), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0018), (, -0.0), (, -0.0019), (, -0.0016), (, -0.0014), (, -0.0004), (, 0.0), (, -0.0007), (, -0.0008), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0002), (, -0.0007), (, -0.0011)] -18:51:01,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0599 0.1017 0.0707 0.0807 0.0322] probs=[0.1949 0.2036 0.2013 0.2023 0.1978] -18:51:02,210 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0006823529411764705 std=0.0007524354919527475 min=-0.0018 max=0.0008 -18:51:02,210 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0009), (, -0.0009), (, 0.0), (, 0.0005), (, 0.0008), (, 0.0001), (, -0.0004), (, -0.0014), (, -0.0016), (, -0.0008), (, -0.0018), (, -0.0006), (, -0.0007), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0006)] -18:51:02,983 root INFO ContextualMultiArmedBanditAgent - exp=[0.1569 0.1681 0.137 0.1054 0.105 ] probs=[0.1956 0.2039 0.1987 0.2046 0.1973] -18:51:04,238 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.0007466666666666666 std=0.000691728912861743 min=-0.0018 max=0.0005 -18:51:04,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0005), (, -0.0007), (, -0.0018), (, -0.0009), (, -0.0004), (, 0.0), (, -0.0008), (, 0.0004), (, -0.0006), (, -0.0007), (, -0.0016), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0006)] -18:51:04,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.173 0.1097 0.204 0.1673] probs=[0.2101 0.2049 0.1796 0.2091 0.1962] -18:51:06,579 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:51:06,581 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.19877058823529414 std=0.35681969374017247 min=-0.0604 max=1.1973 -18:51:06,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.4063), (, -0.0091), (, 0.1207), (, 0.0306), (, -0.0604), (, 0.0364), (, 1.0765), (, 0.1207), (, 0.0456), (, 0.0306), (, 1.1973), (, 0.0054), (, 0.1207), (, 0.1123), (, 0.0398), (, 0.1082)] -18:51:07,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.0101 0.023 0.024 0.0392 0.037 ] probs=[0.1909 0.2003 0.2091 0.2007 0.199 ] -18:51:08,176 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.061976470588235286 std=0.10351373611272004 min=-0.0604 max=0.4063 -18:51:08,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0091), (, 0.0054), (, 0.0456), (, 0.4063), (, 0.0398), (, 0.1207), (, 0.0364), (, 0.1082), (, 0.1207), (, 0.1207), (, 0.1123), (, -0.0025), (, 0.0087), (, 0.0306), (, 0.0306), (, -0.0604)] -18:51:08,624 root INFO ContextualMultiArmedBanditAgent - exp=[0.0637 0.2201 0.0805 0.1038 0.1635] probs=[0.1974 0.1957 0.1987 0.2094 0.1988] -18:51:09,689 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03510666666666667 std=0.05734088089855459 min=-0.0604 max=0.1207 -18:51:09,689 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, 0.0364), (, 0.0456), (, 0.1207), (, -0.0604), (, 0.0087), (, 0.0306), (, 0.1123), (, 0.0398), (, 0.1082), (, -0.0091), (, 0.0054), (, 0.0306), (, 0.1207), (, -0.0025)] -18:51:10,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.1797 0.2227 0.1338 0.1378 0.1143] probs=[0.197 0.1988 0.2026 0.204 0.1977] -18:51:10,875 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.026933333333333333 std=0.03241470859553319 min=-0.0674 max=0.0306 -18:51:10,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0025), (, 0.0306), (, -0.0674), (, -0.0404), (, -0.0091), (, 0.0054), (, -0.0382), (, -0.0604)] -18:51:11,63 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0493 0.0686 0.0969 0.0469] probs=[0.1894 0.2111 0.1996 0.2103 0.1896] -18:51:12,38 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.023233333333333335 std=0.02702710573562113 min=-0.0674 max=0.0072 -18:51:12,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0028), (, -0.0604), (, 0.0072), (, -0.0011), (, -0.0025), (, -0.0091), (, -0.0382), (, -0.0404), (, -0.0674)] -18:51:12,225 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1035 0.0339 0.0269 0.0329] probs=[0.2028 0.2088 0.1932 0.1998 0.1955] -18:51:13,128 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0291375 std=0.03334579949184005 min=-0.0722 max=0.0158 -18:51:13,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0722), (, -0.0185), (, -0.0674), (, 0.0072), (, 0.0028), (, -0.0404), (, -0.0604), (, 0.0158)] -18:51:13,462 root INFO ContextualMultiArmedBanditAgent - exp=[0.1155 0.2485 0.0696 0.1427 0.1117] probs=[0.2095 0.213 0.1878 0.1999 0.1899] -18:51:14,389 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.02128333333333333 std=0.028758240364961288 min=-0.0722 max=0.0158 -18:51:14,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0604), (, -0.0722), (, -0.0674), (, -0.0037), (, -0.023), (, -0.0203), (, -0.0185), (, -0.0185), (, 0.0072), (, 0.0028), (, 0.0028), (, 0.0158)] -18:51:14,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.0247 0.0989 0.0776 0.074 0.0388] probs=[0.2042 0.2036 0.1915 0.2005 0.2003] -18:51:15,442 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.030469230769230773 std=0.019467581913584702 min=-0.0722 max=-0.0124 -18:51:15,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0185), (, -0.0185), (, -0.0722), (, -0.0124), (, -0.0185), (, -0.0185), (, -0.0185), (, -0.0549), (, -0.0461), (, -0.0161), (, -0.0604), (, -0.0185), (, -0.023)] -18:51:15,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0944 0.085 0.0795 0.0934] probs=[0.2006 0.2006 0.2107 0.1936 0.1945] -18:51:16,741 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.02568125 std=0.016393833396661686 min=-0.0722 max=-0.0124 -18:51:16,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0185), (, -0.0266), (, -0.014), (, -0.0161), (, -0.0185), (, -0.0185), (, -0.0185), (, -0.0161), (, -0.0185), (, -0.0549), (, -0.0124), (, -0.0722), (, -0.023), (, -0.0185), (, -0.0185), (, -0.0461)] -18:51:17,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0513 0.1051 0.0668 0.0432 0.0363] probs=[0.1976 0.1975 0.1992 0.2048 0.2008] -18:51:17,937 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.022627272727272732 std=0.01595975568901017 min=-0.0722 max=-0.0042 -18:51:17,937 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, -0.0081), (, -0.0124), (, -0.0266), (, -0.014), (, -0.0161), (, -0.0185), (, -0.0161), (, -0.0161), (, -0.0215), (, -0.0549), (, -0.0042), (, -0.0185), (, -0.0185), (, -0.0124), (, -0.0082), (, -0.0265), (, -0.023), (, -0.0461), (, -0.0346), (, -0.0185), (, -0.0722)] -18:51:18,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.103 0.1005 0.1081 0.0663 0.1123] probs=[0.196 0.2043 0.1964 0.2062 0.1971] -18:51:19,448 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.016779166666666668 std=0.015297902338955567 min=-0.0549 max=0.0091 -18:51:19,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0161), (, -0.0052), (, 0.0021), (, -0.0549), (, -0.0215), (, 0.0091), (, -0.0266), (, -0.0161), (, -0.0265), (, -0.0161), (, -0.0161), (, -0.014), (, -0.0108), (, 0.009), (, -0.0005), (, -0.0082), (, -0.0346), (, -0.0063), (, -0.0461), (, -0.023), (, -0.0081), (, -0.0346), (, -0.0161)] -18:51:19,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.1302 0.1412 0.1198 0.1057 0.1262] probs=[0.2003 0.2082 0.1961 0.2018 0.1937] -18:51:20,962 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.014406666666666668 std=0.023478939972286277 min=-0.0549 max=0.0404 -18:51:20,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, 0.0147), (, -0.0161), (, -0.0161), (, -0.0346), (, -0.0549), (, -0.0461), (, 0.0404), (, -0.0071), (, -0.0128), (, 0.0011), (, 0.0091), (, -0.0346), (, -0.0215), (, -0.0161)] -18:51:21,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.0987 0.1348 0.1219 0.1403] probs=[0.201 0.2104 0.196 0.1912 0.2014] -18:51:22,315 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.017426666666666667 std=0.019768610359748497 min=-0.0549 max=0.0147 -18:51:22,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0461), (, -0.0215), (, -0.0549), (, 0.0091), (, 0.0019), (, -0.0051), (, -0.0346), (, -0.0057), (, -0.0128), (, -0.0003), (, -0.0346), (, 0.0147), (, -0.0346), (, -0.0154)] -18:51:22,680 root INFO ContextualMultiArmedBanditAgent - exp=[0.024 0.0712 0.0158 0.0731 0.0416] probs=[0.1953 0.214 0.1918 0.2046 0.1943] -18:51:23,736 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.019566666666666663 std=0.012840474203773697 min=-0.0346 max=0.0019 -18:51:23,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0346), (, -0.003), (, -0.0346), (, -0.0128), (, -0.0346), (, -0.0215), (, -0.0154), (, 0.0019)] -18:51:23,928 root INFO ContextualMultiArmedBanditAgent - exp=[0.2402 0.3733 0.2816 0.281 0.2351] probs=[0.1823 0.2221 0.1978 0.1977 0.2001] -18:51:25,60 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.009366666666666667 std=0.01373708686569156 min=-0.0346 max=0.0165 -18:51:25,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0215), (, -0.0033), (, -0.0215), (, -0.0154), (, -0.0128), (, -0.0114), (, 0.0165), (, -0.0003), (, -0.003), (, -0.0346), (, -0.0346), (, 0.0006), (, 0.0019), (, -0.0004), (, -0.0007)] -18:51:25,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.1272 0.0904 0.1587 0.1141 0.0497] probs=[0.1977 0.2038 0.199 0.1972 0.2023] -18:51:26,504 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005546666666666667 std=0.015022909911938572 min=-0.0346 max=0.0165 -18:51:26,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0154), (, -0.0346), (, -0.0346), (, -0.0033), (, 0.0074), (, -0.0003), (, -0.0215), (, 0.0165), (, 0.0006), (, -0.0009), (, 0.0164), (, 0.0019), (, -0.0114), (, -0.0007)] -18:51:26,898 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0339 0.074 0.009 0.0715 -0.0018] probs=[0.1945 0.2034 0.1989 0.2006 0.2026] -18:51:27,873 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01182 std=0.01316493828318234 min=-0.0346 max=0.0006 -18:51:27,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0346), (, -0.0009), (, -0.0024), (, -0.0154), (, -0.0028), (, 0.0006), (, -0.0033), (, -0.0215), (, -0.0346)] -18:51:28,106 root INFO ContextualMultiArmedBanditAgent - exp=[0.1093 0.1388 0.1617 0.1503 0.1098] probs=[0.1893 0.2099 0.2006 0.1895 0.2107] -18:51:29,19 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.006609090909090909 std=0.010526283514522073 min=-0.0346 max=-0.0005 -18:51:29,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0033), (, -0.0007), (, -0.0028), (, -0.0028), (, -0.0009), (, -0.0346), (, -0.0013), (, -0.0005), (, -0.0215), (, -0.0015)] -18:51:29,279 root INFO ContextualMultiArmedBanditAgent - exp=[0.1248 0.1382 0.0647 0.0753 0.1182] probs=[0.1976 0.2048 0.199 0.2002 0.1984] -18:51:30,127 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0029533333333333326 std=0.005117924926721332 min=-0.0215 max=0.0015 -18:51:30,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0028), (, -0.0007), (, -0.0215), (, 0.0015), (, -0.0019), (, -0.0013), (, -0.0028), (, -0.0005), (, -0.0033), (, -0.0002), (, -0.0015), (, -0.0028), (, -0.0009), (, -0.0028)] -18:51:30,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.1517 0.1351 0.113 0.1605] probs=[0.2018 0.1987 0.2011 0.211 0.1874] -18:51:31,445 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0021047619047619044 std=0.0045869874116612995 min=-0.0215 max=0.0015 -18:51:31,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0002), (, -0.0013), (, 0.0015), (, -0.0028), (, -0.0009), (, 0.0015), (, -0.0028), (, 0.0013), (, 0.0013), (, -0.0028), (, -0.0019), (, -0.0028), (, -0.0021), (, -0.0007), (, -0.0005), (, -0.0015), (, -0.0215), (, -0.0004), (, -0.002), (, -0.0028)] -18:51:31,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0543 0.043 0.0503 0.0537 0.0201] probs=[0.1955 0.2073 0.1955 0.2004 0.2013] -18:51:33,10 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0009608695652173914 std=0.00152336559043363 min=-0.0028 max=0.002 -18:51:33,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0013), (, -0.0002), (, 0.0008), (, 0.0012), (, -0.0015), (, -0.0004), (, -0.0), (, 0.002), (, -0.0028), (, 0.0013), (, -0.0028), (, -0.002), (, -0.0007), (, -0.0005), (, -0.0009), (, -0.0028), (, 0.0013), (, 0.0), (, -0.0028), (, 0.0002), (, -0.0019), (, -0.0021), (, -0.0006), (, -0.0028)] -18:51:33,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.2181 0.1009 0.1385 0.1103] probs=[0.199 0.2033 0.199 0.1983 0.2003] -18:51:34,725 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=25 avg=-0.00078 std=0.001584929020492716 min=-0.0028 max=0.002 -18:51:34,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0028), (, -0.0028), (, 0.0014), (, 0.0008), (, -0.0015), (, -0.0004), (, 0.0013), (, 0.0012), (, -0.0013), (, -0.0007), (, 0.0012), (, -0.002), (, -0.0028), (, -0.0028), (, -0.0002), (, -0.0019), (, -0.0028), (, -0.0005), (, -0.0), (, 0.0013), (, 0.0), (, -0.0006), (, 0.002), (, -0.0), (, 0.0002), (, -0.0021), (, -0.0009)] -18:51:35,380 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.0854 0.0168 0.0328 0.0666] probs=[0.1931 0.2032 0.2 0.2018 0.2018] -18:51:36,606 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0008310344827586208 std=0.0016844324631604764 min=-0.0038 max=0.002 -18:51:36,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0012), (, 0.0), (, 0.0013), (, -0.0028), (, -0.0008), (, 0.0), (, -0.0028), (, -0.0028), (, -0.0), (, -0.0027), (, 0.0008), (, -0.0028), (, -0.0011), (, -0.0013), (, -0.0015), (, -0.0018), (, -0.0021), (, 0.0013), (, -0.0002), (, -0.002), (, -0.0), (, -0.0038), (, 0.0006), (, 0.0014), (, -0.0006), (, 0.002), (, -0.0026), (, 0.0008), (, -0.0028), (, 0.0012), (, 0.0012), (, 0.0012)] -18:51:37,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.1157 0.1005 0.0774 0.0994] probs=[0.2046 0.197 0.1953 0.2041 0.1989] -18:51:38,690 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0009633333333333333 std=0.0015820837174084336 min=-0.0038 max=0.0014 -18:51:38,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, 0.0014), (, -0.0004), (, -0.0), (, -0.0028), (, -0.0013), (, -0.0028), (, -0.0021), (, 0.0006), (, -0.0027), (, -0.0011), (, 0.0), (, -0.0026), (, 0.0013), (, -0.0), (, 0.0), (, -0.0028), (, -0.0015), (, -0.0003), (, -0.0018), (, 0.0012), (, 0.0008), (, -0.0012), (, -0.0028), (, 0.0014), (, -0.002), (, -0.0002), (, 0.0), (, 0.0), (, 0.0008), (, -0.0038), (, -0.0), (, -0.0002), (, -0.0008), (, 0.0008), (, 0.0001), (, 0.0)] -18:51:39,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1621 0.1305 0.1789 0.1249] probs=[0.199 0.2039 0.2 0.1989 0.1983] -18:51:41,70 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-0.0008172413793103447 std=0.0016807364899449828 min=-0.0038 max=0.005 -18:51:41,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.005), (, -0.0003), (, 0.0002), (, 0.0008), (, 0.0), (, -0.0028), (, -0.0), (, 0.0008), (, -0.0027), (, -0.0002), (, -0.0021), (, -0.0002), (, -0.0026), (, 0.0), (, -0.0012), (, 0.0012), (, -0.002), (, -0.0028), (, -0.0), (, -0.0003), (, 0.0), (, -0.0028), (, -0.0003), (, -0.0016), (, -0.0038), (, 0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, 0.0), (, -0.0011), (, -0.0002), (, 0.0006), (, -0.0018), (, -0.0013), (, -0.0013), (, -0.0)] -18:51:42,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.1438 0.0905 0.169 0.0947] probs=[0.2017 0.2016 0.1952 0.2012 0.2003] -18:51:43,684 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0008629629629629628 std=0.0015601871084722733 min=-0.0038 max=0.005 -18:51:43,684 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0028), (, 0.005), (, -0.0003), (, -0.0003), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0014), (, 0.0), (, 0.0), (, -0.0014), (, -0.0028), (, -0.0016), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0012), (, -0.0013), (, -0.0013), (, -0.0003), (, 0.0), (, -0.0038), (, -0.0026), (, 0.0), (, -0.0018)] -18:51:44,622 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1471 0.1569 0.113 0.1531] probs=[0.1953 0.2035 0.2039 0.1973 0.2 ] -18:51:45,869 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00048000000000000007 std=0.0015929846201391904 min=-0.0038 max=0.005 -18:51:45,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0005), (, 0.0008), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0027), (, 0.0), (, 0.0002), (, -0.0005), (, 0.0003), (, -0.0026), (, 0.0), (, 0.0), (, -0.0), (, 0.0015), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0016), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0013), (, 0.005), (, 0.0), (, -0.0018), (, -0.0), (, -0.0038), (, -0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0014), (, -0.0005), (, -0.0002)] -18:51:46,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.1345 0.1452 0.1467 0.1623 0.1221] probs=[0.1952 0.2028 0.1993 0.2014 0.2012] -18:51:48,251 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.0004571428571428571 std=0.0014253893130922342 min=-0.0038 max=0.005 -18:51:48,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0003), (, 0.0), (, 0.0003), (, 0.0), (, -0.0), (, -0.0026), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0014), (, -0.0002), (, -0.0), (, 0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.005), (, -0.0005), (, -0.0017), (, 0.0002), (, -0.0), (, 0.0004), (, 0.0), (, -0.0), (, -0.0), (, 0.0003), (, -0.0018), (, 0.0), (, 0.0002), (, -0.0016), (, -0.0005), (, -0.0014), (, -0.0), (, -0.0038), (, -0.0013)] -18:51:49,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.0694 0.0872 0.1083 0.0649 0.1181] probs=[0.2034 0.2058 0.194 0.1979 0.1989] -18:51:50,692 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=27 avg=-0.00023703703703703704 std=0.001404529220757472 min=-0.0038 max=0.005 -18:51:50,692 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, -0.0016), (, -0.0017), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, -0.0014), (, 0.0003), (, 0.0), (, 0.0001), (, -0.0), (, 0.0016), (, -0.0007), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.005), (, 0.0002), (, -0.0003), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0038)] -18:51:52,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1628 0.1097 0.1242 0.0951] probs=[0.1957 0.2007 0.2011 0.202 0.2006] -18:51:53,208 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0003322580645161291 std=0.001409961586476096 min=-0.0038 max=0.005 -18:51:53,209 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0013), (, 0.0), (, 0.0016), (, -0.001), (, -0.0014), (, 0.0003), (, 0.0), (, -0.0012), (, -0.002), (, -0.0038), (, 0.0), (, -0.0), (, -0.0), (, 0.0002), (, 0.0003), (, -0.0003), (, -0.0001), (, 0.0003), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0023), (, 0.0001), (, -0.0), (, 0.005), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0016), (, 0.0005), (, 0.0), (, 0.0001), (, -0.0003)] -18:51:54,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.0843 0.1275 0.1096 0.0992 0.0612] probs=[0.2008 0.2093 0.1954 0.1947 0.1999] -18:51:55,731 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.00025000000000000006 std=0.00155345237639082 min=-0.0038 max=0.005 -18:51:55,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0002), (, 0.0001), (, -0.0012), (, -0.0038), (, -0.0005), (, 0.0003), (, 0.0), (, -0.0), (, 0.0006), (, -0.0), (, 0.0), (, 0.0016), (, 0.0002), (, 0.005), (, -0.0), (, -0.0017), (, -0.0003), (, 0.0008), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0), (, -0.0023), (, -0.001), (, 0.0), (, -0.0014), (, 0.0), (, -0.0009), (, -0.002), (, 0.0002), (, 0.0002), (, 0.0014), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0002), (, 0.0009), (, -0.0003), (, -0.0001)] -18:51:56,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.1636 0.2033 0.1634 0.1365] probs=[0.202 0.2035 0.1976 0.1971 0.1999] -18:51:58,117 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-4.1379310344827654e-05 std=0.0015327498933074524 min=-0.0023 max=0.005 -18:51:58,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0014), (, 0.0016), (, 0.005), (, 0.0014), (, 0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.002), (, -0.0023), (, 0.0003), (, -0.0009), (, 0.0), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, 0.0001), (, 0.0008), (, 0.0031), (, -0.0003), (, -0.001), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0012), (, -0.0003), (, -0.0001), (, -0.001), (, -0.0017), (, 0.0006), (, 0.0009), (, -0.0002), (, -0.0002)] -18:51:59,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0733 0.1161 0.0585 0.0831 0.0924] probs=[0.193 0.2067 0.1991 0.2014 0.1999] -18:52:00,838 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.00015000000000000001 std=0.0013720422734012244 min=-0.0023 max=0.0039 -18:52:00,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0003), (, -0.002), (, 0.0), (, 0.0001), (, -0.0011), (, -0.0023), (, 0.0), (, 0.0009), (, -0.001), (, -0.0012), (, 0.0001), (, -0.0009), (, 0.0), (, -0.001), (, -0.0), (, 0.0003), (, -0.0017), (, -0.0002), (, -0.0009), (, 0.001), (, -0.001), (, 0.0016), (, -0.0001), (, 0.0), (, 0.0039), (, 0.0008), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0008), (, -0.0003), (, 0.0031), (, 0.0006), (, -0.001), (, 0.0002)] -18:52:02,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.1316 0.1034 0.13 0.1704 0.0791] probs=[0.1978 0.2034 0.2012 0.1939 0.2038] -18:52:03,809 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.00042500000000000003 std=0.0012266752393592783 min=-0.0023 max=0.0031 -18:52:03,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0009), (, 0.0031), (, -0.0011), (, -0.0002), (, -0.0009), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0), (, 0.0), (, -0.001), (, 0.0016), (, 0.0008), (, -0.001), (, -0.0009), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.002), (, -0.0), (, -0.0017), (, 0.0019), (, -0.0005), (, -0.0012), (, -0.0017), (, -0.001), (, -0.001), (, -0.0023), (, 0.0008), (, 0.0003)] -18:52:04,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.057 0.122 0.0513 0.0543 0.0985] probs=[0.2001 0.2014 0.1988 0.1988 0.2008] -18:52:06,157 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0005678571428571428 std=0.0013405898412448825 min=-0.003 max=0.0031 -18:52:06,158 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0011), (, -0.001), (, -0.001), (, 0.0003), (, -0.0024), (, 0.0001), (, -0.0017), (, 0.0031), (, 0.0002), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0009), (, -0.0), (, 0.0016), (, -0.0), (, -0.0), (, -0.0), (, -0.003), (, 0.0001), (, -0.0008), (, 0.0006), (, -0.001), (, -0.001), (, -0.001), (, 0.0019), (, 0.0), (, 0.0008), (, -0.001), (, -0.0002), (, -0.002)] -18:52:07,198 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.1241 0.0573 0.044 0.0678] probs=[0.1972 0.2063 0.1965 0.2049 0.195 ] -18:52:08,610 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.0007208333333333334 std=0.0013509191829598425 min=-0.003 max=0.0031 -18:52:08,610 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0008), (, -0.003), (, -0.0), (, 0.0008), (, -0.0017), (, 0.0001), (, -0.0), (, -0.001), (, -0.0023), (, 0.0002), (, 0.0003), (, -0.0011), (, -0.0024), (, -0.0), (, -0.001), (, -0.0001), (, 0.0008), (, -0.0009), (, -0.001), (, -0.001), (, -0.0), (, 0.0031), (, 0.0001), (, -0.0002), (, -0.0009), (, -0.0024), (, 0.0001)] -18:52:09,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.0917 0.0504 0.0608 0.0934 0.0473] probs=[0.1968 0.205 0.2007 0.1932 0.2043] -18:52:10,878 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.001016 std=0.0011945476131155258 min=-0.0033 max=0.0012 -18:52:10,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0011), (, 0.0001), (, -0.0023), (, -0.0), (, -0.001), (, -0.0024), (, -0.0002), (, -0.0012), (, -0.002), (, 0.0004), (, -0.0001), (, -0.001), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0024), (, 0.0012), (, -0.001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0008), (, -0.0), (, 0.0001), (, -0.0033), (, -0.0021), (, 0.0001), (, 0.0007), (, -0.0025)] -18:52:11,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.0979 0.0753 0.1001 0.106 ] probs=[0.1959 0.1952 0.2099 0.2005 0.1985] -18:52:13,339 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0017483870967741932 std=0.0017839555483652567 min=-0.006 max=0.0012 -18:52:13,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0001), (, 0.0004), (, -0.0023), (, -0.0009), (, -0.001), (, -0.002), (, 0.0001), (, -0.0025), (, -0.0012), (, 0.0001), (, 0.0002), (, -0.001), (, -0.0), (, -0.001), (, -0.0024), (, -0.003), (, -0.0), (, -0.0025), (, -0.006), (, -0.0052), (, -0.0033), (, -0.0059), (, -0.0), (, 0.0001), (, 0.0012), (, -0.0036), (, -0.0002), (, -0.0033), (, -0.0011), (, -0.001), (, -0.0021), (, -0.0012), (, -0.0005)] -18:52:14,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.1214 0.0914 0.1365 0.1163 0.1182] probs=[0.2063 0.1969 0.1997 0.2003 0.1968] -18:52:15,826 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=36 avg=-0.0017305555555555555 std=0.0020304377530807986 min=-0.006 max=0.0029 -18:52:15,826 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0006), (, -0.0005), (, -0.001), (, -0.0012), (, -0.006), (, -0.0025), (, 0.0012), (, -0.0052), (, -0.0002), (, -0.003), (, -0.001), (, -0.0059), (, 0.0029), (, -0.0024), (, -0.001), (, -0.0), (, -0.0014), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0021), (, -0.0033), (, -0.0023), (, -0.0036), (, 0.0001), (, -0.0033), (, 0.0001), (, -0.0012), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0041), (, -0.0033), (, -0.0011), (, -0.0025), (, -0.002)] -18:52:16,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.1646 0.1621 0.1329 0.1655 0.1649] probs=[0.2062 0.2002 0.1985 0.1931 0.2019] -18:52:18,250 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0017029411764705885 std=0.0021688279966130867 min=-0.006 max=0.0029 -18:52:18,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0029), (, -0.0005), (, -0.0), (, -0.0033), (, -0.001), (, -0.0024), (, -0.0), (, 0.0008), (, -0.0001), (, -0.0), (, -0.006), (, 0.0004), (, 0.0011), (, -0.0033), (, -0.0041), (, -0.0033), (, -0.0014), (, -0.0001), (, 0.0006), (, -0.0005), (, -0.0036), (, -0.002), (, -0.003), (, -0.0025), (, -0.0059), (, -0.0004), (, -0.0011), (, -0.0), (, 0.0015), (, -0.0023), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0021), (, -0.0021), (, -0.0025), (, -0.0052), (, -0.0001)] -18:52:19,505 root INFO ContextualMultiArmedBanditAgent - exp=[0.1237 0.1789 0.1094 0.1117 0.1334] probs=[0.2013 0.2035 0.2008 0.1961 0.1983] -18:52:20,946 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.001932258064516129 std=0.0022232477111234386 min=-0.006 max=0.0015 -18:52:20,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0004), (, -0.0036), (, -0.006), (, -0.0021), (, -0.0033), (, -0.0012), (, -0.0059), (, -0.003), (, 0.0008), (, -0.0052), (, -0.0033), (, 0.0006), (, -0.0005), (, -0.0013), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0001), (, -0.0033), (, -0.0014), (, -0.0024), (, -0.002), (, 0.0011), (, -0.0054), (, 0.001), (, 0.0002), (, -0.0023), (, 0.0015), (, 0.0), (, -0.0001), (, -0.0), (, -0.0041), (, -0.0009)] -18:52:22,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.1154 0.1082 0.0976 0.1149 0.1133] probs=[0.1957 0.2084 0.2001 0.1919 0.2038] -18:52:23,611 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.001396153846153846 std=0.0023647216081441108 min=-0.006 max=0.0016 -18:52:23,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0004), (, 0.0011), (, -0.0), (, -0.0021), (, -0.001), (, 0.0016), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0017), (, -0.0004), (, 0.001), (, -0.0052), (, -0.0041), (, -0.0033), (, 0.0012), (, 0.0008), (, 0.0006), (, -0.0014), (, -0.006), (, 0.0015), (, -0.0), (, -0.0036), (, -0.0059), (, -0.0054), (, -0.0), (, -0.002), (, 0.0003)] -18:52:24,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.147 0.1633 0.1725 0.1463] probs=[0.1976 0.197 0.2062 0.1932 0.2061] -18:52:25,850 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=31 avg=-0.0012516129032258065 std=0.0021179525974381005 min=-0.006 max=0.0012 -18:52:25,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0011), (, -0.002), (, -0.0016), (, -0.0054), (, 0.0001), (, -0.0021), (, -0.0006), (, -0.0003), (, -0.0059), (, -0.0017), (, 0.0008), (, 0.0012), (, -0.0041), (, -0.0014), (, -0.0035), (, -0.0), (, -0.001), (, 0.0003), (, 0.0006), (, -0.0007), (, 0.0012), (, 0.0), (, -0.006), (, 0.0011), (, 0.0004), (, -0.0004), (, -0.0013), (, -0.0052), (, 0.0009), (, -0.0004), (, -0.0005), (, -0.0004)] -18:52:26,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1182 0.1057 0.1079 0.0595] probs=[0.1912 0.1967 0.2031 0.206 0.203 ] -18:52:28,601 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.001052941176470588 std=0.002075378816465541 min=-0.006 max=0.0022 -18:52:28,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0054), (, 0.0006), (, -0.0024), (, -0.006), (, -0.002), (, 0.0002), (, -0.0052), (, 0.0002), (, 0.0002), (, 0.0004), (, -0.0006), (, 0.0008), (, -0.0014), (, 0.0012), (, -0.0007), (, -0.0004), (, 0.0001), (, -0.0013), (, -0.001), (, 0.0006), (, -0.0004), (, 0.0011), (, 0.0012), (, -0.0004), (, 0.0003), (, -0.0016), (, 0.0), (, -0.0017), (, 0.0022), (, -0.0006), (, -0.0004), (, -0.0005), (, -0.0059)] -18:52:29,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.0691 0.1045 0.0767 0.1124 0.0849] probs=[0.1975 0.2041 0.1987 0.1993 0.2003] -18:52:31,246 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=35 avg=-0.0012057142857142859 std=0.0019506691682808833 min=-0.006 max=0.0022 -18:52:31,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0001), (, 0.0001), (, 0.0003), (, -0.0007), (, -0.0009), (, -0.002), (, -0.0024), (, -0.0017), (, 0.0002), (, -0.0013), (, -0.001), (, -0.0018), (, -0.0016), (, 0.0), (, 0.0007), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0059), (, 0.0002), (, -0.0035), (, -0.0004), (, -0.0006), (, 0.0006), (, -0.0054), (, 0.0001), (, -0.006), (, -0.0004), (, 0.0008), (, 0.0002), (, 0.0022), (, -0.0052), (, -0.0003)] -18:52:32,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0203 0.0439 0.0254 0.0268 0.0059] probs=[0.1989 0.2036 0.1977 0.1988 0.201 ] -18:52:33,985 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=37 avg=-0.0009594594594594594 std=0.0016664348511782059 min=-0.0059 max=0.0022 -18:52:33,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.001), (, -0.001), (, 0.0006), (, 0.0013), (, 0.0002), (, -0.0003), (, 0.0003), (, 0.0001), (, 0.0002), (, -0.0004), (, -0.0014), (, -0.002), (, 0.0001), (, 0.0002), (, 0.0007), (, -0.0006), (, -0.0035), (, -0.0004), (, -0.0036), (, -0.0009), (, -0.0008), (, -0.0054), (, -0.0005), (, 0.0001), (, -0.0009), (, 0.0022), (, -0.0024), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0015), (, -0.002), (, -0.0018), (, 0.0003), (, -0.0002), (, -0.0059)] -18:52:35,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.0685 0.0697 0.0568 0.0851] probs=[0.2008 0.2042 0.2 0.1994 0.1956] -18:52:36,700 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0010999999999999998 std=0.0018095531930895788 min=-0.0059 max=0.0022 -18:52:36,700 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0005), (, -0.0004), (, -0.0059), (, -0.002), (, -0.0004), (, -0.0018), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0013), (, 0.0002), (, -0.0006), (, -0.0008), (, -0.001), (, -0.0024), (, -0.0), (, 0.0022), (, -0.0015), (, -0.0054), (, -0.0002), (, 0.0001), (, 0.0013), (, -0.0036), (, -0.0007), (, -0.0005), (, -0.0011), (, -0.0004)] -18:52:37,675 root INFO ContextualMultiArmedBanditAgent - exp=[0.121 0.1057 0.0787 0.1406 0.0733] probs=[0.2036 0.2014 0.1997 0.1991 0.1962] -18:52:38,960 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=31 avg=-0.0011903225806451612 std=0.0015513479755048568 min=-0.0059 max=0.0013 -18:52:38,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0), (, -0.0006), (, 0.0013), (, -0.0059), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0015), (, -0.0015), (, 0.0001), (, -0.0008), (, -0.0036), (, -0.0006), (, -0.0003), (, -0.001), (, -0.002), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0011), (, 0.0013), (, -0.0018), (, -0.0001), (, -0.0042), (, -0.0035), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0024), (, -0.0004), (, -0.0005), (, -0.0009)] -18:52:40,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.1083 0.1542 0.1232 0.1013 0.0863] probs=[0.1946 0.2059 0.1966 0.1985 0.2043] -18:52:41,459 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.0009882352941176468 std=0.0020526546235205296 min=-0.0059 max=0.0061 -18:52:41,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, -0.0), (, -0.0015), (, -0.0023), (, -0.0035), (, -0.0001), (, -0.0009), (, -0.0006), (, -0.0001), (, -0.002), (, -0.0004), (, -0.0015), (, -0.0024), (, -0.0003), (, -0.0042), (, -0.0059), (, -0.0008), (, -0.0018), (, -0.0036), (, 0.0008), (, 0.0061), (, -0.0015), (, -0.001), (, 0.0013), (, -0.0009), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0006), (, -0.0004), (, -0.0013), (, -0.001), (, 0.0003), (, 0.0027)] -18:52:42,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.0494 0.0523 0.0576 0.0452 0.026 ] probs=[0.2093 0.1965 0.1983 0.1977 0.1982] -18:52:44,221 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=31 avg=-0.0011193548387096772 std=0.0016668338452400938 min=-0.0047 max=0.0027 -18:52:44,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042), (, -0.0006), (, 0.0013), (, -0.0008), (, -0.0008), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0009), (, -0.0015), (, -0.002), (, -0.0001), (, -0.001), (, 0.0008), (, -0.001), (, -0.0023), (, 0.0012), (, -0.0015), (, -0.001), (, -0.0013), (, -0.0011), (, -0.0001), (, -0.0009), (, -0.0047), (, 0.0027), (, 0.0003), (, -0.0), (, -0.0035), (, -0.0024), (, -0.0015), (, -0.0036)] -18:52:45,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.0624 0.0739 0.1229 0.1049 0.0704] probs=[0.1949 0.2026 0.203 0.2 0.1996] -18:52:46,767 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.00128 std=0.0016193825983997728 min=-0.0047 max=0.0013 -18:52:46,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0), (, -0.0021), (, 0.0003), (, -0.0003), (, -0.0011), (, -0.0015), (, -0.0036), (, -0.0047), (, -0.0001), (, -0.0008), (, -0.0001), (, 0.0001), (, -0.0008), (, 0.0003), (, -0.002), (, -0.0042), (, -0.0004), (, 0.0013), (, -0.0003), (, -0.0009), (, -0.0009), (, 0.0008), (, -0.0035), (, -0.001), (, -0.0023)] -18:52:47,661 root INFO ContextualMultiArmedBanditAgent - exp=[0.1285 0.1488 0.1761 0.1533 0.0838] probs=[0.1961 0.2017 0.2044 0.1988 0.1989] -18:52:48,801 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.001260869565217391 std=0.001669870895929899 min=-0.0047 max=0.0013 -18:52:48,802 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0023), (, 0.0001), (, -0.0003), (, -0.0036), (, 0.0003), (, -0.0047), (, -0.001), (, -0.0), (, -0.0003), (, -0.0042), (, -0.0009), (, -0.0021), (, -0.0), (, 0.0001), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0011), (, -0.0008), (, 0.0013), (, 0.0003), (, -0.0035)] -18:52:49,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0282 0.0694 0.0528 0.0449 0.0372] probs=[0.1997 0.2016 0.203 0.1973 0.1984] -18:52:51,54 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.00134 std=0.001665412861725284 min=-0.0047 max=0.0026 -18:52:51,54 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, 0.0026), (, -0.0036), (, -0.0011), (, -0.0042), (, -0.0008), (, -0.0008), (, 0.0001), (, -0.0005), (, -0.0005), (, -0.0047), (, 0.0002), (, -0.0006), (, -0.0021), (, -0.0021), (, -0.0001), (, -0.0), (, -0.0023), (, -0.0003), (, -0.0008), (, -0.0035), (, -0.0021), (, -0.0001), (, 0.0001), (, -0.001), (, -0.0)] -18:52:52,220 root INFO ContextualMultiArmedBanditAgent - exp=[0.1806 0.1277 0.1285 0.117 0.1409] probs=[0.2015 0.2007 0.1948 0.198 0.205 ] -18:52:53,752 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0012954545454545456 std=0.0016899374040928456 min=-0.0047 max=0.0026 -18:52:53,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0001), (, -0.0023), (, -0.0042), (, -0.0035), (, -0.0021), (, -0.0021), (, -0.0009), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0021), (, 0.0003), (, -0.0008), (, -0.0047), (, -0.0008), (, 0.0026), (, -0.0011), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0003)] -18:52:54,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.1192 0.1135 0.0954 0.0963] probs=[0.1893 0.2036 0.2023 0.1939 0.211 ] -18:52:55,949 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.0011678571428571428 std=0.00164556841491421 min=-0.0047 max=0.0026 -18:52:55,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0026), (, -0.0014), (, -0.0021), (, -0.0047), (, -0.0), (, -0.0035), (, 0.0011), (, 0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0021), (, -0.0019), (, -0.0008), (, -0.0042), (, -0.0008), (, -0.0008), (, -0.0023), (, -0.0024), (, -0.0005), (, -0.0011), (, -0.0003), (, 0.0003), (, 0.001), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0008)] -18:52:57,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.1084 0.0829 0.0808 0.101 0.1454] probs=[0.206 0.2046 0.2017 0.196 0.1918] -18:52:58,431 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0010500000000000002 std=0.0014288914476722047 min=-0.0047 max=0.0017 -18:52:58,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0014), (, 0.0017), (, 0.0), (, -0.0042), (, -0.0008), (, -0.0003), (, -0.0021), (, -0.0008), (, -0.0), (, -0.0023), (, -0.0001), (, 0.001), (, -0.0021), (, -0.0024), (, 0.0003), (, -0.0006), (, -0.0008), (, -0.001), (, 0.0011), (, -0.0019), (, -0.0), (, -0.0021), (, -0.0009), (, -0.0009), (, 0.0002), (, -0.0047), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0003)] -18:52:59,617 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1117 0.0966 0.1106 0.0741] probs=[0.1977 0.2107 0.1961 0.197 0.1985] -18:53:01,67 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.001225 std=0.0012510828642953006 min=-0.0047 max=0.0002 -18:53:01,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, -0.001), (, 0.0002), (, -0.0042), (, -0.0047), (, -0.0021), (, -0.0011), (, -0.0008), (, -0.0019), (, -0.0014), (, -0.0009), (, -0.0025), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0024), (, -0.0001), (, -0.0021), (, -0.0), (, 0.0), (, -0.0011), (, -0.0008), (, 0.0002), (, 0.0), (, -0.0)] -18:53:02,87 root INFO ContextualMultiArmedBanditAgent - exp=[0.0042 0.0443 0.0184 0.0305 0.0027] probs=[0.1976 0.2032 0.1978 0.2026 0.1988] -18:53:03,389 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.001240909090909091 std=0.0014076605643630177 min=-0.0047 max=0.0015 -18:53:03,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0019), (, -0.0014), (, 0.0015), (, -0.0008), (, -0.0024), (, -0.0009), (, 0.0), (, -0.001), (, -0.0042), (, 0.0002), (, -0.0001), (, -0.0026), (, -0.0025), (, -0.0008), (, -0.0008), (, -0.0047), (, -0.0), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0), (, 0.0003), (, -0.0011), (, 0.0)] -18:53:04,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.1423 0.0943 0.0805 0.0825 0.0934] probs=[0.1985 0.2046 0.1939 0.2039 0.1992] -18:53:05,845 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0011809523809523808 std=0.0015032089635871047 min=-0.0047 max=0.0015 -18:53:05,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0), (, -0.0011), (, 0.0), (, -0.0026), (, 0.0), (, -0.0001), (, -0.0021), (, -0.0001), (, -0.0), (, -0.0047), (, -0.0001), (, -0.0019), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0024), (, 0.0011), (, -0.0042), (, -0.0014), (, -0.0008), (, -0.0001), (, -0.0), (, -0.0), (, -0.0025), (, -0.001), (, 0.0015)] -18:53:07,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.1932 0.1197 0.1957 0.1541] probs=[0.1928 0.2086 0.1975 0.2004 0.2006] -18:53:08,445 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=19 avg=-0.0011421052631578946 std=0.0015342804895124669 min=-0.0047 max=0.0015 -18:53:08,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0047), (, -0.0042), (, -0.0008), (, -0.002), (, -0.0016), (, -0.0), (, -0.0), (, -0.0014), (, -0.0), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0009), (, 0.0015), (, -0.0003), (, -0.0), (, -0.0001), (, -0.001), (, 0.0), (, -0.0026), (, -0.0011), (, -0.0), (, 0.0011)] -18:53:09,552 root INFO ContextualMultiArmedBanditAgent - exp=[0.0165 0.0731 0.0766 0.0339 0.0246] probs=[0.1952 0.1995 0.2006 0.1995 0.2053] -18:53:10,769 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=19 avg=-0.0007000000000000001 std=0.0015047293864066686 min=-0.0042 max=0.0016 -18:53:10,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0), (, 0.0015), (, 0.0016), (, 0.0), (, -0.002), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.001), (, -0.0003), (, -0.0013), (, 0.0011), (, -0.0042), (, -0.0002), (, -0.0), (, -0.0016), (, 0.0), (, 0.0015), (, -0.0014), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0026), (, 0.0001), (, 0.0)] -18:53:11,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.1241 0.0872 0.1229 0.0733 0.1376] probs=[0.1956 0.202 0.1889 0.2066 0.207 ] -18:53:12,961 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0008739130434782611 std=0.0011725918491156573 min=-0.0042 max=0.0011 -18:53:12,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.0004), (, -0.0025), (, 0.0003), (, -0.0), (, -0.0013), (, -0.0), (, -0.0008), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.002), (, 0.0001), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0026), (, -0.001), (, -0.0042), (, -0.0002), (, 0.0), (, -0.0016), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0), (, -0.0015), (, 0.0005)] -18:53:14,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0923 0.0851 0.1044 0.0802 0.0691] probs=[0.1957 0.1998 0.2023 0.2028 0.1994] -18:53:15,421 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.0008714285714285714 std=0.0010263865683820604 min=-0.0042 max=0.0011 -18:53:15,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.001), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0015), (, -0.0), (, 0.0003), (, -0.001), (, -0.0042), (, -0.0011), (, -0.002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0016), (, -0.0), (, -0.0), (, -0.0008), (, -0.0013), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0013), (, -0.0015)] -18:53:16,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.0973 0.1242 0.1128 0.1615 0.1129] probs=[0.1979 0.2055 0.1998 0.1983 0.1984] -18:53:18,3 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0006761904761904763 std=0.00053443763225136 min=-0.0016 max=0.0003 -18:53:18,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0013), (, -0.0013), (, -0.0003), (, -0.0015), (, -0.001), (, -0.001), (, -0.0016), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0015), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0003), (, -0.0011), (, 0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0008)] -18:53:18,871 root INFO ContextualMultiArmedBanditAgent - exp=[0.0032 0.0428 0.0361 0.0283 0.0204] probs=[0.197 0.2084 0.1982 0.1989 0.1975] -18:53:20,262 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004956521739130435 std=0.0004467060709231764 min=-0.0015 max=0.0003 -18:53:20,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.001), (, -0.0003), (, -0.0), (, -0.0015), (, -0.0002), (, -0.0008), (, -0.0013), (, -0.0004), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0003), (, -0.0), (, -0.0), (, -0.001), (, -0.0013), (, -0.0005), (, -0.0006), (, -0.0002), (, 0.0001)] -18:53:21,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.1614 0.1314 0.2026 0.2255 0.2037] probs=[0.2022 0.2034 0.195 0.1925 0.2069] -18:53:22,220 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0005 std=0.00040688518719112345 min=-0.0013 max=0.0003 -18:53:22,220 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, -0.001), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0008), (, -0.0013), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0), (, 0.0001), (, -0.001)] -18:53:23,301 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0479 0.0217 0.0376 0.0302] probs=[0.1972 0.2093 0.197 0.1969 0.1996] -18:53:24,683 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0004866666666666666 std=0.0003792390040887438 min=-0.0013 max=0.0001 -18:53:24,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.001), (, -0.0013), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0003)] -18:53:25,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.0987 0.2209 0.1947 0.174 0.1544] probs=[0.1951 0.2052 0.2044 0.2032 0.1921] -18:53:27,395 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:53:27,397 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.080025 std=0.12086020074863355 min=-0.1074 max=0.4583 -18:53:27,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1435), (, 0.1461), (, -0.1074), (, 0.0688), (, -0.0026), (, 0.0333), (, 0.0481), (, 0.0485), (, 0.0617), (, -0.0346), (, 0.1174), (, 0.4583), (, -0.0263), (, 0.0386), (, 0.1435), (, 0.1435)] -18:53:27,776 root INFO ContextualMultiArmedBanditAgent - exp=[0.1008 0.0951 0.0588 0.0701 0.0639] probs=[0.2026 0.2071 0.2023 0.1987 0.1892] -18:53:28,867 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.01855625 std=0.07946041442716932 min=-0.1074 max=0.1435 -18:53:28,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0481), (, 0.0333), (, -0.0282), (, -0.1074), (, -0.1), (, -0.0346), (, 0.0688), (, 0.1174), (, 0.1435), (, 0.0485), (, -0.0263), (, 0.0386), (, 0.1435), (, -0.0026), (, 0.0617)] -18:53:29,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.0588 0.0866 0.1032 0.0986 0.0244] probs=[0.1966 0.2033 0.1971 0.2046 0.1985] -18:53:30,225 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0007071428571428581 std=0.06831710164776475 min=-0.1074 max=0.1174 -18:53:30,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0481), (, 0.1174), (, 0.0485), (, -0.1), (, 0.0688), (, -0.1074), (, 0.0617), (, -0.0282), (, -0.0263), (, 0.0386), (, -0.0026), (, -0.0346), (, 0.0333)] -18:53:30,559 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.0753 0.0782 0.0603 0.0936] probs=[0.2016 0.201 0.197 0.1954 0.2051] -18:53:31,583 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.05566 std=0.04353148745448517 min=-0.1074 max=-0.0026 -18:53:31,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.1074), (, -0.0346), (, -0.0026), (, -0.0263)] -18:53:31,732 root INFO ContextualMultiArmedBanditAgent - exp=[0.098 0.0739 0.0216 0.0961 0.135 ] probs=[0.1803 0.2151 0.1904 0.2038 0.2105] -18:53:32,677 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.061959999999999994 std=0.04228941238655368 min=-0.1074 max=-0.0026 -18:53:32,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0026), (, -0.0661), (, -0.1074), (, -0.0263)] -18:53:32,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0716 0.1717 0.065 0.0706 0.1685] probs=[0.196 0.2245 0.2084 0.1839 0.1872] -18:53:33,734 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04957999999999999 std=0.05810863619118935 min=-0.1074 max=0.0409 -18:53:33,735 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0661), (, -0.0079), (, -0.1074), (, 0.0409)] -18:53:33,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0053 0.0223 -0.0003 0.0054 -0.0021] probs=[0.1982 0.1903 0.2173 0.2031 0.1911] -18:53:34,843 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.02742857142857143 std=0.06071652432847761 min=-0.1074 max=0.0409 -18:53:34,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, -0.0079), (, 0.0409), (, 0.0409), (, -0.1074), (, -0.0661), (, 0.015)] -18:53:34,997 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0047 0.0217 -0.0005 0.0054 -0.0019] probs=[0.1983 0.2036 0.1991 0.2003 0.1988] -18:53:35,954 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0272875 std=0.0489589225141853 min=-0.1074 max=0.035 -18:53:35,954 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.035), (, 0.0103), (, -0.0079), (, -0.0183), (, -0.005), (, -0.0176), (, -0.1074)] -18:53:36,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.0251 0.0868 0.0725 0.0344] probs=[0.193 0.2081 0.209 0.1928 0.1971] -18:53:37,190 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.018985714285714283 std=0.03844894308677152 min=-0.1074 max=0.0183 -18:53:37,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1074), (, 0.0103), (, -0.0049), (, 0.0183), (, -0.0183), (, -0.01), (, -0.0209)] -18:53:37,498 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0076 0.0238 0.0001 0.0053 -0.0025] probs=[0.186 0.2299 0.1828 0.2046 0.1966] -18:53:38,473 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.025383333333333338 std=0.03672621301226445 min=-0.1074 max=-0.0049 -18:53:38,474 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.1074), (, -0.0049), (, -0.01), (, -0.01), (, -0.01)] -18:53:38,617 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0096 0.0251 0.0004 0.0053 -0.0028] probs=[0.208 0.1947 0.2063 0.1783 0.2126] -18:53:39,471 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.023442857142857144 std=0.034332485954802844 min=-0.1074 max=-0.0049 -18:53:39,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.01), (, -0.01), (, -0.01), (, -0.0049), (, -0.1074), (, -0.0118)] -18:53:39,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.2155 0.0702 0.2353 0.1976 0.1482] probs=[0.2045 0.2065 0.1897 0.1937 0.2056] -18:53:40,374 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.023700000000000002 std=0.03423744816926135 min=-0.1074 max=-0.0049 -18:53:40,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0049), (, -0.01), (, -0.01), (, -0.1074), (, -0.01), (, -0.0118)] -18:53:40,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.1599 0.1376 0.219 0.2086 0.2275] probs=[0.1867 0.2257 0.1913 0.1905 0.2059] -18:53:41,649 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00955 std=0.002482941803587027 min=-0.0118 max=-0.0049 -18:53:41,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0049), (, -0.01), (, -0.01), (, -0.01), (, -0.0061), (, -0.0118), (, -0.0118)] -18:53:41,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.1334 0.1661 0.1444 0.1727 0.1123] probs=[0.1997 0.215 0.1932 0.1931 0.1989] -18:53:42,680 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.008433333333333333 std=0.003931355434904806 min=-0.0118 max=0.0005 -18:53:42,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.01), (, -0.0061), (, 0.0005), (, -0.0118), (, -0.0049), (, -0.0118), (, -0.01), (, -0.01)] -18:53:42,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.0034 0.0861 0.0701 0.0317 0.0638] probs=[0.2222 0.1934 0.1988 0.1965 0.1891] -18:53:43,963 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.005719999999999999 std=0.0075580156125798 min=-0.0118 max=0.0118 -18:53:43,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0118), (, -0.0061), (, -0.0118), (, 0.0118), (, -0.01), (, 0.002), (, -0.01), (, 0.0005), (, -0.01)] -18:53:44,201 root INFO ContextualMultiArmedBanditAgent - exp=[0.0897 0.1836 0.0731 0.0859 0.0493] probs=[0.2005 0.1984 0.1949 0.2013 0.205 ] -18:53:45,221 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0051153846153846145 std=0.006859226930408428 min=-0.0118 max=0.0118 -18:53:45,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0118), (, 0.002), (, -0.0118), (, -0.0067), (, -0.01), (, -0.01), (, 0.0118), (, -0.01), (, 0.0005), (, 0.0003), (, -0.0061), (, -0.0029)] -18:53:45,496 root INFO ContextualMultiArmedBanditAgent - exp=[0.058 0.0906 0.1257 0.081 0.1227] probs=[0.2135 0.1886 0.1986 0.2032 0.1962] -18:53:46,378 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004505882352941176 std=0.004973514627591343 min=-0.0118 max=0.002 -18:53:46,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, 0.0008), (, -0.01), (, -0.0118), (, -0.0067), (, 0.002), (, -0.0061), (, -0.01), (, -0.0029), (, 0.0003), (, 0.0004), (, 0.0004), (, -0.0004), (, -0.0066), (, -0.0118), (, -0.0029), (, 0.0005)] -18:53:46,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0559 0.1294 0.1876 0.1301 0.1627] probs=[0.1863 0.209 0.2126 0.1942 0.1978] -18:53:48,28 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0025416666666666665 std=0.004565807400911938 min=-0.0118 max=0.0042 -18:53:48,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0118), (, -0.0009), (, -0.0004), (, 0.002), (, -0.0029), (, -0.0118), (, -0.0029), (, -0.0118), (, -0.0066), (, -0.0061), (, 0.0008), (, -0.0067), (, 0.0042), (, -0.0029), (, 0.0004), (, 0.0005), (, -0.0048), (, 0.0017), (, 0.0039), (, 0.0003), (, -0.0045), (, 0.0001), (, -0.0012), (, 0.0004)] -18:53:48,534 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1176 0.1037 0.0847 0.059 ] probs=[0.2027 0.209 0.198 0.195 0.1954] -18:53:49,721 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0025722222222222223 std=0.004178224710136479 min=-0.0118 max=0.0021 -18:53:49,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0017), (, -0.0), (, 0.0005), (, -0.0066), (, -0.0009), (, -0.0067), (, 0.0003), (, -0.0061), (, 0.0008), (, -0.0016), (, -0.0), (, -0.0118), (, -0.0004), (, -0.0028), (, 0.0004), (, 0.0021), (, 0.0004), (, -0.0029), (, -0.0118)] -18:53:50,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.0392 0.0684 0.011 0.0492 0.0152] probs=[0.1991 0.2072 0.2042 0.1956 0.1939] -18:53:51,386 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.004463636363636363 std=0.0042542540692758835 min=-0.0118 max=0.0005 -18:53:51,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0061), (, -0.0118), (, -0.0009), (, -0.0016), (, 0.0003), (, -0.0066), (, -0.0028), (, -0.0118), (, -0.0067), (, 0.0005)] -18:53:51,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.0451 0.0793 0.0539 0.0292 0.0169] probs=[0.1946 0.2028 0.1903 0.1946 0.2177] -18:53:52,694 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.002145454545454546 std=0.008255726787714598 min=-0.0118 max=0.0209 -18:53:52,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0009), (, -0.0118), (, 0.0209), (, -0.0118), (, -0.0048), (, -0.0067), (, -0.0), (, -0.0028), (, -0.0009), (, -0.0016), (, -0.0016)] -18:53:53,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.0504 0.0438 0.0741 0.0344 0.0171] probs=[0.1987 0.1993 0.2062 0.2032 0.1926] -18:53:54,18 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.00298 std=0.003442324795832026 min=-0.0118 max=0.0016 -18:53:54,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0022), (, -0.0048), (, -0.0016), (, -0.0016), (, -0.0), (, 0.0016), (, -0.0028), (, -0.0118), (, -0.0009), (, -0.0009)] -18:53:54,348 root INFO ContextualMultiArmedBanditAgent - exp=[0.119 0.1411 0.1872 0.231 0.2188] probs=[0.198 0.1907 0.2176 0.1959 0.1977] -18:53:55,369 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.002 std=0.0018873850222522752 min=-0.0048 max=0.0016 -18:53:55,369 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0048), (, -0.0009), (, -0.0022), (, -0.0016), (, -0.0009), (, -0.0028), (, -0.0), (, 0.0), (, 0.0016), (, -0.0016)] -18:53:55,648 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0066 0.0231 -0.0001 0.0052 -0.0025] probs=[0.1964 0.2001 0.203 0.1933 0.2072] -18:53:56,797 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0015615384615384616 std=0.0018751567981775497 min=-0.0048 max=0.0021 -18:53:56,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0016), (, 0.0), (, -0.0022), (, -0.0022), (, 0.0021), (, -0.0016), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0048), (, -0.0022), (, -0.0009), (, 0.0009), (, -0.0), (, -0.0022)] -18:53:57,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.2092 0.0869 0.1246 0.1177] probs=[0.2039 0.2106 0.1974 0.194 0.1942] -18:53:58,554 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.001322222222222222 std=0.0017831169823765087 min=-0.0048 max=0.0021 -18:53:58,554 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0022), (, -0.0016), (, -0.0022), (, -0.0), (, -0.0022), (, 0.0001), (, -0.0022), (, 0.0021), (, 0.0), (, 0.0012), (, -0.0), (, -0.0004), (, -0.0022), (, -0.0022), (, -0.0009), (, 0.0001), (, -0.0009), (, -0.0016), (, -0.0), (, 0.0009), (, 0.0), (, -0.0048)] -18:53:59,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.2349 0.1352 0.2532 0.1597 0.1928] probs=[0.2057 0.2063 0.1921 0.2002 0.1957] -18:54:00,152 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0010869565217391304 std=0.001725084584649865 min=-0.0048 max=0.0021 -18:54:00,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, -0.0022), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0022), (, -0.0016), (, 0.0002), (, -0.0009), (, -0.0), (, 0.0012), (, 0.0012), (, -0.0009), (, 0.0), (, -0.0016), (, -0.0), (, -0.0022), (, -0.0022), (, -0.0022), (, -0.0), (, 0.0021), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0022), (, -0.0048)] -18:54:00,913 root INFO ContextualMultiArmedBanditAgent - exp=[0.1198 0.1583 0.1255 0.1183 0.132 ] probs=[0.2021 0.1976 0.2007 0.2038 0.1958] -18:54:02,275 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0010074074074074072 std=0.0016300252045145 min=-0.0048 max=0.0021 -18:54:02,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0012), (, 0.0), (, -0.0004), (, -0.0), (, -0.0022), (, -0.0009), (, -0.0001), (, -0.0002), (, 0.0012), (, -0.0012), (, -0.0016), (, -0.0004), (, -0.0009), (, -0.0007), (, -0.0022), (, 0.0001), (, -0.0022), (, -0.0022), (, -0.0016), (, -0.0022), (, -0.0), (, 0.0021), (, -0.0022), (, 0.0011), (, -0.0), (, -0.0022), (, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0009), (, 0.0009), (, 0.0001), (, -0.0048)] -18:54:03,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.1028 0.1267 0.1128 0.1149 0.0741] probs=[0.196 0.2046 0.1974 0.2005 0.2016] -18:54:04,430 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0006933333333333333 std=0.0016852167681208122 min=-0.0048 max=0.0021 -18:54:04,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0001), (, -0.0016), (, -0.0022), (, -0.0012), (, -0.0012), (, 0.0011), (, 0.0005), (, -0.0004), (, -0.0048), (, -0.0022), (, -0.0), (, -0.0009), (, 0.0012), (, -0.0001), (, 0.0006), (, -0.0022), (, -0.0016), (, 0.0), (, -0.0009), (, -0.0022), (, 0.0012), (, -0.0007), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0), (, 0.0011), (, -0.0), (, 0.0012), (, 0.0021), (, -0.0), (, -0.0), (, 0.0012), (, -0.0022), (, 0.0009), (, -0.0022)] -18:54:05,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.0561 0.1364 0.0952 0.0698 0.0918] probs=[0.1957 0.2045 0.198 0.2 0.2019] -18:54:06,630 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.000991304347826087 std=0.0016032339717714208 min=-0.0048 max=0.0021 -18:54:06,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0048), (, -0.0), (, -0.0022), (, -0.0002), (, 0.0021), (, -0.0022), (, 0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0001), (, 0.0006), (, -0.0016), (, 0.0001), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0005), (, -0.0022), (, -0.0), (, -0.0007), (, 0.0), (, 0.0004), (, 0.0), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0022), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0012), (, -0.0022)] -18:54:07,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1223 0.0682 0.1041 0.087 ] probs=[0.201 0.2051 0.2 0.1997 0.1942] -18:54:08,917 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=17 avg=-0.0007411764705882352 std=0.0017112289438499734 min=-0.0048 max=0.0021 -18:54:08,917 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0007), (, -0.0), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0012), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0007), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0008), (, -0.0004), (, -0.0048), (, -0.0), (, -0.0), (, -0.0022), (, 0.0), (, 0.0), (, 0.0021), (, -0.0), (, 0.0), (, -0.0), (, -0.0001)] -18:54:09,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1777 0.1641 0.1869 0.144 ] probs=[0.1972 0.2036 0.2021 0.2005 0.1967] -18:54:11,40 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=19 avg=-0.0005526315789473683 std=0.0015815942726291395 min=-0.0048 max=0.0021 -18:54:11,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0008), (, -0.0007), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0004), (, 0.0), (, -0.0048), (, -0.0004), (, -0.0004), (, 0.0021), (, -0.0), (, -0.0007), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0)] -18:54:11,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.1773 0.177 0.1196 0.1735 0.1358] probs=[0.1975 0.2093 0.2042 0.1951 0.194 ] -18:54:13,40 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007809523809523809 std=0.0016479768397641675 min=-0.0054 max=0.0021 -18:54:13,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0031), (, -0.0004), (, 0.0003), (, 0.0021), (, 0.0003), (, -0.0054), (, 0.0001), (, -0.0009), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0048), (, -0.0001), (, -0.0007), (, -0.0007)] -18:54:13,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.0251 0.0725 0.0473 0.0304 0.0584] probs=[0.2063 0.2057 0.1983 0.1941 0.1956] -18:54:15,11 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.00044166666666666676 std=0.0023874527336798846 min=-0.0054 max=0.0037 -18:54:15,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0002), (, 0.0003), (, 0.0), (, 0.0), (, -0.0014), (, -0.0009), (, -0.0007), (, -0.0031), (, -0.0004), (, 0.0037), (, -0.0001), (, 0.0034), (, -0.0009), (, 0.0034), (, 0.0021), (, -0.0004), (, -0.0004), (, 0.0012), (, -0.0009), (, -0.0), (, 0.0013), (, -0.0007), (, 0.0001), (, -0.0054), (, -0.0048), (, -0.0004)] -18:54:15,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0459 0.0726 0.072 0.0606 0.0498] probs=[0.1929 0.202 0.1982 0.2087 0.1981] -18:54:17,8 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0008399999999999998 std=0.00235762592452662 min=-0.0054 max=0.0034 -18:54:17,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, 0.0), (, -0.0012), (, 0.0008), (, 0.0), (, -0.0054), (, -0.0019), (, 0.0), (, -0.0031), (, -0.0012), (, -0.0002), (, -0.0048), (, 0.0), (, -0.0012), (, 0.0012), (, -0.0009), (, -0.0014), (, -0.0009), (, 0.0), (, 0.0025), (, 0.0013), (, 0.0003), (, 0.0034), (, 0.001), (, 0.0003)] -18:54:17,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.0336 0.0871 0.0594 0.0654 0.0085] probs=[0.1934 0.2125 0.2027 0.1966 0.1948] -18:54:19,8 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=14 avg=-0.0016428571428571423 std=0.002215115052063335 min=-0.0054 max=0.0023 -18:54:19,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, 0.0), (, -0.0002), (, -0.0031), (, -0.0012), (, -0.0054), (, -0.0002), (, 0.0), (, -0.0048), (, -0.0012), (, 0.0), (, -0.0014), (, 0.0004), (, 0.0), (, -0.0019), (, 0.0023), (, 0.0), (, -0.0012), (, 0.0003)] -18:54:19,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.059 0.0555 0.0512 0.0709 0.0481] probs=[0.1964 0.207 0.196 0.2029 0.1977] -18:54:20,671 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.001828571428571428 std=0.002095378783155437 min=-0.0054 max=0.0023 -18:54:20,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0014), (, -0.0048), (, -0.0019), (, 0.0), (, -0.0012), (, -0.0006), (, -0.0002), (, -0.0013), (, -0.0054), (, 0.0023), (, -0.0031), (, -0.0012), (, 0.0), (, -0.0012), (, -0.0002)] -18:54:21,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.1104 0.0967 0.0441 0.0467] probs=[0.194 0.2082 0.1966 0.2023 0.1989] -18:54:22,347 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002175 std=0.002227807217871421 min=-0.0061 max=0.0023 -18:54:22,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0054), (, -0.0013), (, -0.0019), (, -0.0048), (, -0.0014), (, -0.0002), (, -0.0031), (, -0.0006), (, 0.0023), (, -0.0012), (, -0.0002), (, -0.0012), (, -0.0012), (, -0.0061), (, -0.0031)] -18:54:22,787 root INFO ContextualMultiArmedBanditAgent - exp=[0.0867 0.1282 0.082 0.0768 0.1042] probs=[0.1977 0.2059 0.1952 0.2034 0.1977] -18:54:23,968 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.002125 std=0.0022151467220028567 min=-0.0064 max=0.0023 -18:54:23,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0061), (, -0.0002), (, -0.0014), (, -0.0019), (, -0.0012), (, -0.0002), (, -0.0006), (, -0.0015), (, -0.0064), (, -0.0012), (, -0.0013), (, -0.0), (, -0.0012), (, -0.0031), (, -0.0012), (, 0.0023), (, -0.0015), (, -0.0054), (, -0.0031), (, -0.0012)] -18:54:24,570 root INFO ContextualMultiArmedBanditAgent - exp=[0.0468 0.0839 0.0501 0.0815 0.0653] probs=[0.1966 0.203 0.1962 0.2015 0.2027] -18:54:25,751 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0019666666666666665 std=0.0022829248852614566 min=-0.0064 max=0.0023 -18:54:25,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0054), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0), (, -0.0061), (, -0.0012), (, 0.0011), (, -0.0006), (, -0.0012), (, -0.0005), (, -0.0021), (, -0.0015), (, -0.0019), (, 0.0023), (, 0.0), (, -0.0031), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0031), (, -0.0002), (, -0.0), (, -0.0064)] -18:54:26,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0845 0.0078 0.1034 0.0595] probs=[0.1951 0.2041 0.1964 0.1981 0.2063] -18:54:27,622 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=16 avg=-0.0028374999999999997 std=0.002498968537216906 min=-0.007 max=0.0011 -18:54:27,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.0012), (, -0.0), (, -0.007), (, -0.0031), (, -0.0064), (, -0.0006), (, -0.0005), (, -0.0011), (, -0.0), (, 0.0011), (, -0.0054), (, -0.0061), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0015), (, -0.0031), (, -0.0022)] -18:54:28,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.0409 0.1449 0.1223 0.0998 0.1313] probs=[0.1914 0.2059 0.1985 0.1999 0.2044] -18:54:29,381 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.002971428571428572 std=0.002842641772172139 min=-0.007 max=0.0011 -18:54:29,381 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.007), (, -0.007), (, 0.0011), (, -0.0), (, -0.0031), (, -0.0), (, -0.0), (, -0.0006), (, -0.0061), (, -0.0054), (, -0.0022), (, -0.0), (, 0.0), (, -0.0064), (, -0.0001), (, -0.0021), (, -0.0031), (, -0.0006), (, -0.0), (, -0.0), (, 0.001)] -18:54:29,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.0828 0.056 0.1292 0.1006 0.0847] probs=[0.1961 0.2037 0.1981 0.1988 0.2034] -18:54:31,96 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.002136842105263158 std=0.0029309977690946255 min=-0.007 max=0.0021 -18:54:31,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.007), (, 0.0021), (, -0.0006), (, -0.0007), (, -0.0031), (, -0.0), (, -0.0), (, -0.0), (, -0.0013), (, 0.0016), (, -0.0), (, 0.0011), (, -0.0031), (, 0.0011), (, 0.0), (, -0.0021), (, -0.0022), (, -0.0064), (, -0.0015), (, -0.0), (, -0.007), (, 0.001), (, -0.0061), (, -0.001), (, -0.0054)] -18:54:31,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.1175 0.0646 0.0618 0.0816] probs=[0.1957 0.2046 0.198 0.2036 0.1982] -18:54:33,42 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0018705882352941178 std=0.0027321107345318098 min=-0.007 max=0.0024 -18:54:33,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0061), (, -0.0006), (, -0.0013), (, 0.0005), (, -0.0), (, 0.0), (, -0.0013), (, -0.0021), (, 0.0024), (, -0.0001), (, -0.0), (, -0.0064), (, 0.0011), (, -0.0015), (, -0.0), (, 0.0), (, -0.001), (, -0.0009), (, 0.001), (, -0.0054), (, -0.007), (, -0.0031), (, -0.0)] -18:54:33,712 root INFO ContextualMultiArmedBanditAgent - exp=[0.0605 0.1381 0.1201 0.1015 0.0749] probs=[0.1965 0.2159 0.1955 0.1941 0.1981] -18:54:34,710 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=16 avg=-0.00150625 std=0.0028503220760994715 min=-0.007 max=0.0038 -18:54:34,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.007), (, -0.0064), (, -0.0061), (, -0.001), (, 0.0038), (, -0.0), (, -0.0006), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0024), (, -0.0019), (, 0.0), (, -0.0031), (, 0.0003)] -18:54:35,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.11 0.2421 0.2237 0.148 0.1808] probs=[0.2013 0.2009 0.1965 0.1988 0.2026] -18:54:36,634 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.0016411764705882353 std=0.0027825208256774506 min=-0.007 max=0.0038 -18:54:36,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0016), (, -0.0), (, -0.0013), (, -0.0061), (, -0.0), (, -0.0007), (, -0.0006), (, 0.0038), (, 0.0024), (, -0.0), (, 0.0), (, -0.0019), (, 0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.007), (, -0.0), (, 0.0002), (, -0.0031), (, -0.0009), (, -0.001), (, -0.0064)] -18:54:37,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.0918 0.1398 0.1381 0.1376 0.1588] probs=[0.1936 0.2052 0.2011 0.203 0.1971] -18:54:38,437 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.0013411764705882354 std=0.0031791709654690895 min=-0.007 max=0.005 -18:54:38,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0), (, -0.007), (, -0.0), (, -0.0064), (, -0.001), (, -0.0), (, -0.0), (, -0.0), (, -0.0061), (, -0.0019), (, -0.0005), (, -0.0), (, -0.0031), (, 0.0002), (, -0.0013), (, 0.005), (, -0.0), (, 0.0038), (, -0.0016), (, -0.0006), (, -0.0007), (, -0.0009), (, 0.0024), (, -0.0)] -18:54:39,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.1878 0.1775 0.1681 0.1291] probs=[0.1995 0.2059 0.1998 0.1952 0.1997] -18:54:40,438 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0006111111111111111 std=0.0029623355817269305 min=-0.007 max=0.005 -18:54:40,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0061), (, -0.0), (, -0.0), (, -0.007), (, -0.0007), (, -0.0006), (, 0.0024), (, -0.0016), (, 0.0011), (, -0.0), (, -0.0013), (, 0.005), (, -0.0031), (, 0.0024), (, -0.001), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0038), (, 0.0002), (, -0.0009)] -18:54:41,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.139 0.1342 0.1816 0.1638 0.1203] probs=[0.1934 0.2007 0.2061 0.2017 0.1982] -18:54:42,531 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0005166666666666667 std=0.002833774475461619 min=-0.007 max=0.0038 -18:54:42,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0011), (, -0.0), (, -0.0031), (, 0.0002), (, -0.007), (, -0.001), (, 0.0024), (, 0.0), (, -0.0), (, -0.0016), (, 0.0024), (, -0.0), (, -0.0061), (, 0.0024), (, 0.0038), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0024), (, -0.001), (, -0.0007), (, 0.0)] -18:54:43,239 root INFO ContextualMultiArmedBanditAgent - exp=[0.0152 0.1296 0.0759 0.1075 0.0624] probs=[0.1964 0.1963 0.1965 0.2075 0.2034] -18:54:44,667 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.00026666666666666673 std=0.0024280765135299086 min=-0.007 max=0.0024 -18:54:44,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0001), (, 0.0011), (, 0.0002), (, 0.0024), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, 0.0024), (, 0.0024), (, -0.007), (, 0.0024), (, -0.0), (, -0.0008), (, -0.0022), (, -0.0031)] -18:54:45,291 root INFO ContextualMultiArmedBanditAgent - exp=[0.0336 0.0725 0.0835 0.0143 0.0259] probs=[0.1946 0.2119 0.2042 0.1932 0.196 ] -18:54:46,296 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0005545454545454545 std=0.0021249015533831793 min=-0.007 max=0.0024 -18:54:46,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0002), (, -0.0003), (, -0.0022), (, -0.0), (, 0.0024), (, -0.0), (, -0.0), (, -0.0031), (, -0.0001), (, 0.0023), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0012), (, 0.0024), (, 0.0011), (, -0.0), (, 0.0024), (, 0.0002), (, -0.0031), (, -0.0011), (, -0.007), (, -0.0004), (, -0.0007), (, -0.0008)] -18:54:47,73 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.0927 0.0712 0.0901 0.0684] probs=[0.1923 0.2076 0.2006 0.1953 0.2043] -18:54:48,542 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.0010307692307692307 std=0.0012066384426832034 min=-0.0031 max=0.0007 -18:54:48,542 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0022), (, -0.0031), (, -0.0), (, -0.0004), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0031), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0), (, -0.0015), (, 0.0002), (, -0.0002)] -18:54:49,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.1074 0.1323 0.164 0.1444 0.116 ] probs=[0.2031 0.206 0.1965 0.1973 0.1971] -18:54:50,345 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=17 avg=-0.0010176470588235296 std=0.0010506218293818675 min=-0.0031 max=0.0007 -18:54:50,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0031), (, -0.0), (, -0.0), (, 0.0), (, -0.0011), (, -0.0022), (, -0.0), (, -0.0004), (, 0.0), (, -0.0031), (, -0.0015), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0004), (, 0.0007), (, -0.0009), (, 0.0002), (, -0.0002), (, -0.001)] -18:54:51,56 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.2212 0.2212 0.1769 0.2194] probs=[0.2009 0.2009 0.206 0.1955 0.1967] -18:54:52,283 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.0010095238095238093 std=0.0009354931278690663 min=-0.0031 max=0.0006 -18:54:52,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0008), (, -0.0007), (, 0.0006), (, -0.0022), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0015), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0031), (, -0.0031), (, -0.001)] -18:54:53,76 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2044 0.173 0.1985 0.1622] probs=[0.1927 0.2113 0.1927 0.2067 0.1967] -18:54:54,268 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0007521739130434782 std=0.0009006613826938471 min=-0.0031 max=0.001 -18:54:54,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0002), (, -0.0007), (, -0.0022), (, -0.0001), (, -0.0007), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0004), (, -0.0002), (, -0.0015), (, -0.0004), (, 0.001), (, -0.0009), (, -0.0031), (, 0.0003), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0008), (, -0.001), (, -0.0007), (, -0.0003)] -18:54:55,198 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1498 0.0476 0.0835 0.0579] probs=[0.2013 0.2001 0.1983 0.1999 0.2004] -18:54:56,364 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000624 std=0.0008056202579379444 min=-0.0031 max=0.001 -18:54:56,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0002), (, 0.001), (, -0.0001), (, -0.0008), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0009), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, -0.0), (, -0.0007), (, -0.0015), (, -0.0), (, 0.0), (, -0.0009), (, -0.0004), (, -0.001), (, -0.0022), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0031), (, 0.0)] -18:54:57,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.149 0.1592 0.1805 0.1162] probs=[0.2008 0.2048 0.1989 0.1978 0.1977] -18:54:58,786 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.000412 std=0.0007659347230671816 min=-0.0022 max=0.0016 -18:54:58,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0009), (, -0.001), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0015), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0002), (, 0.001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0), (, -0.0022), (, -0.0008), (, -0.0009), (, 0.0016), (, 0.0003), (, -0.0011), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003)] -18:54:59,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.0515 0.0953 0.0716 0.0842 0.0464] probs=[0.2006 0.1998 0.1985 0.2011 0.2001] -18:55:01,134 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=25 avg=-0.00042800000000000005 std=0.0008865754339028349 min=-0.0022 max=0.0018 -18:55:01,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0015), (, 0.0), (, -0.0009), (, 0.0), (, 0.0003), (, 0.001), (, -0.0008), (, -0.0004), (, -0.0008), (, 0.0), (, 0.0009), (, -0.0002), (, -0.0009), (, -0.001), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0022), (, -0.0002), (, -0.0002), (, 0.0018), (, -0.0003), (, -0.001), (, 0.0005), (, 0.0), (, 0.0003), (, -0.0011), (, -0.0), (, -0.0019)] -18:55:02,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.0988 0.1025 0.1224 0.1445] probs=[0.1956 0.2043 0.2019 0.2004 0.1977] -18:55:03,418 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007047619047619048 std=0.0007174532939675887 min=-0.0022 max=0.0005 -18:55:03,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0008), (, -0.0008), (, 0.0), (, -0.0), (, -0.0022), (, -0.0002), (, 0.0003), (, -0.001), (, -0.0011), (, 0.0005), (, -0.0009), (, 0.0003), (, -0.0007), (, -0.0015), (, -0.0019), (, 0.0)] -18:55:04,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.1799 0.1411 0.2095 0.1948] probs=[0.2003 0.2011 0.2005 0.1975 0.2006] -18:55:05,675 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=19 avg=-0.0007157894736842105 std=0.0007386069091235108 min=-0.0022 max=0.0005 -18:55:05,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0003), (, 0.0003), (, -0.0007), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0008), (, 0.0), (, -0.0022), (, -0.0), (, -0.0015), (, -0.0009), (, -0.0), (, 0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0019), (, -0.0002), (, 0.0005), (, -0.001)] -18:55:06,582 root INFO ContextualMultiArmedBanditAgent - exp=[0.1001 0.1724 0.1365 0.1612 0.1428] probs=[0.1939 0.1963 0.2056 0.2039 0.2002] -18:55:07,854 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.001053846153846154 std=0.0006234092181339941 min=-0.0022 max=-0.0002 -18:55:07,855 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0008), (, 0.0), (, -0.0007), (, -0.001), (, -0.0015), (, -0.0), (, -0.0022), (, -0.0), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0011), (, -0.0019), (, -0.0009), (, -0.0009), (, -0.0003)] -18:55:08,428 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.184 0.1731 0.1698 0.1346] probs=[0.2095 0.201 0.2016 0.1978 0.1902] -18:55:09,547 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=16 avg=-0.0008812500000000001 std=0.0005725150107202431 min=-0.0022 max=-0.0002 -18:55:09,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0004), (, -0.0022), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.001), (, 0.0), (, -0.0019), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0015), (, -0.0003), (, -0.0009), (, -0.0009), (, -0.0002), (, -0.0009)] -18:55:10,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0998 0.1524 0.1037 0.1432 0.1473] probs=[0.1908 0.2123 0.1992 0.2034 0.1942] -18:55:11,355 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0006315789473684211 std=0.0006704693027071234 min=-0.0022 max=0.0008 -18:55:11,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0007), (, -0.001), (, 0.0008), (, 0.0), (, -0.0009), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0022), (, -0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0009), (, 0.0001), (, -0.0004), (, -0.0019), (, 0.0)] -18:55:12,74 root INFO ContextualMultiArmedBanditAgent - exp=[0.0232 0.0341 0.0107 0.0143 0.0138] probs=[0.1998 0.2069 0.1979 0.2016 0.1938] -18:55:13,207 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.000565 std=0.0007850318464877715 min=-0.0022 max=0.0012 -18:55:13,207 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.001), (, -0.0004), (, -0.0), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0019), (, -0.0003), (, 0.0008), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0012), (, 0.0), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0001), (, -0.0014), (, -0.0001), (, -0.0009), (, -0.0), (, 0.0), (, -0.0022)] -18:55:14,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0872 0.1287 0.0694 0.0998 0.0755] probs=[0.202 0.2012 0.1938 0.1983 0.2047] -18:55:15,644 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0004555555555555556 std=0.0008864550011905863 min=-0.0022 max=0.0012 -18:55:15,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0019), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0022), (, 0.0008), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, 0.001), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0002), (, 0.0012), (, 0.0), (, -0.0009)] -18:55:16,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.0188 0.1231 0.0441 0.1162 0.1086] probs=[0.1911 0.2133 0.1995 0.1973 0.1989] -18:55:17,544 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.0004578947368421052 std=0.000867734976199339 min=-0.0022 max=0.0012 -18:55:17,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, 0.001), (, 0.0), (, -0.0), (, 0.0008), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0011), (, 0.0012), (, -0.0004), (, -0.0001), (, -0.0019), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0007), (, -0.0002), (, 0.0001), (, -0.0022), (, -0.0002)] -18:55:18,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1152 0.0642 0.061 0.1284] probs=[0.1983 0.2069 0.1922 0.2038 0.1988] -18:55:19,392 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0007066666666666666 std=0.0012331351192072272 min=-0.0043 max=0.0012 -18:55:19,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0019), (, 0.0), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0043), (, -0.0001), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0), (, 0.0012), (, -0.0004), (, -0.0011), (, -0.0009), (, -0.0003), (, 0.0008)] -18:55:20,43 root INFO ContextualMultiArmedBanditAgent - exp=[0.1066 0.0582 0.117 0.079 0.0984] probs=[0.2009 0.1988 0.2 0.2019 0.1984] -18:55:21,85 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00074 std=0.001366528448295168 min=-0.0043 max=0.0012 -18:55:21,85 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0009), (, 0.0008), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0012), (, -0.0007), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0011), (, -0.0007), (, 0.0), (, -0.0019), (, -0.0003), (, -0.0043)] -18:55:21,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.051 0.0572 0.0576 0.0567] probs=[0.202 0.2087 0.1946 0.1963 0.1985] -18:55:23,183 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0005521739130434783 std=0.0013695031041815674 min=-0.0043 max=0.0013 -18:55:23,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0008), (, -0.0), (, 0.0007), (, -0.0007), (, -0.0), (, 0.0013), (, -0.0009), (, -0.0003), (, -0.0002), (, -0.0011), (, 0.0), (, -0.0), (, -0.0013), (, 0.0003), (, -0.0043), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0019), (, -0.0003)] -18:55:24,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.0752 0.1256 0.0974 0.0661 0.0788] probs=[0.2037 0.1973 0.2057 0.1995 0.1938] -18:55:25,361 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0006227272727272727 std=0.0013764023652531189 min=-0.0043 max=0.0013 -18:55:25,361 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0011), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0007), (, 0.0007), (, -0.0043), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0), (, 0.0), (, 0.0013), (, -0.0001), (, -0.0001), (, 0.0006), (, -0.0019), (, -0.0001), (, 0.0003), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0008)] -18:55:26,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.14 0.1193 0.1823 0.167 ] probs=[0.1992 0.2062 0.1916 0.2 0.2029] -18:55:27,585 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.001 std=0.0013396778874435686 min=-0.0043 max=0.0007 -18:55:27,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0017), (, -0.0001), (, 0.0001), (, -0.0017), (, -0.0), (, -0.0007), (, -0.0043), (, -0.0011), (, -0.0007), (, -0.0001), (, -0.0001), (, 0.0003), (, -0.001), (, 0.0), (, 0.0), (, 0.0007), (, -0.0011), (, 0.0001), (, -0.0), (, -0.0013)] -18:55:28,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1161 0.0953 0.1033 0.0782 0.0636] probs=[0.2029 0.2026 0.197 0.1974 0.2002] -18:55:29,618 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0010210526315789473 std=0.0014511624913073262 min=-0.0043 max=0.0007 -18:55:29,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0017), (, -0.0011), (, 0.0), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0007), (, -0.001), (, 0.0007), (, -0.0031), (, -0.0013), (, 0.0001), (, -0.0017), (, -0.0001), (, -0.0011), (, -0.0001), (, 0.0005), (, -0.0043)] -18:55:30,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.1006 0.1016 0.0697 0.0617] probs=[0.1921 0.2025 0.2087 0.199 0.1978] -18:55:31,547 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00097 std=0.0012814444974324874 min=-0.0043 max=0.0007 -18:55:31,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0007), (, -0.0011), (, -0.0007), (, -0.001), (, -0.0043), (, -0.0004), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0007), (, -0.0), (, -0.0007), (, -0.0013), (, 0.0001), (, 0.0007), (, -0.0011), (, -0.0031), (, 0.0001), (, -0.0003), (, -0.0017), (, -0.0017), (, 0.0005), (, 0.0), (, 0.0), (, 0.0)] -18:55:32,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.0838 0.0901 0.0639 0.0479 0.0556] probs=[0.1968 0.2013 0.1947 0.2095 0.1976] -18:55:33,559 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=16 avg=-0.00070625 std=0.0015797423642796948 min=-0.0043 max=0.0009 -18:55:33,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0009), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0), (, 0.0), (, -0.0), (, 0.0007), (, -0.0031), (, -0.0017), (, -0.0043), (, 0.0008), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0017), (, 0.0), (, 0.0), (, 0.0009), (, 0.0003), (, 0.0007)] -18:55:34,321 root INFO ContextualMultiArmedBanditAgent - exp=[0.0651 0.0743 0.1005 0.0762 0.0925] probs=[0.2013 0.1928 0.2046 0.1981 0.2032] -18:55:35,619 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=9 avg=-0.0010555555555555557 std=0.001778333246554894 min=-0.0043 max=0.0007 -18:55:35,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0031), (, 0.0007), (, 0.0), (, 0.0), (, -0.0), (, 0.0003), (, 0.0003), (, 0.0), (, 0.0), (, 0.0), (, -0.0043), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001)] -18:55:36,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.1542 0.1767 0.1068 0.1128 0.174 ] probs=[0.1967 0.1966 0.2078 0.197 0.2019] -18:55:37,385 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=7 avg=-0.0017285714285714285 std=0.0015862933305704355 min=-0.0043 max=-0.0001 -18:55:37,386 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0), (, 0.0), (, -0.0003), (, -0.0043), (, -0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0031), (, -0.0001)] -18:55:37,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0579 0.0739 0.0577 0.0547 0.0143] probs=[0.2019 0.1964 0.2051 0.2009 0.1957] -18:55:39,125 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=8 avg=-0.0015624999999999999 std=0.0015491429081914941 min=-0.0043 max=-0.0001 -18:55:39,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0005), (, -0.0), (, 0.0), (, -0.0006), (, -0.0), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0), (, -0.0043)] -18:55:39,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0956 0.1756 0.1158 0.0931 0.1349] probs=[0.1928 0.2047 0.1982 0.2002 0.2041] -18:55:40,754 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=12 avg=-0.0010833333333333335 std=0.0014842693675864752 min=-0.0043 max=0.0009 -18:55:40,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0031), (, 0.0009), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0043)] -18:55:41,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.2302 0.1668 0.1049 0.1124 0.1899] probs=[0.194 0.2022 0.2047 0.2006 0.1985] -18:55:42,341 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0005066666666666667 std=0.0011462790042374308 min=-0.0031 max=0.0012 -18:55:42,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0001), (, -0.0002), (, -0.0031), (, 0.0012), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0005), (, 0.0002), (, 0.0009), (, -0.0006)] -18:55:42,950 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0401 0.0657 0.1262 0.087 ] probs=[0.2014 0.2023 0.197 0.198 0.2014] -18:55:44,174 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0007999999999999999 std=0.001061445555206044 min=-0.0031 max=0.0009 -18:55:44,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0009), (, -0.0031), (, -0.0006), (, -0.0011), (, -0.0011), (, -0.0005), (, -0.0001), (, 0.0002), (, -0.0012), (, 0.0009), (, -0.0009)] -18:55:44,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0862 0.0601 0.0677 0.0721 0.0426] probs=[0.1986 0.2131 0.2024 0.1907 0.1953] -18:55:45,836 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0008111111111111112 std=0.0009421540855866701 min=-0.0031 max=0.0002 -18:55:45,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, 0.0002), (, -0.0005), (, -0.0031), (, -0.0003), (, 0.0002), (, -0.0011), (, -0.0005)] -18:55:46,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.1783 0.1324 0.1848 0.2111 0.0798] probs=[0.2092 0.1968 0.1979 0.2013 0.1947] -18:55:48,490 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:55:48,491 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.5586882352941176 std=1.3677123699522553 min=-0.0905 max=5.8022 -18:55:48,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.114), (, -0.0585), (, -0.0905), (, 0.0405), (, -0.0402), (, -0.0101), (, -0.0477), (, 1.0712), (, 0.9065), (, 5.8022), (, 1.0712), (, 0.0276), (, 0.0304), (, 0.5193), (, 0.1524), (, 0.0067), (, 0.0027)] -18:55:48,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.0523 0.0886 0.0503 0.0621 0.0472] probs=[0.198 0.2005 0.1959 0.2074 0.1982] -18:55:49,885 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.09750666666666667 std=0.25976883176308035 min=-0.0905 max=0.9065 -18:55:49,885 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0905), (, -0.0585), (, 0.0027), (, -0.0905), (, 0.5193), (, 0.0405), (, 0.0304), (, -0.0477), (, -0.0402), (, 0.0067), (, 0.0276), (, 0.9065), (, 0.1524), (, 0.114), (, -0.0101)] -18:55:50,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.2365 0.1738 0.1813 0.2267 0.197 ] probs=[0.1998 0.2051 0.2076 0.1977 0.1898] -18:55:51,178 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.03105384615384615 std=0.1512274121233144 min=-0.0905 max=0.5193 -18:55:51,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0905), (, 0.5193), (, 0.114), (, -0.0101), (, -0.0477), (, 0.0405), (, 0.0304), (, 0.0067), (, -0.0402), (, 0.0276), (, 0.0027), (, -0.0585), (, -0.0905)] -18:55:51,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0145 0.0395 0.0253 0.0536 0.0689] probs=[0.192 0.2089 0.1944 0.2089 0.1958] -18:55:52,502 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.02625 std=0.03692438218846728 min=-0.0905 max=0.0276 -18:55:52,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0585), (, -0.0905), (, 0.0276), (, -0.0402), (, 0.0027), (, 0.0067), (, -0.0477), (, -0.0101)] -18:55:52,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.1475 0.1461 0.0192 0.0488 0.2035] probs=[0.2133 0.2051 0.1851 0.208 0.1885] -18:55:53,521 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.03149090909090908 std=0.03481497730328284 min=-0.0905 max=0.0315 -18:55:53,521 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0402), (, -0.0477), (, 0.0171), (, -0.0044), (, 0.0315), (, -0.0585), (, -0.0549), (, -0.0905), (, -0.0582), (, -0.0101), (, -0.0305)] -18:55:53,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.1057 0.1129 0.0389 0.0338 0.1502] probs=[0.1975 0.2045 0.199 0.2005 0.1985] -18:55:54,845 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.024916666666666667 std=0.03655930874012193 min=-0.0905 max=0.0404 -18:55:54,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.0477), (, 0.0137), (, -0.0905), (, -0.0176), (, -0.0549), (, 0.0404), (, 0.0001), (, -0.016), (, 0.0171), (, -0.0305), (, -0.0582)] -18:55:55,96 root INFO ContextualMultiArmedBanditAgent - exp=[0.1144 0.0474 0.0959 0.1303 0.1 ] probs=[0.2052 0.2095 0.1942 0.1961 0.195 ] -18:55:56,151 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02153571428571429 std=0.032995467375791766 min=-0.0905 max=0.0404 -18:55:56,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.016), (, -0.0176), (, -0.0088), (, -0.0905), (, -0.0041), (, -0.0102), (, -0.0305), (, -0.0582), (, -0.0181), (, 0.0218), (, -0.0549), (, 0.0404), (, 0.0001)] -18:55:56,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.0611 0.0997 0.1277 0.1839 0.1627] probs=[0.208 0.1866 0.2073 0.1995 0.1987] -18:55:57,600 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.022607142857142853 std=0.025799652940238067 min=-0.0905 max=0.0054 -18:55:57,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0549), (, -0.021), (, -0.0215), (, -0.0176), (, -0.0905), (, -0.0041), (, 0.0001), (, -0.018), (, 0.0054), (, -0.0549), (, 0.0034), (, -0.0088), (, -0.0181), (, -0.016)] -18:55:57,945 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.0996 0.021 0.029 0.0691] probs=[0.1987 0.2013 0.1936 0.1997 0.2068] -18:55:58,978 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.024175000000000002 std=0.02387966795553629 min=-0.0905 max=0.0001 -18:55:58,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.021), (, -0.0217), (, 0.0001), (, -0.0181), (, -0.0126), (, -0.0905), (, -0.0215), (, -0.0), (, -0.0088), (, -0.0041), (, -0.0549), (, -0.021), (, -0.016)] -18:55:59,322 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0043 0.0272 -0.0005 0.0048 -0.0018] probs=[0.1981 0.2045 0.1989 0.1999 0.1986] -18:56:00,266 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.01432142857142857 std=0.014170451075158807 min=-0.0549 max=0.0028 -18:56:00,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.021), (, -0.0549), (, -0.0181), (, 0.0001), (, -0.0215), (, 0.0028), (, -0.0041), (, -0.0029), (, -0.0008), (, -0.0126), (, -0.0088), (, -0.016), (, -0.021), (, -0.0), (, -0.0217)] -18:56:00,666 root INFO ContextualMultiArmedBanditAgent - exp=[0.1717 0.1306 0.2006 0.1628 0.1346] probs=[0.2153 0.201 0.1971 0.1853 0.2013] -18:56:01,651 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.011127777777777778 std=0.013457042995132305 min=-0.0549 max=0.0028 -18:56:01,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0217), (, 0.0028), (, -0.016), (, 0.0001), (, -0.0037), (, -0.0549), (, -0.0215), (, -0.0029), (, -0.0126), (, -0.0181), (, -0.015), (, 0.0005), (, -0.0), (, -0.0088), (, -0.0041), (, -0.0004), (, -0.021)] -18:56:02,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.1435 0.2025 0.1181 0.13 0.1196] probs=[0.196 0.2176 0.1932 0.1898 0.2034] -18:56:03,199 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.007500000000000001 std=0.015393166185596493 min=-0.0549 max=0.0211 -18:56:03,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0549), (, -0.0078), (, -0.0217), (, 0.0211), (, -0.019), (, 0.0174), (, -0.0037), (, -0.0029), (, 0.0022), (, -0.021), (, -0.0126), (, -0.015), (, 0.0005), (, 0.0028), (, -0.0041), (, -0.0004), (, -0.0), (, -0.0088), (, 0.0001), (, -0.0181), (, -0.001), (, 0.0109), (, -0.0215)] -18:56:03,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0518 0.0375 0.0458 0.0268] probs=[0.1979 0.2043 0.199 0.2023 0.1965] -18:56:04,881 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.004803333333333332 std=0.013996296732429697 min=-0.0549 max=0.0198 -18:56:04,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0069), (, 0.0033), (, -0.015), (, -0.0025), (, 0.0015), (, 0.0028), (, 0.0126), (, 0.0022), (, -0.0016), (, -0.0088), (, -0.0098), (, 0.0198), (, 0.0174), (, 0.0048), (, -0.0217), (, 0.0109), (, -0.0), (, -0.0004), (, 0.0005), (, -0.0016), (, 0.0035), (, -0.0549), (, -0.019), (, -0.0029), (, -0.0003), (, -0.0126), (, -0.0174), (, -0.0078), (, -0.0215), (, -0.0037)] -18:56:05,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.0573 0.1047 0.0751 0.0733 0.0651] probs=[0.1937 0.1927 0.1953 0.2063 0.212 ] -18:56:06,942 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.004887096774193549 std=0.010941302096701284 min=-0.0304 max=0.0174 -18:56:06,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.015), (, -0.0126), (, -0.0025), (, -0.0059), (, 0.0052), (, -0.0004), (, -0.0025), (, -0.015), (, 0.0035), (, 0.0048), (, -0.0001), (, -0.0), (, -0.0215), (, 0.0015), (, 0.0174), (, -0.0217), (, -0.0174), (, -0.0069), (, -0.0029), (, -0.0304), (, -0.0113), (, -0.0098), (, 0.0164), (, 0.0), (, 0.0033), (, -0.0), (, -0.019), (, -0.0037), (, 0.0), (, -0.012), (, 0.0109), (, 0.0028), (, -0.0003), (, -0.0078), (, 0.0014)] -18:56:07,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0335 0.0573 0.0172 0.0406 0.0176] probs=[0.201 0.2042 0.1991 0.2015 0.1942] -18:56:09,246 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.006967741935483872 std=0.01041098635272511 min=-0.0304 max=0.0174 -18:56:09,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0304), (, 0.0015), (, -0.0174), (, -0.012), (, 0.0033), (, -0.0), (, -0.019), (, 0.0028), (, 0.0035), (, -0.0217), (, -0.0038), (, -0.0019), (, -0.0022), (, 0.0174), (, -0.0025), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0215), (, -0.0304), (, -0.0148), (, -0.0021), (, -0.0037), (, -0.015), (, -0.0029), (, -0.0), (, -0.0011), (, -0.0062), (, -0.0003), (, -0.0126), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0022), (, -0.0149)] -18:56:10,180 root INFO ContextualMultiArmedBanditAgent - exp=[0.0487 0.1473 0.0854 0.0823 0.1232] probs=[0.1913 0.2147 0.2002 0.1947 0.199 ] -18:56:11,421 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.006833333333333333 std=0.00926363586800288 min=-0.0304 max=0.008 -18:56:11,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0304), (, 0.008), (, -0.0062), (, -0.0029), (, -0.0003), (, -0.0025), (, -0.0029), (, 0.0006), (, -0.007), (, -0.0022), (, -0.019), (, -0.0), (, 0.0035), (, 0.0015), (, -0.0022), (, -0.0304), (, -0.0002), (, -0.0004), (, -0.0008), (, -0.0148), (, -0.0019), (, -0.0011), (, -0.0189), (, -0.0029), (, -0.0037), (, -0.0038), (, -0.0215), (, -0.015), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0174), (, -0.0111), (, -0.0025), (, -0.0149), (, -0.0021)] -18:56:12,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1579 0.1877 0.0782 0.151 0.1498] probs=[0.197 0.2042 0.1996 0.2048 0.1944] -18:56:13,554 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.005009677419354839 std=0.008339929404772375 min=-0.0304 max=0.012 -18:56:13,554 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0148), (, 0.0002), (, 0.0), (, -0.0), (, 0.0001), (, 0.0021), (, -0.0008), (, -0.0007), (, -0.0019), (, -0.0304), (, -0.0), (, -0.0111), (, 0.012), (, -0.0189), (, -0.0022), (, -0.0022), (, -0.0025), (, -0.011), (, -0.005), (, 0.0), (, 0.008), (, -0.0029), (, -0.0021), (, -0.0062), (, -0.0003), (, 0.0006), (, -0.0029), (, -0.0004), (, -0.0149), (, -0.007), (, -0.0037), (, 0.0), (, -0.015), (, -0.0005), (, -0.002)] -18:56:14,636 root INFO ContextualMultiArmedBanditAgent - exp=[0.0956 0.1042 0.066 0.1008 0.084 ] probs=[0.202 0.1959 0.2021 0.2021 0.1979] -18:56:15,811 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.005526470588235294 std=0.007872226264963552 min=-0.0304 max=0.008 -18:56:15,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0016), (, -0.0005), (, 0.0002), (, -0.007), (, 0.0), (, -0.0029), (, -0.0111), (, -0.011), (, -0.0148), (, -0.012), (, -0.0025), (, 0.0022), (, -0.0111), (, -0.0008), (, -0.0014), (, -0.0012), (, -0.0164), (, -0.0005), (, -0.015), (, 0.0), (, 0.0012), (, -0.0016), (, -0.015), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0), (, 0.0031), (, -0.0189), (, -0.005), (, -0.0149), (, -0.0001), (, -0.0029), (, -0.0022), (, -0.0304), (, 0.008)] -18:56:16,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.0467 0.0485 0.0297 0.0081] probs=[0.1946 0.2047 0.1969 0.2058 0.1981] -18:56:18,105 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=32 avg=-0.006021875 std=0.008253284739082677 min=-0.0304 max=0.0086 -18:56:18,105 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0164), (, -0.015), (, 0.0026), (, -0.0012), (, 0.0086), (, -0.0017), (, -0.0019), (, -0.0005), (, -0.0025), (, -0.0111), (, 0.0002), (, -0.0008), (, -0.011), (, -0.0164), (, -0.011), (, -0.015), (, -0.0111), (, -0.0044), (, -0.0189), (, -0.0005), (, 0.0031), (, -0.0018), (, 0.0002), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0148), (, -0.0027), (, -0.0304), (, 0.0), (, -0.0009), (, -0.0149), (, 0.0), (, -0.0022)] -18:56:19,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.1538 0.1355 0.1053 0.1916] probs=[0.2017 0.1986 0.1999 0.202 0.1978] -18:56:20,388 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0036558823529411763 std=0.007583503426613143 min=-0.0304 max=0.0086 -18:56:20,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0164), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0044), (, 0.0086), (, -0.015), (, -0.0003), (, -0.0304), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0012), (, -0.0025), (, 0.001), (, -0.0017), (, 0.0018), (, -0.0005), (, -0.0003), (, -0.015), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0026), (, -0.0019), (, -0.0017), (, -0.0022), (, 0.0), (, -0.0007), (, -0.0189), (, -0.0008), (, -0.0003), (, -0.0027), (, -0.0005), (, -0.0164)] -18:56:21,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.1836 0.31 0.2704 0.2238 0.2234] probs=[0.1908 0.2194 0.1956 0.2006 0.1936] -18:56:22,730 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=39 avg=-0.002325641025641025 std=0.0070674667404627845 min=-0.0304 max=0.0096 -18:56:22,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0001), (, 0.0), (, -0.0017), (, -0.0003), (, -0.0012), (, -0.0027), (, -0.0022), (, -0.0164), (, -0.0025), (, -0.0005), (, -0.0003), (, 0.0022), (, -0.0016), (, -0.0007), (, -0.0019), (, -0.0017), (, 0.0026), (, -0.015), (, -0.0005), (, -0.0003), (, -0.0027), (, -0.0044), (, -0.0189), (, -0.0016), (, 0.0086), (, -0.003), (, 0.0032), (, 0.001), (, -0.0039), (, -0.0304), (, -0.0036), (, -0.0017), (, -0.0009), (, -0.0008), (, -0.0025), (, 0.0096), (, 0.0014), (, -0.0027), (, 0.0086), (, 0.0)] -18:56:23,903 root INFO ContextualMultiArmedBanditAgent - exp=[0.1294 0.1832 0.1387 0.1577 0.1307] probs=[0.2073 0.2002 0.1944 0.2049 0.1932] -18:56:25,346 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0029199999999999994 std=0.0059189188201900535 min=-0.0304 max=0.0022 -18:56:25,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0039), (, 0.0), (, -0.0036), (, -0.0007), (, -0.0164), (, -0.0044), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0017), (, -0.0005), (, -0.0025), (, -0.0001), (, -0.0027), (, -0.0027), (, -0.003), (, 0.0022), (, -0.0017), (, -0.0017), (, -0.0003), (, -0.0022), (, -0.0008), (, -0.0016), (, -0.0027), (, -0.0016), (, -0.0304), (, -0.0003)] -18:56:26,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.07 0.0783 0.0671 0.0747] probs=[0.1965 0.2054 0.1951 0.2057 0.1973] -18:56:27,365 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0019516129032258066 std=0.0028808456383658558 min=-0.0164 max=0.001 -18:56:27,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0027), (, -0.0017), (, -0.0), (, -0.0016), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0006), (, -0.0027), (, -0.0017), (, -0.0004), (, -0.0027), (, -0.0), (, -0.0008), (, -0.0036), (, -0.0006), (, -0.0016), (, -0.0009), (, 0.0), (, -0.0027), (, -0.0044), (, -0.0017), (, -0.0164), (, -0.0016), (, -0.0002), (, -0.0015), (, -0.0039), (, 0.0), (, -0.0013), (, -0.0012), (, -0.0007), (, 0.001), (, -0.0005)] -18:56:28,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.1366 0.0997 0.091 0.1223] probs=[0.2021 0.2049 0.2035 0.197 0.1926] -18:56:29,503 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0015161290322580649 std=0.0031170806000521776 min=-0.0164 max=0.0045 -18:56:29,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0004), (, -0.0016), (, -0.0005), (, -0.0164), (, -0.0008), (, -0.0006), (, -0.0005), (, -0.0004), (, -0.0016), (, 0.0013), (, -0.0016), (, 0.0012), (, -0.0001), (, -0.0016), (, -0.0027), (, -0.0005), (, 0.0), (, -0.0), (, 0.0), (, -0.0012), (, -0.0039), (, -0.0012), (, -0.0036), (, -0.0002), (, -0.0015), (, -0.0027), (, -0.0), (, -0.001), (, 0.0045), (, -0.0013), (, -0.0006), (, -0.0027), (, -0.0009), (, -0.0027)] -18:56:30,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.1624 0.1557 0.1206 0.1116] probs=[0.1929 0.2008 0.2055 0.2009 0.1999] -18:56:31,856 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0015999999999999999 std=0.0033915052251629646 min=-0.0164 max=0.0045 -18:56:31,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0015), (, -0.0016), (, -0.0006), (, -0.0027), (, -0.0164), (, -0.0008), (, -0.0), (, -0.0027), (, -0.0013), (, -0.0004), (, -0.0028), (, -0.0036), (, -0.001), (, 0.0), (, -0.0005), (, -0.0), (, 0.0), (, -0.0027), (, 0.0013), (, -0.0016), (, -0.0005), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0016), (, -0.0016), (, 0.0045), (, -0.0027), (, 0.0022), (, -0.0), (, -0.0012)] -18:56:32,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.1589 0.1229 0.1438 0.1326 0.113 ] probs=[0.1896 0.2099 0.1984 0.1966 0.2054] -18:56:34,331 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.001304761904761905 std=0.0038336202199656796 min=-0.0164 max=0.0045 -18:56:34,332 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0), (, -0.0), (, -0.0016), (, -0.0004), (, -0.0015), (, 0.0022), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0028), (, 0.0), (, -0.0003), (, -0.0027), (, -0.0036), (, 0.0013), (, 0.0017), (, -0.0005), (, -0.0013), (, -0.0004), (, 0.0), (, -0.0164), (, 0.0045), (, -0.0027), (, -0.0), (, -0.0)] -18:56:35,163 root INFO ContextualMultiArmedBanditAgent - exp=[0.0658 0.0872 0.0709 0.0868 0.0835] probs=[0.2018 0.1926 0.2074 0.2057 0.1926] -18:56:36,341 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0010290322580645158 std=0.0032369034932734518 min=-0.0164 max=0.0045 -18:56:36,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0017), (, -0.0), (, -0.0), (, -0.0015), (, -0.0164), (, -0.0003), (, -0.0025), (, -0.0009), (, 0.0017), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0016), (, 0.0002), (, 0.0001), (, 0.0015), (, 0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0), (, -0.0036), (, -0.0028), (, 0.0004), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0007), (, 0.0045), (, -0.0012), (, -0.0013), (, 0.0013), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, 0.0022), (, -0.0005), (, -0.0004)] -18:56:37,437 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1811 0.1766 0.1511 0.1659] probs=[0.2057 0.2014 0.1982 0.1988 0.1959] -18:56:38,799 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=36 avg=-0.0011000000000000003 std=0.0030631320209513952 min=-0.0164 max=0.0045 -18:56:38,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0025), (, -0.0003), (, 0.0), (, -0.0028), (, 0.0015), (, 0.0015), (, -0.0), (, -0.0016), (, -0.0), (, 0.0013), (, 0.0001), (, -0.0164), (, 0.0), (, 0.0), (, -0.0025), (, -0.0029), (, -0.0029), (, -0.0015), (, 0.0004), (, -0.0024), (, -0.0011), (, -0.0003), (, 0.0045), (, -0.0004), (, 0.0022), (, -0.0009), (, -0.0014), (, -0.0005), (, -0.0017), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0036), (, -0.0), (, 0.0), (, 0.0001), (, 0.0), (, -0.0012), (, -0.001), (, -0.0), (, 0.0), (, -0.0007), (, -0.0025), (, -0.0003), (, -0.0007), (, 0.0016)] -18:56:40,179 root INFO ContextualMultiArmedBanditAgent - exp=[0.1487 0.1158 0.146 0.1429 0.1194] probs=[0.1969 0.1987 0.1994 0.2036 0.2014] -18:56:41,622 root INFO ContextualMultiArmedBanditAgent - len=51 nonzero=38 avg=-0.0010736842105263157 std=0.0030376310203950848 min=-0.0164 max=0.0045 -18:56:41,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0013), (, -0.0024), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0009), (, 0.0045), (, 0.0), (, 0.0004), (, 0.0007), (, -0.002), (, -0.0), (, -0.0025), (, -0.0007), (, 0.0008), (, 0.0), (, 0.0015), (, -0.0005), (, 0.0), (, -0.001), (, -0.0029), (, 0.0012), (, 0.0013), (, 0.0), (, -0.0025), (, 0.0), (, 0.0002), (, 0.0022), (, -0.0003), (, -0.0036), (, 0.0001), (, -0.0016), (, -0.0017), (, -0.0029), (, -0.0025), (, 0.0), (, -0.0028), (, 0.0), (, 0.0), (, -0.0), (, -0.0164), (, 0.0016), (, -0.0024), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0015), (, -0.0012), (, -0.0), (, 0.0015)] -18:56:43,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.1644 0.1374 0.1241 0.1276 0.1189] probs=[0.2003 0.2081 0.201 0.1985 0.1922] -18:56:44,565 root INFO ContextualMultiArmedBanditAgent - len=49 nonzero=38 avg=-0.0010263157894736842 std=0.002888332628691027 min=-0.0164 max=0.0022 -18:56:44,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0025), (, -0.0029), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0005), (, 0.0015), (, -0.0012), (, -0.0029), (, 0.0007), (, -0.0), (, -0.0007), (, 0.0), (, -0.0011), (, 0.0001), (, -0.001), (, -0.0015), (, -0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0011), (, 0.0002), (, -0.0), (, 0.0022), (, -0.0013), (, -0.0011), (, 0.0013), (, -0.0025), (, -0.002), (, 0.0015), (, -0.0028), (, -0.0025), (, 0.0), (, -0.0009), (, 0.0), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0164), (, 0.0016), (, -0.0024), (, -0.0003), (, 0.0004), (, -0.0004), (, 0.0015), (, 0.0001), (, -0.0024)] -18:56:45,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.134 0.1252 0.1568 0.1336 0.1682] probs=[0.1949 0.205 0.2018 0.1999 0.1984] -18:56:47,503 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=36 avg=-0.0004833333333333334 std=0.003032554845157609 min=-0.0164 max=0.0023 -18:56:47,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0009), (, 0.0021), (, 0.0002), (, 0.0015), (, -0.0029), (, 0.0013), (, -0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0), (, 0.0005), (, -0.0012), (, -0.0016), (, 0.0006), (, -0.0029), (, 0.0001), (, 0.0016), (, 0.0015), (, 0.0004), (, -0.0164), (, 0.0007), (, 0.0), (, 0.0012), (, 0.0), (, 0.0007), (, -0.0), (, -0.0024), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0015), (, -0.0), (, 0.0004), (, 0.0), (, 0.0019), (, -0.0011), (, 0.0023), (, -0.0), (, -0.0), (, -0.0028), (, 0.0016), (, -0.0003)] -18:56:48,890 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.136 0.1344 0.113 0.0925] probs=[0.1979 0.2066 0.1992 0.1975 0.1988] -18:56:50,414 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=38 avg=-0.0002526315789473684 std=0.002950444823029167 min=-0.0164 max=0.0023 -18:56:50,415 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0), (, 0.0015), (, -0.0), (, 0.0016), (, 0.0015), (, -0.0009), (, -0.0), (, 0.001), (, 0.0), (, 0.0), (, 0.0012), (, 0.0), (, 0.0004), (, 0.0019), (, 0.0014), (, -0.0009), (, 0.0021), (, 0.0007), (, -0.0003), (, -0.0011), (, 0.0013), (, 0.0014), (, 0.0004), (, 0.0023), (, 0.0015), (, 0.0006), (, -0.0005), (, -0.0016), (, -0.0024), (, -0.0164), (, -0.0007), (, -0.0033), (, 0.0007), (, 0.0001), (, 0.0017), (, 0.0005), (, -0.0012), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0003)] -18:56:51,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.1014 0.1391 0.1346 0.1394 0.1205] probs=[0.2009 0.2046 0.1971 0.2019 0.1955] -18:56:53,328 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.0007468749999999999 std=0.0030972754534227343 min=-0.0164 max=0.0023 -18:56:53,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, -0.0164), (, -0.0013), (, 0.0), (, -0.0012), (, 0.0006), (, -0.0005), (, 0.0015), (, 0.0), (, -0.0009), (, 0.0023), (, -0.0), (, -0.0019), (, -0.0002), (, -0.0), (, -0.0016), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0011), (, 0.0), (, -0.0002), (, 0.0004), (, -0.0009), (, 0.001), (, 0.0), (, 0.002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0007), (, 0.0011), (, -0.0), (, 0.0014), (, -0.0003), (, -0.0007), (, 0.0012), (, 0.0007)] -18:56:54,713 root INFO ContextualMultiArmedBanditAgent - exp=[0.0849 0.1283 0.0941 0.0972 0.0768] probs=[0.2038 0.1974 0.2062 0.1963 0.1963] -18:56:56,347 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00035625 std=0.0011808200275655897 min=-0.0033 max=0.0021 -18:56:56,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, 0.0), (, 0.0006), (, -0.0007), (, -0.0007), (, -0.0), (, 0.0002), (, -0.0007), (, -0.0012), (, 0.0007), (, -0.0011), (, -0.0004), (, -0.0033), (, -0.0), (, 0.0), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0009), (, 0.0021), (, 0.0011), (, -0.0009), (, -0.0), (, 0.0001), (, 0.0), (, -0.0013), (, -0.0002), (, 0.0012), (, -0.0003), (, 0.001), (, -0.0007), (, -0.0), (, 0.0001), (, 0.0014), (, 0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0007), (, 0.0004), (, -0.0002)] -18:56:57,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.1071 0.0692 0.0893 0.0721] probs=[0.1997 0.2011 0.2026 0.1991 0.1975] -18:56:59,507 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=35 avg=-0.0004542857142857142 std=0.0010472666073826548 min=-0.0033 max=0.0021 -18:56:59,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0006), (, -0.0006), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0012), (, -0.0013), (, 0.0011), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0012), (, 0.0002), (, -0.0), (, 0.0), (, -0.0007), (, 0.0001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0033), (, -0.0007), (, -0.0003), (, 0.0021), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0007), (, 0.0007), (, -0.0007), (, -0.0), (, -0.0011), (, 0.0004), (, -0.0003), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0018), (, -0.0016)] -18:57:00,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.0779 0.1174 0.0899 0.1119 0.0837] probs=[0.1995 0.2055 0.196 0.2004 0.1986] -18:57:02,504 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=31 avg=-0.00043225806451612896 std=0.0010608539155684438 min=-0.0033 max=0.0021 -18:57:02,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0005), (, -0.0012), (, -0.0004), (, -0.0012), (, -0.0004), (, 0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0011), (, 0.0), (, 0.0021), (, 0.0004), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0033), (, -0.0002), (, -0.0006), (, -0.0007), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0009), (, -0.0002), (, -0.0018), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0), (, -0.0007), (, 0.0), (, -0.0003), (, 0.0018), (, -0.0), (, -0.0), (, -0.0004)] -18:57:03,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.1425 0.1169 0.1407 0.101 ] probs=[0.1977 0.2011 0.1996 0.2016 0.1999] -18:57:05,353 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.00046363636363636366 std=0.0010298038006186397 min=-0.0033 max=0.0021 -18:57:05,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0004), (, -0.0007), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0), (, 0.0002), (, -0.0004), (, 0.0), (, 0.0), (, -0.0012), (, -0.0004), (, -0.0004), (, -0.0005), (, 0.0002), (, 0.0021), (, -0.0004), (, -0.0001), (, -0.0014), (, -0.0018), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0004), (, -0.0033), (, 0.0001), (, -0.0), (, 0.0001), (, 0.0018), (, -0.0003), (, -0.0), (, 0.0), (, -0.0007), (, -0.0012), (, 0.0), (, -0.0), (, -0.0), (, -0.0011), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0001)] -18:57:06,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1071 0.0834 0.0627 0.0582] probs=[0.2007 0.2007 0.2 0.2026 0.196 ] -18:57:08,310 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=35 avg=-0.0004342857142857143 std=0.0009976953033703963 min=-0.0033 max=0.0021 -18:57:08,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0014), (, -0.0002), (, 0.0018), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0012), (, 0.0002), (, -0.0018), (, -0.0012), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0003), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0033), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0001), (, 0.0002), (, 0.0021), (, -0.0011), (, -0.0001)] -18:57:09,624 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.0873 0.0566 0.0978 0.0826] probs=[0.1994 0.2015 0.2001 0.1964 0.2026] -18:57:11,174 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.000576 std=0.0012060779410966772 min=-0.0033 max=0.0021 -18:57:11,174 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0014), (, -0.0003), (, -0.0012), (, 0.0018), (, -0.0), (, 0.0), (, 0.0001), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0026), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0033), (, -0.0002), (, -0.0), (, 0.0021), (, -0.0004), (, -0.0018), (, 0.0), (, 0.0), (, -0.0)] -18:57:12,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0954 0.0898 0.0863 0.0941 0.087 ] probs=[0.2105 0.2016 0.2009 0.191 0.196 ] -18:57:13,869 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0004111111111111111 std=0.0012890804455353935 min=-0.0033 max=0.0021 -18:57:13,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0026), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0002), (, 0.0007), (, -0.0011), (, 0.0016), (, -0.0033), (, 0.0), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0), (, -0.0014), (, 0.0), (, 0.0006), (, 0.0), (, -0.0), (, -0.0004), (, -0.0012), (, -0.0), (, 0.0004), (, -0.0006), (, 0.0021), (, -0.0004), (, -0.0001), (, -0.0018), (, -0.0002), (, 0.0018)] -18:57:15,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0912 0.1314 0.0761 0.1167 0.0855] probs=[0.1979 0.206 0.1991 0.2022 0.1948] -18:57:16,445 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.00043448275862068974 std=0.0012465886864363124 min=-0.0033 max=0.0021 -18:57:16,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0012), (, -0.0003), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0003), (, 0.0006), (, 0.0016), (, -0.0026), (, -0.0004), (, 0.0), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0011), (, 0.0006), (, 0.0), (, -0.0004), (, 0.0018), (, -0.0006), (, -0.0002), (, -0.0007), (, -0.0018), (, 0.0), (, 0.0), (, 0.0004), (, -0.0033), (, 0.0021), (, 0.0001), (, -0.0006)] -18:57:17,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0586 0.101 0.0799 0.0885 0.0911] probs=[0.2005 0.2068 0.1966 0.2029 0.1932] -18:57:19,84 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00035757575757575756 std=0.0011012473101897609 min=-0.0033 max=0.0018 -18:57:19,85 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0004), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0006), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0018), (, 0.0018), (, 0.0004), (, 0.001), (, 0.0011), (, -0.0026), (, -0.0022), (, 0.0), (, 0.0016), (, 0.001), (, 0.0001), (, -0.0002), (, 0.0002), (, 0.0006), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0006), (, 0.0006), (, 0.0001), (, -0.0006), (, -0.0014), (, -0.0033), (, -0.0007), (, -0.0012), (, -0.0011), (, -0.0001)] -18:57:20,396 root INFO ContextualMultiArmedBanditAgent - exp=[0.1227 0.1297 0.0636 0.0897 0.1016] probs=[0.1984 0.1986 0.2025 0.2009 0.1995] -18:57:21,969 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00026562499999999996 std=0.0010658357562847102 min=-0.0033 max=0.0016 -18:57:21,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.001), (, 0.0), (, 0.0), (, -0.0033), (, 0.0002), (, 0.0006), (, -0.0), (, -0.0012), (, 0.0001), (, -0.0011), (, -0.0009), (, 0.0006), (, -0.0006), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0002), (, 0.001), (, -0.0004), (, -0.0026), (, 0.0016), (, -0.0006), (, 0.0006), (, -0.0018), (, 0.0012), (, 0.0011), (, 0.0001), (, -0.0004), (, 0.0011), (, -0.0005)] -18:57:23,296 root INFO ContextualMultiArmedBanditAgent - exp=[0.091 0.0964 0.1035 0.1412 0.1065] probs=[0.2045 0.1997 0.1938 0.2013 0.2008] -18:57:24,780 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0003363636363636363 std=0.0010568157380225899 min=-0.0033 max=0.0012 -18:57:24,780 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0014), (, -0.0004), (, -0.0026), (, 0.0006), (, -0.0011), (, 0.0), (, -0.0), (, 0.0007), (, 0.0003), (, -0.0001), (, -0.0006), (, -0.0007), (, -0.0033), (, -0.0), (, 0.001), (, 0.001), (, 0.0012), (, -0.0001), (, 0.0001), (, -0.0004)] -18:57:25,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.0374 0.0889 0.0586 0.061 0.0361] probs=[0.2025 0.2023 0.1997 0.1969 0.1987] -18:57:27,174 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.00027916666666666666 std=0.0009742429397001322 min=-0.0033 max=0.0011 -18:57:27,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0007), (, 0.0004), (, 0.0008), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0003), (, -0.0033), (, -0.0006), (, 0.0), (, -0.0), (, 0.0007), (, -0.0004), (, 0.0008), (, -0.0001), (, 0.0001), (, 0.0011), (, -0.0011), (, 0.0001), (, 0.0006), (, -0.0), (, -0.0004), (, -0.0), (, -0.0026), (, 0.0001), (, -0.0001)] -18:57:28,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.1874 0.1151 0.0675 0.1015] probs=[0.1987 0.1954 0.1983 0.2085 0.1992] -18:57:29,862 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.00030833333333333337 std=0.0009259754616379181 min=-0.0033 max=0.0011 -18:57:29,863 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0006), (, -0.0008), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0008), (, -0.0004), (, 0.0011), (, -0.0001), (, -0.0026), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0033), (, -0.0004), (, -0.0001), (, -0.0003)] -18:57:30,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1055 0.1008 0.0731 0.0885] probs=[0.1951 0.2048 0.209 0.196 0.1951] -18:57:32,255 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00035999999999999997 std=0.0008827230596285564 min=-0.0033 max=0.0009 -18:57:32,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0004), (, -0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0008), (, -0.0033), (, 0.0009), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0026), (, -0.0001), (, -0.0007), (, -0.0008), (, 0.0007), (, 0.0001), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0007), (, -0.0007)] -18:57:33,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.0297 0.074 0.0886 0.0652 0.0671] probs=[0.2025 0.2141 0.1965 0.1888 0.1982] -18:57:34,965 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0004576923076923077 std=0.0008394930140924695 min=-0.0033 max=0.0008 -18:57:34,966 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0007), (, 0.0001), (, -0.0007), (, -0.0), (, 0.0), (, 0.0001), (, 0.0002), (, -0.0026), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0033), (, -0.0007), (, -0.0005), (, -0.0001), (, 0.0007), (, -0.0), (, -0.001), (, -0.0007), (, 0.0008), (, -0.0005), (, -0.0002), (, -0.0007), (, -0.0005)] -18:57:36,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.1026 0.0676 0.0379 0.0514] probs=[0.189 0.2073 0.2065 0.2039 0.1932] -18:57:37,846 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0004928571428571428 std=0.0008263208350568074 min=-0.0033 max=0.0008 -18:57:37,847 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, -0.001), (, -0.0007), (, -0.0002), (, -0.0033), (, -0.0005), (, -0.0003), (, 0.0005), (, -0.0), (, 0.0008), (, -0.0007), (, -0.0002), (, -0.0004), (, 0.0007), (, 0.0006), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0007), (, -0.0007), (, 0.0), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0), (, -0.0026), (, -0.0007)] -18:57:39,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0908 0.0824 0.1067 0.1018 0.115 ] probs=[0.1994 0.2002 0.199 0.204 0.1974] -18:57:40,491 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00033333333333333327 std=0.0007542472332656507 min=-0.0033 max=0.0008 -18:57:40,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0006), (, -0.0007), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0011), (, -0.0), (, -0.0001), (, -0.0), (, 0.0005), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0007), (, -0.0003), (, 0.0007), (, -0.001), (, -0.0007), (, 0.0001), (, 0.0008), (, -0.0033)] -18:57:41,920 root INFO ContextualMultiArmedBanditAgent - exp=[0.0713 0.0605 0.0725 0.0776 0.074 ] probs=[0.1987 0.201 0.1988 0.2042 0.1972] -18:57:43,500 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0004217391304347827 std=0.00044619796906669566 min=-0.0011 max=0.0005 -18:57:43,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0005), (, -0.0001), (, 0.0005), (, -0.0007), (, 0.0001), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0011), (, 0.0), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0007), (, -0.001), (, -0.0003), (, -0.0005)] -18:57:44,489 root INFO ContextualMultiArmedBanditAgent - exp=[0.1239 0.1278 0.0937 0.1385 0.1569] probs=[0.1909 0.2062 0.193 0.2062 0.2038] -18:57:45,771 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00040454545454545447 std=0.00042797331344932406 min=-0.0011 max=0.0005 -18:57:45,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0003), (, 0.0001), (, -0.0005), (, -0.0011), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0005), (, -0.0007), (, -0.0003), (, -0.0007), (, 0.0), (, 0.0001), (, -0.001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0), (, -0.0006)] -18:57:46,722 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1453 0.1231 0.1116 0.1003] probs=[0.2043 0.201 0.2008 0.1959 0.1981] -18:57:48,34 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00046 std=0.00038910152916687437 min=-0.0011 max=0.0003 -18:57:48,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0005), (, 0.0003), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0011), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0007), (, -0.001), (, 0.0)] -18:57:48,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.1309 0.1742 0.1965 0.1413 0.205 ] probs=[0.1955 0.2081 0.196 0.2057 0.1947] -18:57:50,57 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.00041000000000000005 std=0.000378021163428716 min=-0.0011 max=0.0003 -18:57:50,57 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0), (, -0.0003), (, -0.001), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0005), (, -0.0003), (, -0.0011), (, -0.0003), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0003)] -18:57:50,941 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.1322 0.1258 0.0794 0.1277] probs=[0.2002 0.2072 0.1965 0.2001 0.196 ] -18:57:52,175 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.0004 std=0.00035777087639996636 min=-0.0011 max=0.0003 -18:57:52,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0008), (, -0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0003)] -18:57:53,33 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0622 0.0547 0.0764 0.045 ] probs=[0.1973 0.2037 0.1955 0.198 0.2055] -18:57:54,169 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0003333333333333333 std=0.0004611923814401238 min=-0.0011 max=0.0012 -18:57:54,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0012), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0008), (, -0.0009), (, -0.0003), (, -0.0011), (, -0.0008)] -18:57:55,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.0065 0.0547 0.0347 0.0451 0.0345] probs=[0.1933 0.2081 0.2023 0.1924 0.2039] -18:57:56,353 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.00023 std=0.0005631163290120435 min=-0.0011 max=0.0012 -18:57:56,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0012), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0002), (, 0.0006), (, 0.0008), (, -0.0), (, -0.0), (, -0.0011), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0), (, -0.0008), (, 0.0003), (, -0.0003), (, -0.0003)] -18:57:57,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0343 0.0844 0.0798 0.0792 0.1222] probs=[0.1959 0.2042 0.2065 0.2055 0.1879] -18:57:58,544 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.00031428571428571427 std=0.00046525539764092326 min=-0.0011 max=0.0008 -18:57:58,545 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0008), (, -0.0005), (, -0.0001), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0009), (, 0.0001), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0006), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0003)] -18:57:59,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1361 0.0989 0.1154 0.1048] probs=[0.2035 0.203 0.1983 0.2006 0.1946] -18:58:00,675 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.00030500000000000004 std=0.0004652687395473717 min=-0.0011 max=0.0006 -18:58:00,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, 0.0001), (, 0.0003), (, -0.0011), (, 0.0006), (, -0.0), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0003), (, 0.0005), (, 0.0), (, -0.0005), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0)] -18:58:01,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.03 0.067 0.0539 0.0395 0.0729] probs=[0.203 0.2 0.1982 0.1933 0.2055] -18:58:02,852 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.00026000000000000003 std=0.0004454211490264018 min=-0.0011 max=0.0006 -18:58:02,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, 0.0006), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0005), (, -0.0011), (, -0.0007), (, -0.0001), (, 0.0003)] -18:58:03,685 root INFO ContextualMultiArmedBanditAgent - exp=[0.0589 0.081 0.0917 0.087 0.0623] probs=[0.1974 0.2057 0.2037 0.2009 0.1924] -18:58:04,961 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=21 avg=-0.00018095238095238098 std=0.0004716930475062778 min=-0.0011 max=0.0008 -18:58:04,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0003), (, 0.0008), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0011), (, -0.0008), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, -0.0005), (, -0.0007), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0005), (, -0.0007), (, -0.0001), (, -0.0004)] -18:58:05,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.1023 0.1507 0.0777 0.0962 0.1027] probs=[0.1995 0.2 0.1971 0.2044 0.199 ] -18:58:07,105 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00025624999999999997 std=0.0003904624661859319 min=-0.0011 max=0.0003 -18:58:07,106 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0008), (, -0.0004), (, 0.0003), (, -0.0002), (, -0.0001), (, -0.0007), (, -0.0002), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0003), (, -0.0002), (, -0.0011), (, 0.0001)] -18:58:07,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.0552 0.0847 0.0587 0.0551 0.0276] probs=[0.2021 0.1944 0.1962 0.2047 0.2027] -18:58:08,868 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=12 avg=-0.0003166666666666667 std=0.00041599946581162285 min=-0.0011 max=0.0003 -18:58:08,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0011), (, -0.0002), (, -0.0004), (, -0.0008)] -18:58:09,336 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0549 0.0755 0.0581 0.0423] probs=[0.1957 0.1966 0.2065 0.2035 0.1977] -18:58:10,439 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=9 avg=-0.00044444444444444436 std=0.0003774508389214007 min=-0.0011 max=0.0001 -18:58:10,440 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0011), (, -0.0008), (, -0.0005), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0001)] -18:58:10,813 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.1092 0.1272 0.0862 0.0473] probs=[0.2039 0.2055 0.1976 0.2008 0.1921] -18:58:11,925 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.0003142857142857143 std=0.00030904725218262766 min=-0.0008 max=0.0001 -18:58:11,925 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0002), (, -0.0008), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0005)] -18:58:12,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0195 0.0001 0.0059 -0.0024] probs=[0.2004 0.202 0.2093 0.1902 0.1982] -18:58:13,114 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=6 avg=-0.00023333333333333333 std=0.0002560381915956203 min=-0.0005 max=0.0001 -18:58:13,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0004), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0)] -18:58:13,374 root INFO ContextualMultiArmedBanditAgent - exp=[0.1303 0.0713 0.0921 0.1553 0.1482] probs=[0.2097 0.1853 0.1879 0.2038 0.2132] -18:58:14,318 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00030000000000000003 std=0.0002280350850198276 min=-0.0005 max=0.0001 -18:58:14,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0004)] -18:58:14,489 root INFO ContextualMultiArmedBanditAgent - exp=[0.151 0.0946 0.172 0.1766 0.0339] probs=[0.1921 0.1933 0.1909 0.221 0.2026] -18:58:15,445 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00030000000000000003 std=0.00016733200530681512 min=-0.0005 max=-0.0001 -18:58:15,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0005)] -18:58:15,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.3126 0.1759 0.2815 0.1206 0.213 ] probs=[0.1832 0.2176 0.2081 0.1939 0.1972] -18:58:16,532 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000175 std=4.330127018922193e-05 min=-0.0002 max=-0.0001 -18:58:16,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0002)] -18:58:16,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.2888 0.5248 0.5642 0.6269 0.2942] probs=[0.2019 0.1931 0.2048 0.1882 0.2119] -18:58:17,497 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00016 std=4.898979485566356e-05 min=-0.0002 max=-0.0001 -18:58:17,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0002)] -18:58:17,673 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0195 0.0001 0.0059 -0.0024] probs=[0.1856 0.2027 0.2065 0.1993 0.206 ] -18:58:18,764 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00015000000000000004 std=5e-05 min=-0.0002 max=-0.0001 -18:58:18,765 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0001)] -18:58:18,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.1288 0.1508 0.1288 0.0302 0.023 ] probs=[0.1976 0.2036 0.1994 0.2006 0.1988] -18:58:19,783 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 -18:58:19,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0001)] -18:58:19,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.19 0.1893 0.0342 0.0287 0.1428] probs=[0.1977 0.2034 0.1994 0.2006 0.199 ] -18:58:20,872 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 -18:58:20,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0001)] -18:58:21,41 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.1125 0.0044 0.033 0.1448] probs=[0.1977 0.2034 0.1994 0.2006 0.199 ] -18:58:21,934 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00014000000000000001 std=4.898979485566357e-05 min=-0.0002 max=-0.0001 -18:58:21,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001)] -18:58:22,119 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0211 0.0004 0.0063 -0.0025] probs=[0.2025 0.2168 0.1927 0.206 0.1821] -18:58:22,908 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0001 std=9.999999999999999e-05 min=-0.0002 max=0.0001 -18:58:22,908 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001)] -18:58:23,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.2335 0.1359 0.1395 0.1501 0.3055] probs=[0.1976 0.2134 0.2016 0.1863 0.2012] -18:58:25,150 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -18:58:25,152 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.21327333333333337 std=0.3747652446828844 min=-0.1081 max=1.2007 -18:58:25,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, 0.0372), (, 0.0256), (, -0.0026), (, 0.1435), (, 0.1435), (, 1.036), (, 0.0686), (, 0.2826), (, 0.0046), (, 0.3363), (, 1.2007), (, 0.0961), (, -0.1081), (, 0.0386)] -18:58:25,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.198 0.1192 0.1404 0.1333 0.0963] probs=[0.2007 0.2067 0.1964 0.2048 0.1914] -18:58:26,551 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03584 std=0.10296408953287225 min=-0.1081 max=0.2826 -18:58:26,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1081), (, 0.0386), (, -0.1081), (, 0.0621), (, 0.0961), (, -0.0026), (, 0.0372), (, 0.2826), (, 0.0256), (, -0.0425), (, 0.0686), (, -0.1035), (, 0.0046), (, 0.1435), (, 0.1435)] -18:58:26,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.0645 0.0904 0.1081 0.0554] probs=[0.1854 0.1871 0.2163 0.1956 0.2157] -18:58:27,943 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=0.0034444444444444444 std=0.07820777328673369 min=-0.1081 max=0.1582 -18:58:27,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.1081), (, 0.0621), (, 0.0256), (, -0.0425), (, 0.0372), (, 0.0046), (, -0.0026), (, 0.1582)] -18:58:28,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.22 0.1516 0.2096 0.1436 0.1021] probs=[0.1894 0.2118 0.2114 0.1999 0.1875] -18:58:29,205 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03775 std=0.05218079947004773 min=-0.1081 max=0.0256 -18:58:29,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0046), (, -0.0425), (, -0.0026), (, -0.1035), (, 0.0256), (, -0.1081)] -18:58:29,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1543 0.1639 0.0547 0.1105 0.0695] probs=[0.1981 0.2039 0.1991 0.2001 0.1988] -18:58:30,214 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.04135 std=0.06698277763724046 min=-0.1081 max=0.0488 -18:58:30,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.0026), (, 0.0488), (, -0.1081)] -18:58:30,302 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0055 0.0236 -0.0001 0.0048 -0.002 ] probs=[0.1981 0.2039 0.1991 0.2001 0.1988] -18:58:31,211 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.054266666666666664 std=0.07290333020895243 min=-0.1081 max=0.0488 -18:58:31,211 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1035), (, -0.1081), (, 0.0488)] -18:58:31,298 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0232 -0.0001 0.0052 -0.0021] probs=[0.1979 0.2039 0.1992 0.2002 0.1988] -18:58:32,18 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.056225 std=0.06322718462022488 min=-0.1081 max=0.0488 -18:58:32,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0488), (, -0.1035), (, -0.0621), (, -0.1081)] -18:58:32,140 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0071 0.0232 -0.0001 0.0054 -0.0022] probs=[0.1958 0.204 0.2215 0.1848 0.194 ] -18:58:33,106 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.06745999999999999 std=0.03836319069107782 min=-0.1081 max=-0.0015 -18:58:33,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.1035), (, -0.0621), (, -0.1081), (, -0.0621)] -18:58:33,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0174 0.1046 0.0823 0.1695 0.1762] probs=[0.2224 0.1943 0.1935 0.1969 0.1929] -18:58:34,147 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.08510000000000001 std=0.023 min=-0.1081 max=-0.0621 -18:58:34,147 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0621), (, -0.1081)] -18:58:34,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.0611 0.4819 0.2558 0.0419 0.3816] probs=[0.2488 0.1632 0.2512 0.1586 0.1781] -18:58:35,181 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1081 std=0.0 min=-0.1081 max=-0.1081 -18:58:35,182 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1081)] -18:58:35,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.8752 0.9692 0.4948 0.0259 0.1854] probs=[0.1975 0.2038 0.1993 0.2005 0.1988] -18:58:36,8 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:36,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007)] -18:58:36,88 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0223 -0.0006 0.0031 -0.0016] probs=[0.1986 0.2037 0.199 0.1998 0.1989] -18:58:36,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:36,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:37,63 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2038 0.199 0.1998 0.1988] -18:58:37,792 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0028 std=0.0049497474683058325 min=-0.0007 max=0.0098 -18:58:37,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, 0.0098)] -18:58:37,855 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.1864 0.3224 0.0821 0.1711] probs=[0.1777 0.2066 0.2131 0.195 0.2077] -18:58:38,771 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:38,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:38,834 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1997 0.1988] -18:58:39,724 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:39,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:39,763 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.183 0.1861 0.1608 0.2881 0.182 ] -18:58:40,648 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:40,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:40,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.4328 0.4811 0.4269 0.1884 0.0633] probs=[0.1986 0.2039 0.199 0.1998 0.1988] -18:58:41,583 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:41,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:41,696 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0236 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1998 0.1988] -18:58:42,579 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:42,580 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:42,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.4914 0.3834 0.2139 0.3487 0.0037] probs=[0.1992 0.2184 0.2276 0.1829 0.1719] -18:58:43,500 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:43,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:43,542 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0223 -0.0006 0.0031 -0.0016] probs=[0.2271 0.2113 0.2023 0.1511 0.2083] -18:58:44,392 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:44,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:44,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.4339 0.2893 0.2199 0.1878 0.2191] probs=[0.1682 0.2194 0.2712 0.1705 0.1707] -18:58:45,392 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:45,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:45,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1816 0.1165 0.3702 0.1064 0.0186] probs=[0.1987 0.2037 0.199 0.1998 0.1989] -18:58:46,431 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0007 std=0.0 min=-0.0007 max=-0.0007 -18:58:46,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007)] -18:58:46,476 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0237 -0.0004 0.0033 -0.0017] probs=[0.1986 0.2039 0.199 0.1997 0.1988] -18:58:47,507 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.003979999999999999 std=0.005051098890340595 min=-0.0139 max=-0.0007 -18:58:47,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0139), (, -0.0007), (, -0.0033), (, -0.0013)] -18:58:47,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0265 -0.0005 0.0039 -0.0018] probs=[0.1985 0.2043 0.1989 0.1997 0.1986] -18:58:48,476 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006866666666666667 std=0.005510495037249879 min=-0.0139 max=-0.0007 -18:58:48,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0007), (, -0.0033), (, -0.0013), (, -0.0081)] -18:58:48,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.3452 0.2357 0.1196 0.2033 0.2497] probs=[0.1986 0.2039 0.199 0.1997 0.1988] -18:58:49,453 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0081 std=0.005226088403385461 min=-0.0139 max=-0.0013 -18:58:49,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0013), (, -0.0139), (, -0.0033), (, -0.0081)] -18:58:49,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0879 0.0416 0.0327 0.0443 0.091 ] probs=[0.2043 0.192 0.195 0.214 0.1947] -18:58:50,224 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0081 std=0.005226088403385461 min=-0.0139 max=-0.0013 -18:58:50,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0081), (, -0.0033), (, -0.0013)] -18:58:50,363 root INFO ContextualMultiArmedBanditAgent - exp=[0.1642 0.2549 0.1932 0.1346 0.3059] probs=[0.214 0.1957 0.2127 0.19 0.1878] -18:58:51,257 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.007977367986999221 min=-0.0139 max=0.0075 -18:58:51,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0081), (, 0.0075), (, -0.0139), (, -0.0033)] -18:58:51,387 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0267 -0.0005 0.004 -0.0019] probs=[0.1984 0.2043 0.1989 0.1998 0.1986] -18:58:52,360 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.00797736798699922 min=-0.0139 max=0.0075 -18:58:52,360 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0081), (, -0.0139), (, 0.0075), (, -0.0033)] -18:58:52,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.287 0.2718 0.1717 0.155 0.44 ] probs=[0.1984 0.2044 0.1989 0.1998 0.1986] -18:58:53,954 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00634 std=0.007977367986999221 min=-0.0139 max=0.0075 -18:58:53,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, 0.0075), (, -0.0081), (, -0.0033), (, -0.0139)] -18:58:54,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.0504 0.1282 0.1539 0.0059 0.0486] probs=[0.2048 0.1858 0.2177 0.1971 0.1946] -18:58:54,891 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006066666666666667 std=0.007307910478074807 min=-0.0139 max=0.0075 -18:58:54,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0033), (, -0.0139), (, 0.0075), (, -0.0081), (, -0.0047)] -18:58:55,14 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0268 -0.0005 0.004 -0.0019] probs=[0.1964 0.2047 0.1974 0.2018 0.1996] -18:58:56,5 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00878 std=0.0044624656861425825 min=-0.0139 max=-0.0033 -18:58:56,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0033), (, -0.0081), (, -0.0047), (, -0.0139)] -18:58:56,228 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0268 -0.0005 0.004 -0.0019] probs=[0.1984 0.2044 0.1989 0.1998 0.1986] -18:58:57,278 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00878 std=0.004462465686142583 min=-0.0139 max=-0.0033 -18:58:57,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0033), (, -0.0047), (, -0.0081)] -18:58:57,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.185 0.1841 0.0309 0.0163 0.0365] probs=[0.192 0.2137 0.1979 0.1936 0.2028] -18:58:58,394 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.007328571428571428 std=0.004414817351249987 min=-0.0139 max=-0.0033 -18:58:58,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0047), (, -0.0037), (, -0.0037), (, -0.0139), (, -0.0033), (, -0.0081)] -18:58:58,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.1976 0.1925 0.0878 0.1741 0.1261] probs=[0.2033 0.2161 0.1854 0.2115 0.1837] -18:58:59,318 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.008000000000000002 std=0.004425306015783917 min=-0.0139 max=-0.0037 -18:58:59,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0139), (, -0.0047), (, -0.0037), (, -0.0081), (, -0.0037)] -18:58:59,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0683 0.0938 0.0864 0.1192 0.1215] probs=[0.1939 0.2153 0.1892 0.2059 0.1956] -18:59:00,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.011633333333333334 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:00,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0071), (, -0.0139)] -18:59:00,648 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0525 -0.011 ] probs=[0.2453 0.2039 0.1801 0.1862 0.1846] -18:59:01,520 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:01,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] -18:59:01,592 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0521 -0.011 ] probs=[0.1903 0.22 0.194 0.204 0.1916] -18:59:02,530 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:02,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] -18:59:02,613 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0513 -0.011 ] probs=[0.1903 0.2201 0.1941 0.2039 0.1916] -18:59:03,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:03,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] -18:59:03,518 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0506 -0.011 ] probs=[0.1821 0.1828 0.2066 0.2162 0.2123] -18:59:04,488 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:04,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] -18:59:04,576 root INFO ContextualMultiArmedBanditAgent - exp=[0.0757 0.2037 0.2582 0.3534 0.2018] probs=[0.1964 0.2293 0.1896 0.1742 0.2105] -18:59:05,423 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:05,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] -18:59:05,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.2555 0.262 0.1781 0.2625 0.1918] probs=[0.1904 0.2202 0.1942 0.2036 0.1917] -18:59:06,586 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:06,586 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0139), (, -0.0071)] -18:59:06,748 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.1276 0.0019 0.0484 -0.011 ] probs=[0.1979 0.1838 0.1947 0.2292 0.1943] -18:59:07,655 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009366666666666667 std=0.0032055507413790148 min=-0.0139 max=-0.0071 -18:59:07,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071), (, -0.0139)] -18:59:07,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0344 0.3396 0.1938 0.216 0.2222] probs=[0.1905 0.2202 0.1942 0.2033 0.1917] -18:59:08,565 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:08,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:08,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.3596 0.5337 0.4528 0.3502 0.5296] probs=[0.1915 0.2164 0.1952 0.2042 0.1927] -18:59:09,588 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:09,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:09,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.4905 0.3724 0.1955 0.3917 0.4855] probs=[0.1915 0.2164 0.1952 0.2041 0.1927] -18:59:10,564 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:10,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:10,619 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0458 -0.011 ] probs=[0.1915 0.2165 0.1953 0.204 0.1928] -18:59:11,630 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:11,630 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:11,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0452 -0.011 ] probs=[0.1915 0.2165 0.1953 0.2039 0.1928] -18:59:12,531 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:12,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:12,579 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0445 -0.011 ] probs=[0.1916 0.2165 0.1953 0.2038 0.1928] -18:59:13,446 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:13,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:13,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.044 -0.011 ] probs=[0.1778 0.2376 0.2006 0.2264 0.1576] -18:59:14,352 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:14,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:14,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.4088 0.2771 0.4253 0.217 0.3634] probs=[0.2015 0.2448 0.2198 0.1883 0.1456] -18:59:15,161 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:15,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:15,247 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0531 -0.0104] probs=[0.1611 0.2528 0.1542 0.2062 0.2258] -18:59:15,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:15,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:16,48 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0526 -0.0104] probs=[0.1872 0.2324 0.1909 0.2009 0.1886] -18:59:16,838 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:16,838 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:16,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.474 0.1325 0.0652 0.4844 0.3346] probs=[0.1873 0.2324 0.1909 0.2008 0.1886] -18:59:17,793 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:17,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:17,887 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0412 -0.011 ] probs=[0.1917 0.2167 0.1954 0.2033 0.1929] -18:59:18,759 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:18,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:18,950 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.105 0.0019 0.0407 -0.011 ] probs=[0.1917 0.2167 0.1955 0.2032 0.193 ] -18:59:19,883 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:19,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:19,907 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0507 -0.0104] probs=[0.2088 0.1333 0.2658 0.2648 0.1274] -18:59:20,798 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:20,798 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:20,867 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0504 -0.0104] probs=[0.1873 0.2325 0.191 0.2005 0.1887] -18:59:21,962 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:21,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:22,43 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.05 -0.0104] probs=[0.2295 0.1928 0.1455 0.1872 0.245 ] -18:59:22,911 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:22,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:22,972 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0497 -0.0104] probs=[0.1657 0.1882 0.192 0.1968 0.2572] -18:59:23,743 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:23,743 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:23,773 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0493 -0.0104] probs=[0.1874 0.2326 0.191 0.2003 0.1887] -18:59:24,516 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:24,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:24,564 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.049 -0.0104] probs=[0.1874 0.2326 0.1911 0.2003 0.1887] -18:59:25,214 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:25,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:25,271 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0488 -0.0104] probs=[0.1874 0.2326 0.1911 0.2002 0.1887] -18:59:26,184 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:26,184 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:26,242 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0486 -0.0104] probs=[0.1814 0.2414 0.2272 0.1877 0.1623] -18:59:27,279 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:27,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:27,468 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0482 -0.0104] probs=[0.2489 0.1805 0.1857 0.1992 0.1857] -18:59:28,535 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:28,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:28,575 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0477 -0.0104] probs=[0.1874 0.2326 0.1911 0.2001 0.1888] -18:59:29,478 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:29,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:29,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0475 -0.0104] probs=[0.1821 0.1326 0.2886 0.1639 0.2328] -18:59:30,373 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:30,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:30,426 root INFO ContextualMultiArmedBanditAgent - exp=[0.1937 0.214 0.3759 0.3636 0.1961] probs=[0.1874 0.2327 0.1911 0.2 0.1888] -18:59:31,288 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:31,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:31,347 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0469 -0.0104] probs=[0.1874 0.2327 0.1911 0.1999 0.1888] -18:59:32,454 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:32,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:32,521 root INFO ContextualMultiArmedBanditAgent - exp=[0.2917 0.1832 0.1014 0.2196 0.3788] probs=[0.1875 0.2327 0.1912 0.1999 0.1888] -18:59:33,492 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:33,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:33,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.5844 0.3603 0.1788 0.3725] probs=[0.1875 0.2327 0.1912 0.1998 0.1888] -18:59:34,436 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:34,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:34,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0457 -0.0104] probs=[0.213 0.2271 0.1982 0.1763 0.1855] -18:59:35,472 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:35,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:35,533 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0453 -0.0104] probs=[0.1972 0.2343 0.1874 0.2152 0.166 ] -18:59:36,396 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:36,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:36,460 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0449 -0.0104] probs=[0.1875 0.2328 0.1912 0.1996 0.1889] -18:59:37,406 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:37,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:37,456 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0445 -0.0104] probs=[0.1185 0.1409 0.2716 0.3009 0.1682] -18:59:38,395 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:38,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:38,459 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0443 -0.0104] probs=[0.1875 0.2328 0.1912 0.1995 0.1889] -18:59:39,399 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:39,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:39,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.1087 0.0616 0.2697 0.3052] probs=[0.2097 0.1817 0.2466 0.1852 0.1769] -18:59:40,364 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:40,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:40,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0436 -0.0104] probs=[0.167 0.2378 0.1797 0.2042 0.2113] -18:59:41,169 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:41,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:41,263 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0432 -0.0104] probs=[0.1624 0.2569 0.1861 0.2378 0.1568] -18:59:41,982 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:41,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:42,56 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0429 -0.0104] probs=[0.1876 0.2329 0.1913 0.1993 0.189 ] -18:59:42,933 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:42,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:43,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.7953 0.0898 0.4268 0.4489 0.5586] probs=[0.145 0.222 0.2311 0.1759 0.226 ] -18:59:43,934 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:43,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:43,985 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0422 -0.0104] probs=[0.1876 0.2329 0.1913 0.1992 0.189 ] -18:59:44,675 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:44,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:44,785 root INFO ContextualMultiArmedBanditAgent - exp=[0.4132 0.5465 0.1458 0.1027 0.0222] probs=[0.1876 0.2329 0.1913 0.1991 0.189 ] -18:59:45,739 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:45,739 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:45,812 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0416 -0.0104] probs=[0.1876 0.2329 0.1913 0.1991 0.189 ] -18:59:46,604 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:46,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:46,680 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0413 -0.0104] probs=[0.1877 0.2329 0.1914 0.199 0.189 ] -18:59:47,675 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:47,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:47,740 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.041 -0.0104] probs=[0.1877 0.233 0.1914 0.199 0.189 ] -18:59:48,670 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:48,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:48,736 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0406 -0.0104] probs=[0.1695 0.2104 0.1605 0.2541 0.2056] -18:59:49,715 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:49,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:49,741 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0403 -0.0104] probs=[0.1877 0.233 0.1914 0.1989 0.189 ] -18:59:50,588 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:50,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -18:59:50,662 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0402 -0.0104] probs=[0.1877 0.233 0.1914 0.1989 0.1891] -18:59:51,619 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:51,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:51,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.384 0.4791 0.1292 0.2985 0.2422] probs=[0.1877 0.233 0.1914 0.1988 0.1891] -18:59:52,409 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:52,409 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:52,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1346 0.2939 0.4432 0.1692 0.2898] probs=[0.1877 0.233 0.1914 0.1988 0.1891] -18:59:53,376 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:53,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:53,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.4895 0.2708 0.2868 0.2618 0.0837] probs=[0.2146 0.2493 0.1794 0.1687 0.1879] -18:59:54,365 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:54,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:54,433 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0391 -0.0104] probs=[0.1877 0.233 0.1914 0.1987 0.1891] -18:59:55,451 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:55,451 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:55,514 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0388 -0.0104] probs=[0.1969 0.1986 0.1878 0.2493 0.1673] -18:59:56,250 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:56,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:56,449 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0385 -0.0104] probs=[0.1878 0.2331 0.1915 0.1986 0.1891] -18:59:57,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:57,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:57,375 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0382 -0.0104] probs=[0.1878 0.2331 0.1915 0.1985 0.1891] -18:59:58,410 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:58,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:58,470 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0379 -0.0104] probs=[0.1878 0.2331 0.1915 0.1985 0.1891] -18:59:59,240 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -18:59:59,241 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -18:59:59,325 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0376 -0.0104] probs=[0.1878 0.2331 0.1915 0.1984 0.1891] -19:00:00,394 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:00,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:00,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.1744 0.3753 0.3783 0.4016 0.2488] probs=[0.1878 0.2331 0.1915 0.1984 0.1892] -19:00:01,264 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:01,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:01,379 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.037 -0.0104] probs=[0.1878 0.2331 0.1915 0.1984 0.1892] -19:00:02,476 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:02,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:02,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0368 -0.0104] probs=[0.1878 0.2332 0.1915 0.1983 0.1892] -19:00:03,481 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:03,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:03,554 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.5686 0.0984 0.3063 0.0594] probs=[0.1878 0.2332 0.1915 0.1983 0.1892] -19:00:04,464 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:04,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:04,541 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0362 -0.0104] probs=[0.185 0.2557 0.2064 0.1762 0.1767] -19:00:05,646 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:05,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:05,714 root INFO ContextualMultiArmedBanditAgent - exp=[0.3088 0.5376 0.241 0.214 0.1253] probs=[0.1879 0.2332 0.1916 0.1982 0.1892] -19:00:06,663 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:06,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:06,689 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0357 -0.0104] probs=[0.1879 0.2332 0.1916 0.1981 0.1892] -19:00:07,568 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:07,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:07,632 root INFO ContextualMultiArmedBanditAgent - exp=[0.6528 0.9164 0.953 0.3035 0.8371] probs=[0.2508 0.1811 0.1623 0.2306 0.1753] -19:00:08,693 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:08,698 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:08,894 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0353 -0.0104] probs=[0.1879 0.2332 0.1916 0.1981 0.1892] -19:00:09,915 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:09,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:09,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.3887 0.5414 0.3994 0.0445 0.0109] probs=[0.1879 0.2332 0.1916 0.198 0.1892] -19:00:10,951 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:10,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:11,6 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0348 -0.0104] probs=[0.1879 0.2332 0.1916 0.198 0.1893] -19:00:11,850 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:11,850 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:11,916 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0345 -0.0104] probs=[0.2253 0.2024 0.165 0.2361 0.1711] -19:00:12,757 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:12,757 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:12,807 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0343 -0.0104] probs=[0.1879 0.2333 0.1916 0.1979 0.1893] -19:00:13,799 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:13,799 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:13,849 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0341 -0.0104] probs=[0.1879 0.2333 0.1916 0.1979 0.1893] -19:00:14,681 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:14,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:14,741 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0338 -0.0104] probs=[0.1879 0.2333 0.1916 0.1978 0.1893] -19:00:15,731 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:15,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:15,772 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0336 -0.0104] probs=[0.1879 0.2333 0.1916 0.1978 0.1893] -19:00:16,653 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:16,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:16,721 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0335 -0.0104] probs=[0.188 0.2333 0.1917 0.1978 0.1893] -19:00:17,452 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:17,452 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:17,517 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0332 -0.0104] probs=[0.188 0.2333 0.1917 0.1978 0.1893] -19:00:18,399 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:18,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:18,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.6382 0.4839 0.112 0.5574 0.3259] probs=[0.188 0.2333 0.1917 0.1977 0.1893] -19:00:19,490 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:19,491 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:19,596 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0321 -0.0104] probs=[0.1755 0.2332 0.2285 0.1959 0.1669] -19:00:20,685 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:20,685 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:20,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.3792 0.5951 0.4884 0.4033 0.4177] probs=[0.1921 0.2125 0.1754 0.2163 0.2037] -19:00:21,807 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:21,807 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:21,926 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0317 -0.0104] probs=[0.188 0.2334 0.1917 0.1975 0.1894] -19:00:22,989 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:22,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:23,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.2914 0.2459 0.3659 0.3298 0.3432] probs=[0.1935 0.1819 0.2179 0.2073 0.1994] -19:00:24,51 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:24,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:24,120 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0312 -0.0104] probs=[0.188 0.2334 0.1917 0.1974 0.1894] -19:00:24,985 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:24,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:25,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.031 -0.0104] probs=[0.188 0.2334 0.1917 0.1974 0.1894] -19:00:25,858 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:25,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:25,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.1848 0.5466 0.3611 0.0597 0.0989] probs=[0.188 0.2334 0.1918 0.1974 0.1894] -19:00:26,821 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:26,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:26,895 root INFO ContextualMultiArmedBanditAgent - exp=[0.0824 0.1299 0.3235 0.4385 0.0011] probs=[0.2143 0.1956 0.1703 0.1823 0.2375] -19:00:27,881 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:27,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:27,954 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0304 -0.0104] probs=[0.1881 0.2334 0.1918 0.1973 0.1894] -19:00:28,840 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:28,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:28,900 root INFO ContextualMultiArmedBanditAgent - exp=[0.9689 0.6946 0.9518 0.7759 0.4034] probs=[0.1881 0.2334 0.1918 0.1973 0.1894] -19:00:29,775 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:29,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:29,859 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0302 -0.0104] probs=[0.1881 0.2335 0.1918 0.1973 0.1894] -19:00:30,755 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:30,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:30,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0984 0.429 0.2893 0.0551 0.4474] probs=[0.1881 0.2335 0.1918 0.1972 0.1894] -19:00:31,971 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:31,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:32,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.4416 0.4284 0.2007 0.4394 0.308 ] probs=[0.1577 0.1987 0.1786 0.2439 0.221 ] -19:00:33,48 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:33,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:33,105 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0296 -0.0104] probs=[0.1881 0.2335 0.1918 0.1972 0.1894] -19:00:34,39 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:34,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:34,104 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0294 -0.0104] probs=[0.2538 0.2046 0.1653 0.1914 0.1849] -19:00:35,40 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:35,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071)] -19:00:35,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0293 -0.0104] probs=[0.2042 0.2163 0.2599 0.1365 0.1831] -19:00:36,161 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:36,162 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:36,213 root INFO ContextualMultiArmedBanditAgent - exp=[0.217 0.2241 0.2681 0.2267 0.1825] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] -19:00:37,65 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:37,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:37,150 root INFO ContextualMultiArmedBanditAgent - exp=[0.4084 0.2736 0.4367 0.1082 0.3717] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] -19:00:37,996 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:37,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:38,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.4807 0.295 0.4718 0.1091 0.3178] probs=[0.1881 0.2335 0.1918 0.1971 0.1895] -19:00:39,6 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0071 std=0.0 min=-0.0071 max=-0.0071 -19:00:39,6 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0071)] -19:00:39,54 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0176 0.1986 0.0019 0.0286 -0.0104] probs=[0.1881 0.2335 0.1918 0.197 0.1895] -19:00:40,711 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:00:40,712 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4628882352941177 std=1.0783079549664578 min=-0.0732 max=4.5439 -19:00:40,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0238), (, 1.1991), (, 0.2976), (, 0.0238), (, 0.1163), (, -0.0288), (, 0.3006), (, 0.0718), (, 0.0331), (, -0.0037), (, 0.1419), (, -0.0416), (, 1.0344), (, 0.1163), (, 4.5439), (, 0.1138)] -19:00:41,123 root INFO ContextualMultiArmedBanditAgent - exp=[0.0472 0.2671 0.0445 0.1266 0.1047] probs=[0.1916 0.2133 0.2001 0.1968 0.1982] -19:00:41,918 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.05149285714285714 std=0.09785210753468516 min=-0.0732 max=0.3006 -19:00:41,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0238), (, -0.0732), (, 0.0331), (, -0.0037), (, 0.0718), (, 0.1163), (, 0.1163), (, 0.1419), (, 0.0238), (, 0.1138), (, -0.0288), (, 0.3006), (, -0.0416)] -19:00:42,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.1157 0.2529 0.0471 0.0945 0.1269] probs=[0.1892 0.2229 0.1898 0.2008 0.1972] -19:00:43,51 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.03233076923076923 std=0.07190950920979018 min=-0.0732 max=0.1419 -19:00:43,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, 0.0331), (, 0.1419), (, -0.0288), (, 0.0238), (, 0.1138), (, 0.0238), (, -0.0416), (, -0.0732), (, 0.0718), (, -0.0037), (, 0.1163), (, 0.1163)] -19:00:43,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.054 0.2066 0.1064 0.069 0.0734] probs=[0.1959 0.222 0.2001 0.1933 0.1887] -19:00:44,249 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.017842857142857143 std=0.04896540636416861 min=-0.0732 max=0.0718 -19:00:44,250 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0732), (, -0.0416), (, 0.0718), (, -0.0037), (, -0.0288), (, -0.0732), (, 0.0238)] -19:00:44,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.2686 0.1562 0.1677 0.1662] probs=[0.1816 0.2226 0.1939 0.2008 0.2011] -19:00:45,257 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036825 std=0.025038008606916008 min=-0.0732 max=-0.0037 -19:00:45,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0416), (, -0.0732), (, -0.0037), (, -0.0288)] -19:00:45,385 root INFO ContextualMultiArmedBanditAgent - exp=[0.0245 0.1793 0.159 0.0845 0.0471] probs=[0.191 0.2319 0.1856 0.1909 0.2007] -19:00:46,354 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0306 std=0.040036316846916206 min=-0.0732 max=0.023 -19:00:46,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.023), (, -0.0732), (, -0.0416)] -19:00:46,471 root INFO ContextualMultiArmedBanditAgent - exp=[0.2278 0.1621 0.2353 0.2169 0.1839] probs=[0.1922 0.2221 0.1946 0.1982 0.1929] -19:00:47,372 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0251 std=0.048100000000000004 min=-0.0732 max=0.023 -19:00:47,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.023), (, -0.0732)] -19:00:47,462 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0094 0.0997 0.0008 0.0145 -0.006 ] probs=[0.194 0.2168 0.1959 0.1986 0.1946] -19:00:48,453 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.016042857142857143 std=0.024048454488081062 min=-0.0732 max=-0.0002 -19:00:48,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0163), (, -0.0732), (, -0.0002), (, -0.0124), (, -0.0009), (, -0.0084)] -19:00:48,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.0016 0.2276 0.0453 0.0392 0.1309] probs=[0.1939 0.2166 0.1865 0.2108 0.1922] -19:00:49,392 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0010882352941176475 std=0.008237709729754714 min=-0.0163 max=0.022 -19:00:49,392 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0052), (, 0.0018), (, -0.0124), (, 0.022), (, 0.0007), (, -0.0124), (, -0.0084), (, -0.0009), (, 0.0015), (, -0.0163), (, -0.0009), (, -0.0009), (, 0.003), (, 0.0008), (, -0.0009)] -19:00:49,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.1258 0.2418 0.1268 0.1563 0.1056] probs=[0.1912 0.2249 0.1933 0.1974 0.1932] -19:00:50,941 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0010636363636363632 std=0.007820808226923484 min=-0.0163 max=0.0125 -19:00:50,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, -0.0002), (, 0.003), (, -0.0124), (, 0.0125), (, 0.0007), (, -0.0025), (, 0.0125), (, 0.0117), (, -0.0163), (, -0.0124), (, 0.0015), (, 0.0052), (, -0.0009), (, 0.0049), (, -0.0047), (, -0.0), (, 0.0018), (, -0.0052), (, -0.0007), (, -0.0124), (, -0.0084)] -19:00:51,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.2344 0.2878 0.2123 0.2025 0.1613] probs=[0.1878 0.2247 0.1902 0.2021 0.1953] -19:00:52,760 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0021411764705882345 std=0.007856586507962183 min=-0.0163 max=0.0125 -19:00:52,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, -0.0012), (, -0.0163), (, -0.0002), (, -0.0124), (, 0.0015), (, 0.0018), (, -0.0007), (, -0.0012), (, 0.0125), (, -0.0124), (, -0.0025), (, 0.0052), (, -0.0047), (, -0.0012), (, -0.0124), (, 0.0125)] -19:00:53,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.246 0.1201 0.1162 0.2154] probs=[0.1934 0.217 0.1875 0.2068 0.1953] -19:00:54,159 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0038450000000000003 std=0.006641120010962006 min=-0.0175 max=0.0052 -19:00:54,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, -0.0028), (, -0.0157), (, 0.0015), (, 0.0015), (, 0.0015), (, 0.0002), (, -0.0047), (, 0.0052), (, -0.0025), (, -0.0124), (, -0.0025), (, 0.0005), (, -0.0025), (, -0.0163), (, -0.0175), (, 0.0023), (, -0.0002), (, 0.0018), (, -0.0096)] -19:00:54,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1667 0.0475 0.1303 0.1015] probs=[0.1977 0.2152 0.1962 0.1991 0.1918] -19:00:55,845 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00423 std=0.006720721687438039 min=-0.0175 max=0.0052 -19:00:55,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, -0.0025), (, -0.0038), (, -0.0002), (, -0.0163), (, -0.0157), (, 0.0002), (, -0.0025), (, -0.0047), (, 0.0015), (, -0.0059), (, -0.0025), (, -0.0002), (, -0.0002), (, -0.0025), (, -0.0175), (, 0.0015), (, 0.0015), (, 0.0052), (, -0.0025)] -19:00:56,341 root INFO ContextualMultiArmedBanditAgent - exp=[0.0015 0.1426 0.0285 0.0711 0.041 ] probs=[0.2018 0.2179 0.1977 0.1881 0.1946] -19:00:57,466 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.0034760000000000004 std=0.005470742545578252 min=-0.0175 max=0.0066 -19:00:57,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, -0.0059), (, 0.0002), (, -0.0038), (, -0.0025), (, -0.0025), (, -0.0002), (, -0.0028), (, -0.0175), (, -0.0002), (, 0.0007), (, -0.0002), (, -0.0032), (, -0.0025), (, -0.0002), (, -0.0021), (, -0.0025), (, -0.0028), (, 0.0066), (, -0.0028), (, -0.0025), (, -0.0157), (, -0.0047), (, -0.0025), (, 0.0002)] -19:00:58,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.0926 0.1819 0.0275 0.0942 0.0894] probs=[0.1982 0.2195 0.1962 0.1944 0.1917] -19:00:59,512 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.00321 std=0.005180241307120741 min=-0.0175 max=0.0066 -19:00:59,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0175), (, 0.0002), (, -0.0021), (, -0.0002), (, -0.0002), (, -0.0028), (, -0.0157), (, -0.0032), (, -0.0022), (, -0.0071), (, -0.0025), (, -0.0002), (, -0.0011), (, -0.0025), (, 0.0007), (, 0.0066), (, -0.0028), (, -0.0034), (, -0.0047), (, 0.0015), (, -0.0007), (, -0.0025), (, -0.0175), (, -0.0025), (, -0.0038), (, -0.0025), (, -0.0025), (, -0.0059), (, 0.001), (, -0.0002)] -19:01:00,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.1909 0.0682 0.0808 0.0957] probs=[0.1936 0.2235 0.1965 0.1929 0.1936] -19:01:01,698 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0031379310344827587 std=0.00485417799377441 min=-0.0175 max=0.0052 -19:01:01,699 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0071), (, -0.0007), (, -0.0038), (, -0.0047), (, -0.0175), (, 0.001), (, -0.0025), (, -0.0028), (, -0.0025), (, -0.0025), (, -0.0025), (, -0.0025), (, 0.0052), (, -0.0032), (, -0.0116), (, -0.0007), (, -0.0022), (, -0.0024), (, -0.0035), (, -0.0071), (, -0.0157), (, 0.001), (, -0.0032), (, 0.001), (, 0.0007), (, 0.0032), (, -0.0025), (, -0.0034), (, 0.0015)] -19:01:02,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.0877 0.2308 0.056 0.1077 0.1053] probs=[0.1928 0.2145 0.1989 0.2017 0.1921] -19:01:03,788 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0035772727272727275 std=0.005278251416570541 min=-0.0175 max=0.0052 -19:01:03,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0116), (, -0.0116), (, -0.0024), (, 0.001), (, -0.0034), (, 0.0052), (, -0.0032), (, -0.0038), (, -0.0032), (, -0.0047), (, -0.0111), (, -0.0015), (, 0.001), (, 0.0025), (, -0.0071), (, -0.0022), (, -0.0035), (, 0.0021), (, -0.0022), (, -0.0025), (, 0.001), (, -0.0175)] -19:01:04,357 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.2171 0.087 0.1107 0.0598] probs=[0.2017 0.2067 0.1957 0.1969 0.199 ] -19:01:05,385 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0036269230769230766 std=0.004842246593370263 min=-0.0175 max=0.0025 -19:01:05,386 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0116), (, -0.0093), (, 0.001), (, -0.0027), (, -0.0011), (, -0.0024), (, -0.0021), (, -0.003), (, -0.0011), (, 0.0025), (, 0.001), (, -0.0116), (, -0.0032), (, -0.0015), (, 0.001), (, -0.0111), (, -0.0003), (, -0.0032), (, -0.0038), (, -0.0034), (, 0.0021), (, -0.0035), (, 0.001), (, -0.0034), (, -0.0175), (, -0.0071)] -19:01:06,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1365 0.2 0.0882 0.0943 0.1045] probs=[0.2051 0.2013 0.1939 0.196 0.2037] -19:01:07,439 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0036629629629629634 std=0.004834838704127011 min=-0.0175 max=0.0064 -19:01:07,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0116), (, -0.0032), (, 0.0064), (, -0.0038), (, -0.0021), (, 0.003), (, -0.0034), (, -0.0089), (, -0.0093), (, -0.0175), (, -0.0003), (, -0.0032), (, -0.0), (, -0.0063), (, 0.0025), (, 0.001), (, -0.0022), (, -0.0027), (, -0.0014), (, -0.001), (, -0.0035), (, -0.0071), (, -0.0027), (, -0.0111), (, -0.0), (, -0.0011), (, -0.003), (, -0.003)] -19:01:08,210 root INFO ContextualMultiArmedBanditAgent - exp=[0.1824 0.176 0.1382 0.125 0.1609] probs=[0.1939 0.2095 0.2044 0.1983 0.1938] -19:01:09,477 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=28 avg=-0.003910714285714285 std=0.00441566523751472 min=-0.0175 max=0.0025 -19:01:09,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.001), (, -0.0116), (, -0.0038), (, -0.0089), (, -0.0035), (, -0.0071), (, -0.0027), (, -0.0093), (, -0.0011), (, -0.003), (, 0.0025), (, -0.0175), (, -0.0014), (, -0.003), (, 0.0017), (, -0.0111), (, -0.0057), (, -0.0015), (, -0.0027), (, -0.003), (, 0.0), (, -0.0034), (, -0.0032), (, -0.0021), (, -0.0022), (, -0.0008), (, -0.0003), (, 0.0025)] -19:01:10,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0602 0.0305 0.0377 0.0794] probs=[0.1969 0.21 0.196 0.2007 0.1964] -19:01:11,627 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.00336 std=0.003892008907149794 min=-0.0116 max=0.0039 -19:01:11,628 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0017), (, 0.0025), (, -0.0016), (, -0.0015), (, 0.0), (, 0.0025), (, -0.0035), (, -0.0027), (, -0.003), (, -0.0093), (, 0.0), (, -0.0022), (, -0.0089), (, -0.0116), (, 0.0039), (, -0.0111), (, -0.0008), (, -0.0003), (, -0.0057), (, -0.0002), (, -0.0057), (, -0.0071), (, -0.0027), (, -0.0032), (, -0.0022), (, 0.0017), (, -0.008), (, -0.0034), (, -0.0003), (, -0.0021), (, -0.0063)] -19:01:12,445 root INFO ContextualMultiArmedBanditAgent - exp=[0.1071 0.1628 0.1128 0.1063 0.1224] probs=[0.2002 0.2059 0.1931 0.2108 0.19 ] -19:01:13,652 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0033206896551724136 std=0.003829142274564697 min=-0.0116 max=0.0025 -19:01:13,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.008), (, 0.0), (, -0.0014), (, -0.0007), (, 0.0003), (, -0.0008), (, 0.0017), (, -0.0093), (, -0.0021), (, -0.0063), (, -0.0111), (, -0.0002), (, -0.0022), (, -0.0017), (, -0.0014), (, -0.0003), (, -0.0057), (, 0.0015), (, 0.0), (, -0.0015), (, 0.0025), (, -0.0116), (, -0.0016), (, -0.0022), (, -0.0071), (, -0.0035), (, -0.0089), (, -0.0), (, 0.0007), (, -0.0057), (, -0.0034)] -19:01:14,509 root INFO ContextualMultiArmedBanditAgent - exp=[0.0273 0.0334 0.0646 0.0398 0.0581] probs=[0.2012 0.2014 0.1977 0.2039 0.1958] -19:01:15,721 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=31 avg=-0.0032516129032258067 std=0.004175803648188047 min=-0.0117 max=0.006 -19:01:15,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0014), (, -0.0006), (, -0.0014), (, -0.0069), (, -0.0002), (, -0.0093), (, 0.006), (, -0.0014), (, -0.0017), (, -0.0057), (, -0.0063), (, -0.0025), (, -0.0015), (, 0.0007), (, -0.008), (, -0.0024), (, -0.0022), (, -0.0034), (, -0.0002), (, -0.0116), (, -0.0002), (, -0.0008), (, -0.0111), (, -0.0), (, -0.0117), (, 0.0003), (, 0.0015), (, -0.001), (, -0.0019), (, -0.0007), (, -0.0089)] -19:01:16,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1398 0.1055 0.1053 0.1368] probs=[0.2065 0.1984 0.1948 0.1969 0.2034] -19:01:17,835 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0031357142857142864 std=0.004085183531959845 min=-0.0117 max=0.0036 -19:01:17,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0117), (, -0.001), (, -0.0015), (, -0.0019), (, -0.0008), (, 0.0036), (, -0.0116), (, -0.0014), (, -0.005), (, -0.0022), (, 0.0033), (, 0.0007), (, -0.0063), (, -0.0008), (, -0.0089), (, -0.0002), (, -0.0117), (, -0.0044), (, -0.0007), (, -0.0033), (, -0.0034), (, -0.0024), (, -0.008), (, -0.0057), (, -0.0002), (, -0.0025), (, 0.0004), (, -0.0002)] -19:01:18,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.0221 0.0564 0.0043 0.0403 0.0648] probs=[0.1969 0.2071 0.1879 0.2036 0.2045] -19:01:19,836 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0032629629629629627 std=0.0032684970096868624 min=-0.0117 max=0.0038 -19:01:19,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0063), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0025), (, -0.0), (, -0.008), (, -0.0024), (, -0.0044), (, -0.0034), (, -0.005), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0009), (, -0.0049), (, -0.0007), (, -0.0002), (, -0.0033), (, -0.0046), (, -0.0048), (, -0.001), (, 0.0038), (, -0.0076), (, -0.0117), (, -0.0089), (, -0.0022), (, -0.0017)] -19:01:20,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.1043 0.102 0.0888 0.0836 0.0703] probs=[0.1949 0.2038 0.2066 0.2033 0.1914] -19:01:21,962 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.0030115384615384618 std=0.003556178472102291 min=-0.0117 max=0.0037 -19:01:21,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0048), (, -0.0005), (, -0.0009), (, -0.0017), (, -0.0063), (, -0.0002), (, -0.0049), (, -0.0034), (, 0.0014), (, -0.0002), (, -0.008), (, 0.0006), (, -0.001), (, -0.0046), (, -0.0005), (, -0.0076), (, -0.0), (, -0.0033), (, 0.0006), (, -0.0005), (, -0.0089), (, -0.0117), (, -0.0007), (, 0.0037), (, -0.005), (, -0.005)] -19:01:22,646 root INFO ContextualMultiArmedBanditAgent - exp=[0.116 0.1153 0.065 0.1526 0.1182] probs=[0.1952 0.2022 0.1959 0.2053 0.2014] -19:01:23,755 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.002882608695652174 std=0.00310310534141598 min=-0.0117 max=0.0014 -19:01:23,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.001), (, 0.0004), (, -0.0), (, -0.0117), (, -0.0076), (, -0.0017), (, 0.0006), (, -0.0049), (, -0.0013), (, -0.0063), (, -0.0034), (, -0.0046), (, -0.0014), (, -0.005), (, -0.0005), (, 0.0006), (, 0.0014), (, -0.0048), (, -0.0005), (, 0.0), (, -0.001), (, -0.0), (, -0.0002), (, -0.005), (, -0.0034)] -19:01:24,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.1281 0.0842 0.1176 0.1293] probs=[0.194 0.2048 0.2078 0.1979 0.1956] -19:01:25,515 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.002708695652173913 std=0.0029554537713063493 min=-0.0117 max=0.0014 -19:01:25,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.001), (, 0.0014), (, -0.0049), (, -0.005), (, -0.0014), (, -0.001), (, 0.0005), (, -0.0005), (, -0.0046), (, -0.0076), (, -0.0014), (, -0.0034), (, -0.0039), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0027), (, -0.005), (, -0.0007), (, -0.0005), (, -0.0002), (, -0.0117), (, -0.0034)] -19:01:26,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.0908 0.077 0.0487 0.0575 0.0695] probs=[0.2013 0.1955 0.1965 0.2058 0.201 ] -19:01:27,387 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=27 avg=-0.002340740740740741 std=0.003309946766860655 min=-0.0117 max=0.0014 -19:01:27,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0076), (, 0.0011), (, -0.0), (, -0.0001), (, -0.0039), (, -0.0117), (, -0.0102), (, 0.0005), (, -0.0034), (, -0.0049), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0001), (, -0.0014), (, -0.0002), (, -0.0001), (, 0.001), (, -0.0007), (, -0.0007), (, -0.0027), (, -0.005), (, -0.0014), (, -0.001), (, -0.001), (, -0.005), (, 0.0014)] -19:01:28,148 root INFO ContextualMultiArmedBanditAgent - exp=[0.073 0.1144 0.1115 0.0726 0.0997] probs=[0.1988 0.2003 0.1937 0.2129 0.1943] -19:01:29,444 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0029318181818181817 std=0.0042111741359513715 min=-0.0117 max=0.0022 -19:01:29,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.001), (, -0.0012), (, -0.0036), (, -0.0102), (, -0.0003), (, -0.0117), (, -0.0), (, 0.0022), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0006), (, -0.0007), (, -0.0001), (, 0.001), (, -0.005), (, -0.0027), (, -0.005), (, -0.0), (, -0.0049), (, -0.0113), (, -0.0006), (, 0.0005), (, 0.0014)] -19:01:30,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1005 0.0979 0.0938 0.1002] probs=[0.2042 0.1966 0.1826 0.2003 0.2162] -19:01:31,390 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0023708333333333333 std=0.0037728723768797458 min=-0.0113 max=0.0043 -19:01:31,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0022), (, -0.0011), (, 0.0), (, -0.0007), (, -0.005), (, -0.0049), (, -0.0027), (, -0.005), (, -0.0006), (, -0.001), (, 0.0002), (, -0.0001), (, -0.0036), (, 0.0008), (, 0.0002), (, -0.0102), (, -0.0003), (, -0.0012), (, -0.0113), (, 0.0043), (, -0.0), (, 0.0), (, -0.0007), (, -0.0034), (, -0.0024), (, -0.0002)] -19:01:32,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.0887 0.096 0.0995 0.1227] probs=[0.1994 0.2023 0.1982 0.1999 0.2002] -19:01:33,284 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=25 avg=-0.0018440000000000002 std=0.00402393638120684 min=-0.0113 max=0.0062 -19:01:33,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0), (, -0.0113), (, -0.0034), (, 0.0022), (, -0.005), (, -0.0012), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0002), (, 0.0008), (, 0.0062), (, -0.0036), (, -0.0024), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0049), (, 0.0002), (, -0.0027), (, -0.0006), (, -0.0005), (, 0.0), (, -0.001), (, 0.0002), (, -0.0102), (, 0.0043)] -19:01:34,109 root INFO ContextualMultiArmedBanditAgent - exp=[0.1036 0.1154 0.11 0.163 0.1388] probs=[0.1961 0.2037 0.2013 0.199 0.1999] -19:01:35,297 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.001142857142857143 std=0.004265679360683742 min=-0.0113 max=0.0075 -19:01:35,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0), (, -0.0102), (, -0.0027), (, -0.0012), (, -0.0113), (, -0.0008), (, -0.0002), (, -0.0004), (, -0.0007), (, -0.0), (, -0.0036), (, 0.003), (, 0.0022), (, 0.0038), (, -0.0017), (, -0.0), (, 0.0075), (, -0.005), (, 0.0), (, -0.0024), (, -0.0006), (, 0.0062), (, -0.0005), (, 0.0023), (, -0.0031), (, -0.0006), (, -0.0005), (, -0.0034), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0017), (, -0.0)] -19:01:36,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.0134 0.0331 0.0342 0.0619 0.0421] probs=[0.205 0.1975 0.198 0.1972 0.2023] -19:01:37,659 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0009074074074074076 std=0.0043395618421872215 min=-0.0113 max=0.0075 -19:01:37,660 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0022), (, -0.0007), (, -0.0031), (, -0.0024), (, 0.0045), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0102), (, 0.0014), (, -0.0005), (, 0.0), (, -0.0), (, 0.0013), (, 0.0062), (, -0.0002), (, 0.0017), (, -0.0006), (, 0.0023), (, 0.0005), (, 0.0), (, 0.0022), (, -0.0113), (, 0.0075), (, -0.0005), (, -0.0034), (, -0.0017), (, 0.0012), (, -0.0), (, -0.005), (, -0.0005)] -19:01:38,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0645 0.077 0.0303 0.0583 0.0764] probs=[0.1981 0.2002 0.1994 0.2018 0.2006] -19:01:39,995 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0017483870967741936 std=0.003823515606361712 min=-0.0113 max=0.0062 -19:01:39,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0007), (, 0.0001), (, -0.0016), (, -0.005), (, -0.0031), (, -0.0005), (, -0.0034), (, 0.0062), (, 0.0), (, -0.0024), (, -0.0), (, 0.0045), (, 0.0), (, 0.0001), (, -0.0004), (, 0.0013), (, -0.0035), (, 0.0), (, -0.0022), (, -0.0102), (, -0.0), (, 0.0005), (, -0.0004), (, -0.0024), (, -0.0113), (, 0.0), (, -0.0062), (, -0.0005), (, -0.005), (, 0.0014), (, -0.0004), (, -0.0005), (, 0.0005), (, -0.0017), (, 0.0015), (, 0.0013), (, -0.0)] -19:01:41,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1373 0.1438 0.1434 0.0915 0.1511] probs=[0.1966 0.2043 0.2019 0.1954 0.2018] -19:01:42,698 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0015321428571428571 std=0.003512127313368085 min=-0.0113 max=0.0039 -19:01:42,698 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, 0.0), (, 0.0013), (, 0.0), (, -0.0062), (, -0.005), (, -0.0005), (, -0.0113), (, 0.0011), (, -0.0004), (, -0.0031), (, -0.0021), (, -0.0), (, -0.0022), (, -0.0102), (, -0.0024), (, -0.0007), (, -0.0005), (, 0.0005), (, -0.001), (, -0.0075), (, 0.0001), (, -0.0003), (, -0.0004), (, 0.0027), (, 0.0013), (, -0.0016), (, 0.0039), (, 0.0005), (, -0.0), (, 0.0015), (, -0.0)] -19:01:43,700 root INFO ContextualMultiArmedBanditAgent - exp=[0.0597 0.0658 0.0258 0.0611 0.0466] probs=[0.1985 0.2026 0.1955 0.2013 0.2021] -19:01:45,69 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=33 avg=-0.0013272727272727273 std=0.0036029678614259548 min=-0.0113 max=0.0039 -19:01:45,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0007), (, 0.0), (, -0.005), (, 0.0004), (, 0.0039), (, -0.0062), (, -0.0005), (, 0.0014), (, -0.0009), (, -0.0005), (, -0.0031), (, 0.0007), (, -0.0021), (, 0.0004), (, -0.0022), (, -0.0), (, 0.0015), (, -0.0113), (, 0.0013), (, -0.0016), (, -0.001), (, -0.0024), (, 0.0027), (, 0.0027), (, -0.0102), (, -0.0004), (, 0.0031), (, 0.0013), (, 0.0005), (, 0.0005), (, -0.0004), (, -0.0075), (, -0.0004), (, -0.0003)] -19:01:46,377 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.1044 0.1235 0.1067 0.129 ] probs=[0.197 0.2021 0.1977 0.2038 0.1994] -19:01:47,871 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.00124 std=0.0036381863613619355 min=-0.0113 max=0.0031 -19:01:47,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0004), (, 0.0014), (, 0.0005), (, 0.0), (, -0.0075), (, -0.0005), (, 0.0005), (, -0.0), (, 0.0004), (, 0.0013), (, -0.0102), (, 0.0005), (, 0.0025), (, 0.0), (, 0.0007), (, -0.0113), (, 0.0004), (, -0.001), (, -0.0004), (, 0.0013), (, -0.0007), (, 0.0002), (, 0.0021), (, -0.0004), (, 0.0005), (, -0.0004), (, -0.0062), (, 0.0031), (, -0.0007), (, 0.0009), (, -0.005), (, -0.0021)] -19:01:48,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.0628 0.0707 0.099 0.1038 0.1077] probs=[0.1991 0.2052 0.2006 0.197 0.1981] -19:01:50,442 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0016310344827586208 std=0.003488019243093456 min=-0.0113 max=0.0014 -19:01:50,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0005), (, 0.0009), (, 0.0005), (, -0.0005), (, -0.0102), (, -0.0004), (, -0.0062), (, 0.0007), (, 0.0005), (, 0.0014), (, -0.0004), (, -0.0011), (, -0.003), (, 0.0005), (, -0.005), (, -0.0113), (, -0.0), (, -0.0007), (, 0.0006), (, 0.0), (, -0.001), (, -0.0014), (, 0.0005), (, -0.0075), (, 0.0013), (, 0.0002), (, 0.0005), (, 0.0), (, 0.0009), (, 0.0004), (, 0.0005)] -19:01:51,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0159 0.0427 0.0327 0.0492 0.0413] probs=[0.1998 0.2077 0.1982 0.1983 0.196 ] -19:01:52,825 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0016555555555555557 std=0.0034086310202336018 min=-0.0113 max=0.0014 -19:01:52,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0006), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0014), (, 0.0005), (, 0.0005), (, -0.0), (, -0.005), (, -0.0), (, -0.0075), (, 0.0009), (, -0.0011), (, 0.0002), (, -0.0013), (, 0.0009), (, -0.0005), (, 0.0), (, -0.001), (, -0.0024), (, 0.0005), (, 0.0005), (, -0.0113), (, -0.0102), (, -0.0014), (, -0.0004), (, 0.0005), (, -0.0007), (, 0.0004)] -19:01:53,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.016 0.0518 0.0495 0.0224 0.0267] probs=[0.2026 0.1991 0.195 0.2025 0.2007] -19:01:55,44 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0013428571428571426 std=0.0024845851294141887 min=-0.0075 max=0.0009 -19:01:55,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0011), (, 0.0), (, -0.0075), (, -0.0005), (, -0.0001), (, -0.0075), (, -0.0014), (, 0.0004), (, 0.0005), (, -0.0013), (, 0.0), (, 0.0004), (, 0.0), (, -0.005), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0001), (, -0.0024), (, -0.0036), (, -0.001), (, 0.0009), (, 0.0001), (, -0.0), (, 0.0006), (, -0.0005), (, -0.0009), (, -0.0007), (, 0.0005), (, 0.0002)] -19:01:56,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.0842 0.0444 0.0728 0.0769] probs=[0.2083 0.1936 0.1964 0.2002 0.2015] -19:01:57,527 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0015499999999999997 std=0.0025097666368466554 min=-0.0075 max=0.0005 -19:01:57,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.001), (, -0.0036), (, -0.0068), (, 0.0004), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0014), (, -0.0001), (, -0.0002), (, -0.001), (, 0.0005), (, -0.0075), (, -0.0004), (, 0.0004), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0009), (, -0.0024), (, -0.0005), (, -0.0075), (, 0.0), (, -0.0006), (, 0.0005), (, 0.0001), (, -0.0011), (, -0.0), (, 0.0), (, -0.0013), (, 0.0), (, -0.0), (, 0.0)] -19:01:58,559 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.1383 0.136 0.0827 0.132 ] probs=[0.2009 0.2048 0.1975 0.1955 0.2013] -19:02:00,16 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.001548148148148148 std=0.002482437626738025 min=-0.0075 max=0.0005 -19:02:00,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0004), (, -0.0011), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0024), (, 0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0003), (, 0.0004), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0), (, -0.0002), (, 0.0001), (, -0.001), (, -0.0), (, -0.0068), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0075), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0075), (, -0.0006), (, -0.0036)] -19:02:01,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1234 0.1184 0.1189 0.1145] probs=[0.2013 0.1997 0.1971 0.2045 0.1974] -19:02:02,312 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0013566666666666666 std=0.0029367423372770648 min=-0.0075 max=0.007 -19:02:02,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0), (, 0.0002), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0036), (, 0.0005), (, 0.0001), (, -0.0024), (, -0.0053), (, -0.0002), (, -0.001), (, -0.0004), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0), (, 0.007), (, 0.0014), (, -0.0075), (, -0.0022), (, -0.0006), (, -0.0068), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0075), (, -0.001), (, -0.0001), (, 0.0)] -19:02:03,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1196 0.1235 0.0972 0.1179 0.1514] probs=[0.1992 0.2053 0.2 0.1919 0.2035] -19:02:04,854 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0014258064516129033 std=0.0026292360894662778 min=-0.0075 max=0.0023 -19:02:04,855 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0003), (, -0.001), (, -0.0002), (, -0.0001), (, 0.0023), (, -0.0015), (, -0.0001), (, -0.0075), (, -0.0006), (, 0.0005), (, -0.0003), (, -0.0036), (, 0.0), (, 0.0023), (, 0.0002), (, -0.0006), (, -0.0001), (, -0.0), (, 0.0014), (, -0.0068), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0053), (, -0.0002), (, -0.0002), (, -0.0024), (, -0.0007), (, -0.0006), (, 0.0001), (, -0.0022), (, 0.0), (, -0.0075), (, -0.0015)] -19:02:05,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1301 0.1448 0.1114 0.1201] probs=[0.1949 0.2042 0.2016 0.1989 0.2003] -19:02:07,326 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0013538461538461536 std=0.0030020801466817287 min=-0.0075 max=0.0023 -19:02:07,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0014), (, -0.0006), (, 0.0007), (, -0.0068), (, 0.0), (, -0.0036), (, -0.0007), (, -0.0002), (, 0.0009), (, 0.0023), (, 0.0), (, 0.0002), (, -0.0015), (, -0.0003), (, -0.0002), (, 0.0013), (, 0.0), (, 0.0015), (, -0.0022), (, 0.0014), (, 0.0023), (, -0.0075), (, 0.0001), (, -0.0075), (, -0.0024), (, -0.0053), (, -0.0015), (, -0.0002)] -19:02:08,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.0634 0.0319 0.0128 0.032 ] probs=[0.2062 0.1957 0.1988 0.1991 0.2002] -19:02:09,688 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.0013099999999999997 std=0.0031381363896427444 min=-0.0075 max=0.0023 -19:02:09,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0), (, -0.0002), (, 0.0011), (, -0.0022), (, 0.0001), (, -0.0003), (, -0.0015), (, 0.0009), (, 0.0014), (, 0.001), (, 0.0004), (, -0.0015), (, 0.0015), (, -0.0068), (, 0.0014), (, -0.0075), (, -0.0007), (, -0.0013), (, -0.0075), (, 0.0), (, 0.0023)] -19:02:10,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0665 0.0437 0.046 0.0855 0.0244] probs=[0.2028 0.2009 0.1981 0.2009 0.1974] -19:02:11,657 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0020285714285714286 std=0.003011982871187439 min=-0.0075 max=0.0011 -19:02:11,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0011), (, 0.0009), (, -0.0075), (, -0.0015), (, -0.0068), (, -0.0002), (, 0.0011), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0015), (, -0.0023), (, 0.0011), (, 0.0), (, 0.0), (, -0.0075)] -19:02:12,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.0729 0.0755 0.0924 0.0573 0.1054] probs=[0.1971 0.1933 0.1984 0.2113 0.1998] -19:02:13,421 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0016368421052631581 std=0.001923596009209886 min=-0.0068 max=0.001 -19:02:13,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0023), (, -0.0034), (, 0.0002), (, 0.0009), (, -0.0043), (, -0.0027), (, -0.0031), (, -0.0068), (, 0.001), (, -0.0021), (, -0.0011), (, -0.0015), (, 0.0002), (, -0.0003), (, -0.0015)] -19:02:14,157 root INFO ContextualMultiArmedBanditAgent - exp=[0.1286 0.2171 0.1944 0.0983 0.1718] probs=[0.2013 0.2061 0.2015 0.1929 0.1982] -19:02:15,332 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0024066666666666668 std=0.0017684142300063324 min=-0.0068 max=0.0016 -19:02:15,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0026), (, -0.0011), (, -0.0023), (, -0.0034), (, -0.0023), (, -0.0003), (, -0.0027), (, 0.0016), (, -0.0068), (, -0.0043), (, -0.0023), (, -0.0021), (, -0.0021), (, -0.0031)] -19:02:15,869 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.0647 0.1553 0.0961 0.0744] probs=[0.1969 0.2058 0.1959 0.2029 0.1985] -19:02:16,894 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.001495238095238095 std=0.002219711733853271 min=-0.0043 max=0.0048 -19:02:16,895 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0023), (, -0.0001), (, -0.0026), (, -0.0003), (, -0.0001), (, -0.0034), (, 0.0048), (, 0.0041), (, -0.0031), (, -0.0023), (, -0.0023), (, -0.0027), (, -0.0023), (, -0.0001), (, -0.0033), (, -0.0021), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0021)] -19:02:17,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.1323 0.1773 0.088 0.0836 0.152 ] probs=[0.2059 0.1961 0.199 0.2016 0.1973] -19:02:18,833 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012210526315789476 std=0.002494747945789191 min=-0.0043 max=0.0048 -19:02:18,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0034), (, -0.0023), (, -0.0031), (, -0.0023), (, -0.0033), (, -0.0023), (, -0.0002), (, 0.0004), (, -0.0043), (, -0.0027), (, 0.0023), (, 0.0048), (, 0.0007), (, -0.0023), (, -0.0021), (, -0.0026), (, 0.0041)] -19:02:19,512 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0098 -0.0004 -0.0013 -0.0014] probs=[0.2118 0.203 0.1949 0.1981 0.1922] -19:02:20,751 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0014842105263157897 std=0.0023403245744070215 min=-0.0043 max=0.0048 -19:02:20,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0026), (, -0.0023), (, -0.0031), (, -0.0023), (, -0.0043), (, -0.0023), (, -0.0006), (, -0.0041), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0027), (, -0.002), (, -0.0002), (, -0.0002), (, -0.0033), (, 0.0048), (, 0.0041)] -19:02:21,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.1959 0.1403 0.1568 0.1448 0.1058] probs=[0.2062 0.1963 0.2019 0.199 0.1966] -19:02:22,774 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0008941176470588236 std=0.0024394962325267307 min=-0.0043 max=0.0048 -19:02:22,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.002), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0043), (, 0.0), (, -0.0006), (, -0.0041), (, -0.0033), (, 0.0041), (, -0.0026), (, 0.0048), (, -0.0031), (, -0.0027), (, -0.0), (, -0.0001)] -19:02:23,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.1232 0.0738 0.0573 0.049 0.0921] probs=[0.1971 0.2034 0.1946 0.2054 0.1994] -19:02:24,970 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0018294117647058824 std=0.0017811974511158471 min=-0.0049 max=0.0012 -19:02:24,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0), (, -0.0002), (, -0.0027), (, -0.0029), (, -0.0031), (, 0.0001), (, -0.0006), (, -0.0007), (, 0.0002), (, -0.0033), (, -0.0002), (, -0.0), (, 0.0012), (, -0.0043), (, -0.002), (, -0.0029), (, -0.0049), (, -0.0041)] -19:02:25,683 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0578 0.0785 0.0712 0.0783] probs=[0.1998 0.1962 0.1915 0.2051 0.2074] -19:02:26,843 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0018124999999999999 std=0.0016741446821188024 min=-0.0049 max=0.0012 -19:02:26,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0024), (, -0.0041), (, -0.0029), (, -0.001), (, -0.0036), (, -0.0007), (, -0.0002), (, -0.0029), (, 0.0001), (, -0.0029), (, -0.0002), (, -0.002), (, -0.0033), (, -0.0049), (, 0.0007), (, 0.0012), (, -0.0043), (, -0.0031), (, -0.0029), (, 0.0002), (, -0.0019), (, -0.0002)] -19:02:27,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.1176 0.1708 0.1664 0.1379 0.1397] probs=[0.2027 0.194 0.2023 0.2064 0.1946] -19:02:29,68 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013772727272727272 std=0.001902135598402686 min=-0.0049 max=0.0025 -19:02:29,68 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0008), (, -0.0029), (, -0.0007), (, -0.0015), (, 0.0005), (, -0.0002), (, -0.0029), (, -0.0002), (, -0.0031), (, -0.0002), (, 0.0025), (, 0.0007), (, -0.0049), (, -0.0002), (, -0.0009), (, -0.0029), (, 0.0012), (, -0.0041), (, -0.0036), (, -0.0024), (, -0.0029)] -19:02:29,844 root INFO ContextualMultiArmedBanditAgent - exp=[0.0975 0.1224 0.1083 0.0962 0.0866] probs=[0.2074 0.2014 0.1914 0.2043 0.1954] -19:02:30,955 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.0013375000000000001 std=0.001415630748700616 min=-0.0049 max=0.0008 -19:02:30,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0029), (, -0.0029), (, -0.0024), (, 0.0007), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0031), (, -0.0029), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0023), (, -0.0015), (, -0.0049), (, -0.0029), (, -0.0002), (, 0.0008), (, -0.0004)] -19:02:31,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.0342 0.0754 0.0443 0.0297 0.0567] probs=[0.1964 0.2031 0.1972 0.2011 0.2023] -19:02:33,134 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0011208333333333335 std=0.0010939146701436796 min=-0.0031 max=0.0007 -19:02:33,134 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0024), (, -0.0029), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0008), (, 0.0007), (, -0.0004), (, -0.0009), (, -0.0031), (, -0.0007), (, -0.0004), (, -0.0002), (, -0.0024), (, -0.0002), (, -0.0029), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0023), (, -0.0015), (, -0.0), (, -0.0003), (, -0.001), (, -0.0029)] -19:02:34,51 root INFO ContextualMultiArmedBanditAgent - exp=[0.0895 0.1392 0.0857 0.0961 0.1409] probs=[0.1916 0.2048 0.2022 0.1986 0.2027] -19:02:35,354 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.0007840000000000001 std=0.0008942840711988557 min=-0.0031 max=0.0007 -19:02:35,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0003), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0), (, 0.0), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0015), (, -0.001), (, -0.0023), (, -0.0), (, -0.0024), (, -0.0007), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0008), (, -0.0004), (, 0.0007)] -19:02:36,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.068 0.0743 0.0613 0.0952 0.048 ] probs=[0.1959 0.2096 0.1997 0.1931 0.2018] -19:02:37,767 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=24 avg=-0.0006 std=0.0008636164272021076 min=-0.0024 max=0.0014 -19:02:37,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0005), (, -0.0003), (, -0.001), (, -0.0007), (, -0.0002), (, 0.0014), (, -0.0), (, -0.0), (, -0.0023), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0024), (, -0.0007), (, -0.0015), (, 0.0003), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0009), (, 0.0002)] -19:02:38,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0705 0.0558 0.0755 0.0878 0.0519] probs=[0.2023 0.1992 0.2047 0.1914 0.2023] -19:02:40,84 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.00045238095238095226 std=0.0009599697652079353 min=-0.0024 max=0.0014 -19:02:40,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0007), (, -0.0004), (, -0.0024), (, -0.0), (, 0.0004), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0023), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0024), (, 0.0014), (, -0.0007), (, 0.0), (, 0.0011), (, -0.0001), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.001)] -19:02:40,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.1609 0.1964 0.1531 0.1036 0.1259] probs=[0.1959 0.2104 0.1883 0.2068 0.1986] -19:02:42,269 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0006933333333333333 std=0.0010636206508379238 min=-0.0028 max=0.0011 -19:02:42,269 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0011), (, -0.0024), (, -0.0), (, 0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0028), (, -0.001), (, 0.0002), (, -0.001), (, -0.0004), (, 0.0004), (, -0.0008), (, -0.0024), (, -0.0), (, 0.0)] -19:02:42,994 root INFO ContextualMultiArmedBanditAgent - exp=[0.1158 0.1518 0.1125 0.1092 0.0857] probs=[0.1969 0.2026 0.1976 0.2012 0.2017] -19:02:44,426 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=13 avg=-0.0010538461538461537 std=0.0011125959834932025 min=-0.0028 max=0.0004 -19:02:44,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0), (, -0.0004), (, -0.0), (, 0.0004), (, -0.0), (, -0.0008), (, -0.001), (, -0.0), (, -0.0024), (, -0.001), (, -0.0024), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0002), (, 0.0), (, -0.0), (, -0.0004), (, 0.0), (, -0.0028)] -19:02:45,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.0735 0.0629 0.0651 0.0484 0.0303] probs=[0.2004 0.1998 0.1946 0.2084 0.1969] -19:02:46,459 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=10 avg=-0.00113 std=0.001093663568013491 min=-0.0028 max=0.0006 -19:02:46,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0009), (, -0.0008), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, 0.0006), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0004), (, -0.0028), (, -0.0)] -19:02:47,54 root INFO ContextualMultiArmedBanditAgent - exp=[0.133 0.0613 0.0898 0.1503 0.0915] probs=[0.194 0.2056 0.1923 0.2073 0.2008] -19:02:48,106 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.000876923076923077 std=0.0008486675947569416 min=-0.0028 max=0.0006 -19:02:48,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0024), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0), (, 0.0006), (, -0.0028), (, -0.001), (, 0.0)] -19:02:48,757 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.0635 0.0752 0.0983 0.104 ] probs=[0.2078 0.196 0.1982 0.1912 0.2069] -19:02:50,771 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:02:50,773 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.12618125 std=0.30286234748386515 min=-0.1211 max=1.1943 -19:02:50,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0584), (, 0.1277), (, 0.0378), (, -0.0572), (, -0.0137), (, 0.1277), (, 0.1154), (, -0.041), (, -0.0496), (, 0.1485), (, -0.1211), (, 0.1894), (, -0.0484), (, 1.1943), (, 0.4003), (, -0.0496)] -19:02:51,108 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.2377 0.1529 0.1705 0.0583] probs=[0.1969 0.2065 0.2106 0.186 0.2 ] -19:02:52,190 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01798 std=0.0823852632453159 min=-0.1211 max=0.1277 -19:02:52,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, 0.1154), (, -0.0572), (, -0.0137), (, 0.0378), (, -0.0496), (, -0.0484), (, 0.1277), (, -0.0496), (, -0.1211)] -19:02:52,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.1889 0.072 0.0938 0.087 ] probs=[0.192 0.2157 0.1928 0.1968 0.2027] -19:02:53,204 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.05286250000000001 std=0.048895448088242324 min=-0.1211 max=0.0378 -19:02:53,204 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.0496), (, -0.0137), (, -0.0484), (, -0.0496), (, 0.0378), (, -0.0572), (, -0.1211)] -19:02:53,369 root INFO ContextualMultiArmedBanditAgent - exp=[0.1091 0.2165 0.0417 0.1792 0.0933] probs=[0.1967 0.204 0.1977 0.2057 0.1959] -19:02:54,276 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.05615 std=0.04324710973001549 min=-0.1211 max=0.0115 -19:02:54,276 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.0572), (, -0.1211), (, -0.0484), (, -0.0496), (, -0.0496), (, -0.0137), (, 0.0115)] -19:02:54,447 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.1279 0.0007 0.0279 -0.0068] probs=[0.1875 0.2299 0.1896 0.2024 0.1907] -19:02:55,368 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 -19:02:55,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211)] -19:02:55,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.8358 0.4078 0.7133 0.1597 0.2898] probs=[0.1908 0.2228 0.194 0.2001 0.1923] -19:02:56,240 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 -19:02:56,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211)] -19:02:56,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.094 0.288 0.3957 0.2557 0.1629] probs=[0.2231 0.1985 0.2198 0.1578 0.2008] -19:02:57,136 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 -19:02:57,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211)] -19:02:57,197 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0158 0.1352 0.0009 0.0321 -0.0076] probs=[0.1909 0.2221 0.1942 0.2003 0.1925] -19:02:58,4 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.1211 std=0.0 min=-0.1211 max=-0.1211 -19:02:58,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211)] -19:02:58,79 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0158 0.1338 0.0009 0.0321 -0.0076] probs=[0.1955 0.2019 0.2131 0.1837 0.2058] -19:02:58,907 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0881 std=0.04666904755831214 min=-0.1211 max=-0.0221 -19:02:58,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1211), (, -0.1211), (, -0.0221)] -19:02:59,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.1173 0.0904 0.0455 0.1781 0.2608] probs=[0.1939 0.2148 0.1961 0.2002 0.195 ] -19:02:59,965 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 -19:02:59,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] -19:03:00,37 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0016 -0.0014] probs=[0.1994 0.2017 0.1998 0.1995 0.1996] -19:03:00,831 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.3902 std=0.4123 min=-0.0221 max=0.8025 -19:03:00,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, 0.8025)] -19:03:00,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.1135 0.1966 0.4237 0.2785 0.187 ] probs=[0.1759 0.1657 0.2294 0.1731 0.2559] -19:03:01,732 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 -19:03:01,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0221)] -19:03:01,781 root INFO ContextualMultiArmedBanditAgent - exp=[0.1444 0.1901 0.4448 0.2366 0.1024] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:02,606 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0 std=0.0221 min=-0.0221 max=0.0221 -19:03:02,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, 0.0221)] -19:03:02,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.342 0.1627 0.4101 0.1937 0.2119] probs=[0.1953 0.2113 0.1971 0.2001 0.1962] -19:03:03,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00965 std=0.012459835472429001 min=-0.0221 max=0.0035 -19:03:03,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0221), (, 0.0021), (, 0.0035)] -19:03:03,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.2066 0.1599 0.1606 0.1242 0.0636] probs=[0.1856 0.2137 0.2054 0.1884 0.2069] -19:03:04,596 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 -19:03:04,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] -19:03:04,626 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:05,436 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 -19:03:05,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] -19:03:05,467 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:06,397 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.009300000000000001 std=0.0128 min=-0.0221 max=0.0035 -19:03:06,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.0221)] -19:03:06,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.2887 0.3346 0.3781 0.0317 0.2129] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:07,343 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0221 std=0.0 min=-0.0221 max=-0.0221 -19:03:07,344 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221)] -19:03:07,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0093 -0.0005 -0.0013 -0.0014] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:08,195 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.012799999999999999 std=0.0131 min=-0.0003 max=0.0259 -19:03:08,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0259)] -19:03:08,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.3956 0.071 0.291 0.4622 0.2708] probs=[0.1845 0.2201 0.1933 0.2058 0.1963] -19:03:09,15 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -19:03:09,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -19:03:09,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.5501 0.9486 0.6295 0.6876 0.1858] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:09,763 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.1195 std=0.11981635948400368 min=-0.0003 max=0.2421 -19:03:09,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2421), (, 0.2365), (, -0.0003)] -19:03:09,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.1205 0.2433 0.08 0.0877 0.0041] probs=[0.1973 0.2065 0.1984 0.1998 0.1979] -19:03:10,632 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.1195 std=0.11981635948400368 min=-0.0003 max=0.2421 -19:03:10,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.2421), (, 0.2365)] -19:03:10,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.2013 0.2563 0.061 0.1084 0.1049] probs=[0.1889 0.2107 0.2013 0.2045 0.1946] -19:03:11,758 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.1181 std=0.11839999999999999 min=-0.0003 max=0.2365 -19:03:11,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2365)] -19:03:11,807 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0688 0.0017 0.0154 -0.0044] probs=[0.1952 0.2112 0.1973 0.2 0.1961] -19:03:12,693 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.08009999999999999 std=0.1106060878372735 min=-0.0003 max=0.2365 -19:03:12,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.2365), (, 0.0041)] -19:03:12,780 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.049 0.0014 0.0098 -0.0034] probs=[0.1972 0.2291 0.2027 0.1968 0.1741] -19:03:13,568 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0003 std=0.0 min=-0.0003 max=-0.0003 -19:03:13,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003)] -19:03:13,611 root INFO ContextualMultiArmedBanditAgent - exp=[0.4007 0.335 0.3867 0.2639 0.7698] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:14,332 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.05735 std=0.10346326642823528 min=-0.0065 max=0.2365 -19:03:14,332 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.2365), (, -0.0065)] -19:03:14,445 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.039 0.0013 0.007 -0.0028] probs=[0.2056 0.1956 0.1879 0.1873 0.2235] -19:03:15,409 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.07424 std=0.1475994254731366 min=-0.0065 max=0.369 -19:03:15,409 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.369), (, 0.0155), (, -0.0003), (, -0.0065)] -19:03:15,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0051 0.0331 0.0012 0.0054 -0.0025] probs=[0.1912 0.211 0.1853 0.2359 0.1766] -19:03:16,396 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004433333333333333 std=0.0029227080289043962 min=-0.0065 max=-0.0003 -19:03:16,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0065), (, -0.0003)] -19:03:16,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.5129 0.2334 0.2563 0.2242 0.2251] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:17,443 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0032666666666666664 std=0.004572623851673007 min=-0.0065 max=0.0032 -19:03:17,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0065), (, 0.0032)] -19:03:17,536 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0092 -0.0005 -0.0013 -0.0013] probs=[0.2244 0.2292 0.1819 0.1797 0.1848] -19:03:18,316 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0065 std=0.0 min=-0.0065 max=-0.0065 -19:03:18,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065)] -19:03:18,374 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0092 -0.0005 -0.0013 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:19,327 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0028499999999999997 std=0.0036499999999999996 min=-0.0065 max=0.0008 -19:03:19,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.0008)] -19:03:19,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.3518 0.4916 0.0698 0.4328 0.1853] probs=[0.2185 0.1715 0.1613 0.203 0.2456] -19:03:20,219 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017666666666666666 std=0.006992535702844538 min=-0.0065 max=0.0106 -19:03:20,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0012), (, -0.0065)] -19:03:20,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.2789 0.1193 0.0516 0.1354 0.2754] probs=[0.1891 0.1941 0.207 0.2097 0.2 ] -19:03:21,135 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002499999999999998 std=0.00625 min=-0.0065 max=0.006 -19:03:21,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.006)] -19:03:21,189 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0694 0.0037 0.0154 -0.0044] probs=[0.1951 0.2113 0.1976 0.1999 0.196 ] -19:03:22,44 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0065 std=0.0 min=-0.0065 max=-0.0065 -19:03:22,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065)] -19:03:22,84 root INFO ContextualMultiArmedBanditAgent - exp=[0.7862 0.7339 0.2169 0.259 0.4771] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:22,947 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.2346 std=0.0 min=0.2346 max=0.2346 -19:03:22,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.2346)] -19:03:23,1 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0691 0.0037 0.0154 -0.0044] probs=[0.2271 0.1853 0.2548 0.1603 0.1726] -19:03:23,773 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:03:23,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:03:23,811 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0157 0.1289 0.0079 0.0321 -0.0075] probs=[0.191 0.2207 0.1955 0.2003 0.1925] -19:03:24,754 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0008 std=0.0 min=0.0008 max=0.0008 -19:03:24,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008)] -19:03:24,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.7902 0.6439 0.932 0.2855 0.3509] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:25,721 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0156 std=0.0004999999999999996 min=0.0151 max=0.0161 -19:03:25,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0151), (, 0.0161)] -19:03:25,781 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0692 0.0037 0.0154 -0.0044] probs=[0.1952 0.2112 0.1976 0.1999 0.1961] -19:03:26,683 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00845 std=0.01046744954609288 min=-0.0095 max=0.0161 -19:03:26,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.0161), (, 0.0151), (, 0.0121)] -19:03:26,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.137 0.0982 0.2121 0.1986 0.2212] probs=[0.1992 0.2198 0.1806 0.1728 0.2276] -19:03:27,815 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0004666666666666667 std=0.0088965661290685 min=-0.0095 max=0.0121 -19:03:27,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.0012), (, 0.0121)] -19:03:27,899 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0113 0.0883 0.0051 0.021 -0.0054] probs=[0.1938 0.2142 0.197 0.2001 0.1949] -19:03:28,782 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00535 std=0.00415 min=-0.0095 max=-0.0012 -19:03:28,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0095)] -19:03:28,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0686 0.0037 0.0154 -0.0044] probs=[0.256 0.2105 0.1663 0.1787 0.1885] -19:03:29,715 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0147 std=0.0 min=0.0147 max=0.0147 -19:03:29,716 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0147)] -19:03:29,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0157 0.1278 0.0077 0.0325 -0.0075] probs=[0.191 0.2205 0.1955 0.2004 0.1926] -19:03:30,753 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:03:30,753 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:03:30,784 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.2094 0.1659 0.2183 0.1871 0.2192] -19:03:31,756 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:03:31,756 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:03:31,815 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1266 0.2071 0.2291 0.1319 0.3053] -19:03:32,767 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0116 std=0.0 min=0.0116 max=0.0116 -19:03:32,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0116), (, 0.0116)] -19:03:32,882 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:33,727 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0055 std=0.0 min=0.0055 max=0.0055 -19:03:33,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0055), (, 0.0)] -19:03:33,802 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0686 0.0036 0.0155 -0.0044] probs=[0.1704 0.1892 0.1598 0.2503 0.2303] -19:03:34,795 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0055 std=0.0 min=0.0055 max=0.0055 -19:03:34,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0055)] -19:03:34,854 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0686 0.0036 0.0155 -0.0044] probs=[0.1952 0.2111 0.1976 0.2 0.1961] -19:03:35,730 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.0008 std=0.0 min=0.0008 max=0.0008 -19:03:35,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0), (, 0.0008)] -19:03:35,827 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0112 0.0883 0.005 0.0212 -0.0054] probs=[0.1938 0.2142 0.1969 0.2001 0.1949] -19:03:36,608 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=0 -19:03:36,609 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0)] -19:03:36,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.3097 0.349 0.3661 0.2237 0.1519] probs=[0.1952 0.2111 0.1976 0.2 0.1961] -19:03:37,592 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.099 std=0.0 min=0.099 max=0.099 -19:03:37,592 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.099)] -19:03:37,667 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0686 0.0036 0.0155 -0.0044] probs=[0.1721 0.1916 0.1898 0.2569 0.1895] -19:03:38,471 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.05765 std=0.041350000000000005 min=0.0163 max=0.099 -19:03:38,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.099), (, 0.0163)] -19:03:38,579 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.0326 -0.0075] probs=[0.191 0.2205 0.1955 0.2004 0.1926] -19:03:39,521 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00455 std=0.00635 min=-0.0109 max=0.0018 -19:03:39,521 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0018)] -19:03:39,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.7472 0.6774 0.6905 0.7447 0.281 ] probs=[0.2093 0.1939 0.2264 0.1729 0.1975] -19:03:40,640 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.005350000000000001 std=0.00545 min=-0.0001 max=0.0108 -19:03:40,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0108)] -19:03:40,717 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.0328 -0.0075] probs=[0.191 0.2204 0.1955 0.2005 0.1926] -19:03:41,524 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:03:41,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001)] -19:03:41,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.8559 0.8221 0.7733 0.4311 0.8258] probs=[0.191 0.2204 0.1955 0.2005 0.1926] -19:03:42,430 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0074333333333333335 std=0.005349350947129526 min=-0.0001 max=0.0118 -19:03:42,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0118), (, 0.0106)] -19:03:42,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0488 0.0023 0.01 -0.0033] probs=[0.1966 0.208 0.1983 0.1999 0.1973] -19:03:43,396 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0034666666666666665 std=0.005044028372464039 min=-0.0001 max=0.0106 -19:03:43,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0106)] -19:03:43,495 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.0883 0.005 0.0214 -0.0053] probs=[0.1938 0.2142 0.1969 0.2002 0.1949] -19:03:44,443 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00125 std=0.00135 min=-0.0001 max=0.0026 -19:03:44,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, -0.0001)] -19:03:44,518 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.1278 0.0077 0.033 -0.0073] probs=[0.191 0.2204 0.1955 0.2005 0.1926] -19:03:45,614 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00125 std=0.00135 min=-0.0001 max=0.0026 -19:03:45,614 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, -0.0001)] -19:03:45,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.3609 0.1856 0.2267 0.4313 0.4103] probs=[0.191 0.2203 0.1955 0.2005 0.1926] -19:03:46,721 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0005 std=0.0 min=0.0005 max=0.0005 -19:03:46,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0005)] -19:03:46,767 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:47,828 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.035 std=0.0 min=0.035 max=0.035 -19:03:47,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.035)] -19:03:47,870 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0013] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:48,910 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0062 std=0.0 min=0.0062 max=0.0062 -19:03:48,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0062)] -19:03:48,963 root INFO ContextualMultiArmedBanditAgent - exp=[0.5531 0.4138 0.5153 0.3946 0.4972] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:49,926 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0092 std=0.0 min=0.0092 max=0.0092 -19:03:49,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092)] -19:03:49,979 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:50,978 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.007549999999999999 std=0.00165 min=0.0059 max=0.0092 -19:03:50,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0059), (, 0.0092)] -19:03:51,71 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:52,222 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0056 std=0.0036 min=0.002 max=0.0092 -19:03:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092), (, 0.002)] -19:03:52,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0094 -0.0004 -0.0014 -0.0012] probs=[0.2137 0.1763 0.172 0.2641 0.1739] -19:03:53,181 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0092 std=0.0 min=0.0092 max=0.0092 -19:03:53,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0092)] -19:03:53,279 root INFO ContextualMultiArmedBanditAgent - exp=[0.0016 0.1332 0.6897 0.2924 0.6977] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:54,296 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.2485 std=0.2426 min=0.0059 max=0.4911 -19:03:54,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.4911), (, 0.0059)] -19:03:54,435 root INFO ContextualMultiArmedBanditAgent - exp=[0.2354 0.3107 0.3024 0.1347 0.4319] probs=[0.1994 0.2017 0.1998 0.1996 0.1996] -19:03:55,728 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:03:55,729 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.5801625 std=1.667618717616155 min=-0.0869 max=6.9372 -19:03:55,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1129), (, 1.2056), (, 0.1178), (, 0.0033), (, -0.0093), (, -0.0869), (, 0.393), (, 0.0235), (, -0.0503), (, 0.0365), (, 0.1183), (, 0.0193), (, 0.2487), (, 6.9372), (, 0.0344), (, 0.1786)] -19:03:56,129 root INFO ContextualMultiArmedBanditAgent - exp=[0.2774 0.2938 0.2527 0.1598 0.2295] probs=[0.189 0.2198 0.1958 0.2031 0.1923] -19:03:57,177 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.025200000000000004 std=0.04604541236648881 min=-0.0869 max=0.0344 -19:03:57,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0869), (, 0.0033), (, 0.0193), (, -0.0869), (, -0.0503), (, 0.0344), (, -0.0093)] -19:03:57,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.0136 0.1517 0.0114 0.1335 0.1013] probs=[0.1826 0.227 0.187 0.209 0.1944] -19:03:58,351 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.048740000000000006 std=0.039389216798509714 min=-0.0973 max=0.0001 -19:03:58,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0869), (, -0.0093), (, -0.0503), (, -0.0973), (, 0.0001)] -19:03:58,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.0731 0.2929 0.1993 0.1289 0.1078] probs=[0.1951 0.2146 0.1819 0.1976 0.2108] -19:03:59,412 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0586 std=0.038122040868767776 min=-0.0973 max=0.0001 -19:03:59,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0001), (, -0.0869), (, -0.0973), (, -0.0503)] -19:03:59,514 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0152 0.1637 0.0083 0.0332 -0.0073] probs=[0.1772 0.2131 0.1839 0.2217 0.2041] -19:04:00,396 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1382 std=0.0 min=0.1382 max=0.1382 -19:04:00,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1382)] -19:04:00,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.832 0.3026 0.6577 0.7325 0.3015] probs=[0.1895 0.2264 0.1941 0.1989 0.1911] -19:04:01,268 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1382 std=0.0 min=0.1382 max=0.1382 -19:04:01,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1382)] -19:04:01,335 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1625 0.0083 0.0332 -0.0073] probs=[0.1895 0.2264 0.1941 0.1989 0.1911] -19:04:02,227 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.8043 std=0.0 min=0.8043 max=0.8043 -19:04:02,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.8043)] -19:04:02,275 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1624 0.0083 0.0332 -0.0073] probs=[0.1895 0.2264 0.1941 0.199 0.1911] -19:04:03,191 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0031 std=0.006577233460962139 min=-0.0041 max=0.0118 -19:04:03,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016), (, -0.0041), (, 0.0118)] -19:04:03,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.1991 0.0773 0.2909 0.2037 0.2101] probs=[0.1927 0.2181 0.1964 0.199 0.1938] -19:04:04,148 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.04515 std=0.04355 min=0.0016 max=0.0887 -19:04:04,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016), (, 0.0887)] -19:04:04,234 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0862 0.0061 0.0159 -0.0043] probs=[0.1943 0.214 0.1972 0.1992 0.1952] -19:04:05,293 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0016 std=0.0 min=0.0016 max=0.0016 -19:04:05,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0016)] -19:04:05,350 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.1624 0.0125 0.0332 -0.0073] probs=[0.1894 0.2262 0.1947 0.1988 0.1909] -19:04:06,179 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 -19:04:06,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] -19:04:06,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.0205 0.0493 0.1043 0.9359 0.7875] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:06,996 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 -19:04:06,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] -19:04:07,27 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:08,72 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 -19:04:08,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] -19:04:08,105 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:09,114 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.00013333333333333337 std=0.0010370899457402697 min=-0.0006 max=0.0016 -19:04:09,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0016), (, -0.0006)] -19:04:09,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.5382 0.3028 0.1722 0.2361 0.2408] probs=[0.196 0.2099 0.1981 0.1993 0.1967] -19:04:10,88 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 -19:04:10,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] -19:04:10,193 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.007 -0.0004 -0.0013 -0.0012] probs=[0.1994 0.2013 0.1999 0.1997 0.1997] -19:04:10,884 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 -19:04:10,884 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006)] -19:04:10,949 root INFO ContextualMultiArmedBanditAgent - exp=[0.0454 0.1105 0.3204 0.1167 0.3915] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:11,919 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0196 std=0.0319458917546529 min=-0.0006 max=0.0748 -19:04:11,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006), (, 0.0748), (, 0.0048)] -19:04:12,16 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0013 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:12,924 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.018325 std=0.032606086471700345 min=-0.0006 max=0.0748 -19:04:12,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0748), (, -0.0006), (, -0.0003)] -19:04:13,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.0516 0.1062 0.1063 0.1146 0.0869] probs=[0.1888 0.2096 0.1932 0.2008 0.2075] -19:04:14,138 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.036775 std=0.03856607155259659 min=-0.0006 max=0.0876 -19:04:14,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0876), (, 0.0607), (, -0.0006)] -19:04:14,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.2029 0.0624 0.1995 0.035 0.1845] probs=[0.2092 0.2034 0.1824 0.1844 0.2207] -19:04:15,335 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0006 std=0.0 min=-0.0006 max=-0.0006 -19:04:15,335 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006)] -19:04:15,383 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:16,401 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00019999999999999996 std=0.0018991226044325488 min=-0.0023 max=0.0023 -19:04:16,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0023), (, -0.0023)] -19:04:16,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.237 0.1644 0.0985 0.4074 0.4011] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:17,448 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.017959999999999997 std=0.029979966644411063 min=-0.0023 max=0.0769 -19:04:17,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0023), (, -0.0006), (, 0.0135), (, 0.0769)] -19:04:17,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.3612 0.3761 0.371 0.3357 0.4324] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:18,530 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00116 std=0.0018927229062913565 min=-0.0029 max=0.0023 -19:04:18,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0023), (, -0.0029), (, -0.0023), (, -0.0006)] -19:04:18,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.0244 0.167 0.0565 0.0106] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:19,696 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.023940000000000003 std=0.04924638463887477 min=-0.0023 max=0.1223 -19:04:19,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.1223), (, -0.0023), (, 0.0043), (, -0.0023)] -19:04:19,878 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.2084 0.1905 0.2132 0.1962 0.1917] -19:04:20,914 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:20,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:20,994 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:22,63 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:22,64 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] -19:04:22,132 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:23,193 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:23,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:04:23,253 root INFO ContextualMultiArmedBanditAgent - exp=[0.3481 0.4305 0.3075 0.3372 0.3564] probs=[0.2574 0.2002 0.1884 0.1765 0.1775] -19:04:24,155 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:24,155 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:04:24,227 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:25,216 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:25,216 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:04:25,290 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:26,263 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:26,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:26,304 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:27,367 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:27,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023)] -19:04:27,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.0012 0.0974 0.2428 0.2094 0.1952] probs=[0.1953 0.1958 0.1875 0.2159 0.2055] -19:04:28,431 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:28,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0)] -19:04:28,623 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1943 0.2201 0.208 0.1949 0.1827] -19:04:29,564 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0010333333333333334 std=0.0017913371790059204 min=-0.0023 max=0.0015 -19:04:29,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0015)] -19:04:29,690 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:30,623 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000575 std=0.002082516506537223 min=-0.0023 max=0.0028 -19:04:30,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0028), (, -0.0005), (, -0.0023)] -19:04:30,741 root INFO ContextualMultiArmedBanditAgent - exp=[0.4168 0.3121 0.4643 0.5951 0.1832] probs=[0.1901 0.1931 0.202 0.2273 0.1876] -19:04:31,565 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:31,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:31,617 root INFO ContextualMultiArmedBanditAgent - exp=[0.9556 0.5257 0.4138 0.1644 0.5624] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:32,430 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:32,430 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] -19:04:32,504 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.2132 0.2337 0.1593 0.2285 0.1654] -19:04:33,456 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:33,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0)] -19:04:33,602 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.1767 0.2114 0.2127 0.1847 0.2145] -19:04:34,601 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.00023333333333333336 std=0.0017913371790059202 min=-0.0023 max=0.0015 -19:04:34,602 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0015), (, 0.0), (, 0.0015)] -19:04:34,733 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.01 -0.0004 -0.0012 -0.0012] probs=[0.2148 0.2043 0.2 0.1933 0.1876] -19:04:35,741 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.021849999999999998 std=0.039665444659048005 min=-0.0023 max=0.0905 -19:04:35,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023), (, 0.0015), (, 0.0905)] -19:04:35,888 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0101 -0.0004 -0.0012 -0.0012] probs=[0.1892 0.1853 0.2123 0.2064 0.2068] -19:04:36,872 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:36,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:36,919 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:37,752 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:37,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0)] -19:04:37,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.2015 0.286 0.1132 0.3534 0.4421] probs=[0.2493 0.1845 0.1753 0.1884 0.2025] -19:04:38,856 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:38,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0)] -19:04:38,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.2142 0.301 0.2168 0.295 0.0445] probs=[0.1777 0.1652 0.2048 0.2445 0.2078] -19:04:39,828 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.002466666666666667 std=0.006741084647311753 min=-0.0023 max=0.012 -19:04:39,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023), (, 0.012)] -19:04:39,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.028 0.1566 0.2289 0.124 ] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:41,15 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0012333333333333335 std=0.0015084944665313014 min=-0.0023 max=0.0009 -19:04:41,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0), (, 0.0009)] -19:04:41,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0934 0.2312 0.0762 0.2304 0.1446] probs=[0.2039 0.1869 0.2167 0.2 0.1926] -19:04:42,56 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:42,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:42,85 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:43,26 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.10293333333333332 std=0.12241580326448415 min=-0.0023 max=0.2746 -19:04:43,26 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.2746), (, 0.0365)] -19:04:43,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.0803 0.0991 0.1199 0.0646] probs=[0.1928 0.218 0.1963 0.1991 0.1938] -19:04:44,19 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0378 std=0.09407248269286826 min=-0.2237 max=0.0365 -19:04:44,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.2237), (, 0.0028), (, -0.0023), (, 0.0365)] -19:04:44,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.2584 0.0813 0.2277 0.1229 0.158 ] probs=[0.1934 0.2165 0.1967 0.1991 0.1944] -19:04:45,57 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.06570000000000001 std=0.09216365878153927 min=-0.2237 max=-0.0023 -19:04:45,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.2237), (, -0.0345)] -19:04:45,175 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.4658 0.2606 0.2042 0.2314] probs=[0.2059 0.1833 0.2052 0.1998 0.2059] -19:04:46,168 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.013033333333333334 std=0.015179225569471221 min=-0.0345 max=-0.0023 -19:04:46,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0345)] -19:04:46,310 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0606 0.0037 0.0103 -0.0038] probs=[0.196 0.2099 0.1981 0.1994 0.1966] -19:04:47,107 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:47,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:47,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.2187 0.5682 0.537 0.3318 0.8622] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:48,25 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:48,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0023)] -19:04:48,145 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.226 0.1963 0.1879 0.2042 0.1857] -19:04:49,90 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00055 std=0.0031507935508376297 min=-0.0023 max=0.0053 -19:04:49,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0015), (, 0.0053)] -19:04:49,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0225 0.1744 0.355 0.2997 0.284 ] probs=[0.2043 0.1939 0.2013 0.1924 0.2081] -19:04:50,296 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00030000000000000003 std=0.002782085548648711 min=-0.0023 max=0.0043 -19:04:50,296 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0043), (, 0.0015)] -19:04:50,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1256 0.0257 0.1757 0.2444 0.194 ] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:51,464 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00039999999999999996 std=0.0019 min=-0.0023 max=0.0015 -19:04:51,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, 0.0015)] -19:04:51,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1881 0.2039 0.1842 0.2109 0.213 ] -19:04:52,427 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:52,427 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:52,473 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.01 -0.0004 -0.0011 -0.0012] probs=[0.1993 0.2018 0.1997 0.1996 0.1996] -19:04:53,381 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00030000000000000003 std=0.002782085548648711 min=-0.0023 max=0.0043 -19:04:53,381 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0043), (, -0.0023), (, 0.0015)] -19:04:53,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.2684 0.1961 0.2013 0.2473 0.2129] probs=[0.195 0.2181 0.197 0.1908 0.1991] -19:04:54,387 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002925 std=0.005891678453547851 min=-0.0023 max=0.012 -19:04:54,387 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.012), (, -0.0023), (, 0.0043)] -19:04:54,507 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1597 0.0115 0.0282 -0.0062] probs=[0.1897 0.2259 0.1948 0.1981 0.1914] -19:04:55,473 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00054 std=0.0031283222340417554 min=-0.0023 max=0.0044 -19:04:55,473 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0014), (, -0.0023), (, 0.0044), (, 0.0043)] -19:04:55,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.4915 0.4489 0.3793 0.2645 0.2822] probs=[0.1898 0.2257 0.1949 0.1982 0.1915] -19:04:56,568 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00046 std=0.0030348640826238 min=-0.0023 max=0.0044 -19:04:56,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0044), (, 0.0039), (, -0.0014)] -19:04:56,699 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1583 0.0113 0.0282 -0.0062] probs=[0.1898 0.2257 0.1949 0.1982 0.1915] -19:04:57,674 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:04:57,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:04:57,702 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0149 0.1583 0.0112 0.0281 -0.0062] probs=[0.1926 0.3239 0.1614 0.1523 0.1698] -19:04:58,468 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.019875 std=0.031007126197053474 min=-0.0023 max=0.0727 -19:04:58,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114), (, 0.0727), (, -0.0023)] -19:04:58,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.1828 0.1492 0.1703 0.1784 0.2315] probs=[0.1899 0.2255 0.1949 0.1982 0.1916] -19:04:59,548 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.027266666666666665 std=0.03260943966945087 min=-0.0023 max=0.0727 -19:04:59,549 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114), (, 0.0727)] -19:04:59,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.5686 0.4366 0.5212 0.2433 0.1732] probs=[0.1603 0.1999 0.1807 0.2128 0.2464] -19:05:00,634 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024000000000000002 std=0.005597767412102794 min=-0.0023 max=0.0114 -19:05:00,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0114), (, 0.0028)] -19:05:00,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0528 0.223 0.1247 0.0267 0.219 ] probs=[0.1727 0.2136 0.1946 0.2181 0.2009] -19:05:01,736 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00455 std=0.00685 min=-0.0023 max=0.0114 -19:05:01,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0114)] -19:05:01,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.3361 0.3732 0.2392 0.3621 0.457 ] probs=[0.2009 0.2033 0.2423 0.1953 0.1583] -19:05:02,589 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:02,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:05:02,639 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1632 0.0112 0.0273 -0.0048] probs=[0.1896 0.2266 0.1946 0.1977 0.1915] -19:05:03,589 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002999999999999999 std=0.00282842712474619 min=-0.0023 max=0.0037 -19:05:03,590 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0037), (, -0.0023)] -19:05:03,701 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1632 0.0112 0.0273 -0.0048] probs=[0.1862 0.2292 0.1981 0.1744 0.2121] -19:05:04,376 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.004 std=0.007840280607223188 min=-0.0023 max=0.0169 -19:05:04,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0169), (, -0.0023), (, 0.0037)] -19:05:04,492 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.1635 0.0112 0.0272 -0.0048] probs=[0.1896 0.2266 0.1946 0.1977 0.1915] -19:05:05,553 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.017133333333333334 std=0.027482883562117148 min=-0.0023 max=0.056 -19:05:05,553 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.056), (, 0.0), (, -0.0023)] -19:05:05,654 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.163 0.0112 0.0272 -0.0048] probs=[0.1804 0.2068 0.1926 0.1971 0.223 ] -19:05:06,524 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0030000000000000005 std=0.003906404996924922 min=-0.0023 max=0.007 -19:05:06,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0043), (, 0.007)] -19:05:06,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0112 0.0272 -0.0048] probs=[0.1896 0.2264 0.1946 0.1978 0.1915] -19:05:07,464 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:07,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:05:07,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0111 0.0272 -0.0048] probs=[0.2518 0.2582 0.139 0.1803 0.1708] -19:05:08,432 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.004233333333333333 std=0.005519863122296502 min=-0.0023 max=0.0112 -19:05:08,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, 0.0038)] -19:05:08,519 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0106 0.1095 0.0072 0.0178 -0.0036] probs=[0.2097 0.196 0.2294 0.1753 0.1897] -19:05:09,432 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0022 std=0.006363961030678928 min=-0.0023 max=0.0112 -19:05:09,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, -0.0023), (, 0.0)] -19:05:09,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0322 0.1568 0.2156 0.0367 0.1818] probs=[0.1827 0.2263 0.1919 0.2049 0.1942] -19:05:10,498 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.00445 std=0.00675 min=-0.0023 max=0.0112 -19:05:10,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0112), (, 0.0)] -19:05:10,614 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0106 0.1095 0.0072 0.0177 -0.0036] probs=[0.1742 0.2163 0.2179 0.215 0.1767] -19:05:11,694 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:11,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0)] -19:05:11,793 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] -19:05:12,731 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:12,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:05:12,760 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] -19:05:13,691 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:13,691 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:05:13,765 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0048] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] -19:05:14,740 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:14,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:05:14,795 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.2002 0.2194 0.2051 0.2164 0.1589] -19:05:15,809 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:15,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:05:15,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.461 0.414 0.2776 0.2285 0.731 ] probs=[0.1897 0.2264 0.1946 0.1978 0.1915] -19:05:17,60 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:17,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:05:17,135 root INFO ContextualMultiArmedBanditAgent - exp=[0.477 0.2906 0.1196 0.6928 0.5717] probs=[0.1635 0.2505 0.1552 0.2461 0.1847] -19:05:18,161 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:18,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:05:18,195 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.1897 0.2264 0.1946 0.1978 0.1916] -19:05:19,50 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:05:19,50 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:05:19,122 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.1625 0.0111 0.0271 -0.0047] probs=[0.1462 0.1839 0.1877 0.2911 0.1911] -19:05:21,122 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:05:21,123 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.19272777777777778 std=0.3447119099988593 min=-0.1023 max=1.198 -19:05:21,123 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1054), (, -0.0149), (, 0.0108), (, 0.1398), (, -0.0973), (, 0.1158), (, 0.0317), (, 0.4056), (, -0.1023), (, -0.0372), (, 0.0193), (, 1.198), (, 0.0513), (, 0.0498), (, 1.0112), (, 0.1906), (, 0.1906), (, 0.2009)] -19:05:21,629 root INFO ContextualMultiArmedBanditAgent - exp=[0.1586 0.2543 0.1661 0.1611 0.094 ] probs=[0.1898 0.2186 0.2049 0.1897 0.1971] -19:05:22,755 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.05692777777777777 std=0.12885092508422952 min=-0.1227 max=0.4056 -19:05:22,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.0973), (, 0.1023), (, 0.0889), (, 0.4056), (, 0.1906), (, 0.0513), (, -0.1227), (, 0.1054), (, 0.2009), (, 0.0498), (, -0.0149), (, 0.0317), (, 0.1398), (, -0.0372), (, 0.0193), (, -0.1023), (, 0.1158)] -19:05:23,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.3324 0.097 0.1654 0.1121] probs=[0.2013 0.1993 0.1959 0.2019 0.2016] -19:05:24,89 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.026137499999999998 std=0.09400037150857438 min=-0.1227 max=0.1906 -19:05:24,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, 0.1054), (, 0.0513), (, -0.1023), (, 0.1398), (, -0.0372), (, -0.0973), (, -0.0149), (, -0.1227), (, 0.0498), (, 0.0193), (, 0.0889), (, 0.0317), (, 0.1158), (, 0.1023), (, 0.1906)] -19:05:24,413 root INFO ContextualMultiArmedBanditAgent - exp=[0.1639 0.3327 0.1482 0.1552 0.1529] probs=[0.1937 0.2147 0.2056 0.1871 0.1989] -19:05:25,428 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.06707500000000001 std=0.06598899055903189 min=-0.2006 max=0.0317 -19:05:25,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.1023), (, -0.0372), (, 0.0317), (, -0.049), (, -0.0973), (, 0.0193), (, -0.2006), (, -0.0868), (, -0.1498), (, -0.0157), (, -0.0149)] -19:05:25,743 root INFO ContextualMultiArmedBanditAgent - exp=[0.1072 0.2231 0.1199 0.045 0.1146] probs=[0.2024 0.2158 0.1913 0.1962 0.1943] -19:05:26,749 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.09044166666666666 std=0.05042176213920158 min=-0.2006 max=-0.0145 -19:05:26,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.1498), (, -0.0551), (, -0.0), (, -0.113), (, -0.0997), (, -0.0145), (, -0.0267), (, -0.0973), (, -0.0868), (, -0.0372), (, -0.2006), (, -0.1023)] -19:05:27,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.1546 0.0986 0.0416 0.0564] probs=[0.194 0.218 0.2029 0.1945 0.1906] -19:05:28,98 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.08455833333333333 std=0.06114404384093533 min=-0.2006 max=0.0462 -19:05:28,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1023), (, -0.0), (, -0.0997), (, -0.1498), (, -0.113), (, 0.0462), (, -0.0459), (, -0.0551), (, -0.0081), (, -0.1023), (, -0.0973), (, -0.0868), (, -0.2006)] -19:05:28,391 root INFO ContextualMultiArmedBanditAgent - exp=[0.0919 0.2012 0.101 0.158 0.1657] probs=[0.1971 0.2115 0.2012 0.1821 0.2081] -19:05:29,346 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.05064285714285714 std=0.045171098760881455 min=-0.1023 max=0.0016 -19:05:29,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0973), (, -0.0479), (, 0.0016), (, -0.1023), (, -0.0008), (, -0.0), (, -0.0997), (, -0.0081)] -19:05:29,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.2388 0.1461 0.3255 0.2545 0.1937] probs=[0.1664 0.2266 0.2194 0.2133 0.1744] -19:05:30,539 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.07445 std=0.0265659086048266 min=-0.1023 max=-0.0479 -19:05:30,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0997), (, -0.0479), (, -0.1023)] -19:05:30,671 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.167 0.0111 0.0294 -0.0047] probs=[0.1832 0.2126 0.1838 0.2094 0.211 ] -19:05:31,498 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.06603333333333333 std=0.025644405931032125 min=-0.1023 max=-0.0479 -19:05:31,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0479), (, -0.1023)] -19:05:31,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.2492 0.2626 0.0916 0.1753 0.2454] probs=[0.2254 0.2093 0.1846 0.1775 0.2032] -19:05:32,523 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.03213333333333333 std=0.022297433833415797 min=-0.0479 max=-0.0006 -19:05:32,523 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0479), (, -0.0479), (, -0.0006)] -19:05:32,604 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0184 0.167 0.0111 0.0294 -0.0047] probs=[0.1888 0.2273 0.1945 0.1981 0.1914] -19:05:33,678 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.014350000000000002 std=0.0196235190524024 min=-0.0479 max=-0.0006 -19:05:33,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0479), (, -0.0083), (, -0.0006)] -19:05:33,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1461 0.1492 0.1151 0.2694 0.1644] probs=[0.1888 0.2273 0.1945 0.1981 0.1914] -19:05:34,892 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00932 std=0.020230412749126004 min=-0.0479 max=0.0108 -19:05:34,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0479), (, 0.0108), (, -0.0083), (, -0.0006)] -19:05:35,51 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0185 0.167 0.011 0.0294 -0.0047] probs=[0.1888 0.2273 0.1944 0.1981 0.1914] -19:05:36,115 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00785 std=0.018757998294061124 min=-0.0479 max=0.0108 -19:05:36,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0108), (, -0.0005), (, -0.0083), (, -0.0006), (, -0.0479)] -19:05:36,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.2235 0.1919 0.1177 0.0676 0.1268] probs=[0.1783 0.1981 0.183 0.2168 0.2238] -19:05:37,227 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.005275 std=0.016847459007221236 min=-0.0479 max=0.0108 -19:05:37,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0083), (, 0.0017), (, -0.0006), (, -0.0479), (, 0.0031), (, 0.0108), (, -0.0005)] -19:05:37,440 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0185 0.1664 0.0107 0.0294 -0.0047] probs=[0.1997 0.2189 0.1954 0.1917 0.1943] -19:05:38,312 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0030333333333333336 std=0.01414839998806304 min=-0.0479 max=0.0108 -19:05:38,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0004), (, 0.0036), (, -0.0083), (, -0.0006), (, 0.0017), (, -0.0006), (, -0.0479), (, 0.0031), (, -0.0005), (, 0.0108), (, 0.0024)] -19:05:38,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.1164 0.2098 0.0765 0.0824 0.0757] probs=[0.1883 0.2264 0.1928 0.1941 0.1983] -19:05:39,554 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0031214285714285723 std=0.01309204658078596 min=-0.0479 max=0.0108 -19:05:39,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0016), (, 0.0036), (, -0.0023), (, -0.0479), (, -0.0006), (, 0.0031), (, -0.004), (, 0.0108), (, 0.0017), (, -0.0005), (, -0.0083), (, 0.0004), (, 0.0024)] -19:05:39,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.0137 0.1779 0.0413 0.0723 0.0165] probs=[0.1894 0.2238 0.1956 0.1984 0.1928] -19:05:41,39 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.002494736842105263 std=0.011482273462956556 min=-0.0479 max=0.0108 -19:05:41,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0479), (, -0.0005), (, 0.0031), (, -0.0006), (, 0.0017), (, -0.0016), (, -0.004), (, -0.0001), (, 0.0108), (, -0.0017), (, 0.0036), (, -0.0083), (, 0.0068), (, -0.0047), (, 0.0024), (, 0.0004), (, -0.0005), (, -0.0023)] -19:05:41,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0009 0.1573 0.0279 0.0602 0.0375] probs=[0.1834 0.2162 0.2059 0.2001 0.1944] -19:05:42,683 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0041904761904761915 std=0.01064679271007649 min=-0.0479 max=0.0036 -19:05:42,683 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0017), (, -0.0479), (, -0.0083), (, -0.0143), (, 0.0031), (, -0.004), (, 0.0036), (, -0.0016), (, -0.0006), (, -0.0046), (, -0.0023), (, -0.0047), (, 0.0002), (, 0.0019), (, -0.0005), (, -0.0005), (, -0.0079), (, -0.0001), (, 0.0024), (, 0.0004)] -19:05:43,249 root INFO ContextualMultiArmedBanditAgent - exp=[0.1094 0.2479 0.1959 0.192 0.1535] probs=[0.1896 0.2151 0.2002 0.2022 0.1928] -19:05:44,494 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0020633333333333337 std=0.009296755108937502 min=-0.0479 max=0.0061 -19:05:44,495 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0046), (, 0.0051), (, 0.0006), (, -0.004), (, -0.0047), (, 0.0017), (, -0.0008), (, -0.0006), (, 0.0019), (, -0.0023), (, -0.0016), (, 0.0036), (, -0.003), (, -0.0143), (, -0.0006), (, -0.0023), (, 0.0061), (, 0.0046), (, -0.0005), (, 0.0031), (, -0.0479), (, -0.0005), (, 0.0002), (, 0.0024), (, 0.0014), (, -0.0006), (, 0.0004), (, -0.0001), (, -0.0006)] -19:05:45,310 root INFO ContextualMultiArmedBanditAgent - exp=[0.0902 0.1648 0.1168 0.0885 0.1077] probs=[0.195 0.2159 0.193 0.2006 0.1955] -19:05:46,747 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0028967741935483874 std=0.008845100115079852 min=-0.0479 max=0.0046 -19:05:46,747 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0006), (, -0.0031), (, -0.0005), (, -0.0004), (, 0.0035), (, 0.0028), (, -0.003), (, -0.0006), (, -0.0143), (, -0.0005), (, -0.0026), (, 0.0002), (, -0.0016), (, -0.0006), (, -0.0006), (, 0.0039), (, -0.0046), (, -0.004), (, 0.0046), (, -0.0035), (, -0.0479), (, -0.0005), (, -0.0017), (, -0.0006), (, -0.0016), (, -0.0006), (, -0.0023), (, -0.0008), (, 0.0004), (, -0.0047)] -19:05:47,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.1153 0.1787 0.1309 0.0805 0.1449] probs=[0.1965 0.2061 0.1997 0.2004 0.1973] -19:05:48,966 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0025323529411764704 std=0.008491751034983208 min=-0.0479 max=0.0046 -19:05:48,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0006), (, -0.0006), (, -0.003), (, -0.0035), (, -0.0016), (, -0.0006), (, -0.0006), (, 0.0004), (, 0.0035), (, -0.0006), (, -0.0001), (, -0.0023), (, 0.0004), (, -0.0047), (, 0.0004), (, -0.0016), (, -0.0005), (, -0.0026), (, -0.0143), (, 0.0001), (, -0.0005), (, 0.0046), (, -0.0023), (, -0.0016), (, 0.0028), (, -0.0021), (, -0.0008), (, -0.0006), (, -0.0479), (, -0.0046), (, 0.0002), (, 0.0039), (, -0.004)] -19:05:49,879 root INFO ContextualMultiArmedBanditAgent - exp=[0.0746 0.1814 0.1074 0.0636 0.064 ] probs=[0.1926 0.2114 0.1992 0.1992 0.1976] -19:05:51,194 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0013787878787878786 std=0.003030427270180407 min=-0.0143 max=0.0035 -19:05:51,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0005), (, 0.0018), (, -0.0006), (, -0.0143), (, -0.0023), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.004), (, 0.0011), (, 0.0028), (, 0.0001), (, -0.0026), (, -0.003), (, -0.0005), (, -0.0008), (, -0.0047), (, -0.0016), (, 0.0035), (, -0.0016), (, -0.0006), (, -0.0008), (, 0.0035), (, -0.0035), (, -0.0046), (, -0.0023), (, -0.0018), (, -0.0016), (, 0.0003), (, -0.0023), (, -0.0021), (, 0.0004)] -19:05:52,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.1051 0.1687 0.1373 0.1288 0.1308] probs=[0.2002 0.2064 0.1975 0.1973 0.1985] -19:05:53,354 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0015 std=0.0028899419900548784 min=-0.0143 max=0.0027 -19:05:53,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0027), (, -0.0026), (, -0.0004), (, 0.0018), (, 0.0002), (, -0.0005), (, -0.0029), (, -0.0017), (, -0.0003), (, -0.0143), (, -0.0018), (, 0.0005), (, -0.0021), (, -0.003), (, 0.0004), (, -0.0016), (, 0.0003), (, -0.0001), (, -0.0008), (, -0.0023), (, -0.0016), (, -0.0023), (, -0.0021), (, -0.0047), (, 0.0011), (, -0.004), (, -0.0008), (, -0.0046), (, 0.0026), (, -0.0023), (, -0.0035), (, 0.0009), (, 0.0004)] -19:05:54,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.2545 0.1802 0.1768 0.1403] probs=[0.2005 0.2044 0.1953 0.2024 0.1973] -19:05:55,581 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0018272727272727273 std=0.0028341288787522368 min=-0.0143 max=0.0018 -19:05:55,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0043), (, -0.0047), (, -0.0021), (, 0.0005), (, -0.0018), (, -0.0005), (, -0.0035), (, 0.0018), (, -0.0016), (, -0.0004), (, 0.0004), (, -0.0002), (, -0.0046), (, -0.0143), (, 0.0002), (, -0.0008), (, -0.003), (, -0.0001), (, -0.004), (, -0.0023), (, 0.0003), (, -0.0003), (, -0.0023), (, -0.0008), (, -0.0018), (, 0.001), (, -0.0029), (, -0.0043), (, -0.0026), (, 0.0011), (, -0.0017), (, 0.0009)] -19:05:56,448 root INFO ContextualMultiArmedBanditAgent - exp=[0.1659 0.1882 0.1385 0.1289 0.118 ] probs=[0.2043 0.2008 0.194 0.2039 0.1971] -19:05:57,823 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.0019294117647058822 std=0.002854875026806799 min=-0.0143 max=0.0018 -19:05:57,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0016), (, -0.0059), (, 0.0002), (, -0.0008), (, -0.0043), (, -0.0001), (, 0.0018), (, -0.004), (, 0.0005), (, -0.0007), (, -0.0023), (, -0.0023), (, -0.0035), (, -0.0018), (, -0.0008), (, -0.0015), (, -0.0005), (, -0.0032), (, -0.0021), (, -0.0017), (, -0.0046), (, -0.0002), (, 0.001), (, -0.0003), (, 0.0003), (, -0.0047), (, -0.0029), (, 0.0012), (, -0.0043), (, -0.0001), (, -0.0007), (, -0.0143), (, 0.0002)] -19:05:58,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1469 0.1003 0.0716 0.0706] probs=[0.1931 0.2057 0.2023 0.2035 0.1955] -19:05:59,986 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0022967741935483866 std=0.0029561836634818977 min=-0.0143 max=0.002 -19:05:59,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0143), (, -0.0003), (, -0.0007), (, -0.0015), (, -0.0025), (, -0.0002), (, -0.0016), (, -0.0001), (, -0.0005), (, -0.0046), (, -0.0009), (, -0.0043), (, -0.0035), (, -0.0059), (, -0.0017), (, -0.0029), (, -0.0018), (, 0.002), (, -0.0047), (, -0.0004), (, -0.004), (, -0.0017), (, -0.0043), (, -0.0008), (, -0.0032), (, 0.0002), (, 0.0012), (, 0.0005), (, -0.0007), (, -0.0021)] -19:06:00,792 root INFO ContextualMultiArmedBanditAgent - exp=[0.0361 0.1594 0.0822 0.0893 0.059 ] probs=[0.1863 0.2056 0.193 0.2076 0.2074] -19:06:02,82 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0016090909090909092 std=0.0018314365344216342 min=-0.0059 max=0.0012 -19:06:02,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0021), (, -0.0001), (, -0.0009), (, -0.0028), (, -0.0043), (, -0.0008), (, -0.0013), (, -0.0015), (, 0.001), (, -0.0003), (, -0.0008), (, -0.0025), (, -0.0007), (, -0.0018), (, -0.0016), (, 0.0007), (, -0.0004), (, -0.0009), (, -0.004), (, 0.0012), (, 0.0002), (, -0.0035), (, -0.0007), (, -0.0032), (, -0.0002), (, -0.0059), (, -0.0017), (, 0.0011), (, -0.0005), (, -0.0029), (, -0.0043), (, -0.0017)] -19:06:02,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.1686 0.1485 0.1471 0.1174] probs=[0.1984 0.2096 0.2003 0.201 0.1906] -19:06:04,220 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=35 avg=-0.0018199999999999998 std=0.0023446961423604553 min=-0.0111 max=0.0012 -19:06:04,220 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0009), (, 0.0007), (, -0.0015), (, -0.0008), (, -0.0009), (, 0.0011), (, -0.0005), (, -0.0001), (, -0.0043), (, -0.0021), (, -0.0007), (, -0.0043), (, -0.0035), (, -0.0004), (, -0.0111), (, 0.0012), (, -0.0008), (, -0.0022), (, -0.0017), (, -0.0013), (, -0.0003), (, -0.0007), (, -0.0002), (, -0.0025), (, -0.0018), (, -0.0059), (, -0.0029), (, 0.0006), (, -0.0016), (, -0.0017), (, -0.0009), (, -0.0032), (, -0.0028), (, 0.0002)] -19:06:05,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.155 0.177 0.1213 0.1081 0.1475] probs=[0.2035 0.2086 0.1931 0.1992 0.1956] -19:06:06,650 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=37 avg=-0.001994594594594594 std=0.0028942576834741513 min=-0.0111 max=0.0018 -19:06:06,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0016), (, -0.0028), (, -0.0018), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0006), (, -0.0001), (, -0.0017), (, -0.0012), (, -0.0009), (, -0.0016), (, -0.0111), (, -0.0032), (, -0.0029), (, -0.009), (, -0.0043), (, 0.0012), (, -0.0022), (, 0.0003), (, -0.0017), (, -0.0007), (, -0.0023), (, -0.0008), (, -0.0021), (, -0.0008), (, -0.0059), (, 0.0002), (, -0.0025), (, -0.0009), (, 0.0018), (, -0.0015), (, -0.0003), (, -0.0001), (, -0.0013), (, -0.0009)] -19:06:07,606 root INFO ContextualMultiArmedBanditAgent - exp=[0.1426 0.2079 0.1421 0.1446 0.0895] probs=[0.1974 0.2079 0.2019 0.201 0.1918] -19:06:08,808 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0021818181818181815 std=0.0029977218163389123 min=-0.0111 max=0.0018 -19:06:08,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0003), (, -0.0111), (, -0.0009), (, -0.0008), (, -0.0043), (, -0.0022), (, 0.0014), (, -0.0023), (, -0.0003), (, -0.0001), (, -0.0016), (, -0.0015), (, -0.0021), (, 0.0018), (, -0.0017), (, -0.0008), (, -0.009), (, -0.0003), (, -0.0016), (, -0.0025), (, -0.0032), (, -0.0002), (, -0.0059), (, -0.0007), (, -0.0029), (, -0.0001), (, -0.0013), (, 0.0003), (, -0.0018), (, -0.0028), (, -0.0012), (, -0.0009)] -19:06:09,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1274 0.1319 0.124 0.1035] probs=[0.1829 0.2064 0.2003 0.2108 0.1996] -19:06:10,842 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0017566666666666666 std=0.003621204526427943 min=-0.0111 max=0.005 -19:06:10,842 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0028), (, -0.009), (, 0.0023), (, 0.005), (, -0.0043), (, -0.0003), (, -0.0008), (, -0.0001), (, -0.0022), (, -0.0012), (, -0.0014), (, 0.0014), (, -0.0032), (, -0.0111), (, -0.0059), (, 0.0003), (, 0.0018), (, -0.0021), (, 0.0009), (, -0.0016), (, -0.0015), (, 0.0037), (, -0.0016), (, -0.0003), (, -0.0013), (, -0.0002), (, -0.0029), (, -0.0023), (, -0.0009)] -19:06:11,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1378 0.1053 0.1127 0.0565] probs=[0.1969 0.2093 0.193 0.1985 0.2023] -19:06:12,941 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0014931034482758621 std=0.003727431493806773 min=-0.0111 max=0.005 -19:06:12,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, -0.0014), (, -0.0022), (, 0.0009), (, 0.0037), (, -0.0012), (, -0.0016), (, -0.0111), (, -0.0032), (, -0.0001), (, 0.0023), (, -0.0029), (, -0.0001), (, -0.0009), (, -0.009), (, 0.0018), (, -0.0015), (, 0.0023), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0013), (, 0.005), (, 0.0014), (, -0.0016), (, -0.0059), (, -0.0028), (, -0.0023)] -19:06:13,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.1609 0.1134 0.1134 0.0918] probs=[0.1936 0.2114 0.1913 0.2006 0.2031] -19:06:14,812 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0019535714285714286 std=0.004168459988229393 min=-0.0111 max=0.005 -19:06:14,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0111), (, 0.0037), (, -0.0009), (, 0.0022), (, -0.009), (, -0.0028), (, -0.0032), (, -0.0029), (, -0.0016), (, -0.0009), (, -0.0014), (, -0.0111), (, 0.004), (, -0.0011), (, 0.005), (, -0.0011), (, -0.0012), (, -0.0105), (, 0.0018), (, -0.0023), (, -0.0014), (, 0.0023), (, -0.0001), (, -0.0013), (, -0.0059), (, -0.0016), (, -0.0022), (, -0.0001)] -19:06:15,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.1729 0.1922 0.1437 0.1711 0.1653] probs=[0.1974 0.2047 0.1903 0.2101 0.1976] -19:06:16,810 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.001704166666666667 std=0.00477654679717006 min=-0.0111 max=0.0079 -19:06:16,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, 0.0018), (, -0.0105), (, -0.0014), (, -0.0016), (, -0.0011), (, -0.0111), (, -0.0011), (, 0.0037), (, 0.0079), (, 0.0009), (, -0.0023), (, -0.0012), (, -0.001), (, -0.0029), (, -0.0001), (, -0.0059), (, 0.0013), (, -0.0013), (, 0.005), (, -0.0023), (, -0.0022), (, -0.009), (, 0.004)] -19:06:17,510 root INFO ContextualMultiArmedBanditAgent - exp=[0.0389 0.138 0.0721 0.0484 0.0545] probs=[0.1954 0.2034 0.2026 0.1949 0.2037] -19:06:18,650 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.00125 std=0.005212245197609184 min=-0.0111 max=0.0079 -19:06:18,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, -0.0023), (, -0.0004), (, -0.004), (, 0.0013), (, -0.009), (, -0.0014), (, 0.0079), (, -0.0012), (, -0.002), (, 0.0009), (, -0.0011), (, -0.0016), (, -0.0059), (, -0.0023), (, -0.0105), (, 0.005), (, -0.0002), (, 0.0037), (, 0.005), (, -0.0011), (, 0.0068), (, -0.0111), (, 0.004)] -19:06:19,306 root INFO ContextualMultiArmedBanditAgent - exp=[0.1586 0.1518 0.0649 0.1419 0.0706] probs=[0.2051 0.2028 0.1943 0.2012 0.1965] -19:06:20,576 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0012590909090909091 std=0.005067244104038936 min=-0.0111 max=0.005 -19:06:20,576 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, 0.005), (, 0.0011), (, -0.001), (, 0.0031), (, -0.004), (, 0.004), (, 0.0042), (, -0.0004), (, -0.0023), (, -0.0111), (, 0.0037), (, -0.0059), (, 0.005), (, -0.009), (, 0.0013), (, 0.0005), (, 0.0009), (, -0.0011), (, -0.002), (, -0.0105), (, 0.0013)] -19:06:21,209 root INFO ContextualMultiArmedBanditAgent - exp=[0.0305 0.111 0.0763 0.0577 0.0583] probs=[0.1956 0.2092 0.1969 0.1958 0.2025] -19:06:22,430 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0006 std=0.004884976970263012 min=-0.0105 max=0.0054 -19:06:22,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0105), (, -0.0023), (, -0.009), (, 0.0011), (, 0.0013), (, 0.004), (, 0.005), (, -0.0011), (, -0.0004), (, 0.0013), (, -0.0105), (, -0.001), (, 0.0009), (, 0.005), (, -0.0018), (, 0.0037), (, 0.005), (, -0.0041), (, 0.0054), (, -0.004)] -19:06:22,967 root INFO ContextualMultiArmedBanditAgent - exp=[0.2639 0.224 0.2283 0.2248 0.1081] probs=[0.1901 0.2065 0.2002 0.1978 0.2054] -19:06:24,98 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010578947368421055 std=0.003946792940506945 min=-0.0105 max=0.005 -19:06:24,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0041), (, 0.001), (, 0.005), (, -0.0011), (, -0.0018), (, -0.0105), (, -0.004), (, -0.0036), (, 0.005), (, -0.001), (, -0.009), (, -0.0011), (, 0.004), (, 0.0004), (, 0.0013), (, 0.0007), (, 0.0009), (, -0.0004)] -19:06:24,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.2491 0.302 0.1542 0.2127 0.1781] probs=[0.1944 0.2053 0.192 0.2052 0.2031] -19:06:25,840 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0013846153846153847 std=0.0032865333978445935 min=-0.0105 max=0.004 -19:06:25,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0009), (, 0.0007), (, -0.0105), (, -0.0036), (, -0.004), (, -0.0011), (, 0.0009), (, -0.0004), (, 0.004), (, 0.0001), (, 0.0004)] -19:06:26,202 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.1912 0.1153 0.1686 0.1667] probs=[0.1932 0.2155 0.2007 0.1883 0.2023] -19:06:27,392 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0025555555555555557 std=0.0031710885306367284 min=-0.0105 max=0.0009 -19:06:27,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0014), (, -0.0036), (, -0.0105), (, 0.0001), (, -0.0009), (, -0.004), (, 0.0009)] -19:06:27,655 root INFO ContextualMultiArmedBanditAgent - exp=[0.022 0.1247 0.0961 0.0813 0.0941] probs=[0.1846 0.2148 0.2027 0.1948 0.2031] -19:06:28,892 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0025999999999999994 std=0.0035884736110417276 min=-0.0105 max=0.0018 -19:06:28,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.004), (, -0.0018), (, -0.0009), (, -0.0105), (, 0.0018), (, -0.0014)] -19:06:29,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0182 0.0775 0.1233 0.1527 0.0407] probs=[0.1971 0.2111 0.2085 0.1924 0.1909] -19:06:30,56 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0034166666666666664 std=0.0032997053740531986 min=-0.0105 max=-0.0014 -19:06:30,57 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.004), (, -0.0018), (, -0.0014), (, -0.0105), (, -0.0014)] -19:06:30,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.1738 0.2294 0.2339 0.1213 0.1387] probs=[0.1994 0.2224 0.1988 0.1808 0.1985] -19:06:31,416 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.002828571428571428 std=0.0033775368394794478 min=-0.0105 max=0.0007 -19:06:31,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0018), (, -0.0014), (, 0.0007), (, -0.004), (, -0.0105)] -19:06:31,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0131 0.1125 0.1332 0.0647 0.0889] probs=[0.2178 0.2039 0.1933 0.1939 0.191 ] -19:06:32,582 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0017777777777777779 std=0.0035767079145735178 min=-0.0105 max=0.0024 -19:06:32,582 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0024), (, -0.004), (, -0.0014), (, -0.0018), (, 0.0007), (, 0.0014), (, -0.0014), (, -0.0105)] -19:06:32,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0669 0.1523 0.0817 0.0348 0.0287] probs=[0.1831 0.219 0.1876 0.218 0.1923] -19:06:33,864 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0008909090909090911 std=0.0033456768700829828 min=-0.0105 max=0.0024 -19:06:33,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0014), (, -0.0014), (, 0.0024), (, 0.0014), (, -0.0006), (, -0.0105), (, -0.0018), (, -0.0014), (, 0.0014), (, 0.0007)] -19:06:34,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.2279 0.2066 0.2256 0.2358 0.2378] probs=[0.19 0.2065 0.2011 0.2096 0.1927] -19:06:35,177 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0007000000000000001 std=0.0032652207684422604 min=-0.0105 max=0.0024 -19:06:35,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0014), (, -0.0018), (, -0.0014), (, 0.0014), (, -0.0105), (, 0.0014), (, 0.0007), (, -0.0014), (, 0.0024), (, 0.0014), (, -0.0006)] -19:06:35,572 root INFO ContextualMultiArmedBanditAgent - exp=[0.0314 0.1148 0.063 0.1696 0.1432] probs=[0.1906 0.207 0.2008 0.2086 0.1929] -19:06:36,660 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0008916666666666668 std=0.0031930806267441623 min=-0.0105 max=0.0024 -19:06:36,661 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0006), (, -0.0014), (, -0.0105), (, 0.0024), (, 0.0014), (, 0.0004), (, 0.0014), (, -0.0018), (, 0.0014), (, -0.0006), (, -0.0014)] -19:06:37,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0936 0.1855 0.0887 0.03 0.092 ] probs=[0.2073 0.2053 0.1883 0.2044 0.1947] -19:06:38,96 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000425 std=0.0010556396165358705 min=-0.0018 max=0.0014 -19:06:38,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, -0.0014), (, 0.0006), (, -0.0014), (, -0.0018), (, 0.0014), (, -0.0006)] -19:06:38,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0186 0.231 0.1703 0.1801 0.1895] probs=[0.186 0.2077 0.2159 0.193 0.1973] -19:06:39,314 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00066 std=0.0007158212067269311 min=-0.0014 max=0.0006 -19:06:39,314 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0014), (, -0.0006), (, -0.0014), (, 0.0006), (, -0.0006), (, -0.0014), (, -0.0006), (, 0.0006), (, -0.0012)] -19:06:39,722 root INFO ContextualMultiArmedBanditAgent - exp=[0.207 0.2854 0.1086 0.1089 0.1219] probs=[0.1918 0.198 0.2174 0.1889 0.2039] -19:06:40,744 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008571428571428572 std=0.0006821335077893326 min=-0.0014 max=0.0006 -19:06:40,744 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0012), (, 0.0006), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0006)] -19:06:40,988 root INFO ContextualMultiArmedBanditAgent - exp=[0.0249 0.0747 0.0731 0.0732 0.0574] probs=[0.1937 0.2004 0.1987 0.2058 0.2013] -19:06:41,925 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0013399999999999998 std=0.0006681317235396026 min=-0.0024 max=-0.0003 -19:06:41,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.0014), (, -0.0014), (, -0.0024)] -19:06:42,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0744 0.0965 0.117 0.1082 0.1756] probs=[0.1969 0.2117 0.1959 0.1937 0.2017] -19:06:43,23 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001625 std=0.0008671072598012312 min=-0.0024 max=-0.0003 -19:06:43,23 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0003), (, -0.0024), (, -0.0014)] -19:06:43,155 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0729 0.0076 0.0235 -0.0044] probs=[0.2028 0.205 0.1825 0.1937 0.2161] -19:06:44,59 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.001625 std=0.0008671072598012312 min=-0.0024 max=-0.0003 -19:06:44,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, -0.0003), (, -0.0014), (, -0.0)] -19:06:44,288 root INFO ContextualMultiArmedBanditAgent - exp=[0.361 0.4043 0.3999 0.209 0.2762] probs=[0.2138 0.2024 0.194 0.1719 0.2178] -19:06:45,278 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0017 std=0.0009899494936611666 min=-0.0024 max=-0.0003 -19:06:45,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0), (, -0.0003), (, -0.0024)] -19:06:45,412 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0725 0.0076 0.0234 -0.0044] probs=[0.1932 0.2115 0.1982 0.2013 0.1958] -19:06:46,401 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.001225 std=0.0011882234638316144 min=-0.0024 max=0.0002 -19:06:46,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0002), (, -0.0024), (, -0.0003), (, -0.0)] -19:06:46,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.0769 0.2483 0.1754 0.1451 0.1309] probs=[0.192 0.2104 0.2188 0.1924 0.1864] -19:06:47,468 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0007999999999999999 std=0.0009772410142846032 min=-0.0024 max=0.0002 -19:06:47,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0024), (, -0.0003), (, -0.0007), (, 0.0002)] -19:06:47,635 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.3301 0.3745 0.3589 0.1868] probs=[0.1872 0.2097 0.1902 0.2147 0.1982] -19:06:48,584 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0008333333333333334 std=0.0008076027626390477 min=-0.0024 max=0.0002 -19:06:48,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0024), (, -0.0007), (, 0.0002), (, -0.0011), (, -0.0003)] -19:06:48,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.2184 0.3117 0.3364 0.2305 0.2506] probs=[0.1846 0.2199 0.1997 0.1896 0.2061] -19:06:49,843 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0009857142857142857 std=0.0006770283206327306 min=-0.0024 max=-0.0002 -19:06:49,844 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0007), (, -0.0024), (, -0.0002), (, -0.0011), (, -0.0011)] -19:06:50,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.2108 0.1213 0.1417 0.2432] probs=[0.1933 0.2114 0.1982 0.2013 0.1958] -19:06:51,35 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00074 std=0.0006799999999999999 min=-0.0024 max=-0.0001 -19:06:51,35 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0002), (, -0.0024), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0007), (, -0.0011), (, -0.0011), (, -0.0002)] -19:06:51,366 root INFO ContextualMultiArmedBanditAgent - exp=[0.0951 0.1691 0.1322 0.0873 0.1234] probs=[0.1932 0.2017 0.2029 0.1979 0.2043] -19:06:52,487 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.000881818181818182 std=0.0006264157518891714 min=-0.0024 max=-0.0001 -19:06:52,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, -0.0011), (, -0.0001), (, -0.0024), (, -0.0011), (, -0.0002), (, -0.0012), (, -0.0002), (, -0.0005), (, -0.0011)] -19:06:52,876 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.07 0.0075 0.0231 -0.0044] probs=[0.1951 0.2133 0.1961 0.2049 0.1907] -19:06:53,894 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0008615384615384614 std=0.00041794085252941924 min=-0.0016 max=-0.0001 -19:06:53,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0011), (, -0.0004), (, -0.0016), (, -0.0012), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0011), (, -0.0011), (, -0.0012), (, -0.0001), (, -0.0007)] -19:06:54,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.16 0.0816 0.1343 0.0281] probs=[0.1938 0.2096 0.2008 0.1972 0.1985] -19:06:55,675 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0008857142857142857 std=0.0004120630029101702 min=-0.0016 max=-0.0001 -19:06:55,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0011), (, -0.0005), (, -0.0016), (, -0.0011), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0012), (, -0.0004), (, -0.0), (, -0.0012), (, -0.0), (, -0.0012), (, -0.0011), (, -0.0005), (, -0.0001)] -19:06:56,214 root INFO ContextualMultiArmedBanditAgent - exp=[0.1291 0.1523 0.1512 0.0809 0.1382] probs=[0.1915 0.1982 0.2243 0.1981 0.1879] -19:06:57,511 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0008384615384615385 std=0.0004616666488653433 min=-0.0016 max=-0.0001 -19:06:57,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0), (, -0.0016), (, -0.0011), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0007), (, -0.0011)] -19:06:58,118 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1659 0.1803 0.1684 0.1215] probs=[0.2001 0.2145 0.1976 0.1961 0.1917] -19:06:59,479 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0008538461538461539 std=0.0004343259757997878 min=-0.0016 max=-0.0001 -19:06:59,480 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0005), (, -0.0011), (, -0.0012), (, -0.0006), (, -0.0001), (, -0.0011), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0012), (, -0.0012), (, -0.0005)] -19:06:59,908 root INFO ContextualMultiArmedBanditAgent - exp=[0.0411 0.1331 0.0595 0.022 0.0107] probs=[0.1949 0.2026 0.2095 0.2006 0.1924] -19:07:01,98 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0007466666666666665 std=0.0005426683046658325 min=-0.0016 max=0.0006 -19:07:01,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0005), (, -0.0011), (, -0.0007), (, -0.0005), (, -0.0012), (, 0.0006), (, -0.0011), (, -0.0006), (, -0.0012), (, -0.0001), (, -0.0004), (, -0.0016), (, -0.0004)] -19:07:01,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.2816 0.2222 0.1915 0.2316] probs=[0.1938 0.2079 0.1982 0.2033 0.1968] -19:07:02,940 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0007923076923076923 std=0.00056902283104329 min=-0.0016 max=0.0006 -19:07:02,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0016), (, 0.0006), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0007), (, -0.0012), (, -0.0012), (, -0.0011), (, -0.0005), (, -0.0001)] -19:07:03,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.1313 0.1503 0.1669 0.1587] probs=[0.1927 0.2135 0.2046 0.1957 0.1936] -19:07:04,809 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00125 std=0.00016072751268321597 min=-0.0016 max=-0.0011 -19:07:04,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0016), (, -0.0011)] -19:07:05,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.2588 0.139 0.1909 0.2157 0.1604] probs=[0.1708 0.2394 0.1944 0.1945 0.2008] -19:07:06,19 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:06,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0012)] -19:07:06,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.2811 0.3289 0.159 0.3258 0.1315] probs=[0.1936 0.2102 0.1984 0.2017 0.1962] -19:07:07,314 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:07,315 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:07,472 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0235 -0.0041] probs=[0.2289 0.2245 0.2047 0.17 0.1719] -19:07:08,669 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:08,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] -19:07:08,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.2867 0.4824 0.7103 0.676 0.0678] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:09,594 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:09,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] -19:07:09,690 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:10,636 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:10,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:10,721 root INFO ContextualMultiArmedBanditAgent - exp=[0.2542 0.3914 0.4333 0.323 0.2318] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:11,645 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:11,645 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] -19:07:11,777 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0235 -0.0041] probs=[0.1935 0.2103 0.1984 0.2017 0.1962] -19:07:12,631 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:12,632 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:12,781 root INFO ContextualMultiArmedBanditAgent - exp=[0.2915 0.5058 0.4926 0.1065 0.3902] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:13,904 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:13,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:14,36 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:15,100 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:15,100 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:15,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0042] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:16,178 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:16,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:16,243 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:17,306 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:17,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:17,382 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.174 0.1899 0.2439 0.2129 0.1793] -19:07:18,343 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:18,343 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:18,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:19,403 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:19,403 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012)] -19:07:19,455 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.145 0.1756 0.2605 0.2723 0.1467] -19:07:20,448 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:20,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:20,552 root INFO ContextualMultiArmedBanditAgent - exp=[0.4522 0.0494 0.0754 0.2013 0.0616] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:21,473 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:21,473 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:21,582 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.233 0.1837 0.1959 0.1744 0.213 ] -19:07:22,564 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:22,564 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:22,636 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0654 0.0071 0.0232 -0.0041] probs=[0.1936 0.2103 0.1984 0.2016 0.1962] -19:07:23,626 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:23,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:23,695 root INFO ContextualMultiArmedBanditAgent - exp=[0.4606 0.0385 0.4181 0.161 0.332 ] probs=[0.2628 0.1949 0.1721 0.1863 0.1839] -19:07:24,482 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:24,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:24,567 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0658 0.0071 0.0232 -0.0041] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] -19:07:25,420 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:25,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:25,515 root INFO ContextualMultiArmedBanditAgent - exp=[0.4363 0.2639 0.3154 0.4434 0.0082] probs=[0.1935 0.2103 0.1983 0.2016 0.1961] -19:07:26,286 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:26,286 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:26,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.2296 0.4877 0.086 0.1325 0.0583] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] -19:07:27,291 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:27,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:27,370 root INFO ContextualMultiArmedBanditAgent - exp=[0.3839 0.3188 0.4059 0.121 0.4735] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] -19:07:28,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:28,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:28,377 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0175 0.0658 0.0071 0.0232 -0.0041] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] -19:07:29,361 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0012 std=0.0 min=-0.0012 max=-0.0012 -19:07:29,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012)] -19:07:29,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.5004 0.5241 0.4723 0.2814 0.5817] probs=[0.1935 0.2104 0.1984 0.2016 0.1962] -19:07:31,424 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:07:31,425 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.6652125 std=1.2814129442118767 min=-0.0411 max=5.3008 -19:07:31,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0952), (, 0.1293), (, 0.033), (, -0.0411), (, 0.431), (, 0.0193), (, 1.5677), (, 0.115), (, 0.1961), (, 0.1293), (, 0.0311), (, 5.3008), (, 0.9695), (, 0.3371), (, 0.1293), (, 1.2008)] -19:07:31,754 root INFO ContextualMultiArmedBanditAgent - exp=[0.0667 0.1322 0.1233 0.0724 0.0977] probs=[0.1933 0.2161 0.1995 0.1995 0.1915] -19:07:32,747 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.27338000000000007 std=0.4236875754609757 min=-0.0411 max=1.5677 -19:07:32,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, 0.0193), (, -0.0411), (, 1.5677), (, 0.1293), (, 0.115), (, 0.431), (, 0.1293), (, 0.1961), (, 0.0311), (, 0.1293), (, 0.0952), (, 0.3371), (, 0.9695), (, 0.033)] -19:07:33,42 root INFO ContextualMultiArmedBanditAgent - exp=[0.0722 0.1076 0.1494 0.0598 0.1823] probs=[0.195 0.2054 0.1989 0.2082 0.1926] -19:07:34,124 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.094375 std=0.10143247445961279 min=-0.0411 max=0.3371 -19:07:34,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, 0.115), (, 0.1293), (, -0.0411), (, 0.0311), (, 0.1293), (, 0.1293), (, 0.3371), (, 0.0952), (, 0.0193), (, 0.033), (, 0.1961)] -19:07:34,528 root INFO ContextualMultiArmedBanditAgent - exp=[0.0725 0.0995 0.1059 0.1608 0.1416] probs=[0.2005 0.2079 0.1979 0.1994 0.1943] -19:07:35,407 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.06184166666666666 std=0.16110324049261773 min=-0.4682 max=0.115 -19:07:35,408 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0411), (, -0.1002), (, -0.1293), (, -0.4682), (, 0.115), (, 0.0311), (, 0.033), (, 0.0193), (, -0.2869), (, 0.0952), (, -0.0411), (, 0.0311)] -19:07:35,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.1925 0.2553 0.2046 0.2736 0.1381] probs=[0.1927 0.2057 0.1954 0.2085 0.1977] -19:07:36,710 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.10960909090909089 std=0.15812431504441202 min=-0.4682 max=0.0311 -19:07:36,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.0425), (, 0.0193), (, -0.0411), (, -0.2869), (, 0.0311), (, 0.0311), (, -0.4682), (, -0.0287), (, -0.1293), (, -0.0036)] -19:07:37,75 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0655 0.0054 0.0229 -0.0038] probs=[0.1956 0.2109 0.2025 0.2007 0.1903] -19:07:37,967 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.09594 std=0.13521692596219848 min=-0.4682 max=0.0207 -19:07:37,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.0036), (, -0.0425), (, -0.0418), (, -0.0411), (, -0.0476), (, -0.4682), (, -0.0254), (, -0.2869), (, 0.0207), (, -0.0418), (, -0.1293), (, -0.003), (, -0.0043), (, -0.0374)] -19:07:38,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1638 0.0485 0.0951 0.0787] probs=[0.188 0.2198 0.2003 0.1838 0.2081] -19:07:39,109 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.05765555555555554 std=0.08499720402082661 min=-0.2869 max=0.0207 -19:07:39,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.2869), (, -0.2869), (, -0.0374), (, -0.0524), (, -0.0036), (, -0.0374), (, -0.0476), (, -0.0962), (, -0.0411), (, -0.0425), (, -0.001), (, -0.0043), (, -0.0418), (, 0.0207), (, -0.0418), (, -0.0254), (, -0.003), (, -0.0092)] -19:07:39,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1189 0.1456 0.2119 0.189 0.1852] probs=[0.1935 0.2035 0.1961 0.2077 0.1992] -19:07:40,387 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.04388947368421053 std=0.06320209768951163 min=-0.2869 max=0.0207 -19:07:40,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0962), (, -0.0411), (, -0.0476), (, -0.003), (, -0.0092), (, -0.2869), (, -0.0181), (, -0.0151), (, -0.001), (, -0.0605), (, 0.0207), (, -0.0524), (, -0.0476), (, -0.0476), (, -0.0374), (, -0.0418), (, 0.0007), (, -0.0418), (, -0.008)] -19:07:40,923 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1185 0.0538 0.0743 0.0055] probs=[0.1917 0.2101 0.2016 0.196 0.2006] -19:07:42,20 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.040930434782608695 std=0.058511852643810244 min=-0.2869 max=0.0207 -19:07:42,21 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0605), (, -0.038), (, -0.0165), (, -0.0092), (, -0.0257), (, -0.0418), (, -0.0524), (, 0.0024), (, -0.0418), (, -0.0256), (, -0.003), (, -0.0962), (, -0.0476), (, -0.2869), (, 0.0007), (, -0.0374), (, -0.0181), (, -0.0605), (, -0.0476), (, -0.008), (, -0.0008), (, -0.0476), (, 0.0207)] -19:07:42,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.0764 0.1265 0.1223 0.1153 0.0801] probs=[0.2099 0.2133 0.1896 0.1945 0.1927] -19:07:43,562 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.029171999999999997 std=0.059769420408767565 min=-0.2869 max=0.0239 -19:07:43,563 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.038), (, -0.0524), (, -0.0008), (, -0.008), (, 0.0007), (, 0.0099), (, -0.0257), (, -0.0605), (, -0.0476), (, 0.0058), (, -0.0018), (, 0.0239), (, -0.0029), (, -0.0256), (, -0.2869), (, 0.0076), (, -0.0181), (, 0.003), (, -0.0476), (, -0.0002), (, -0.0962), (, -0.003), (, -0.0476), (, -0.038), (, 0.0207)] -19:07:44,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1123 0.0898 0.0861 0.0248] probs=[0.1937 0.2129 0.2009 0.2001 0.1924] -19:07:45,424 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.029719047619047617 std=0.06377277833241883 min=-0.2869 max=0.0239 -19:07:45,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.038), (, -0.008), (, -0.0018), (, -0.0181), (, 0.0099), (, -0.2869), (, -0.0524), (, -0.0058), (, -0.0962), (, -0.038), (, -0.0605), (, -0.0275), (, -0.0004), (, 0.0239), (, 0.0177), (, 0.003), (, -0.0256), (, -0.0139), (, -0.0008), (, 0.003), (, -0.0077)] -19:07:45,886 root INFO ContextualMultiArmedBanditAgent - exp=[0.1137 0.2078 0.1554 0.1986 0.1525] probs=[0.1948 0.2176 0.1953 0.201 0.1913] -19:07:46,990 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.025995652173913048 std=0.06155846622281215 min=-0.2869 max=0.0239 -19:07:46,990 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0256), (, -0.0018), (, -0.0962), (, -0.0003), (, 0.003), (, -0.0181), (, 0.0027), (, -0.0008), (, -0.0275), (, 0.0239), (, -0.0524), (, -0.0077), (, -0.0058), (, 0.003), (, -0.0004), (, -0.038), (, 0.0), (, -0.0605), (, -0.008), (, -0.0139), (, 0.0174), (, 0.0099), (, -0.2869)] -19:07:47,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.1911 0.1419 0.1871 0.1661] probs=[0.1981 0.2107 0.198 0.195 0.1982] -19:07:48,660 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.02516875 std=0.026929113398652768 min=-0.0962 max=0.0174 -19:07:48,660 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0139), (, -0.0385), (, -0.0256), (, -0.038), (, 0.0174), (, 0.0), (, -0.0018), (, -0.0524), (, -0.0004), (, -0.0181), (, -0.0077), (, -0.0275), (, -0.0139), (, 0.0001), (, -0.0962), (, -0.0257), (, -0.0605)] -19:07:49,39 root INFO ContextualMultiArmedBanditAgent - exp=[0.0756 0.1193 0.0512 0.0627 0.0467] probs=[0.1973 0.2037 0.2098 0.2018 0.1874] -19:07:50,95 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.02328125 std=0.026210451606897195 min=-0.0962 max=0.0033 -19:07:50,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0385), (, -0.0385), (, 0.0001), (, -0.038), (, 0.0), (, 0.0), (, -0.0003), (, -0.0962), (, -0.0256), (, -0.0275), (, -0.0257), (, -0.0139), (, -0.0605), (, -0.0077), (, -0.0018), (, -0.0014), (, 0.0033), (, -0.0003)] -19:07:50,593 root INFO ContextualMultiArmedBanditAgent - exp=[0.1228 0.2667 0.1169 0.1878 0.1472] probs=[0.192 0.2092 0.1956 0.2045 0.1987] -19:07:51,728 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.015899999999999997 std=0.018782718821187455 min=-0.0605 max=0.0137 -19:07:51,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0385), (, -0.0257), (, -0.0256), (, 0.0), (, -0.0217), (, -0.0385), (, -0.0014), (, -0.0275), (, 0.0001), (, -0.0003), (, -0.0077), (, 0.0137), (, 0.0001), (, 0.0004), (, -0.0139), (, 0.0033), (, -0.0), (, 0.0), (, -0.038), (, -0.021), (, -0.0605), (, 0.0006)] -19:07:52,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0683 0.1003 0.0474 0.0411 0.0757] probs=[0.1966 0.203 0.2037 0.1944 0.2023] -19:07:53,376 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.009720000000000001 std=0.015861550996040707 min=-0.0605 max=0.0033 -19:07:53,377 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, 0.0001), (, -0.0217), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0275), (, -0.0001), (, 0.0002), (, -0.0014), (, -0.0038), (, 0.0006), (, -0.0005), (, -0.0074), (, 0.0033), (, -0.0033), (, 0.0033), (, -0.0077), (, -0.0001), (, 0.0001), (, -0.0385), (, -0.0139), (, -0.038), (, 0.0), (, -0.0605), (, -0.0), (, 0.0), (, -0.003), (, -0.001)] -19:07:54,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.1772 0.1599 0.1637 0.1386 0.1874] probs=[0.1966 0.2086 0.1987 0.2021 0.194 ] -19:07:55,527 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.005907407407407407 std=0.012923734293665994 min=-0.0385 max=0.0206 -19:07:55,528 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, -0.0002), (, 0.0058), (, -0.038), (, -0.0002), (, 0.0206), (, -0.0014), (, 0.0033), (, 0.0002), (, 0.0), (, 0.0033), (, -0.003), (, -0.0275), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.001), (, -0.0217), (, -0.0), (, -0.0), (, -0.0385), (, -0.0038), (, -0.0074), (, -0.0077), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0014), (, -0.0033), (, -0.0139), (, -0.0008)] -19:07:56,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.1093 0.0967 0.0986 0.1159] probs=[0.1966 0.2042 0.1944 0.2082 0.1966] -19:07:57,551 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.005392307692307693 std=0.009556106508282185 min=-0.0385 max=0.0058 -19:07:57,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0217), (, -0.0159), (, -0.001), (, 0.0001), (, -0.0074), (, -0.0006), (, -0.0026), (, -0.0139), (, 0.0025), (, -0.0002), (, -0.0005), (, -0.0053), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, 0.0014), (, -0.0038), (, -0.0055), (, -0.0034), (, -0.0014), (, -0.0385), (, 0.0033), (, 0.0), (, 0.0004), (, -0.0217), (, -0.0027), (, -0.0071), (, 0.0058)] -19:07:58,263 root INFO ContextualMultiArmedBanditAgent - exp=[0.1036 0.1068 0.0951 0.076 0.0539] probs=[0.2009 0.2058 0.1993 0.1976 0.1964] -19:07:59,422 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.0038258064516129035 std=0.00854664498377393 min=-0.0385 max=0.0058 -19:07:59,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0159), (, -0.0015), (, -0.0), (, -0.0001), (, 0.0), (, -0.0063), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0217), (, 0.0058), (, 0.0003), (, 0.0028), (, -0.0071), (, -0.0004), (, 0.0025), (, 0.0), (, 0.0001), (, 0.0019), (, -0.0002), (, -0.001), (, 0.0005), (, -0.0038), (, -0.0053), (, -0.0027), (, -0.0026), (, -0.0055), (, -0.0005), (, 0.0033), (, -0.0159), (, -0.0014), (, -0.0014), (, -0.0385), (, -0.0034), (, 0.0004)] -19:08:00,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.0519 0.0782 0.0968 0.0525 0.0907] probs=[0.198 0.199 0.2 0.199 0.2041] -19:08:01,908 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=36 avg=-0.00461388888888889 std=0.008010588575191442 min=-0.0385 max=0.004 -19:08:01,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0159), (, -0.0087), (, -0.0053), (, -0.0), (, -0.0005), (, 0.0025), (, -0.001), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0005), (, -0.0018), (, -0.0071), (, -0.0021), (, 0.0), (, 0.004), (, -0.0217), (, -0.0159), (, -0.0002), (, -0.0034), (, -0.0385), (, -0.0026), (, -0.0111), (, -0.0066), (, -0.0055), (, -0.0038), (, -0.0), (, -0.0014), (, 0.003), (, -0.0004), (, -0.0018), (, -0.0126), (, -0.0001), (, -0.0038), (, -0.0015), (, 0.0), (, -0.0009), (, -0.0027), (, 0.0003), (, 0.0019)] -19:08:02,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.1294 0.1001 0.1016 0.125 ] probs=[0.2 0.2035 0.2047 0.1968 0.1951] -19:08:04,469 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=43 avg=-0.0030348837209302326 std=0.005337532036652627 min=-0.0217 max=0.0106 -19:08:04,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.004), (, -0.002), (, 0.0106), (, -0.0009), (, -0.0038), (, 0.002), (, -0.0018), (, 0.0013), (, 0.0025), (, -0.0005), (, -0.0012), (, -0.0022), (, -0.0038), (, -0.0005), (, -0.0015), (, -0.0111), (, -0.0038), (, -0.0071), (, -0.0159), (, 0.0), (, -0.0004), (, -0.0053), (, -0.0066), (, -0.0034), (, -0.0217), (, -0.0027), (, -0.0005), (, 0.0019), (, -0.0012), (, 0.0005), (, 0.0007), (, -0.0026), (, -0.0014), (, -0.0052), (, 0.0012), (, -0.0), (, -0.006), (, -0.0006), (, -0.0), (, -0.0015), (, -0.0126), (, -0.0055), (, -0.0021), (, -0.0024), (, -0.0087)] -19:08:05,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1549 0.1663 0.1463 0.1356 0.1569] probs=[0.2004 0.2014 0.195 0.2021 0.201 ] -19:08:07,127 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=42 avg=-0.002985714285714286 std=0.005432642583695054 min=-0.0217 max=0.0106 -19:08:07,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0038), (, -0.0015), (, -0.0), (, -0.0018), (, -0.0031), (, -0.0006), (, -0.0159), (, 0.0106), (, -0.0005), (, 0.0005), (, -0.0014), (, -0.0038), (, -0.0066), (, -0.0002), (, -0.006), (, 0.0007), (, -0.0015), (, -0.0087), (, 0.0), (, -0.0034), (, -0.0038), (, -0.0007), (, -0.003), (, -0.0009), (, -0.0053), (, -0.0012), (, 0.0004), (, 0.0019), (, 0.0019), (, -0.0011), (, -0.0016), (, -0.0055), (, -0.0052), (, 0.002), (, -0.0111), (, 0.0035), (, 0.0027), (, -0.0024), (, -0.0001), (, -0.0071), (, 0.0012), (, -0.0126), (, -0.0217)] -19:08:08,293 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.07 0.0815 0.079 0.0795] probs=[0.2017 0.2062 0.1985 0.197 0.1966] -19:08:09,598 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=40 avg=-0.0026550000000000002 std=0.005572699076749075 min=-0.0217 max=0.0106 -19:08:09,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0004), (, -0.0006), (, -0.0031), (, -0.006), (, -0.0217), (, -0.0008), (, -0.0111), (, -0.0052), (, -0.0005), (, 0.0002), (, -0.0021), (, -0.0009), (, -0.0066), (, -0.0), (, -0.003), (, 0.0019), (, -0.0064), (, -0.0055), (, -0.0007), (, -0.0015), (, -0.0159), (, -0.0004), (, -0.0005), (, -0.001), (, -0.0015), (, -0.0126), (, -0.0024), (, 0.0007), (, 0.0035), (, -0.0053), (, 0.0001), (, -0.001), (, -0.0001), (, 0.0027), (, 0.0106), (, 0.002), (, -0.0071), (, 0.0021), (, 0.0019), (, -0.0001)] -19:08:10,749 root INFO ContextualMultiArmedBanditAgent - exp=[0.0985 0.156 0.121 0.1187 0.1285] probs=[0.1977 0.2028 0.1994 0.2015 0.1987] -19:08:12,266 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=36 avg=-0.0026444444444444445 std=0.0055108702904373185 min=-0.0217 max=0.0027 -19:08:12,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0066), (, -0.0052), (, -0.0126), (, 0.0019), (, 0.0002), (, -0.0024), (, 0.0002), (, -0.0024), (, 0.0001), (, -0.001), (, -0.0), (, -0.0006), (, 0.0027), (, -0.0021), (, -0.0087), (, 0.002), (, -0.0001), (, -0.0031), (, 0.0003), (, 0.0022), (, -0.0159), (, 0.0007), (, -0.002), (, 0.002), (, 0.0011), (, -0.0111), (, 0.0001), (, -0.001), (, 0.0021), (, -0.0064), (, 0.0021), (, -0.001), (, 0.0022), (, -0.0005), (, -0.0217), (, -0.002)] -19:08:13,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1062 0.1034 0.1066 0.084 ] probs=[0.1954 0.198 0.2028 0.2008 0.2031] -19:08:14,477 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=32 avg=-0.002475 std=0.005620887385457922 min=-0.0217 max=0.0027 -19:08:14,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, -0.0111), (, 0.0011), (, -0.0007), (, 0.0002), (, -0.0001), (, -0.0217), (, -0.001), (, -0.0003), (, -0.0001), (, -0.001), (, -0.001), (, -0.0052), (, -0.0005), (, 0.0012), (, -0.0031), (, 0.002), (, -0.0006), (, -0.0024), (, 0.0022), (, -0.0), (, -0.0006), (, 0.0021), (, 0.0006), (, 0.0022), (, -0.0126), (, 0.0003), (, 0.0027), (, -0.0159), (, 0.0021), (, -0.002), (, -0.0064), (, -0.0009)] -19:08:15,473 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.139 0.1526 0.1435 0.1029] probs=[0.2002 0.2027 0.2099 0.1972 0.1901] -19:08:16,969 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0014294117647058824 std=0.004194431140828957 min=-0.0126 max=0.0034 -19:08:16,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0012), (, -0.0003), (, -0.0087), (, -0.0064), (, -0.002), (, -0.0007), (, 0.0002), (, -0.0126), (, 0.0003), (, 0.0034), (, 0.0022), (, -0.0015), (, -0.0001), (, 0.0011), (, -0.0), (, 0.0022), (, 0.0021), (, -0.001), (, -0.0001), (, -0.001), (, -0.0087), (, -0.0005), (, -0.0001), (, 0.0011), (, 0.0032), (, -0.0), (, -0.0009), (, 0.0021), (, 0.0026), (, 0.0022), (, -0.0111), (, -0.0009), (, -0.0071), (, 0.0005), (, -0.0006)] -19:08:17,900 root INFO ContextualMultiArmedBanditAgent - exp=[0.0427 0.0665 0.0517 0.0964 0.0429] probs=[0.1959 0.2033 0.2034 0.1978 0.1996] -19:08:19,402 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.0018125 std=0.004219578622327116 min=-0.0126 max=0.0037 -19:08:19,402 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0087), (, 0.0022), (, 0.0014), (, -0.0003), (, -0.0007), (, -0.0006), (, 0.0002), (, 0.0026), (, -0.0001), (, 0.0037), (, 0.0002), (, 0.0007), (, -0.0071), (, -0.0087), (, 0.0011), (, -0.0036), (, -0.0), (, -0.0126), (, 0.0012), (, -0.0005), (, 0.0022), (, 0.0003), (, -0.0), (, 0.0022), (, -0.0001), (, -0.0073), (, -0.002), (, -0.0007), (, -0.0005), (, -0.0), (, -0.0), (, -0.0087), (, -0.0111), (, -0.0015), (, -0.0007), (, -0.0005)] -19:08:20,371 root INFO ContextualMultiArmedBanditAgent - exp=[0.0666 0.0994 0.07 0.0723 0.0745] probs=[0.1967 0.2003 0.2017 0.1992 0.2021] -19:08:21,687 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.002048387096774194 std=0.004040909428760611 min=-0.0126 max=0.0026 -19:08:21,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, -0.0036), (, -0.002), (, 0.0022), (, -0.0), (, -0.0005), (, 0.0003), (, -0.0007), (, 0.0026), (, -0.0001), (, 0.0002), (, -0.0087), (, 0.0004), (, -0.0073), (, 0.0001), (, -0.0071), (, -0.0126), (, 0.0007), (, 0.0), (, -0.0087), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0022), (, -0.0005), (, -0.0001), (, -0.002), (, -0.0111), (, 0.0022), (, -0.0007), (, 0.0003), (, -0.0009)] -19:08:22,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0373 0.0458 0.0319 0.0346] probs=[0.1978 0.2054 0.2088 0.1964 0.1915] -19:08:23,955 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0025125 std=0.003602003204236961 min=-0.0111 max=0.0026 -19:08:23,955 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0005), (, -0.0008), (, -0.0111), (, -0.0087), (, -0.0073), (, -0.0071), (, -0.002), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0019), (, 0.0026), (, -0.0006), (, -0.0001), (, 0.0004), (, -0.0007), (, -0.0087), (, 0.0), (, -0.0036), (, -0.0009), (, -0.0005), (, 0.0)] -19:08:24,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1376 0.1832 0.1155 0.1767] probs=[0.1979 0.2044 0.1982 0.1978 0.2017] -19:08:26,15 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.002142857142857143 std=0.003597693894780963 min=-0.0111 max=0.0026 -19:08:26,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0004), (, 0.0026), (, -0.0005), (, -0.0), (, -0.0087), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0073), (, -0.0024), (, -0.0008), (, -0.0007), (, -0.0005), (, 0.0022), (, -0.0087), (, -0.0), (, -0.0036), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0111), (, -0.0018), (, 0.0), (, -0.0019)] -19:08:26,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.0603 0.1008 0.098 0.0458 0.1116] probs=[0.2016 0.2027 0.1978 0.1962 0.2018] -19:08:27,794 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.0019157894736842106 std=0.003125996793932884 min=-0.0087 max=0.0022 -19:08:27,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0022), (, -0.0018), (, -0.0004), (, -0.0073), (, -0.0026), (, 0.0012), (, -0.0), (, -0.0), (, -0.0), (, -0.0087), (, -0.0005), (, 0.0022), (, -0.0024), (, -0.0001), (, -0.0019), (, -0.0008), (, -0.0003), (, -0.0036), (, 0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0087), (, -0.0006)] -19:08:28,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.1408 0.148 0.1297 0.1382] probs=[0.2085 0.1991 0.1949 0.1977 0.1997] -19:08:29,789 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.001288888888888889 std=0.003041543630185335 min=-0.0087 max=0.0041 -19:08:29,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0073), (, -0.002), (, 0.0012), (, 0.0022), (, 0.0041), (, -0.0004), (, 0.0022), (, -0.0003), (, -0.0026), (, 0.0001), (, -0.0), (, -0.0018), (, -0.0004), (, -0.0024), (, -0.0006), (, -0.0005), (, -0.0036), (, -0.0087), (, -0.0), (, 0.0), (, 0.0)] -19:08:30,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.0949 0.0806 0.1499 0.0379] probs=[0.1953 0.2053 0.2044 0.1997 0.1954] -19:08:31,383 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=17 avg=-0.001970588235294117 std=0.0025171797257300278 min=-0.0087 max=0.0012 -19:08:31,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0), (, -0.0011), (, -0.0014), (, -0.0018), (, -0.0), (, 0.0008), (, -0.0), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0004), (, -0.002), (, 0.0), (, -0.0003), (, -0.0087), (, 0.0), (, -0.0036), (, 0.0012), (, -0.0026), (, -0.0), (, -0.0024), (, -0.0), (, -0.0073), (, -0.0004)] -19:08:32,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0741 0.1393 0.1421 0.1049 0.1365] probs=[0.1903 0.2051 0.2031 0.198 0.2035] -19:08:33,306 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=26 avg=-0.0014153846153846157 std=0.0021829218788115353 min=-0.0087 max=0.0018 -19:08:33,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0005), (, -0.0005), (, 0.0012), (, 0.0), (, -0.0024), (, 0.0), (, -0.0073), (, -0.0), (, -0.002), (, -0.0036), (, -0.0), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0), (, -0.0087), (, -0.0011), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0016), (, -0.0014), (, -0.0005), (, -0.001), (, -0.0019), (, 0.0018), (, -0.0014), (, -0.0006), (, -0.0018), (, 0.0)] -19:08:34,373 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.1472 0.1031 0.1086 0.1138] probs=[0.204 0.2008 0.2016 0.2011 0.1925] -19:08:35,725 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005969696969696969 std=0.0009793271804430087 min=-0.0024 max=0.0018 -19:08:35,726 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0006), (, -0.002), (, -0.0), (, -0.0004), (, 0.0), (, 0.0007), (, -0.0), (, 0.0), (, -0.0005), (, -0.0011), (, 0.0018), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0), (, -0.0006), (, 0.0005), (, 0.0014), (, 0.0), (, -0.001), (, 0.0), (, -0.0018), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0012), (, -0.0024), (, -0.0008), (, 0.0003), (, -0.0016), (, -0.0014), (, -0.0001), (, -0.0019)] -19:08:36,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.0916 0.1424 0.0891 0.0513 0.1119] probs=[0.1992 0.2029 0.1986 0.2034 0.196 ] -19:08:38,377 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=37 avg=-0.0007297297297297297 std=0.0010210923840102376 min=-0.0024 max=0.0018 -19:08:38,377 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0005), (, 0.0012), (, -0.0002), (, -0.0011), (, -0.002), (, -0.001), (, -0.0015), (, -0.0002), (, -0.0008), (, -0.0018), (, -0.0006), (, -0.0006), (, -0.0019), (, -0.0014), (, -0.0018), (, -0.0014), (, 0.0007), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0009), (, -0.0015), (, -0.0018), (, -0.0016), (, -0.0002), (, -0.0019), (, -0.0024), (, 0.0018), (, -0.0003), (, 0.0012), (, 0.0014), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0006), (, -0.0001)] -19:08:39,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.1018 0.119 0.1158 0.0828 0.1479] probs=[0.2032 0.2033 0.1961 0.2029 0.1945] -19:08:40,996 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.0007297297297297296 std=0.0009836129937879914 min=-0.003 max=0.0017 -19:08:40,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0011), (, -0.0001), (, -0.0019), (, -0.0005), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0008), (, -0.0014), (, -0.003), (, -0.0002), (, -0.0014), (, -0.0011), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0019), (, -0.0018), (, -0.0003), (, -0.0015), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.002), (, -0.0024), (, 0.0012), (, -0.0014), (, -0.0001), (, -0.0005), (, -0.0022), (, -0.0018), (, 0.0017), (, -0.0002)] -19:08:42,209 root INFO ContextualMultiArmedBanditAgent - exp=[0.0742 0.112 0.0896 0.1206 0.0858] probs=[0.1985 0.2026 0.2018 0.1985 0.1987] -19:08:43,682 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=39 avg=-0.00043846153846153856 std=0.000919758994245269 min=-0.003 max=0.0017 -19:08:43,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0022), (, -0.0004), (, 0.0011), (, -0.0001), (, 0.0005), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0019), (, -0.0002), (, -0.003), (, -0.001), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.0013), (, -0.0004), (, -0.0011), (, -0.0011), (, -0.0015), (, 0.0003), (, 0.0017), (, 0.0009), (, -0.0019), (, -0.0006), (, -0.0004), (, 0.0009), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0014), (, -0.0005), (, 0.0008)] -19:08:44,866 root INFO ContextualMultiArmedBanditAgent - exp=[0.1271 0.0958 0.1091 0.086 0.1299] probs=[0.1958 0.1989 0.1977 0.2046 0.203 ] -19:08:46,277 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=36 avg=-0.00045555555555555567 std=0.0007606446259019913 min=-0.003 max=0.0013 -19:08:46,277 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.003), (, 0.0), (, 0.0), (, -0.0002), (, 0.0009), (, 0.0009), (, -0.0007), (, -0.0005), (, -0.001), (, -0.001), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0013), (, -0.0011), (, -0.0002), (, -0.0019), (, -0.0005), (, -0.0004), (, -0.0006), (, 0.0), (, -0.001), (, 0.0003), (, -0.0006), (, -0.0005), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0002), (, 0.0013), (, -0.0015), (, -0.0001)] -19:08:47,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.072 0.0968 0.0683 0.0477 0.0775] probs=[0.1974 0.1985 0.2085 0.194 0.2015] -19:08:49,100 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=38 avg=-0.00030789473684210525 std=0.0005621301492618425 min=-0.0019 max=0.0009 -19:08:49,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0009), (, -0.0002), (, 0.0009), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0003), (, -0.0007), (, 0.0007), (, -0.0009), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0008), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0002), (, -0.0005), (, -0.001), (, -0.0004), (, -0.001), (, 0.0003), (, 0.0002), (, -0.0019), (, 0.0005), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0005)] -19:08:50,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1151 0.1007 0.0726 0.0603] probs=[0.2012 0.2026 0.2 0.1995 0.1967] -19:08:52,38 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=39 avg=-0.000341025641025641 std=0.0004791648443495062 min=-0.0019 max=0.0009 -19:08:52,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0019), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0009), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0006), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0005), (, 0.0005), (, 0.0009), (, 0.0), (, -0.0), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0007), (, 0.0), (, -0.0001)] -19:08:53,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1205 0.1324 0.1001 0.1099 0.1571] probs=[0.2072 0.1997 0.1951 0.2001 0.198 ] -19:08:54,949 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.00038124999999999997 std=0.00029094404530768454 min=-0.001 max=0.0004 -19:08:54,949 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0002), (, -0.0007), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0007), (, 0.0004), (, -0.0005), (, -0.001), (, -0.0004), (, -0.0002)] -19:08:56,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0816 0.0626 0.0652 0.0643 0.0742] probs=[0.1985 0.1983 0.2013 0.2012 0.2006] -19:08:58,108 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0004259259259259259 std=0.00021703830109605352 min=-0.0009 max=0.0002 -19:08:58,108 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0005), (, -0.0), (, 0.0), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0009), (, 0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0003)] -19:08:59,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.1357 0.1505 0.1002 0.0488 0.1483] probs=[0.1999 0.203 0.1989 0.1992 0.1989] -19:09:00,648 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0003 std=0.00029720924166878345 min=-0.0009 max=0.0003 -19:09:00,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, 0.0003), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0005), (, -0.0002)] -19:09:01,701 root INFO ContextualMultiArmedBanditAgent - exp=[0.1267 0.1118 0.0711 0.1305 0.1184] probs=[0.2061 0.1978 0.1932 0.2 0.2029] -19:09:03,194 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00022500000000000002 std=0.00026692695630078277 min=-0.0008 max=0.0003 -19:09:03,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0003), (, -0.0003), (, 0.0002), (, 0.0001), (, -0.0004), (, -0.0002), (, -0.0002), (, 0.0002), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0005), (, 0.0003), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0)] -19:09:04,341 root INFO ContextualMultiArmedBanditAgent - exp=[0.1686 0.1612 0.1738 0.1235 0.1473] probs=[0.1927 0.2011 0.2077 0.2058 0.1928] -19:09:05,927 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.00026206896551724137 std=0.00025381746509762685 min=-0.0008 max=0.0002 -19:09:05,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0008), (, 0.0002), (, -0.0), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0003), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0002)] -19:09:06,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.1369 0.1388 0.1029 0.1413 0.1113] probs=[0.194 0.2038 0.2016 0.2019 0.1987] -19:09:08,636 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.00029411764705882356 std=0.0002508118306509158 min=-0.0008 max=0.0003 -19:09:08,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0008), (, -0.0004), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0001)] -19:09:09,834 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.0582 0.0427 0.0278 0.0445] probs=[0.1974 0.2043 0.2062 0.1971 0.1951] -19:09:11,419 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.00025333333333333333 std=0.00024864074931962025 min=-0.0008 max=0.0003 -19:09:11,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0004), (, 0.0003), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0002), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0)] -19:09:12,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.0445 0.0592 0.0492 0.0671 0.0056] probs=[0.1961 0.2054 0.2066 0.1971 0.1948] -19:09:14,177 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00022580645161290327 std=0.00031517301130514153 min=-0.0008 max=0.0006 -19:09:14,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0006), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0005), (, 0.0005), (, -0.0003), (, -0.0008), (, 0.0004), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0005)] -19:09:15,464 root INFO ContextualMultiArmedBanditAgent - exp=[0.0437 0.0548 0.0212 0.0508 0.0305] probs=[0.196 0.1983 0.197 0.2052 0.2034] -19:09:17,15 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.00036785714285714286 std=0.0007601943226328813 min=-0.004 max=0.0008 -19:09:17,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0006), (, -0.004), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0004), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003)] -19:09:18,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.1124 0.1131 0.1124 0.0951 0.1237] probs=[0.1991 0.2088 0.1968 0.1972 0.1981] -19:09:19,923 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0005857142857142858 std=0.0009981104597167182 min=-0.004 max=0.0004 -19:09:19,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.004), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0004), (, 0.0), (, -0.0002), (, -0.0005)] -19:09:21,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.1189 0.1163 0.1261 0.0995 0.09 ] probs=[0.2036 0.2047 0.1969 0.1997 0.1951] -19:09:22,663 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0005928571428571429 std=0.0010099252346544455 min=-0.004 max=0.0004 -19:09:22,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0014), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, -0.0002), (, -0.004), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0008), (, -0.0001), (, -0.0004)] -19:09:24,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.0702 0.1329 0.111 0.0947 0.1034] probs=[0.2018 0.2075 0.1973 0.1999 0.1936] -19:09:25,634 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.0008359999999999999 std=0.001177074339198676 min=-0.0046 max=-0.0001 -19:09:25,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.004), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0006), (, -0.0046), (, -0.0011), (, 0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0028), (, 0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0002)] -19:09:26,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.0541 0.0462 0.0648 0.0694] probs=[0.1934 0.1988 0.1996 0.2029 0.2053] -19:09:28,439 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=28 avg=-0.0008392857142857142 std=0.0014008515995927737 min=-0.0046 max=0.001 -19:09:28,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0001), (, -0.0028), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0008), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0038), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.004), (, -0.0006), (, -0.0011), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0046), (, -0.0), (, -0.0008), (, -0.0006), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.001)] -19:09:29,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.1459 0.1367 0.142 0.1311 0.1089] probs=[0.1997 0.2068 0.1978 0.2039 0.1918] -19:09:31,550 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.000564516129032258 std=0.0015970837106338892 min=-0.0046 max=0.0036 -19:09:31,551 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0005), (, -0.0001), (, -0.004), (, 0.001), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0009), (, 0.0), (, -0.0014), (, -0.0002), (, 0.0036), (, 0.0), (, 0.0007), (, -0.0003), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0028), (, 0.0008), (, -0.0038), (, -0.0002), (, -0.0001), (, -0.0046), (, -0.0006), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0007), (, 0.0001), (, 0.0006)] -19:09:32,768 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1091 0.1176 0.0643 0.1095] probs=[0.1981 0.204 0.2071 0.1941 0.1967] -19:09:34,429 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00045666666666666664 std=0.001804749905727168 min=-0.0046 max=0.0036 -19:09:34,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0013), (, -0.0028), (, -0.004), (, -0.0006), (, 0.0008), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0036), (, 0.0029), (, -0.0002), (, -0.0006), (, 0.001), (, 0.0006), (, -0.0046), (, -0.0013), (, 0.0009), (, -0.0038), (, 0.0002), (, -0.0003), (, 0.0), (, 0.0021), (, -0.0), (, 0.0002), (, -0.0), (, -0.0007), (, -0.0011)] -19:09:35,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.1163 0.1204 0.1251 0.1545 0.0792] probs=[0.1927 0.1982 0.2062 0.2053 0.1975] -19:09:37,228 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00029666666666666665 std=0.0020440944748768885 min=-0.0046 max=0.0036 -19:09:37,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0004), (, 0.0018), (, 0.0001), (, -0.0046), (, -0.0), (, -0.0013), (, -0.0007), (, 0.0029), (, 0.0022), (, -0.0002), (, 0.0008), (, -0.0), (, 0.0009), (, -0.004), (, -0.0), (, -0.0038), (, 0.0006), (, -0.0001), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0013), (, -0.0024), (, 0.001), (, 0.0036), (, 0.0032), (, -0.0001), (, -0.0011), (, -0.0014), (, 0.0021), (, -0.0), (, -0.0006), (, -0.0028), (, -0.0001)] -19:09:38,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1049 0.1054 0.0907 0.0797 0.1058] probs=[0.2014 0.2014 0.1968 0.199 0.2014] -19:09:39,856 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00022121212121212121 std=0.0019708108738433366 min=-0.0046 max=0.0036 -19:09:39,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0018), (, 0.0022), (, -0.0002), (, -0.002), (, -0.0004), (, -0.0), (, -0.0007), (, 0.0008), (, -0.0013), (, 0.001), (, -0.0011), (, 0.0007), (, 0.0029), (, 0.0), (, 0.0008), (, 0.0012), (, -0.0003), (, 0.0028), (, 0.0015), (, -0.004), (, -0.0013), (, -0.0038), (, 0.0012), (, -0.0005), (, -0.0024), (, -0.0006), (, 0.0002), (, -0.0028), (, -0.0001), (, 0.0009), (, -0.0046), (, -0.0006), (, 0.0006), (, -0.0), (, 0.0036)] -19:09:41,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.0747 0.048 0.0351 0.0727] probs=[0.2014 0.2008 0.201 0.1961 0.2008] -19:09:42,953 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.0005214285714285714 std=0.0019409786086362912 min=-0.0046 max=0.0036 -19:09:42,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0007), (, -0.0006), (, 0.0012), (, -0.0046), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0013), (, 0.001), (, 0.0008), (, 0.0002), (, -0.0013), (, -0.0003), (, 0.0029), (, -0.0024), (, 0.0028), (, -0.0001), (, -0.004), (, -0.0004), (, 0.0006), (, 0.0009), (, -0.0011), (, 0.0036), (, -0.003), (, -0.002), (, -0.0011), (, 0.0008), (, -0.0028)] -19:09:43,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1451 0.1187 0.1308 0.1259] probs=[0.1962 0.1975 0.2004 0.2084 0.1975] -19:09:45,404 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0005833333333333333 std=0.0016010586775283687 min=-0.0046 max=0.0029 -19:09:45,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0008), (, -0.0013), (, -0.0), (, -0.0004), (, -0.0006), (, 0.0014), (, 0.0), (, -0.0024), (, -0.003), (, -0.0011), (, -0.0001), (, -0.0006), (, -0.0028), (, 0.0006), (, 0.001), (, 0.0002), (, -0.0015), (, -0.0016), (, -0.0005), (, -0.0003), (, 0.0002), (, -0.0006), (, 0.0012), (, -0.0003), (, -0.0013), (, -0.0007), (, -0.0), (, 0.0029), (, -0.0046), (, 0.0), (, -0.001), (, -0.0011), (, 0.0028), (, -0.0)] -19:09:46,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1507 0.1628 0.1185 0.121 0.1052] probs=[0.1933 0.2058 0.2008 0.206 0.1941] -19:09:47,876 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0004212121212121212 std=0.0013158146631391003 min=-0.003 max=0.0029 -19:09:47,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0007), (, -0.0003), (, 0.0029), (, -0.001), (, -0.0011), (, -0.0003), (, -0.0024), (, -0.0013), (, -0.0), (, 0.0002), (, -0.0015), (, -0.0001), (, 0.0), (, 0.0), (, 0.001), (, 0.0012), (, -0.0007), (, 0.0001), (, -0.0028), (, 0.0004), (, -0.0016), (, -0.0012), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0014), (, -0.0008), (, 0.0006), (, -0.0011), (, 0.001), (, -0.0), (, 0.0006), (, -0.003), (, 0.0012), (, 0.0009), (, -0.0013), (, 0.0)] -19:09:49,228 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.0899 0.0754 0.0524 0.048 ] probs=[0.2031 0.1898 0.2046 0.204 0.1985] -19:09:50,881 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.000493939393939394 std=0.001557375296615663 min=-0.006 max=0.002 -19:09:50,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0013), (, -0.0), (, -0.006), (, -0.0001), (, -0.0), (, 0.0006), (, -0.0005), (, 0.0), (, -0.0001), (, 0.001), (, 0.0007), (, -0.003), (, 0.0003), (, 0.0), (, 0.0006), (, -0.0015), (, 0.0009), (, 0.0), (, 0.0011), (, -0.0006), (, 0.0), (, 0.0007), (, -0.0013), (, 0.001), (, -0.0016), (, 0.0012), (, -0.0003), (, 0.002), (, -0.0013), (, -0.0028), (, -0.0007), (, -0.0024), (, -0.0003), (, 0.0001), (, -0.001), (, 0.0014), (, -0.0012), (, -0.0003)] -19:09:52,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.0808 0.1274 0.0651 0.0894 0.1505] probs=[0.1983 0.2001 0.199 0.1989 0.2038] -19:09:54,33 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0010392857142857144 std=0.001977613873498328 min=-0.006 max=0.0011 -19:09:54,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0009), (, 0.0005), (, -0.001), (, 0.0), (, 0.0003), (, -0.0028), (, -0.0013), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0024), (, -0.0005), (, -0.0012), (, -0.0005), (, 0.0006), (, 0.0011), (, 0.001), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, -0.0), (, -0.0052), (, -0.0001), (, 0.0011), (, 0.0), (, -0.0006), (, -0.003), (, -0.0013), (, 0.0), (, -0.0015), (, 0.001), (, -0.0003), (, -0.006)] -19:09:55,305 root INFO ContextualMultiArmedBanditAgent - exp=[0.0967 0.1302 0.1165 0.1343 0.1152] probs=[0.199 0.2003 0.1984 0.2024 0.2 ] -19:09:56,927 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0011608695652173915 std=0.0018244091671206115 min=-0.006 max=0.0016 -19:09:56,927 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0024), (, -0.0025), (, -0.0005), (, -0.0016), (, -0.0012), (, 0.0), (, -0.0001), (, -0.0028), (, -0.003), (, 0.0011), (, 0.0007), (, -0.0052), (, 0.0), (, -0.0), (, 0.001), (, 0.0), (, -0.006), (, -0.0007), (, 0.0006), (, -0.0012), (, 0.0016), (, -0.001), (, 0.0), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0)] -19:09:58,7 root INFO ContextualMultiArmedBanditAgent - exp=[0.0957 0.1113 0.0768 0.0836 0.1187] probs=[0.1972 0.2036 0.1987 0.203 0.1975] -19:09:59,496 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0009625000000000001 std=0.0018756804320921336 min=-0.006 max=0.0029 -19:09:59,497 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0008), (, -0.0007), (, -0.003), (, 0.0), (, 0.0011), (, -0.0016), (, -0.0), (, -0.0004), (, -0.0052), (, 0.0029), (, -0.0005), (, 0.0), (, -0.0012), (, -0.006), (, -0.0007), (, 0.0016), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0024), (, 0.0), (, -0.0025), (, 0.0), (, 0.0), (, 0.0007), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0003)] -19:10:00,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.0936 0.1362 0.1003 0.0774 0.1091] probs=[0.1982 0.2014 0.2032 0.192 0.2053] -19:10:01,929 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00058 std=0.0020740298937093455 min=-0.006 max=0.004 -19:10:01,929 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0004), (, -0.0005), (, 0.0), (, -0.0016), (, -0.0005), (, 0.004), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0011), (, 0.0), (, 0.0029), (, -0.0052), (, -0.0003), (, 0.0), (, 0.0005), (, 0.0002), (, -0.0008), (, -0.006), (, -0.0012), (, -0.0007), (, -0.0003), (, -0.0025), (, -0.0), (, -0.0015), (, -0.0012), (, 0.0029)] -19:10:02,996 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.2411 0.1839 0.1789 0.1672] probs=[0.1991 0.1991 0.2001 0.2074 0.1944] -19:10:04,628 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0003793103448275862 std=0.0021366069314565457 min=-0.006 max=0.004 -19:10:04,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0015), (, 0.0002), (, 0.001), (, 0.0029), (, -0.0003), (, 0.0014), (, -0.0052), (, -0.0005), (, 0.0022), (, -0.0007), (, 0.0), (, -0.0012), (, 0.0032), (, -0.0016), (, -0.0012), (, 0.0029), (, -0.0001), (, -0.0004), (, -0.0008), (, 0.004), (, -0.006), (, -0.0003), (, -0.0006), (, -0.0025), (, -0.0014), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0014)] -19:10:05,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.2016 0.2242 0.2229 0.1876 0.2231] probs=[0.2016 0.2026 0.1991 0.1899 0.2068] -19:10:07,80 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0002136363636363636 std=0.002293329349250175 min=-0.006 max=0.0032 -19:10:07,80 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.0029), (, 0.0014), (, 0.0025), (, -0.0012), (, 0.0), (, -0.0002), (, 0.001), (, -0.0004), (, -0.0016), (, 0.0003), (, -0.0014), (, -0.0052), (, 0.0022), (, -0.0012), (, 0.0029), (, 0.0032), (, -0.006), (, -0.0001), (, -0.0014), (, 0.0003), (, -0.0006)] -19:10:08,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1475 0.0918 0.1832 0.1055] probs=[0.1908 0.1992 0.1946 0.2078 0.2076] -19:10:09,468 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0004727272727272727 std=0.0019060148378182867 min=-0.006 max=0.0025 -19:10:09,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0007), (, 0.001), (, 0.0007), (, 0.0025), (, 0.0003), (, 0.0014), (, -0.006), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0052), (, -0.0007), (, 0.001), (, -0.0002), (, -0.0014), (, 0.0006), (, -0.0005), (, 0.0014), (, -0.0012), (, 0.0003), (, 0.0), (, 0.0), (, -0.0012)] -19:10:10,313 root INFO ContextualMultiArmedBanditAgent - exp=[0.0715 0.1221 0.0848 0.0903 0.1014] probs=[0.2015 0.2002 0.1961 0.1998 0.2024] -19:10:11,767 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.00068 std=0.002138597671372528 min=-0.006 max=0.0014 -19:10:11,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0005), (, -0.0001), (, 0.0008), (, 0.0), (, 0.0014), (, -0.0014), (, 0.0006), (, -0.0052), (, -0.006), (, -0.0005), (, -0.0), (, 0.0007), (, -0.0012), (, -0.0007), (, 0.0013), (, 0.001)] -19:10:12,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1405 0.0909 0.0563 0.1815] probs=[0.1963 0.204 0.2081 0.1974 0.1942] -19:10:13,715 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=10 avg=-0.00023 std=0.0007470609078247904 min=-0.0014 max=0.0008 -19:10:13,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0008), (, -0.0001), (, -0.0005), (, -0.0012), (, 0.0), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0007), (, -0.0007), (, 0.0003), (, -0.0)] -19:10:14,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.0853 0.0449 0.0507 0.0589] probs=[0.1953 0.2027 0.2047 0.195 0.2024] -19:10:16,400 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:10:16,401 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.19085 std=0.3190452789182125 min=-0.0974 max=0.9706 -19:10:16,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0482), (, -0.0013), (, 0.4436), (, 0.0333), (, 0.0518), (, -0.0383), (, 0.8143), (, 0.1447), (, -0.0196), (, 0.3145), (, 0.0359), (, -0.0974), (, 0.5163), (, -0.0008), (, -0.0658), (, 0.9706)] -19:10:16,750 root INFO ContextualMultiArmedBanditAgent - exp=[0.0348 0.2024 0.17 0.2016 0.1728] probs=[0.1945 0.2109 0.1883 0.2032 0.2032] -19:10:17,870 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.054517647058823525 std=0.2365017205143091 min=-0.3123 max=0.8143 -19:10:17,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0974), (, -0.0744), (, 0.2878), (, -0.0008), (, -0.0196), (, 0.0333), (, 0.3145), (, -0.3123), (, -0.0974), (, 0.1447), (, 0.0518), (, 0.0359), (, -0.0383), (, -0.0482), (, -0.0013), (, 0.8143), (, -0.0658)] -19:10:18,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.0684 0.1042 0.0499 0.0749 0.0656] probs=[0.1997 0.2021 0.1879 0.2041 0.2062] -19:10:19,505 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.007012499999999996 std=0.1322696765844311 min=-0.3123 max=0.3145 -19:10:19,506 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, -0.0482), (, -0.0383), (, 0.0333), (, 0.0518), (, -0.3123), (, -0.0196), (, -0.0974), (, 0.1863), (, 0.1447), (, -0.0658), (, -0.0744), (, 0.0359), (, -0.0013), (, -0.0008), (, 0.3145)] -19:10:19,855 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1833 0.1272 0.1241 0.0619] probs=[0.1933 0.211 0.1979 0.2026 0.1952] -19:10:20,769 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.043225000000000006 std=0.03275128814260593 min=-0.0974 max=-0.0008 -19:10:20,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0008), (, -0.0482), (, -0.0196), (, -0.0658), (, -0.0974), (, -0.0744), (, -0.0383)] -19:10:20,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.111 0.1409 0.158 0.0518 0.0969] probs=[0.2013 0.2258 0.1806 0.1939 0.1983] -19:10:21,850 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.02379999999999999 std=0.0453586315329889 min=-0.0974 max=0.0561 -19:10:21,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0073), (, 0.0015), (, 0.0434), (, -0.0482), (, 0.0561), (, -0.0744), (, -0.0383), (, -0.0974), (, -0.0241), (, -0.0658), (, -0.0073)] -19:10:22,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.0367 0.1888 0.1477 0.1643 0.0592] probs=[0.1961 0.206 0.1988 0.2156 0.1835] -19:10:23,116 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.031174999999999998 std=0.044163939381204054 min=-0.0974 max=0.0561 -19:10:23,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0348), (, -0.0482), (, -0.0658), (, -0.0383), (, 0.022), (, 0.0561), (, -0.0484), (, -0.0241), (, -0.0513), (, -0.0744), (, -0.0391), (, -0.0974)] -19:10:23,372 root INFO ContextualMultiArmedBanditAgent - exp=[0.0734 0.1379 0.0769 0.1674 0.1005] probs=[0.1989 0.2044 0.1972 0.2058 0.1938] -19:10:24,423 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.02919 std=0.03841620621560645 min=-0.0974 max=0.0259 -19:10:24,423 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0974), (, 0.022), (, 0.0259), (, -0.0041), (, -0.0513), (, -0.001), (, -0.0484), (, -0.0241), (, -0.0391), (, -0.0744)] -19:10:24,638 root INFO ContextualMultiArmedBanditAgent - exp=[0.0779 0.1534 0.1134 0.1024 0.0267] probs=[0.1932 0.211 0.198 0.2025 0.1953] -19:10:25,804 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.022912500000000002 std=0.03216024088451453 min=-0.0974 max=-0.0008 -19:10:25,804 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0974), (, -0.0008), (, -0.0041), (, -0.0484), (, -0.0008), (, -0.0241), (, -0.001)] -19:10:25,995 root INFO ContextualMultiArmedBanditAgent - exp=[0.0074 0.1661 0.0409 0.0789 0.0951] probs=[0.2001 0.2013 0.1931 0.2031 0.2024] -19:10:27,38 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010275 std=0.0264465222981523 min=-0.0974 max=0.0036 -19:10:27,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.002), (, 0.0007), (, -0.0974), (, -0.0008), (, -0.0014), (, -0.0008), (, -0.001), (, 0.0036), (, -0.0041), (, -0.0067), (, -0.0067)] -19:10:27,324 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0205 0.0755 0.0063 0.0307 -0.0088] probs=[0.1893 0.2047 0.1959 0.2185 0.1915] -19:10:28,445 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001906666666666667 std=0.0034587987638613625 min=-0.0067 max=0.0036 -19:10:28,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.001), (, -0.0008), (, 0.0007), (, -0.0008), (, 0.0036), (, -0.0067), (, -0.001), (, -0.0067), (, -0.002), (, 0.0036), (, 0.0014), (, -0.0067), (, -0.0041), (, -0.0014)] -19:10:28,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1936 0.0696 0.1403 0.116 ] probs=[0.1834 0.2185 0.1992 0.2042 0.1947] -19:10:29,851 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0026800000000000005 std=0.0036102077502548242 min=-0.0067 max=0.0053 -19:10:29,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.002), (, -0.0067), (, -0.0041), (, -0.001), (, -0.0016), (, -0.0067), (, 0.0036), (, -0.0067), (, 0.0053), (, -0.0008), (, -0.0023), (, -0.0067), (, -0.0014), (, -0.0067), (, -0.0037), (, -0.0008), (, 0.0014), (, 0.0007), (, -0.0067)] -19:10:30,307 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.1607 0.0687 0.1039 0.1095] probs=[0.1921 0.1969 0.2038 0.2001 0.207 ] -19:10:31,371 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0035749999999999996 std=0.003506571212262296 min=-0.0067 max=0.0053 -19:10:31,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0067), (, -0.0014), (, -0.0063), (, -0.0067), (, -0.0037), (, -0.0067), (, -0.002), (, 0.0053), (, -0.0067), (, -0.0008), (, 0.0036), (, -0.0052), (, -0.001), (, -0.0067), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0008), (, -0.0008), (, 0.0007), (, -0.0041), (, -0.0067)] -19:10:31,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1976 0.0403 0.1343 0.1007] probs=[0.2 0.2094 0.1998 0.1975 0.1933] -19:10:33,106 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.004012 std=0.0031945353339726894 min=-0.0069 max=0.003 -19:10:33,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.0067), (, -0.0061), (, -0.0069), (, -0.0067), (, -0.0053), (, -0.0067), (, -0.0038), (, -0.0023), (, -0.0008), (, -0.0067), (, -0.0067), (, 0.0007), (, -0.0067), (, -0.0014), (, -0.0052), (, -0.0003), (, -0.0067), (, -0.0008), (, -0.0023), (, -0.0063), (, -0.0067), (, 0.003), (, 0.003), (, -0.0067)] -19:10:33,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.0415 0.1247 0.065 0.0668 0.0594] probs=[0.1934 0.2059 0.1999 0.1976 0.2031] -19:10:34,904 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.005258823529411765 std=0.0025347140048741575 min=-0.0069 max=0.0019 -19:10:34,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0052), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0067), (, -0.0013), (, -0.0067), (, -0.0061), (, 0.0019), (, -0.0067), (, -0.0067), (, -0.0069), (, -0.0067), (, -0.0023), (, -0.0067)] -19:10:35,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.1514 0.093 0.1068 0.0608] probs=[0.1973 0.2084 0.2051 0.1911 0.1981] -19:10:36,689 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0050733333333333325 std=0.00211422694041003 min=-0.0069 max=-0.0013 -19:10:36,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0067), (, -0.0026), (, -0.0067), (, -0.0052), (, -0.0013), (, -0.0061), (, -0.0067), (, -0.0069), (, -0.0067), (, -0.0067), (, -0.0023), (, -0.0067), (, -0.0023), (, -0.0023)] -19:10:37,44 root INFO ContextualMultiArmedBanditAgent - exp=[0.1278 0.1473 0.0662 0.1496 0.1131] probs=[0.1921 0.2035 0.1995 0.2121 0.1928] -19:10:38,208 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.004075 std=0.0024910255585467874 min=-0.0069 max=0.0004 -19:10:38,208 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0004), (, -0.0023), (, -0.0026), (, -0.0052), (, -0.0023), (, -0.0067), (, -0.0061), (, -0.0067), (, -0.0013), (, -0.0069), (, -0.0023)] -19:10:38,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1893 0.0697 0.1643 0.0659] probs=[0.2181 0.2059 0.1979 0.1907 0.1873] -19:10:39,597 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0044909090909090905 std=0.00389719119027457 min=-0.0143 max=0.0008 -19:10:39,597 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0023), (, -0.0023), (, -0.0061), (, -0.0023), (, -0.0052), (, 0.0008), (, -0.0013), (, -0.0069), (, -0.0143), (, -0.0026)] -19:10:39,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.0277 0.1281 0.0345 0.0819 0.0356] probs=[0.1919 0.2032 0.2125 0.1969 0.1955] -19:10:40,992 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.004438461538461539 std=0.004728561085661092 min=-0.0143 max=0.0008 -19:10:40,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0143), (, -0.0026), (, -0.0023), (, 0.0008), (, -0.0023), (, -0.0069), (, -0.0052), (, -0.0143), (, -0.0007), (, -0.0024), (, -0.0013), (, -0.0061), (, -0.0001)] -19:10:41,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1788 0.2363 0.1292 0.1351 0.1732] probs=[0.1912 0.2072 0.2062 0.2009 0.1946] -19:10:42,534 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.002753333333333333 std=0.0044997580181852246 min=-0.0143 max=0.0046 -19:10:42,534 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0074), (, -0.0001), (, -0.0016), (, 0.0046), (, -0.0069), (, -0.0026), (, -0.0013), (, -0.0007), (, -0.0052), (, 0.0026), (, -0.0143), (, 0.0008), (, -0.0061), (, -0.0024)] -19:10:42,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.0772 0.182 0.0828 0.1642 0.1763] probs=[0.1951 0.2092 0.1953 0.2012 0.1991] -19:10:44,83 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0011299999999999997 std=0.0051762051736769475 min=-0.0143 max=0.0107 -19:10:44,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0013), (, -0.0064), (, 0.0008), (, -0.0024), (, -0.0007), (, -0.0143), (, -0.0016), (, 0.0013), (, -0.0001), (, 0.0052), (, -0.0069), (, 0.0026), (, -0.0074), (, -0.0052), (, -0.0006), (, 0.0107), (, 0.0046), (, 0.0012), (, -0.0014)] -19:10:44,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.0813 0.1363 0.1112 0.1267 0.0783] probs=[0.1877 0.2081 0.2017 0.2087 0.1938] -19:10:45,658 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013272727272727273 std=0.004831636445739854 min=-0.0143 max=0.0107 -19:10:45,659 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0143), (, -0.0069), (, -0.0008), (, 0.0046), (, 0.0026), (, -0.0024), (, -0.0052), (, -0.0005), (, -0.0016), (, -0.0064), (, 0.0014), (, -0.0007), (, 0.0026), (, -0.0074), (, 0.0026), (, -0.0006), (, 0.0107), (, -0.0013)] -19:10:46,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.0913 0.1301 0.1 0.1226 0.1263] probs=[0.1968 0.2098 0.1987 0.2065 0.1882] -19:10:47,583 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012000000000000001 std=0.004523622209550312 min=-0.0143 max=0.0046 -19:10:47,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0026), (, -0.0007), (, -0.0014), (, -0.0074), (, -0.0002), (, -0.0014), (, 0.0026), (, -0.0002), (, 0.0026), (, 0.0046), (, -0.0008), (, -0.0143), (, -0.0064), (, 0.0022), (, -0.0014), (, 0.0025), (, -0.0069), (, 0.0026)] -19:10:48,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0857 0.1425 0.0904 0.0854 0.0758] probs=[0.193 0.2103 0.2017 0.2019 0.1931] -19:10:49,194 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012157894736842107 std=0.004548251619884715 min=-0.0143 max=0.0066 -19:10:49,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0002), (, -0.0055), (, -0.0143), (, -0.0002), (, -0.0064), (, -0.0002), (, -0.0074), (, 0.0018), (, 0.0046), (, 0.0011), (, 0.0025), (, 0.0022), (, -0.0014), (, -0.0014), (, 0.0066), (, -0.0014), (, -0.0007)] -19:10:49,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.0811 0.1434 0.1578 0.1669 0.156 ] probs=[0.1955 0.2175 0.1911 0.199 0.1969] -19:10:50,764 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.00044545454545454543 std=0.0037930231733260514 min=-0.0143 max=0.0066 -19:10:50,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0002), (, 0.0066), (, 0.0018), (, -0.0002), (, 0.0022), (, -0.0014), (, 0.0), (, 0.0022), (, -0.0014), (, -0.0002), (, -0.0055), (, 0.0001), (, 0.0025), (, -0.0014), (, -0.0007), (, 0.0027), (, -0.0014), (, 0.0011), (, -0.0143), (, 0.0011), (, -0.0018)] -19:10:51,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.0809 0.1287 0.0884 0.0544 0.0842] probs=[0.1891 0.2165 0.2004 0.2009 0.193 ] -19:10:52,657 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0007352941176470588 std=0.0015773921801395484 min=-0.0055 max=0.0025 -19:10:52,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0018), (, -0.0002), (, 0.0001), (, -0.0002), (, 0.0025), (, 0.0011), (, -0.0002), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0055)] -19:10:53,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.0598 0.1744 0.1107 0.1669 0.1162] probs=[0.1952 0.2089 0.2026 0.1979 0.1953] -19:10:54,409 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0006666666666666665 std=0.0014976524840439331 min=-0.0055 max=0.0025 -19:10:54,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0055), (, 0.0011), (, -0.0002), (, 0.0025), (, -0.0024), (, -0.0009), (, 0.0001), (, -0.0002), (, -0.0014), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0019), (, -0.0001), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.003), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0002)] -19:10:55,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.156 0.1045 0.1128 0.1223] probs=[0.1907 0.2151 0.1987 0.2054 0.1901] -19:10:56,270 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012347826086956518 std=0.0014763670733763052 min=-0.0055 max=0.0019 -19:10:56,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0025), (, -0.0018), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0003), (, -0.0018), (, 0.0019), (, -0.0014), (, -0.0055), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0024), (, -0.003), (, 0.0011)] -19:10:56,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.0999 0.1249 0.0774 0.1606 0.129 ] probs=[0.1888 0.2069 0.1967 0.2037 0.2038] -19:10:57,993 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001513333333333333 std=0.0008868420879101809 min=-0.003 max=-0.0001 -19:10:57,994 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0003), (, -0.0024), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0025), (, -0.0014), (, -0.003), (, -0.0001), (, -0.0018), (, -0.0014)] -19:10:58,389 root INFO ContextualMultiArmedBanditAgent - exp=[0.0015 0.131 0.049 0.0867 0.0416] probs=[0.1899 0.216 0.1995 0.1987 0.1959] -19:10:59,288 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0016263157894736843 std=0.0009469297229874075 min=-0.003 max=-0.0001 -19:10:59,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0025), (, -0.0018), (, -0.0014), (, -0.0024), (, -0.003), (, -0.003), (, -0.001), (, -0.0014), (, -0.0014), (, -0.003), (, -0.0), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0017), (, -0.0014), (, -0.0003)] -19:10:59,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.0144 0.1001 0.0566 0.0684 0.0417] probs=[0.1907 0.2068 0.197 0.2056 0.1998] -19:11:00,844 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0012842105263157894 std=0.0010240595983348959 min=-0.003 max=0.001 -19:11:00,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.003), (, -0.0014), (, -0.0014), (, -0.0002), (, -0.0003), (, -0.0024), (, -0.0014), (, -0.0002), (, -0.0), (, -0.0), (, -0.001), (, -0.0014), (, -0.0001), (, -0.0017), (, 0.001), (, -0.0005), (, -0.0014), (, -0.003), (, -0.0018), (, -0.0025)] -19:11:01,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.0351 0.1501 0.0686 0.147 0.0703] probs=[0.1968 0.2193 0.2063 0.1908 0.1868] -19:11:02,483 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0015470588235294118 std=0.0014063376078054753 min=-0.005 max=0.0019 -19:11:02,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0019), (, -0.0024), (, -0.0015), (, -0.0014), (, -0.0008), (, -0.0014), (, -0.003), (, -0.0014), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0018), (, -0.0017), (, -0.005), (, 0.0004), (, -0.003)] -19:11:02,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1108 0.2025 0.2215 0.173 0.1611] probs=[0.19 0.2123 0.2023 0.1986 0.1968] -19:11:04,31 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0018266666666666665 std=0.0018379215313923376 min=-0.005 max=0.0019 -19:11:04,31 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0015), (, -0.0014), (, -0.0014), (, 0.0019), (, -0.005), (, -0.003), (, -0.0014), (, -0.0014), (, -0.0008), (, -0.0015), (, -0.0036), (, 0.0011), (, -0.003), (, -0.0014)] -19:11:04,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.2062 0.1736 0.1462 0.2031] probs=[0.1833 0.2094 0.2045 0.2129 0.1899] -19:11:05,510 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0022285714285714283 std=0.0019076644551569827 min=-0.0052 max=0.0011 -19:11:05,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0014), (, -0.0014), (, 0.0005), (, -0.0052), (, -0.0008), (, -0.003), (, -0.005), (, -0.0014), (, -0.0015), (, 0.0011), (, -0.003), (, -0.0015), (, -0.0036)] -19:11:05,878 root INFO ContextualMultiArmedBanditAgent - exp=[0.0012 0.087 0.0314 0.0642 0.0031] probs=[0.1991 0.199 0.2029 0.2062 0.1928] -19:11:06,853 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016277777777777777 std=0.0022543305376185423 min=-0.0052 max=0.0028 -19:11:06,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.003), (, -0.0036), (, -0.0015), (, -0.0008), (, -0.0015), (, -0.0014), (, 0.0005), (, -0.0026), (, -0.0014), (, 0.0028), (, -0.005), (, -0.0014), (, -0.003), (, 0.0006), (, -0.0052), (, 0.0011), (, 0.0013)] -19:11:07,349 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.1534 0.1898 0.113 0.1636] probs=[0.1952 0.2092 0.1982 0.1921 0.2053] -19:11:08,754 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0018124999999999999 std=0.0018346917315996167 min=-0.0052 max=0.0013 -19:11:08,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0036), (, 0.0005), (, -0.003), (, -0.0052), (, -0.0014), (, -0.0026), (, -0.0015), (, -0.0006), (, -0.0008), (, 0.0013), (, -0.0005), (, -0.003), (, -0.0015), (, -0.005), (, 0.0005)] -19:11:09,197 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1247 0.189 0.1055 0.1874] probs=[0.1918 0.2019 0.2039 0.2085 0.194 ] -19:11:10,387 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002025 std=0.0023636571240347026 min=-0.0067 max=0.0013 -19:11:10,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0005), (, -0.0067), (, -0.005), (, -0.0026), (, -0.0052), (, -0.0008), (, 0.0013), (, -0.0007), (, -0.0036), (, 0.0005), (, 0.0005), (, -0.0014), (, 0.0005), (, -0.003), (, -0.0041)] -19:11:10,849 root INFO ContextualMultiArmedBanditAgent - exp=[0.0312 0.0694 0.0101 0.065 0.0453] probs=[0.1939 0.2069 0.2036 0.1973 0.1983] -19:11:12,9 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0021894736842105263 std=0.002371518442473448 min=-0.0067 max=0.0013 -19:11:12,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.005), (, -0.0007), (, -0.0026), (, -0.0007), (, -0.0008), (, -0.0041), (, -0.0007), (, 0.0005), (, -0.0036), (, -0.0052), (, -0.0014), (, -0.0008), (, -0.0034), (, 0.0005), (, -0.0007), (, -0.0067), (, 0.0013), (, -0.0008)] -19:11:12,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.0043 0.1101 0.0628 0.1114 0.0798] probs=[0.2071 0.2048 0.1991 0.1975 0.1916] -19:11:13,650 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0029000000000000002 std=0.002681319392428012 min=-0.011 max=0.0001 -19:11:13,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0008), (, -0.0052), (, -0.0034), (, -0.0036), (, -0.0041), (, -0.0007), (, -0.011), (, -0.0014), (, -0.0026), (, -0.005), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0067), (, -0.0036), (, -0.0008), (, -0.0008), (, -0.0007)] -19:11:14,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.0809 0.0685 0.0606 0.0078] probs=[0.1953 0.1974 0.1965 0.2106 0.2002] -19:11:15,338 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0030086956521739134 std=0.0034839898471721305 min=-0.011 max=0.0028 -19:11:15,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0008), (, -0.0014), (, -0.0007), (, 0.0001), (, -0.0041), (, -0.011), (, -0.0052), (, -0.0041), (, -0.005), (, -0.0067), (, -0.0007), (, -0.0083), (, 0.0003), (, -0.0034), (, -0.0008), (, 0.0028), (, -0.0036), (, -0.0004), (, -0.0007), (, -0.0008), (, -0.0011), (, -0.0026)] -19:11:15,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.1406 0.1038 0.1075 0.1675] probs=[0.1999 0.2086 0.1995 0.195 0.1971] -19:11:17,182 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0018454545454545453 std=0.003713700344391545 min=-0.011 max=0.0028 -19:11:17,182 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0041), (, 0.0017), (, -0.0008), (, -0.0036), (, -0.0036), (, 0.0028), (, -0.0011), (, -0.0034), (, -0.0008), (, 0.0003), (, -0.0052), (, 0.0001), (, 0.0021), (, -0.0026), (, 0.0003), (, -0.0011), (, 0.0), (, 0.0021), (, 0.0028), (, -0.011), (, -0.0004), (, -0.0041)] -19:11:17,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.0773 0.0787 0.0556 0.0608 0.0815] probs=[0.1997 0.209 0.1923 0.1981 0.2009] -19:11:19,75 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0016700000000000003 std=0.0038561768631638254 min=-0.011 max=0.0045 -19:11:19,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0045), (, -0.0005), (, 0.0028), (, -0.003), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0034), (, -0.0041), (, 0.0003), (, -0.0026), (, 0.0), (, -0.0005), (, -0.0011), (, -0.0036), (, -0.011), (, 0.0028), (, 0.0017), (, 0.0001), (, -0.0036)] -19:11:19,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.2076 0.214 0.1475 0.1459 0.2124] probs=[0.1936 0.2074 0.2047 0.1992 0.1951] -19:11:20,845 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0014 std=0.004119785380204576 min=-0.011 max=0.0045 -19:11:20,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0034), (, 0.0), (, -0.0041), (, -0.0004), (, -0.003), (, -0.0003), (, 0.0038), (, -0.011), (, 0.0001), (, -0.0005), (, -0.0036), (, 0.0), (, -0.0005), (, 0.0045), (, -0.0004), (, 0.0017), (, 0.0028), (, -0.0005), (, 0.0028), (, -0.0036)] -19:11:21,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1683 0.0673 0.148 0.1104] probs=[0.1997 0.2014 0.2063 0.1972 0.1955] -19:11:22,721 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=16 avg=-0.0007062500000000001 std=0.0037152504542089754 min=-0.011 max=0.0045 -19:11:22,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0029), (, -0.0004), (, -0.0034), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0), (, -0.0022), (, 0.0045), (, -0.0038), (, 0.0045), (, 0.0028), (, 0.0028), (, -0.003), (, -0.0004), (, 0.0017), (, 0.0001)] -19:11:23,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.0653 0.1083 0.0742 0.0558 0.0257] probs=[0.1928 0.2012 0.1967 0.2047 0.2046] -19:11:24,325 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0011809523809523808 std=0.003026646588084079 min=-0.011 max=0.0028 -19:11:24,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0027), (, -0.0003), (, -0.003), (, 0.0), (, -0.0029), (, -0.0038), (, -0.0022), (, -0.0014), (, 0.0004), (, 0.0002), (, 0.0), (, 0.0009), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0017), (, -0.0038), (, -0.0034), (, -0.0004), (, 0.0), (, 0.0028), (, 0.0028), (, -0.0004), (, -0.011)] -19:11:25,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1643 0.199 0.1672 0.1504 0.1616] probs=[0.1949 0.209 0.1978 0.1948 0.2035] -19:11:26,323 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=11 avg=-0.0023090909090909095 std=0.003268431524156376 min=-0.011 max=0.0017 -19:11:26,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0004), (, 0.0), (, -0.0029), (, 0.0), (, -0.003), (, 0.0002), (, 0.0), (, 0.0), (, -0.011), (, -0.0038), (, 0.0017), (, 0.0), (, 0.0), (, -0.0034), (, -0.0003), (, -0.0004), (, 0.0)] -19:11:26,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0675 0.0606 0.0251 0.0788] probs=[0.2018 0.1985 0.1888 0.2099 0.2009] -19:11:27,992 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.002418181818181818 std=0.003143772540296764 min=-0.011 max=0.0002 -19:11:27,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0002), (, 0.0001), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0029), (, -0.0034), (, -0.011), (, 0.0), (, -0.0038), (, -0.003)] -19:11:28,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.178 0.3249 0.257 0.2719 0.2923] probs=[0.2 0.206 0.1956 0.2 0.1984] -19:11:29,428 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=11 avg=-0.0017363636363636364 std=0.003303241583456724 min=-0.011 max=0.0008 -19:11:29,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0003), (, -0.011), (, 0.0), (, 0.0002), (, 0.0002), (, 0.0008), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, 0.0002), (, -0.0029), (, -0.0038)] -19:11:29,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.1955 0.1461 0.1785 0.1432 0.2149] probs=[0.1942 0.2026 0.1986 0.2068 0.1978] -19:11:30,862 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=6 avg=-0.0023666666666666667 std=0.004269139908173022 min=-0.011 max=0.0021 -19:11:30,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0003), (, 0.0021), (, -0.0029), (, 0.0008), (, 0.0), (, 0.0), (, -0.011)] -19:11:31,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.0455 0.0953 0.0171 0.0861 0.0949] probs=[0.1988 0.2056 0.1944 0.1891 0.2121] -19:11:32,333 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=8 avg=-0.00165 std=0.003902883549377306 min=-0.011 max=0.0021 -19:11:32,334 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0002), (, -0.0029), (, 0.0), (, 0.0), (, -0.011), (, -0.0003), (, 0.0008), (, 0.0008), (, 0.0021), (, 0.0)] -19:11:32,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.049 0.0253 0.0525 0.1324] probs=[0.1869 0.1865 0.2132 0.2203 0.1931] -19:11:33,834 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=7 avg=-0.00031428571428571427 std=0.0017707371922681336 min=-0.0029 max=0.0021 -19:11:33,834 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0), (, 0.0021), (, 0.0), (, -0.0029), (, 0.0002), (, 0.0008), (, 0.0), (, -0.0003), (, 0.0008), (, 0.0)] -19:11:34,154 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.2106 0.1998 0.1956 0.201 0.1931] -19:11:35,331 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=9 avg=-0.0002888888888888888 std=0.0015737036601204634 min=-0.0029 max=0.0021 -19:11:35,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0008), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, 0.0021), (, 0.0), (, 0.0002), (, 0.0), (, -0.0029), (, 0.0008), (, -0.0006), (, 0.0002)] -19:11:35,716 root INFO ContextualMultiArmedBanditAgent - exp=[0.1053 0.1209 0.0654 0.0461 0.0506] probs=[0.1969 0.2118 0.199 0.2003 0.1921] -19:11:36,874 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=4 avg=-0.0012 std=0.0017131841699011814 min=-0.0029 max=0.0008 -19:11:36,875 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0029), (, 0.0002), (, 0.0), (, 0.0008), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, 0.0)] -19:11:37,193 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.1956 0.2063 0.195 0.1971 0.206 ] -19:11:38,297 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:38,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0029), (, 0.0)] -19:11:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.136 0.222 0.1705 0.1553 0.2068] probs=[0.1876 0.2105 0.2117 0.2005 0.1898] -19:11:39,546 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:39,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029), (, 0.0)] -19:11:39,700 root INFO ContextualMultiArmedBanditAgent - exp=[0.1939 0.2282 0.343 0.2737 0.102 ] probs=[0.1913 0.2003 0.2181 0.2024 0.1879] -19:11:40,871 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:40,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0029), (, 0.0), (, 0.0), (, 0.0)] -19:11:41,21 root INFO ContextualMultiArmedBanditAgent - exp=[0.0404 0.1804 0.131 0.0927 0.0877] probs=[0.1748 0.2171 0.1998 0.1968 0.2115] -19:11:42,99 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:42,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0029)] -19:11:42,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.0084 0.0474 0.0998 0.1138 0.1821] probs=[0.2042 0.2169 0.1938 0.1947 0.1905] -19:11:43,168 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:43,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029), (, 0.0), (, 0.0)] -19:11:43,345 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.1959 0.1529 0.2556 0.1313] probs=[0.2091 0.2122 0.191 0.1906 0.1971] -19:11:44,251 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:44,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0029), (, 0.0), (, 0.0)] -19:11:44,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.1985 0.1138 0.1512 0.0055] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:11:45,407 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:45,407 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029)] -19:11:45,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.3445 0.3215 0.6199 0.3498 0.2535] probs=[0.1854 0.2054 0.1857 0.2115 0.212 ] -19:11:46,540 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:46,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0029), (, 0.0)] -19:11:46,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:11:47,912 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0029 std=0.0 min=-0.0029 max=-0.0029 -19:11:47,912 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, 0.0), (, -0.0029)] -19:11:48,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.4814 0.3692 0.4943 0.4526 0.2826] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:11:48,920 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:11:48,921 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.12688571428571427 std=0.2979718990996654 min=-0.1243 max=1.1316 -19:11:48,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.033), (, 0.1277), (, 0.1254), (, -0.0011), (, 0.2784), (, -0.1243), (, -0.0399), (, 1.1316), (, 0.2038), (, -0.0033), (, 0.1233), (, -0.0161), (, -0.0565)] -19:11:49,219 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.1752 0.1126 0.1185 0.0266] probs=[0.1999 0.2056 0.197 0.209 0.1885] -19:11:50,287 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666667 std=0.051985916896362956 min=-0.1254 max=-0.0011 -19:11:50,287 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.1254), (, -0.0565), (, -0.0056), (, -0.0399), (, -0.0011), (, -0.1243), (, -0.0161), (, -0.0033)] -19:11:50,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.0531 0.2139 0.0211 0.1096 0.0361] probs=[0.2012 0.2013 0.2016 0.2062 0.1897] -19:11:51,509 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666666 std=0.051985916896362956 min=-0.1254 max=-0.0011 -19:11:51,509 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.0056), (, -0.0033), (, -0.1254), (, -0.0161), (, -0.0565), (, -0.1243), (, -0.0399), (, -0.0011)] -19:11:51,722 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0119 0.1332 0.0295 0.0799 0.0409] probs=[0.1932 0.2104 0.1979 0.2031 0.1955] -19:11:52,501 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.05516666666666666 std=0.051985916896362956 min=-0.1254 max=-0.0011 -19:11:52,501 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243), (, -0.0399), (, -0.0011), (, -0.0033), (, -0.0161), (, -0.1254), (, -0.1243), (, -0.0056), (, -0.0565)] -19:11:52,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0426 0.0807 0.0377 0.065 0.0421] probs=[0.1911 0.1955 0.1944 0.2051 0.2139] -19:11:53,876 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1243 std=0.0 min=-0.1243 max=-0.1243 -19:11:53,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243)] -19:11:53,904 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0166 -0.0002 0.001 -0.0014] probs=[0.2344 0.2165 0.2143 0.1743 0.1605] -19:11:54,912 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.1243 std=0.0 min=-0.1243 max=-0.1243 -19:11:54,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1243)] -19:11:54,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0644 0.0046 0.0315 -0.007 ] probs=[0.1933 0.21 0.1979 0.2032 0.1956] -19:11:56,2 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.021150000000000002 std=0.00855 min=0.0126 max=0.0297 -19:11:56,2 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0297), (, 0.0126)] -19:11:56,91 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.1243 0.3312 0.4799 0.0134] probs=[0.1933 0.21 0.1979 0.2033 0.1956] -19:11:57,122 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0297 std=0.0 min=0.0297 max=0.0297 -19:11:57,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0297)] -19:11:57,171 root INFO ContextualMultiArmedBanditAgent - exp=[0.1357 0.8672 0.4677 0.6962 0.6417] probs=[0.1148 0.2662 0.2398 0.2138 0.1654] -19:11:58,316 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.3966 std=0.3967 min=-0.0001 max=0.7933 -19:11:58,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.7933), (, -0.0001)] -19:11:58,369 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0315 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2033 0.1956] -19:11:59,390 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:11:59,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] -19:11:59,442 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0324 -0.007 ] probs=[0.1933 0.2099 0.1978 0.2034 0.1956] -19:12:00,287 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:12:00,287 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] -19:12:00,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0323 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2034 0.1956] -19:12:01,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:12:01,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001)] -19:12:01,340 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0314 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2033 0.1956] -19:12:02,266 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=6.666666666666668e-05 std=0.00023570226039551585 min=-0.0001 max=0.0004 -19:12:02,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0004), (, -0.0001)] -19:12:02,334 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0188 0.0638 0.0046 0.0322 -0.007 ] probs=[0.1933 0.2099 0.1979 0.2034 0.1956] -19:12:03,344 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00078 std=0.0010759182125050213 min=-0.0024 max=0.0004 -19:12:03,344 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, -0.0024), (, 0.0004), (, -0.0017)] -19:12:03,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.1466 0.0471 0.0398 0.0293 0.0564] probs=[0.1956 0.2071 0.1985 0.2018 0.1971] -19:12:04,712 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0177 std=0.034411262691159704 min=-0.0024 max=0.0773 -19:12:04,713 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0773), (, -0.0017)] -19:12:04,842 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0278 0.0009 0.007 -0.0028] probs=[0.1976 0.2046 0.1991 0.2003 0.1984] -19:12:05,856 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0177 std=0.034411262691159704 min=-0.0024 max=0.0773 -19:12:05,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, 0.0773), (, -0.0017), (, -0.0024)] -19:12:06,162 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0278 0.0009 0.0071 -0.0028] probs=[0.1965 0.2275 0.2055 0.1899 0.1806] -19:12:07,404 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -19:12:07,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -19:12:07,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.4407 0.2136 0.6814 0.6613 0.6816] probs=[0.1403 0.1993 0.3069 0.1444 0.2092] -19:12:08,346 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -19:12:08,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -19:12:08,411 root INFO ContextualMultiArmedBanditAgent - exp=[0.9882 0.7781 0.1448 0.212 0.6362] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:09,227 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=1.0418333333333332 std=1.4740827528406344 min=-0.0024 max=3.1265 -19:12:09,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 3.1265), (, 0.0014), (, -0.0024)] -19:12:09,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1995 0.1094 0.0159 0.2011] probs=[0.2099 0.2188 0.17 0.198 0.2034] -19:12:10,479 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000975 std=0.0014359230480774378 min=-0.0024 max=0.0014 -19:12:10,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0014), (, -0.0017), (, -0.0024)] -19:12:10,639 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0158 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:11,652 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0006999999999999998 std=0.005278257288158659 min=-0.0069 max=0.006 -19:12:11,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0069), (, -0.0012), (, 0.006)] -19:12:11,778 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0158 -0.0003 -0.0011 -0.0014] probs=[0.198 0.2342 0.1673 0.2194 0.1811] -19:12:12,806 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0069 std=0.0 min=-0.0069 max=-0.0069 -19:12:12,806 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069)] -19:12:12,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0145 0.8842 0.5481 0.2695 0.9995] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:13,750 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.008013876853447538 min=-0.0069 max=0.0101 -19:12:13,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, 0.0101)] -19:12:13,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.4891 0.3546 0.4492 0.2438] probs=[0.1769 0.2028 0.2538 0.202 0.1644] -19:12:14,697 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012333333333333335 std=0.008013876853447538 min=-0.0069 max=0.0101 -19:12:14,697 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, 0.0101)] -19:12:14,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.0157 0.1709 0.1148 0.3083 0.0093] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:15,795 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0048 std=0.0029698484809834997 min=-0.0069 max=-0.0006 -19:12:15,795 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, -0.0006)] -19:12:15,877 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:16,927 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00375 std=0.00315 min=-0.0069 max=-0.0006 -19:12:16,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0069)] -19:12:16,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.3549 0.402 0.0205 0.8254 0.4878] probs=[0.2053 0.1799 0.2433 0.2014 0.1702] -19:12:17,900 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0072 std=0.0 min=0.0072 max=0.0072 -19:12:17,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0072)] -19:12:17,960 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:19,67 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0074 std=0.0002000000000000001 min=0.0072 max=0.0076 -19:12:19,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0076), (, 0.0072)] -19:12:19,182 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:12:20,93 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:12:20,93 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:12:20,145 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:12:21,165 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:12:21,165 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:12:21,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.01 0.7807 0.6326 0.4482 0.5478] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:12:21,945 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 -19:12:21,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] -19:12:21,997 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1993 0.1993] -19:12:22,935 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 -19:12:22,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] -19:12:22,980 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0012 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:24,81 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1552 std=0.0 min=0.1552 max=0.1552 -19:12:24,81 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1552)] -19:12:24,144 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:24,932 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:12:24,932 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:12:24,990 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:26,61 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:12:26,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:12:26,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.218 0.3308 0.1525 0.1337 0.1651] -19:12:27,159 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:12:27,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -19:12:27,221 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:27,977 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0027 std=0.0 min=0.0027 max=0.0027 -19:12:27,977 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0027)] -19:12:28,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:28,926 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0049499999999999995 std=0.00225 min=0.0027 max=0.0072 -19:12:28,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0027), (, 0.0072)] -19:12:29,140 root INFO ContextualMultiArmedBanditAgent - exp=[0.4288 0.045 0.1827 0.1514 0.2096] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:30,24 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 -19:12:30,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] -19:12:30,65 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:31,33 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 -19:12:31,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0013)] -19:12:31,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0159 -0.0003 -0.0011 -0.0014] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:32,39 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=1.36005 std=1.35125 min=0.0088 max=2.7113 -19:12:32,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 2.7113), (, 0.0088)] -19:12:32,110 root INFO ContextualMultiArmedBanditAgent - exp=[0.4046 0.4763 0.0818 0.4008 0.4449] probs=[0.199 0.2028 0.1995 0.1994 0.1993] -19:12:33,123 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0088 std=0.0 min=0.0088 max=0.0088 -19:12:33,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0088)] -19:12:33,167 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1992] -19:12:34,34 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.022750000000000003 std=0.018050000000000004 min=0.0047 max=0.0408 -19:12:34,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0047), (, 0.0408)] -19:12:34,123 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1992] -19:12:35,610 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.021500000000000002 std=0.0193 min=0.0022 max=0.0408 -19:12:35,610 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0022), (, 0.0408)] -19:12:35,669 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.2282 0.1937 0.2386 0.1756 0.1638] -19:12:36,734 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0010333333333333334 std=0.002781286672667087 min=-0.0029 max=0.003 -19:12:36,735 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, -0.0029), (, 0.003)] -19:12:36,828 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1993] -19:12:37,741 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.003 std=0.0 min=0.003 max=0.003 -19:12:37,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003)] -19:12:37,798 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0173 -0.0003 -0.0011 -0.0014] probs=[0.199 0.203 0.1995 0.1993 0.1993] -19:12:38,804 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0007 std=0.0 min=0.0007 max=0.0007 -19:12:38,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007)] -19:12:38,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.9272 0.1309 0.7445 0.9548 0.3962] probs=[0.199 0.203 0.1995 0.1993 0.1993] -19:12:40,781 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:12:40,782 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.24503125 std=0.34100503243858077 min=0.0244 max=1.2013 -19:12:40,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0263), (, 1.2013), (, 0.0321), (, 0.1192), (, 0.2696), (, 0.0382), (, 0.97), (, 0.1294), (, 0.0936), (, 0.1192), (, 0.0338), (, 0.2002), (, 0.1294), (, 0.0244), (, 0.0363), (, 0.4975)] -19:12:41,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.1866 0.0696 0.109 0.1187] probs=[0.1974 0.2123 0.2055 0.1926 0.1922] -19:12:42,255 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.03266 std=0.042040247382716486 min=-0.0386 max=0.0936 -19:12:42,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0338), (, -0.0386), (, 0.0363), (, 0.0382)] -19:12:42,386 root INFO ContextualMultiArmedBanditAgent - exp=[0.0064 0.1747 0.1417 0.1138 0.175 ] probs=[0.1919 0.1934 0.2039 0.2264 0.1844] -19:12:43,298 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.032375 std=0.0469981050149897 min=-0.0386 max=0.0936 -19:12:43,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0363), (, -0.0386), (, 0.0382)] -19:12:43,426 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0183 0.0669 0.0049 0.0326 -0.0043] probs=[0.1852 0.2037 0.2122 0.2138 0.185 ] -19:12:44,447 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.032375 std=0.0469981050149897 min=-0.0386 max=0.0936 -19:12:44,447 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0936), (, 0.0382), (, -0.0386), (, 0.0363)] -19:12:44,586 root INFO ContextualMultiArmedBanditAgent - exp=[0.2224 0.349 0.2721 0.0958 0.2865] probs=[0.2006 0.2103 0.2015 0.2086 0.179 ] -19:12:45,674 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0386 std=0.0 min=-0.0386 max=-0.0386 -19:12:45,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0386)] -19:12:45,718 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0669 0.0049 0.0326 -0.0043] probs=[0.1931 0.2103 0.1976 0.2032 0.1958] -19:12:46,797 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0386 std=0.0 min=-0.0386 max=-0.0386 -19:12:46,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0386)] -19:12:46,846 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0669 0.0049 0.0326 -0.0043] probs=[0.1931 0.2103 0.1976 0.2032 0.1958] -19:12:47,617 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0305375 std=0.0257282401992441 min=-0.0603 max=0.0308 -19:12:47,618 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0222), (, -0.0344), (, -0.0328), (, -0.0524), (, -0.0344), (, 0.0308), (, -0.0386), (, -0.0603)] -19:12:47,836 root INFO ContextualMultiArmedBanditAgent - exp=[0.3526 0.2254 0.1664 0.339 0.2935] probs=[0.1809 0.2043 0.2003 0.2167 0.1977] -19:12:49,111 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.04637142857142857 std=0.015055394314304213 min=-0.0622 max=-0.0222 -19:12:49,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0603), (, -0.0524), (, -0.0222), (, -0.0328), (, -0.0622), (, -0.0603), (, -0.0344)] -19:12:49,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0417 0.1369 0.1311 0.1712 0.1715] probs=[0.2154 0.2086 0.1968 0.1875 0.1917] -19:12:50,482 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.025849999999999998 std=0.039387212391841085 min=-0.0871 max=0.084 -19:12:50,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0603), (, 0.027), (, 0.0004), (, -0.026), (, -0.0328), (, -0.0622), (, -0.0524), (, -0.0622), (, -0.0187), (, -0.0276), (, -0.0222), (, -0.0385), (, 0.084), (, -0.0344), (, -0.0006), (, -0.0871)] -19:12:50,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.1224 0.1604 0.1192 0.122 0.1161] probs=[0.2079 0.1994 0.1953 0.1958 0.2016] -19:12:52,165 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.030513333333333333 std=0.02781991772493625 min=-0.0871 max=0.0038 -19:12:52,165 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0006), (, -0.0385), (, -0.0052), (, -0.0187), (, 0.0004), (, -0.0622), (, -0.0603), (, -0.0871), (, -0.0328), (, -0.0524), (, -0.0622), (, -0.0156), (, -0.026), (, 0.0038)] -19:12:52,561 root INFO ContextualMultiArmedBanditAgent - exp=[0.0937 0.1258 0.0784 0.0716 0.0591] probs=[0.1938 0.2088 0.1977 0.2079 0.1918] -19:12:53,679 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.02513571428571429 std=0.030439790855834387 min=-0.0871 max=0.0245 -19:12:53,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0622), (, 0.0038), (, -0.0871), (, -0.0385), (, -0.0622), (, -0.0006), (, -0.0079), (, 0.0245), (, -0.0524), (, -0.0237), (, -0.0187), (, -0.0003), (, -0.026)] -19:12:54,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.0579 0.0368 0.0245 0.0238 0.0325] probs=[0.1937 0.2078 0.2021 0.2048 0.1916] -19:12:55,231 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.03185 std=0.030301031335583282 min=-0.0871 max=0.0038 -19:12:55,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0006), (, -0.0014), (, 0.0038), (, -0.0524), (, -0.0622), (, -0.0248), (, -0.0871), (, -0.0622), (, -0.0237)] -19:12:55,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0454 0.143 0.1361 0.0636 0.1361] probs=[0.192 0.1803 0.2153 0.2128 0.1996] -19:12:56,541 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.01624666666666667 std=0.02969677573220515 min=-0.0871 max=0.0217 -19:12:56,541 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0217), (, -0.0079), (, -0.0038), (, -0.0871), (, -0.0248), (, -0.0622), (, -0.0007), (, -0.0004), (, -0.0047), (, 0.01), (, -0.0014), (, -0.0622), (, -0.0237), (, 0.0038)] -19:12:56,909 root INFO ContextualMultiArmedBanditAgent - exp=[0.2142 0.1779 0.2167 0.1219 0.1166] probs=[0.2081 0.2013 0.2004 0.1953 0.195 ] -19:12:58,51 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.008846666666666666 std=0.028305261387632903 min=-0.0871 max=0.0217 -19:12:58,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007), (, -0.0622), (, 0.0038), (, -0.0004), (, -0.0047), (, 0.0217), (, 0.0206), (, -0.0038), (, -0.0079), (, -0.0007), (, 0.0105), (, 0.0005), (, 0.0011), (, -0.0871), (, -0.0248)] -19:12:58,432 root INFO ContextualMultiArmedBanditAgent - exp=[0.0353 0.0889 0.0084 0.0278 0.0106] probs=[0.2059 0.2041 0.1932 0.2003 0.1965] -19:12:59,492 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.005235714285714286 std=0.02525174978782537 min=-0.0871 max=0.0217 -19:12:59,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0133), (, 0.0038), (, 0.0005), (, -0.001), (, -0.0871), (, 0.0089), (, -0.0079), (, 0.0007), (, 0.0139), (, 0.0006), (, 0.0217), (, -0.0248), (, 0.0105)] -19:12:59,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.0444 0.1314 0.0893 0.0896 0.1028] probs=[0.1929 0.2076 0.1998 0.1976 0.2021] -19:13:01,78 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.0003533333333333332 std=0.0074266965888086615 min=-0.0147 max=0.0127 -19:13:01,79 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007), (, 0.0105), (, -0.0133), (, 0.0018), (, 0.0038), (, -0.0079), (, 0.0006), (, 0.0002), (, -0.001), (, 0.0005), (, 0.0026), (, 0.0001), (, 0.0087), (, -0.0147), (, 0.0127)] -19:13:01,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1138 0.1342 0.0932 0.1278 0.0924] probs=[0.2058 0.1999 0.1913 0.1964 0.2066] -19:13:02,589 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012749999999999999 std=0.004161555198079999 min=-0.0133 max=0.0026 -19:13:02,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0133), (, 0.0006), (, -0.001), (, 0.0005), (, 0.0018), (, 0.0018), (, 0.0026), (, 0.0002), (, -0.0052), (, -0.0029), (, -0.0001), (, -0.0003)] -19:13:02,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.1776 0.2817 0.1449 0.2122 0.194 ] probs=[0.19 0.203 0.207 0.2075 0.1926] -19:13:04,91 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002330769230769231 std=0.0036881065843485045 min=-0.0133 max=0.0018 -19:13:04,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0133), (, -0.0027), (, -0.0001), (, -0.001), (, -0.0015), (, -0.003), (, -0.0055), (, 0.0005), (, -0.0003), (, 0.0018), (, 0.0006), (, -0.0029)] -19:13:04,451 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0077 0.033 0.001 0.0091 -0.0024] probs=[0.1906 0.2098 0.2005 0.1964 0.2027] -19:13:05,525 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0017937499999999998 std=0.0021778626994142674 min=-0.0055 max=0.0018 -19:13:05,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0015), (, -0.0001), (, 0.0003), (, -0.0029), (, -0.0017), (, -0.0055), (, -0.0027), (, -0.0055), (, -0.003), (, 0.0003), (, -0.0003), (, -0.0015), (, -0.001), (, 0.0018), (, 0.0001)] -19:13:05,938 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.1576 0.1125 0.106 0.1077] probs=[0.2011 0.2115 0.1951 0.1957 0.1966] -19:13:07,6 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0021842105263157894 std=0.001879043193782336 min=-0.0055 max=0.0003 -19:13:07,6 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0032), (, -0.0055), (, -0.0027), (, -0.0003), (, -0.003), (, -0.0017), (, -0.001), (, -0.0029), (, 0.0001), (, 0.0003), (, -0.0027), (, 0.0003), (, -0.0001), (, -0.0026), (, -0.0009), (, -0.0012), (, -0.0055), (, -0.0034)] -19:13:07,485 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.087 0.1254 0.0541 0.106 ] probs=[0.1992 0.2079 0.1983 0.1985 0.1962] -19:13:08,603 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0018821428571428568 std=0.0018737002297647316 min=-0.0055 max=0.0026 -19:13:08,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0017), (, -0.0029), (, -0.0017), (, -0.0009), (, -0.0027), (, -0.0046), (, -0.0046), (, -0.001), (, -0.0032), (, -0.0026), (, -0.0009), (, -0.0034), (, -0.0012), (, -0.001), (, -0.0055), (, -0.0027), (, -0.003), (, 0.0009), (, 0.0001), (, -0.0055), (, 0.0026), (, -0.0003), (, -0.0001), (, -0.0033), (, 0.0001), (, -0.001), (, -0.0017)] -19:13:09,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.0641 0.052 0.0995 0.0882 0.1029] probs=[0.2064 0.198 0.1953 0.1957 0.2047] -19:13:10,559 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0017 std=0.002131810353810907 min=-0.0055 max=0.0027 -19:13:10,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0027), (, -0.0055), (, -0.0012), (, -0.0055), (, -0.0046), (, 0.0027), (, 0.0001), (, -0.0015), (, -0.0046), (, 0.0026), (, -0.0017), (, -0.0029), (, 0.0001), (, -0.0032), (, -0.0009), (, -0.0013), (, -0.003), (, -0.0009), (, -0.0017), (, 0.0009), (, -0.0027), (, -0.0013), (, 0.0012), (, -0.0024), (, -0.0033)] -19:13:11,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1422 0.2231 0.1137 0.1873 0.1313] probs=[0.1947 0.2011 0.1992 0.1996 0.2054] -19:13:12,845 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=33 avg=-0.0016606060606060606 std=0.00197743932886883 min=-0.0055 max=0.0039 -19:13:12,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0046), (, -0.0055), (, -0.0015), (, -0.0015), (, -0.0004), (, -0.0013), (, -0.0024), (, -0.0013), (, -0.0046), (, 0.0001), (, -0.0029), (, -0.0027), (, 0.0001), (, -0.0055), (, -0.0009), (, -0.0017), (, 0.0012), (, -0.0009), (, -0.0012), (, 0.002), (, -0.0032), (, 0.0008), (, -0.0017), (, -0.0013), (, -0.0026), (, -0.002), (, -0.0013), (, -0.0005), (, -0.003), (, -0.0027), (, -0.0033), (, 0.0039)] -19:13:13,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.089 0.1148 0.1252 0.1256 0.1219] probs=[0.1959 0.2039 0.2007 0.2016 0.1979] -19:13:15,141 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.001956 std=0.0016778748463458172 min=-0.0055 max=0.0009 -19:13:15,141 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0026), (, -0.0015), (, -0.0016), (, -0.0015), (, -0.0046), (, -0.0027), (, -0.0009), (, 0.0009), (, 0.0001), (, -0.0024), (, -0.0027), (, -0.0017), (, -0.0033), (, -0.0013), (, -0.0016), (, -0.0055), (, 0.0008), (, -0.0055), (, -0.0009), (, -0.0009), (, -0.002), (, -0.0005), (, -0.0012), (, -0.0046)] -19:13:15,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0745 0.094 0.1184 0.0867 0.0618] probs=[0.1906 0.2118 0.193 0.2069 0.1978] -19:13:17,28 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.00225 std=0.00170220445305492 min=-0.0055 max=0.0008 -19:13:17,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0034), (, -0.0009), (, -0.0012), (, -0.0009), (, -0.0027), (, -0.0041), (, -0.0055), (, -0.0016), (, -0.0015), (, -0.0015), (, -0.0009), (, -0.0046), (, -0.0005), (, -0.0012), (, -0.0013), (, -0.0009), (, -0.002), (, -0.0048), (, -0.0016), (, 0.0008), (, -0.0055), (, -0.0046), (, -0.0024)] -19:13:17,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.1168 0.0807 0.0797 0.1082] probs=[0.1941 0.2 0.2092 0.2015 0.1952] -19:13:19,129 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0026999999999999997 std=0.0016659045876754452 min=-0.0055 max=-0.0009 -19:13:19,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0055), (, -0.0009), (, -0.0031), (, -0.0012), (, -0.0024), (, -0.0046), (, -0.0018), (, -0.0046), (, -0.0048), (, -0.0012), (, -0.0055), (, -0.0009), (, -0.0034), (, -0.0016), (, -0.0016), (, -0.0041), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0016)] -19:13:19,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0704 0.076 0.1018 0.068 ] probs=[0.2065 0.203 0.194 0.2004 0.196 ] -19:13:21,205 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0021857142857142856 std=0.00162019567139449 min=-0.0048 max=0.0012 -19:13:21,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0024), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0012), (, -0.0013), (, -0.0025), (, 0.0012), (, -0.0013), (, -0.0031), (, -0.0046), (, -0.0041), (, -0.0012), (, -0.0012), (, -0.0009), (, -0.0034), (, -0.0046), (, -0.0012), (, -0.0048), (, -0.0018)] -19:13:21,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1738 0.1138 0.0782 0.1309] probs=[0.1988 0.205 0.1973 0.196 0.2029] -19:13:23,198 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0020285714285714286 std=0.001536273430878035 min=-0.0048 max=0.0012 -19:13:23,198 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0013), (, -0.0013), (, -0.0031), (, -0.0009), (, -0.0013), (, -0.0009), (, 0.0012), (, -0.0041), (, -0.0048), (, -0.0046), (, -0.0024), (, -0.0009), (, -0.0025), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0012), (, -0.0009), (, -0.0018), (, -0.0034)] -19:13:23,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.1961 0.1698 0.1142 0.1267] probs=[0.1991 0.1967 0.1985 0.2019 0.2038] -19:13:25,89 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0022333333333333337 std=0.0012662279942148385 min=-0.0048 max=-0.0009 -19:13:25,89 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0013), (, -0.0024), (, -0.0012), (, -0.0031), (, -0.0041), (, -0.0012), (, -0.0048), (, -0.0009), (, -0.0025), (, -0.0034), (, -0.0012), (, -0.0025), (, -0.0013), (, -0.0012), (, -0.0012), (, -0.0013), (, -0.0018)] -19:13:25,600 root INFO ContextualMultiArmedBanditAgent - exp=[0.1272 0.1498 0.1499 0.1338 0.1784] probs=[0.1879 0.2002 0.2067 0.1991 0.2061] -19:13:26,689 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016055555555555554 std=0.0016840665803089792 min=-0.0048 max=0.002 -19:13:26,689 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0012), (, -0.0012), (, -0.001), (, -0.0013), (, -0.0018), (, -0.0025), (, 0.002), (, -0.0034), (, -0.0012), (, -0.0012), (, -0.0025), (, 0.0007), (, -0.0002), (, -0.0002), (, -0.0048), (, -0.0031), (, -0.0012)] -19:13:27,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.1668 0.1805 0.2233 0.2017] probs=[0.1939 0.208 0.2007 0.2044 0.193 ] -19:13:28,558 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0016866666666666664 std=0.0018700683291140877 min=-0.0048 max=0.002 -19:13:28,558 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0048), (, 0.0007), (, -0.0013), (, -0.0018), (, -0.0012), (, -0.0034), (, -0.0025), (, -0.0012), (, 0.002), (, -0.0012), (, 0.0008), (, -0.0031), (, -0.0025), (, -0.001)] -19:13:28,994 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1145 0.1049 0.0777 0.1132] probs=[0.199 0.2011 0.1958 0.1993 0.2048] -19:13:30,299 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0018615384615384611 std=0.0019036557791375483 min=-0.0048 max=0.002 -19:13:30,299 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.002), (, -0.0005), (, -0.0025), (, -0.0034), (, -0.0007), (, -0.0025), (, 0.0007), (, -0.0013), (, -0.0015), (, -0.0048), (, -0.0018), (, -0.0031)] -19:13:30,662 root INFO ContextualMultiArmedBanditAgent - exp=[0.1228 0.2334 0.241 0.2687 0.2723] probs=[0.1966 0.1988 0.202 0.1946 0.208 ] -19:13:31,869 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0018545454545454546 std=0.0011555114069407744 min=-0.0048 max=-0.0005 -19:13:31,869 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0048), (, -0.0005), (, -0.0012), (, -0.0025), (, -0.0025), (, -0.0021), (, -0.0007), (, -0.0018), (, -0.0021)] -19:13:32,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.1371 0.1715 0.0745 0.1638 0.0383] probs=[0.2012 0.2002 0.1992 0.1914 0.2081] -19:13:33,278 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0014916666666666665 std=0.0013634871551364987 min=-0.0048 max=0.0007 -19:13:33,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0025), (, -0.0048), (, -0.0019), (, -0.0012), (, 0.0007), (, -0.0002), (, -0.0007), (, -0.0021), (, -0.0015), (, -0.0025), (, -0.0005)] -19:13:33,620 root INFO ContextualMultiArmedBanditAgent - exp=[0.186 0.1529 0.0482 0.1258 0.1661] probs=[0.1973 0.1965 0.1878 0.2066 0.2118] -19:13:34,772 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0016636363636363637 std=0.0013309413806316512 min=-0.0048 max=0.0007 -19:13:34,772 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0019), (, -0.0007), (, -0.0025), (, -0.0025), (, -0.0015), (, -0.0012), (, -0.0005), (, -0.0015), (, 0.0007), (, -0.0048)] -19:13:35,116 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0058 0.0267 0.0003 0.0048 -0.002 ] probs=[0.1979 0.2044 0.1991 0.2 0.1986] -19:13:36,177 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.002342857142857143 std=0.0011782034057437288 min=-0.0048 max=-0.0007 -19:13:36,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0048), (, -0.0007), (, -0.0025), (, -0.0019), (, -0.0025), (, -0.0015)] -19:13:36,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.047 0.0528 0.0969 0.1046 0.0488] probs=[0.1821 0.2078 0.2096 0.2041 0.1964] -19:13:37,315 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.00248 std=0.0013332666649999163 min=-0.0048 max=-0.0007 -19:13:37,315 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0019), (, -0.0048), (, -0.0025), (, -0.0007)] -19:13:37,658 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0097 0.1199 0.1212 0.1528 0.1347] probs=[0.2063 0.2065 0.2064 0.1965 0.1844] -19:13:38,541 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0027833333333333334 std=0.0013933373205684575 min=-0.0048 max=-0.0007 -19:13:38,541 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0007), (, -0.0019), (, -0.0043), (, -0.0025), (, -0.0048)] -19:13:38,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.15 0.3043 0.1699 0.1626 0.0826] probs=[0.1938 0.2031 0.2095 0.1951 0.1986] -19:13:39,551 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0019875 std=0.0023089161418293216 min=-0.0048 max=0.0018 -19:13:39,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0008), (, -0.0007), (, -0.0025), (, 0.0018), (, -0.0043), (, -0.0048), (, -0.0019)] -19:13:39,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0324 0.2084 0.0958 0.1689 0.017 ] probs=[0.2026 0.2071 0.1934 0.206 0.1909] -19:13:40,786 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0018333333333333335 std=0.0022201101073795614 min=-0.0048 max=0.0018 -19:13:40,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0006), (, -0.0007), (, -0.0019), (, -0.0025), (, -0.0043), (, 0.0018), (, 0.0008), (, -0.0048)] -19:13:41,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.0269 0.047 0.0732 0.1129 0.1052] probs=[0.1957 0.2072 0.1984 0.2014 0.1973] -19:13:42,221 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0013900000000000002 std=0.0024909636689442096 min=-0.0048 max=0.0026 -19:13:42,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0006), (, 0.0008), (, 0.0018), (, -0.0025), (, -0.0048), (, -0.0007), (, 0.0026), (, -0.0043), (, -0.0019)] -19:13:42,515 root INFO ContextualMultiArmedBanditAgent - exp=[0.1674 0.258 0.1244 0.1789 0.189 ] probs=[0.1895 0.1954 0.2077 0.1903 0.2171] -19:13:43,510 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001725 std=0.002218529918662356 min=-0.0043 max=0.0018 -19:13:43,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0018), (, -0.0025), (, -0.0019)] -19:13:43,620 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0603 0.0032 0.0177 -0.0044] probs=[0.1946 0.2098 0.1981 0.201 0.1966] -19:13:44,703 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0032500000000000003 std=0.0010712142642814275 min=-0.0043 max=-0.0019 -19:13:44,703 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025), (, -0.0019)] -19:13:44,839 root INFO ContextualMultiArmedBanditAgent - exp=[0.3438 0.2254 0.1013 0.2746 0.1699] probs=[0.1908 0.1905 0.2043 0.2249 0.1895] -19:13:45,805 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0032500000000000003 std=0.0010712142642814275 min=-0.0043 max=-0.0019 -19:13:45,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025), (, -0.0019)] -19:13:45,933 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0147 0.0603 0.0032 0.0177 -0.0044] probs=[0.2004 0.2245 0.1899 0.1916 0.1936] -19:13:46,776 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0010500000000000002 std=0.004648386816950586 min=-0.0043 max=0.0069 -19:13:46,776 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0025), (, -0.0043), (, 0.0069)] -19:13:46,915 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0187 0.0743 0.0045 0.023 -0.0054] probs=[0.1932 0.212 0.1977 0.2014 0.1958] -19:13:47,996 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0037 std=0.000848528137423857 min=-0.0043 max=-0.0025 -19:13:47,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0043), (, -0.0025)] -19:13:48,86 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.2674 0.1818 0.1118 0.2445 -0.0024] probs=[0.1932 0.212 0.1977 0.2014 0.1958] -19:13:49,11 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0023799999999999997 std=0.0017554486605993352 min=-0.0043 max=-0.0001 -19:13:49,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0001), (, -0.0043), (, -0.0025), (, -0.0007)] -19:13:49,170 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0581 0.0048 0.0324 -0.0048] probs=[0.183 0.2164 0.2249 0.2032 0.1725] -19:13:50,61 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0017000000000000001 std=0.0018547236990991407 min=-0.0043 max=-0.0001 -19:13:50,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0043), (, -0.0007)] -19:13:50,147 root INFO ContextualMultiArmedBanditAgent - exp=[0.1761 0.3583 0.1641 0.114 0.3172] probs=[0.1932 0.212 0.1977 0.2014 0.1957] -19:13:51,134 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0009833333333333335 std=0.0015431749378760947 min=-0.0043 max=0.0003 -19:13:51,134 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0007), (, -0.0043), (, -0.001), (, -0.0001), (, 0.0003)] -19:13:51,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.1128 0.1104 0.0987 0.0565] probs=[0.1822 0.229 0.2137 0.1944 0.1806] -19:13:52,364 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00104 std=0.0016847551750922148 min=-0.0043 max=0.0003 -19:13:52,364 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0003), (, -0.0043), (, -0.001)] -19:13:52,527 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1598 0.0897 0.0799 0.0159] probs=[0.1936 0.2088 0.198 0.2035 0.1961] -19:13:53,492 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0015000000000000002 std=0.001979898987322333 min=-0.0043 max=-0.0001 -19:13:53,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0043), (, -0.0001)] -19:13:53,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.0762 0.3046 0.1302 0.1663 0.2004] probs=[0.1707 0.1658 0.1803 0.2398 0.2435] -19:13:54,531 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:13:54,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] -19:13:54,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.4407 0.4626 0.273 0.497 0.0711] probs=[0.1936 0.2088 0.198 0.2035 0.1961] -19:13:55,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.005 std=0.007212489168102785 min=-0.0001 max=0.0152 -19:13:55,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0152), (, -0.0001)] -19:13:55,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.2926 0.2132 0.334 0.2641 0.3007] probs=[0.1713 0.206 0.1856 0.2268 0.2102] -19:13:56,783 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0001 std=0.0 min=-0.0001 max=-0.0001 -19:13:56,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001)] -19:13:56,841 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0182 0.0743 0.0045 0.023 -0.0053] probs=[0.1932 0.212 0.1977 0.2014 0.1957] -19:13:57,858 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00013333333333333334 std=4.7140452079103176e-05 min=-0.0002 max=-0.0001 -19:13:57,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0001)] -19:13:57,950 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0174 0.0581 0.0048 0.0257 -0.0048] probs=[0.1785 0.214 0.2055 0.1992 0.2029] -19:13:58,938 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 -19:13:58,938 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] -19:13:59,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.042 0.2351 0.1333 0.0171 0.1818] probs=[0.1933 0.212 0.1977 0.2014 0.1957] -19:14:00,95 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 -19:14:00,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] -19:14:00,232 root INFO ContextualMultiArmedBanditAgent - exp=[-0.018 0.0743 0.0045 0.0227 -0.0053] probs=[0.2499 0.1693 0.1778 0.2208 0.1823] -19:14:01,218 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 -19:14:01,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002)] -19:14:01,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.1585 0.2505 0.009 0.1999 0.0162] probs=[0.1933 0.212 0.1977 0.2013 0.1957] -19:14:02,325 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 -19:14:02,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, -0.0002)] -19:14:02,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.0655 0.3751 0.3005 0.1233 0.2068] probs=[0.1933 0.212 0.1977 0.2013 0.1957] -19:14:03,426 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00016666666666666666 std=4.714045207910317e-05 min=-0.0002 max=-0.0001 -19:14:03,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001)] -19:14:03,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0539 0.3746 0.0262 0.045 0.2688] probs=[0.2073 0.2001 0.1818 0.1913 0.2194] -19:14:04,412 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.00043333333333333337 std=0.00032998316455372216 min=-0.0009 max=-0.0002 -19:14:04,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0009), (, -0.0002)] -19:14:04,541 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0743 0.0045 0.0227 -0.0053] probs=[0.1933 0.212 0.1977 0.2013 0.1957] -19:14:05,754 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 -19:14:05,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] -19:14:05,880 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0178 0.0743 0.0045 0.0227 -0.0053] probs=[0.1935 0.2143 0.1992 0.1823 0.2107] -19:14:07,34 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 -19:14:07,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] -19:14:07,166 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0177 0.0743 0.0045 0.0227 -0.0053] probs=[0.1933 0.212 0.1977 0.2013 0.1957] -19:14:08,273 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 -19:14:08,274 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] -19:14:08,388 root INFO ContextualMultiArmedBanditAgent - exp=[0.298 0.0516 0.2745 0.2025 0.3083] probs=[0.1915 0.1873 0.2256 0.1763 0.2194] -19:14:09,615 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0006666666666666666 std=0.00032998316455372216 min=-0.0009 max=-0.0002 -19:14:09,615 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0002)] -19:14:09,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.2643 0.0971 0.0552 0.276 ] probs=[0.1972 0.1818 0.2298 0.1713 0.2199] -19:14:10,672 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:10,672 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:10,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.3129 0.3024 0.407 0.3099 0.2635] probs=[0.2134 0.1927 0.1851 0.1938 0.215 ] -19:14:11,819 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:11,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:11,897 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:13,13 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:13,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:13,122 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:14,157 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:14,157 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:14,226 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0169 0.0741 0.0042 0.0223 -0.0054] probs=[0.2414 0.1839 0.1938 0.1948 0.186 ] -19:14:15,302 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:15,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:15,430 root INFO ContextualMultiArmedBanditAgent - exp=[0.407 0.5222 0.2764 0.2411 0.1392] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:16,687 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:16,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:14:16,931 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0168 0.0741 0.0042 0.0223 -0.0054] probs=[0.2084 0.2464 0.1778 0.1829 0.1846] -19:14:17,854 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0006500000000000001 std=0.0027427176303804956 min=-0.001 max=0.0054 -19:14:17,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.001), (, -0.0009), (, 0.0054)] -19:14:18,25 root INFO ContextualMultiArmedBanditAgent - exp=[0.1773 0.0821 0.0582 0.1219 0.2035] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:19,192 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=4.714045207910319e-05 min=-0.001 max=-0.0009 -19:14:19,192 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.001)] -19:14:19,299 root INFO ContextualMultiArmedBanditAgent - exp=[0.5314 0.4648 0.3803 0.2239 0.4024] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:20,302 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=4.714045207910319e-05 min=-0.001 max=-0.0009 -19:14:20,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.001)] -19:14:20,412 root INFO ContextualMultiArmedBanditAgent - exp=[0.314 0.6028 0.3404 0.6396 0.3202] probs=[0.2152 0.2124 0.2131 0.177 0.1823] -19:14:21,561 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 -19:14:21,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] -19:14:21,660 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0167 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:22,679 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 -19:14:22,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] -19:14:22,753 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:23,812 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 -19:14:23,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] -19:14:23,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.1935 0.2119 0.1976 0.2012 0.1957] -19:14:24,986 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 -19:14:24,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] -19:14:25,80 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0166 0.0741 0.0042 0.0223 -0.0053] probs=[0.2368 0.2144 0.1752 0.2196 0.154 ] -19:14:26,327 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.001 std=0.0 min=-0.001 max=-0.001 -19:14:26,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001)] -19:14:26,401 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0165 0.0741 0.0042 0.0223 -0.0053] probs=[0.1869 0.2411 0.1848 0.2218 0.1654] -19:14:28,363 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:14:28,364 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.27008823529411763 std=0.3880982742165017 min=-0.0078 max=1.1991 -19:14:28,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0238), (, 0.2837), (, -0.0005), (, 0.0318), (, 0.1077), (, 0.1163), (, 1.0066), (, -0.0078), (, 1.0344), (, -0.0024), (, 0.2547), (, 0.0238), (, 0.1138), (, 0.2835), (, 1.1991), (, 0.1163)] -19:14:28,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0994 0.1147 0.1013 0.0919 0.1216] probs=[0.1942 0.2145 0.2032 0.1976 0.1905] -19:14:29,870 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.1990941176470588 std=0.3152049575427321 min=-0.0078 max=1.0344 -19:14:29,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0024), (, 0.0067), (, 0.2837), (, -0.0078), (, 0.1163), (, 1.0066), (, 0.1163), (, 0.2547), (, 0.1077), (, 0.1138), (, 0.2835), (, 0.0318), (, -0.0005), (, 0.0238), (, 0.0238), (, 1.0344)] -19:14:30,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.1251 0.215 0.1396 0.1303 0.1545] probs=[0.1983 0.2055 0.1936 0.2052 0.1973] -19:14:31,444 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.02777272727272728 std=0.06284613376275122 min=-0.1077 max=0.1163 -19:14:31,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0078), (, 0.0318), (, 0.1163), (, -0.0024), (, 0.0238), (, 0.1138), (, -0.1077), (, 0.0238), (, -0.0005), (, 0.1077)] -19:14:31,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.0962 0.1906 0.1939 0.1465 0.2142] probs=[0.191 0.2233 0.1955 0.1926 0.1976] -19:14:32,758 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=0.010850000000000002 std=0.050371445284009865 min=-0.1077 max=0.1077 -19:14:32,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1077), (, -0.0024), (, 0.0067), (, 0.0318), (, -0.0005), (, -0.0078), (, 0.1077), (, 0.0331), (, 0.0238), (, 0.0238)] -19:14:33,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.143 0.14 0.0739 0.0864 0.0341] probs=[0.2004 0.2129 0.191 0.2042 0.1915] -19:14:34,152 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0296 std=0.0451705102915608 min=-0.1077 max=-0.0005 -19:14:34,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.1077), (, -0.0005), (, -0.0024)] -19:14:34,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.1021 0.2009 0.2438 0.0876 0.0774] probs=[0.1935 0.2122 0.1973 0.2015 0.1955] -19:14:35,195 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0035666666666666663 std=0.0030922843048824316 min=-0.0078 max=-0.0005 -19:14:35,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0078), (, -0.0024)] -19:14:35,297 root INFO ContextualMultiArmedBanditAgent - exp=[0.2607 0.342 0.0595 0.3427 0.0235] probs=[0.1678 0.2122 0.1778 0.2141 0.2281] -19:14:36,336 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0279 std=0.025500000000000002 min=-0.0534 max=-0.0024 -19:14:36,336 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0534)] -19:14:36,415 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] -19:14:37,444 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0534 std=0.0 min=-0.0534 max=-0.0534 -19:14:37,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0534)] -19:14:37,471 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] -19:14:38,482 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:14:38,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:14:38,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0764 0.0042 0.0252 -0.0053] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] -19:14:39,535 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002825 std=0.001940843888621648 min=-0.0051 max=-0.0009 -19:14:39,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0044), (, -0.0051), (, -0.0009)] -19:14:39,811 root INFO ContextualMultiArmedBanditAgent - exp=[0.2213 0.218 0.193 0.1575 0.0396] probs=[0.1935 0.2121 0.1973 0.2015 0.1955] -19:14:40,846 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.009600000000000001 std=0.010863470900223372 min=-0.0243 max=0.008 -19:14:40,847 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0044), (, -0.0069), (, -0.0216), (, -0.0051), (, -0.0243), (, -0.0009), (, 0.008)] -19:14:41,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.1198 0.1159 0.1002 0.0643] probs=[0.1888 0.2066 0.2063 0.1933 0.205 ] -19:14:42,139 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.006283333333333334 std=0.01297490098442202 min=-0.0243 max=0.0183 -19:14:42,139 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0051), (, -0.0044), (, 0.0025), (, -0.0243), (, -0.0216), (, -0.0216), (, -0.0069), (, 0.008), (, 0.0022), (, 0.0183), (, -0.0009)] -19:14:42,449 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0666 0.0034 0.0212 -0.0047] probs=[0.1934 0.2162 0.1939 0.1985 0.198 ] -19:14:43,554 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.003915384615384616 std=0.014383850247030316 min=-0.0243 max=0.0206 -19:14:43,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0216), (, -0.0069), (, -0.0024), (, -0.0216), (, 0.0022), (, -0.0216), (, 0.0025), (, -0.0009), (, -0.0243), (, -0.0032), (, 0.0183), (, 0.0206), (, 0.008)] -19:14:43,910 root INFO ContextualMultiArmedBanditAgent - exp=[0.0206 0.0692 0.0596 0.0446 0.0392] probs=[0.1974 0.1977 0.1869 0.2148 0.2032] -19:14:44,910 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.004315384615384615 std=0.012427441481461417 min=-0.0243 max=0.0166 -19:14:44,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0216), (, 0.008), (, -0.0216), (, 0.0166), (, -0.017), (, -0.0032), (, 0.008), (, -0.0024), (, -0.0009), (, 0.0025), (, 0.0022), (, -0.0243)] -19:14:45,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.1145 0.0101 0.0533 0.0616] probs=[0.1894 0.2067 0.2053 0.2123 0.1864] -19:14:46,202 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0036133333333333334 std=0.012288469753752454 min=-0.0243 max=0.0194 -19:14:46,203 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.017), (, -0.0216), (, 0.0025), (, -0.0007), (, 0.0145), (, -0.0243), (, 0.0039), (, -0.0009), (, 0.0194), (, -0.0046), (, 0.0022), (, -0.0216), (, -0.0012), (, -0.0024)] -19:14:46,605 root INFO ContextualMultiArmedBanditAgent - exp=[0.0476 0.1818 0.1157 0.1835 0.1773] probs=[0.2057 0.2033 0.1903 0.2018 0.199 ] -19:14:47,758 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.006512499999999999 std=0.011698978320776562 min=-0.0243 max=0.0145 -19:14:47,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.017), (, -0.0009), (, 0.0025), (, 0.0022), (, 0.0034), (, -0.0216), (, -0.0243), (, -0.0216), (, -0.0216), (, -0.0007), (, -0.0024), (, -0.0012), (, -0.0182), (, 0.0039), (, 0.0145)] -19:14:48,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0472 0.1397 0.0766 0.1072 0.0915] probs=[0.2029 0.2019 0.208 0.1919 0.1953] -19:14:49,351 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004064705882352941 std=0.011062652653727505 min=-0.0216 max=0.0145 -19:14:49,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0039), (, 0.0145), (, 0.0022), (, -0.0012), (, 0.0075), (, -0.0024), (, 0.0044), (, 0.0003), (, -0.003), (, -0.0182), (, 0.0034), (, -0.0216), (, -0.017), (, -0.0216), (, 0.0025), (, -0.0216)] -19:14:49,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.2246 0.1257 0.1769 0.1964] probs=[0.187 0.2129 0.1973 0.2066 0.1962] -19:14:51,60 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.004166666666666667 std=0.009656460128961451 min=-0.0216 max=0.0096 -19:14:51,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0044), (, -0.0216), (, -0.0003), (, -0.0024), (, -0.0216), (, -0.0004), (, 0.0096), (, 0.0019), (, -0.017), (, 0.0039), (, 0.0039), (, -0.0012), (, -0.0182), (, 0.0012), (, 0.0009), (, -0.009), (, 0.0025), (, 0.0036), (, -0.0216), (, -0.0193), (, 0.0022), (, -0.0006), (, 0.0003)] -19:14:51,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.2852 0.198 0.1797 0.1455] probs=[0.1915 0.2078 0.1955 0.2082 0.1971] -19:14:53,50 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.004265000000000001 std=0.00853875137241974 min=-0.0216 max=0.0025 -19:14:53,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0012), (, -0.0193), (, -0.0029), (, 0.0012), (, -0.0216), (, 0.0003), (, -0.0038), (, -0.0003), (, 0.0019), (, 0.0014), (, -0.0024), (, 0.0009), (, -0.0004), (, 0.0003), (, -0.0006), (, -0.0216), (, -0.0216), (, 0.0022), (, 0.0025)] -19:14:53,620 root INFO ContextualMultiArmedBanditAgent - exp=[0.1455 0.3027 0.2231 0.2422 0.1533] probs=[0.1906 0.2107 0.1984 0.201 0.1993] -19:14:54,835 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0061 std=0.008217055433669655 min=-0.0216 max=0.0022 -19:14:54,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0193), (, -0.0216), (, -0.0216), (, -0.0003), (, -0.003), (, 0.0012), (, 0.0022), (, -0.0038), (, -0.0004), (, 0.0009), (, -0.0216), (, -0.0024), (, -0.0038), (, -0.0053), (, -0.0012), (, -0.0029), (, -0.0031)] -19:14:55,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.0823 0.1854 0.1064 0.0719 0.1436] probs=[0.1973 0.2022 0.197 0.2104 0.1931] -19:14:56,529 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004347058823529411 std=0.006104879210353828 min=-0.0216 max=0.0009 -19:14:56,529 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0003), (, 0.0009), (, -0.0053), (, -0.0024), (, -0.0031), (, -0.0029), (, -0.0216), (, -0.0003), (, -0.0024), (, -0.0012), (, -0.0193), (, -0.003), (, -0.0038), (, -0.0018), (, -0.0004), (, -0.0038)] -19:14:57,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.1015 0.1651 0.0605 0.1828 0.1195] probs=[0.2004 0.2069 0.1952 0.2063 0.1912] -19:14:58,155 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0022185185185185185 std=0.003772221767668476 min=-0.0193 max=0.0022 -19:14:58,156 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0004), (, -0.0004), (, -0.0001), (, -0.0014), (, 0.0003), (, -0.0018), (, -0.0008), (, -0.0029), (, 0.0022), (, 0.0004), (, -0.0193), (, -0.0012), (, -0.0038), (, -0.0024), (, 0.0002), (, -0.0024), (, -0.0038), (, -0.0003), (, -0.0053), (, -0.0018), (, -0.0014), (, -0.0038), (, 0.0007), (, -0.0013), (, -0.003), (, -0.0031)] -19:14:58,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.0409 0.1461 0.0441 0.0607 0.0918] probs=[0.2004 0.2087 0.2031 0.1953 0.1925] -19:15:00,372 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.0015900000000000003 std=0.001831820588012556 min=-0.0053 max=0.0022 -19:15:00,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0005), (, 0.0022), (, -0.0038), (, -0.0012), (, -0.0013), (, -0.0003), (, 0.0007), (, -0.003), (, -0.002), (, -0.0029), (, -0.0038), (, -0.0001), (, 0.0002), (, -0.0038), (, -0.0013), (, -0.0014), (, -0.0014), (, 0.0003), (, -0.0038), (, -0.0018), (, -0.0031), (, -0.0008), (, -0.0024), (, 0.0008), (, -0.0053), (, 0.0004), (, -0.0041), (, -0.0018), (, 0.0004)] -19:15:01,261 root INFO ContextualMultiArmedBanditAgent - exp=[0.095 0.1747 0.1283 0.1531 0.1111] probs=[0.1925 0.2119 0.2021 0.1954 0.1981] -19:15:02,627 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0016678571428571426 std=0.0018301158377523094 min=-0.0053 max=0.0022 -19:15:02,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0031), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0038), (, 0.0004), (, -0.0013), (, -0.0024), (, -0.0014), (, -0.0003), (, 0.0004), (, -0.0013), (, -0.0053), (, -0.003), (, 0.0022), (, -0.0008), (, -0.0038), (, -0.0018), (, -0.0014), (, -0.0041), (, 0.0002), (, -0.002), (, 0.0004), (, -0.0038), (, 0.0005), (, -0.0029), (, -0.0038)] -19:15:03,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0772 0.1659 0.0904 0.1192 0.0748] probs=[0.1995 0.2063 0.201 0.1992 0.194 ] -19:15:04,754 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.001319354838709677 std=0.0017054787152829083 min=-0.0041 max=0.0018 -19:15:04,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0029), (, 0.0001), (, -0.0024), (, 0.0004), (, 0.0018), (, -0.003), (, -0.0041), (, 0.0002), (, -0.0009), (, -0.0038), (, 0.0005), (, -0.002), (, -0.0003), (, -0.0038), (, 0.0004), (, -0.0013), (, -0.0001), (, 0.0004), (, -0.0018), (, -0.0038), (, -0.0013), (, -0.0014), (, 0.0002), (, -0.0038), (, -0.0011), (, -0.0031), (, -0.0014), (, 0.0012), (, 0.0003), (, -0.0003)] -19:15:05,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0553 0.0856 0.0773 0.0673 0.0469] probs=[0.1955 0.2025 0.1968 0.2057 0.1996] -19:15:07,234 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0013777777777777777 std=0.0018439758440880528 min=-0.0042 max=0.0018 -19:15:07,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0003), (, 0.0005), (, 0.0012), (, -0.0015), (, -0.0018), (, 0.0002), (, -0.0011), (, -0.0038), (, -0.0038), (, -0.0038), (, 0.0004), (, 0.0008), (, 0.0004), (, -0.0042), (, 0.0002), (, -0.002), (, 0.0004), (, -0.003), (, -0.002), (, -0.0013), (, -0.0029), (, -0.0031), (, -0.0001), (, 0.0018), (, -0.0041), (, -0.0038)] -19:15:08,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1261 0.1815 0.1574 0.1285] probs=[0.1922 0.2081 0.2017 0.1994 0.1986] -19:15:09,578 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0015090909090909091 std=0.001898542285522594 min=-0.0042 max=0.0009 -19:15:09,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0015), (, -0.0038), (, 0.0004), (, -0.002), (, 0.0004), (, 0.0005), (, -0.0018), (, -0.002), (, 0.0005), (, -0.0038), (, -0.0015), (, -0.0011), (, -0.0042), (, -0.0041), (, 0.0008), (, -0.0038), (, -0.0038), (, 0.0), (, 0.0009), (, 0.0002), (, 0.0005), (, 0.0), (, 0.0002)] -19:15:10,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.1189 0.0291 0.0537 0.0652] probs=[0.1992 0.2124 0.2021 0.1928 0.1935] -19:15:11,714 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.002111764705882353 std=0.0018948482332338966 min=-0.0042 max=0.0005 -19:15:11,714 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0013), (, -0.004), (, -0.0041), (, -0.0038), (, -0.0038), (, -0.0038), (, 0.0005), (, -0.0038), (, -0.0042), (, 0.0002), (, -0.0011), (, 0.0), (, -0.002), (, 0.0004), (, 0.0004), (, -0.0018), (, 0.0005), (, 0.0)] -19:15:12,262 root INFO ContextualMultiArmedBanditAgent - exp=[0.0997 0.1261 0.1174 0.1549 0.0909] probs=[0.1956 0.204 0.1995 0.2064 0.1944] -19:15:13,587 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00268125 std=0.0014513867291318326 min=-0.0042 max=0.0002 -19:15:13,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0027), (, -0.0018), (, -0.0014), (, 0.0), (, 0.0002), (, -0.004), (, -0.0027), (, -0.0011), (, -0.0004), (, -0.0038), (, -0.0038), (, -0.0013), (, -0.0041), (, -0.0038), (, -0.0038), (, -0.0042)] -19:15:14,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0802 0.2042 0.0919 0.1307 0.0963] probs=[0.196 0.2079 0.1983 0.2006 0.1972] -19:15:15,441 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0021625000000000004 std=0.0017225979652838327 min=-0.0042 max=0.0014 -19:15:15,441 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0038), (, -0.0007), (, -0.004), (, -0.0018), (, -0.0038), (, -0.0042), (, 0.0002), (, -0.0004), (, -0.0013), (, -0.0014), (, 0.0014), (, -0.0041), (, -0.0027), (, -0.0027), (, -0.0011)] -19:15:15,901 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.0416 0.0013 0.0103 -0.003 ] probs=[0.1965 0.2015 0.2095 0.1979 0.1945] -19:15:17,150 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0022500000000000003 std=0.0014818344486930153 min=-0.0043 max=-0.0001 -19:15:17,150 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0009), (, -0.004), (, -0.0001), (, -0.0002), (, -0.0038), (, -0.0043), (, -0.0013), (, -0.0029), (, -0.0013), (, -0.0011), (, -0.0004), (, -0.0027), (, -0.0038), (, -0.0027), (, -0.0014), (, -0.0012), (, -0.0042)] -19:15:17,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.0812 0.0813 0.0393 0.1068 0.0656] probs=[0.2057 0.2027 0.1994 0.1942 0.1981] -19:15:18,852 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00248 std=0.001388620418496958 min=-0.0043 max=-0.0002 -19:15:18,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0012), (, -0.0007), (, -0.004), (, -0.0042), (, -0.0011), (, -0.0009), (, -0.0027), (, -0.0017), (, -0.0038), (, -0.0025), (, -0.0027), (, -0.0029), (, -0.0043), (, -0.0002)] -19:15:19,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.107 0.2331 0.1443 0.0775] probs=[0.2039 0.2039 0.2105 0.1924 0.1893] -19:15:20,610 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0018624999999999998 std=0.0016840705893756355 min=-0.0043 max=0.0009 -19:15:20,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0025), (, -0.0017), (, 0.0006), (, -0.0002), (, -0.0009), (, -0.0021), (, -0.0043), (, 0.0009), (, -0.0017), (, -0.0007), (, -0.0029), (, -0.0017), (, -0.0042), (, -0.0001), (, -0.004)] -19:15:21,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.1 0.126 0.1019 0.085 0.1033] probs=[0.2015 0.2031 0.1929 0.2112 0.1912] -19:15:22,399 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0017105263157894733 std=0.001600951932886413 min=-0.0043 max=0.0009 -19:15:22,400 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0002), (, -0.0017), (, 0.0009), (, -0.0025), (, -0.0042), (, -0.0009), (, -0.004), (, 0.0006), (, -0.0007), (, -0.0012), (, -0.0001), (, -0.0021), (, -0.0014), (, -0.0017), (, -0.0043), (, -0.0029), (, -0.0001), (, -0.0017)] -19:15:23,3 root INFO ContextualMultiArmedBanditAgent - exp=[0.0049 0.0996 0.0797 0.0679 0.0217] probs=[0.1984 0.2041 0.1992 0.1982 0.2001] -19:15:24,374 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0015473684210526315 std=0.0014823056084686136 min=-0.0043 max=0.0009 -19:15:24,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0014), (, -0.0002), (, -0.0043), (, -0.0021), (, -0.0007), (, -0.0042), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0017), (, 0.0009), (, -0.0025), (, -0.004), (, -0.0017), (, -0.0012), (, -0.0017), (, 0.0006), (, -0.0029)] -19:15:25,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.1146 0.1202 0.1115 0.1292 0.1049] probs=[0.1891 0.2018 0.192 0.2114 0.2057] -19:15:26,388 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0016555555555555555 std=0.0014576321065428997 min=-0.0043 max=0.0009 -19:15:26,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0006), (, -0.0014), (, -0.0002), (, -0.0029), (, 0.0009), (, -0.0009), (, -0.0007), (, -0.0043), (, -0.0017), (, -0.0025), (, -0.0006), (, -0.0017), (, -0.0042), (, -0.004), (, -0.0017), (, -0.0021), (, -0.0012)] -19:15:26,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1179 0.0669 0.087 0.1005] probs=[0.1971 0.2088 0.2009 0.1995 0.1937] -19:15:28,363 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0012499999999999998 std=0.001841572395777285 min=-0.0043 max=0.0015 -19:15:28,363 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0015), (, -0.0029), (, -0.0014), (, -0.0043), (, -0.0025), (, 0.0014), (, -0.0021), (, 0.0009), (, -0.0012), (, 0.0012), (, -0.0017), (, -0.0042), (, -0.0007), (, -0.004), (, -0.0017), (, -0.0002), (, 0.0006)] -19:15:28,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.1653 0.1622 0.2012 0.1288 0.1168] probs=[0.1954 0.2056 0.2063 0.2043 0.1884] -19:15:30,458 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0009823529411764704 std=0.0017533951247986916 min=-0.0043 max=0.0015 -19:15:30,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0025), (, -0.0004), (, -0.0021), (, 0.0014), (, 0.0015), (, -0.001), (, -0.0004), (, -0.0012), (, 0.0012), (, -0.0029), (, 0.0006), (, -0.0014), (, -0.0007), (, -0.0043), (, -0.0042), (, 0.0009)] -19:15:31,9 root INFO ContextualMultiArmedBanditAgent - exp=[0.0175 0.0625 0.043 0.0384 0.0392] probs=[0.2118 0.1958 0.2008 0.1999 0.1917] -19:15:32,600 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.001529411764705882 std=0.0014739960515081417 min=-0.0043 max=0.0009 -19:15:32,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.001), (, -0.0029), (, 0.0006), (, -0.0042), (, -0.0021), (, -0.0019), (, 0.0009), (, -0.0004), (, -0.0012), (, -0.0004), (, -0.0025), (, -0.0014), (, -0.0032), (, -0.0004), (, -0.0004), (, -0.0043)] -19:15:33,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.2276 0.2127 0.2062 0.1552 0.1894] probs=[0.1991 0.2035 0.1909 0.2014 0.2051] -19:15:34,455 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.001825 std=0.0016099301227071937 min=-0.0043 max=0.0006 -19:15:34,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0029), (, -0.0004), (, -0.0032), (, -0.0043), (, -0.0012), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0006), (, -0.0042)] -19:15:34,876 root INFO ContextualMultiArmedBanditAgent - exp=[0.0289 0.1374 0.1011 0.1016 0.0187] probs=[0.2047 0.1982 0.1867 0.2092 0.2012] -19:15:36,197 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00235 std=0.0014916433890176297 min=-0.0043 max=-0.0004 -19:15:36,197 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0043), (, -0.0019), (, -0.0012), (, -0.0032), (, -0.0042), (, -0.0004), (, -0.0004)] -19:15:36,470 root INFO ContextualMultiArmedBanditAgent - exp=[0.2223 0.1588 0.0652 0.1898 0.0957] probs=[0.1991 0.195 0.2071 0.1948 0.204 ] -19:15:37,694 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0026285714285714285 std=0.0013863768666298967 min=-0.0043 max=-0.0004 -19:15:37,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0043), (, -0.0042), (, -0.0019), (, -0.0012), (, -0.0032)] -19:15:37,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.1386 0.0846 0.1256 0.1204] probs=[0.1978 0.1973 0.2012 0.205 0.1988] -19:15:39,112 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0025333333333333336 std=0.0009428090415820635 min=-0.0032 max=-0.0012 -19:15:39,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0012), (, -0.0032)] -19:15:39,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.3052 0.3065 0.0697 0.1921 0.0689] probs=[0.2093 0.2147 0.1729 0.1828 0.2202] -19:15:40,341 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00156 std=0.0013395521639712282 min=-0.0032 max=-0.0004 -19:15:40,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0005), (, -0.0032), (, -0.0004), (, -0.0005)] -19:15:40,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.066 0.0978 0.0267 0.0017 0.0053] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] -19:15:41,615 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0013833333333333336 std=0.0012850637684134157 min=-0.0032 max=-0.0004 -19:15:41,615 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0032), (, -0.0005), (, -0.0005)] -19:15:41,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.2339 0.1739 0.3381 0.0904 0.2781] probs=[0.2124 0.1745 0.204 0.2024 0.2068] -19:15:43,128 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0011375 std=0.0011915719659340766 min=-0.0032 max=-0.0004 -19:15:43,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0032), (, -0.0004), (, -0.0004)] -19:15:43,389 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.019 -0.0006 0.0018 -0.0014] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] -19:15:44,754 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0011272727272727274 std=0.0011095379129012625 min=-0.0032 max=-0.0004 -19:15:44,754 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0032), (, -0.0004), (, -0.0023), (, -0.0006), (, -0.0005)] -19:15:45,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.0578 0.1075 0.0493 0.0112 0.0631] probs=[0.2 0.1929 0.1997 0.2014 0.206 ] -19:15:46,441 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0008666666666666666 std=0.0011093040861529157 min=-0.0032 max=0.0011 -19:15:46,441 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0032), (, -0.0005), (, 0.0011), (, -0.0004), (, -0.0005), (, -0.0023), (, -0.0004), (, -0.0005)] -19:15:46,865 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0189 -0.0006 0.0018 -0.0014] probs=[0.2118 0.2073 0.1913 0.1981 0.1916] -19:15:48,313 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0011857142857142858 std=0.0013653137487966132 min=-0.0032 max=0.0011 -19:15:48,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, 0.0011), (, -0.0005), (, -0.0005), (, -0.0032), (, -0.0006)] -19:15:48,574 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.1529 0.1272 0.0501 0.0012] probs=[0.2102 0.2111 0.1877 0.1976 0.1934] -19:15:49,737 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0016749999999999998 std=0.0016437381178277762 min=-0.0032 max=0.0011 -19:15:49,737 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0032), (, 0.0011)] -19:15:49,883 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.2177 0.1959 0.1901 0.202 0.1942] -19:15:51,30 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.001675 std=0.001643738117827776 min=-0.0032 max=0.0011 -19:15:51,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0032), (, -0.0023)] -19:15:51,176 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.1136 0.0622 0.0249 0.0594 -0.0008] probs=[0.1988 0.2032 0.1992 0.1997 0.1991] -19:15:52,222 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0011666666666666665 std=0.0016027753706895078 min=-0.0023 max=0.0011 -19:15:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0023)] -19:15:52,319 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.1948 0.1938 0.2148 0.1983 0.1984] -19:15:53,433 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0011666666666666665 std=0.0016027753706895078 min=-0.0023 max=0.0011 -19:15:53,434 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, -0.0023)] -19:15:53,555 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0188 -0.0006 0.0018 -0.0014] probs=[0.1722 0.2117 0.225 0.2148 0.1762] -19:15:54,831 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0006799999999999999 std=0.0015289211882893114 min=-0.0023 max=0.0011 -19:15:54,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0011), (, 0.0011), (, -0.001), (, -0.0023)] -19:15:55,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.3272 0.3063 0.2532 0.3662] probs=[0.2073 0.1991 0.1831 0.2018 0.2087] -19:15:56,117 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0006000000000000001 std=0.0014378803844548405 min=-0.0027 max=0.0011 -19:15:56,117 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0011), (, 0.0011), (, -0.0027), (, -0.001), (, -0.0023), (, 0.0011), (, 0.0011)] -19:15:56,404 root INFO ContextualMultiArmedBanditAgent - exp=[0.1495 0.183 0.1652 0.1647 0.1867] probs=[0.2072 0.1925 0.1924 0.1973 0.2105] -19:15:57,562 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00043 std=0.001621141573089778 min=-0.0027 max=0.0011 -19:15:57,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.0011), (, 0.0011), (, 0.0011), (, -0.0023), (, -0.001), (, 0.0011), (, 0.0011), (, 0.0011)] -19:15:57,906 root INFO ContextualMultiArmedBanditAgent - exp=[0.0961 0.0331 0.0689 0.0508 0.0083] probs=[0.1977 0.2132 0.201 0.1851 0.203 ] -19:15:59,104 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0008125000000000001 std=0.0015979967928628643 min=-0.0027 max=0.0011 -19:15:59,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0011), (, 0.0011), (, 0.0011), (, -0.001), (, 0.0011), (, -0.0023), (, -0.0027)] -19:15:59,355 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0186 -0.0006 0.0018 -0.0014] probs=[0.1988 0.2031 0.1993 0.1997 0.1991] -19:16:00,710 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00145 std=0.0013338540649811233 min=-0.0027 max=0.0011 -19:16:00,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.001), (, -0.0023), (, 0.0011), (, -0.0027), (, -0.0011)] -19:16:00,912 root INFO ContextualMultiArmedBanditAgent - exp=[0.1012 0.1233 0.0833 0.0055 0.1494] probs=[0.1988 0.1921 0.2184 0.1931 0.1977] -19:16:02,170 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.00184 std=0.0009156418513807678 min=-0.0027 max=-0.0005 -19:16:02,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0005), (, -0.0027), (, -0.0023), (, -0.001), (, -0.0)] -19:16:02,364 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.0667 0.205 0.2103 0.0149] probs=[0.1799 0.2138 0.2223 0.1981 0.1859] -19:16:03,450 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.00152 std=0.0009765244492586963 min=-0.0027 max=-0.0005 -19:16:03,450 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.001), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0)] -19:16:03,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.1872 0.1937 0.1496 0.2242 0.2297] probs=[0.1796 0.1956 0.2039 0.2053 0.2155] -19:16:04,968 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.00152 std=0.0009765244492586963 min=-0.0027 max=-0.0005 -19:16:04,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0027), (, -0.001), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0)] -19:16:05,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0684 0.0446 0.1264 0.0128] probs=[0.2007 0.1911 0.1978 0.2186 0.1918] -19:16:06,237 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=7 avg=-0.0008428571428571429 std=0.001364715713836342 min=-0.0027 max=0.0012 -19:16:06,238 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0007), (, 0.0012), (, -0.001), (, -0.0), (, -0.0027), (, -0.0), (, 0.0005), (, -0.0005)] -19:16:06,558 root INFO ContextualMultiArmedBanditAgent - exp=[-0.003 0.0184 -0.0006 0.0018 -0.0014] probs=[0.1922 0.211 0.2058 0.2065 0.1844] -19:16:07,763 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.0006222222222222224 std=0.0012380789579719217 min=-0.0027 max=0.0012 -19:16:07,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0027), (, 0.0012), (, -0.0), (, 0.0005)] -19:16:08,126 root INFO ContextualMultiArmedBanditAgent - exp=[-0.004 0.023 -0.0002 0.0036 -0.0017] probs=[0.2036 0.2092 0.1945 0.1935 0.1992] -19:16:09,431 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.00033333333333333343 std=0.001 min=-0.0027 max=0.0012 -19:16:09,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, 0.0005), (, -0.0007), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0012)] -19:16:09,724 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.0297 0.0003 0.006 -0.0022] probs=[0.1862 0.2117 0.1916 0.2037 0.2068] -19:16:10,844 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.00025714285714285715 std=0.0011210417895321971 min=-0.0027 max=0.0012 -19:16:10,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, 0.0005), (, -0.0005), (, -0.0027), (, -0.0001), (, 0.0012)] -19:16:11,88 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0063 0.0328 0.0005 0.0072 -0.0024] probs=[0.2132 0.1992 0.1982 0.1911 0.1983] -19:16:12,405 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0007666666666666667 std=0.0009660917830792958 min=-0.0027 max=-0.0001 -19:16:12,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0023), (, -0.0001), (, -0.0001), (, -0.0027)] -19:16:12,711 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0351 0.0007 0.0081 -0.0026] probs=[0.1963 0.2097 0.1931 0.2069 0.194 ] -19:16:14,55 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0009600000000000001 std=0.0010001999800039992 min=-0.0027 max=-0.0001 -19:16:14,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0027), (, -0.0023), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0001)] -19:16:14,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.1309 0.032 0.1286 0.1179 0.147 ] probs=[0.187 0.2058 0.2094 0.1994 0.1985] -19:16:15,586 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0008636363636363636 std=0.0010011563562135422 min=-0.0027 max=0.0001 -19:16:15,587 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0001), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0023), (, -0.0001), (, -0.0009), (, -0.0005), (, 0.0001)] -19:16:15,933 root INFO ContextualMultiArmedBanditAgent - exp=[0.1633 0.1334 0.1408 0.1549 0.0951] probs=[0.2004 0.2032 0.2059 0.1973 0.1932] -19:16:17,305 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0012555555555555555 std=0.0010573668669662504 min=-0.0027 max=-0.0001 -19:16:17,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0027), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0023), (, -0.0023), (, -0.0001), (, -0.0001)] -19:16:17,592 root INFO ContextualMultiArmedBanditAgent - exp=[0.0694 0.1167 0.1291 0.0595 0.1266] probs=[0.1983 0.2039 0.1991 0.1999 0.1988] -19:16:18,835 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.001 std=0.001044030650891055 min=-0.0023 max=0.0001 -19:16:18,835 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0001), (, -0.0023), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0023), (, -0.0001)] -19:16:19,121 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0044 0.0244 -0.0001 0.0042 -0.0018] probs=[0.1822 0.2101 0.2062 0.1914 0.2101] -19:16:20,173 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0013333333333333333 std=0.001002773930432755 min=-0.0023 max=-0.0001 -19:16:20,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0001), (, -0.0023), (, -0.0001), (, -0.0009)] -19:16:20,392 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0049 0.0264 0.0001 0.005 -0.002 ] probs=[0.1958 0.2037 0.2157 0.1888 0.1961] -19:16:21,598 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0012125 std=0.0010117281008255132 min=-0.0023 max=0.0001 -19:16:21,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0001), (, -0.0023), (, -0.0009), (, -0.0023), (, 0.0001), (, -0.0001), (, -0.0018)] -19:16:21,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.1732 0.1379 0.0501 0.1093 0.132 ] probs=[0.1898 0.183 0.2113 0.2039 0.212 ] -19:16:23,68 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.001275 std=0.0009417404100918681 min=-0.0023 max=-0.0001 -19:16:23,68 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0009), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0023), (, -0.0018)] -19:16:23,363 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0059 0.0305 0.0004 0.0066 -0.0023] probs=[0.1839 0.213 0.1938 0.2072 0.2021] -19:16:24,565 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0014999999999999998 std=0.0008062257748298549 min=-0.0023 max=-0.0001 -19:16:24,565 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0018), (, -0.0014), (, -0.0004), (, -0.0014), (, -0.0023), (, -0.0001), (, -0.0023)] -19:16:24,834 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.046 0.0633 0.0198 0.0971] probs=[0.1977 0.205 0.1989 0.2001 0.1984] -19:16:26,50 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015 std=0.0008062257748298549 min=-0.0023 max=-0.0001 -19:16:26,50 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0018), (, -0.0004), (, -0.0023), (, -0.0014), (, -0.0023), (, -0.0014), (, -0.0001)] -19:16:26,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.208 0.1557 0.1402 0.0844] probs=[0.1903 0.1953 0.2008 0.2096 0.204 ] -19:16:27,653 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0013 std=0.0011785113019775792 min=-0.0023 max=0.0016 -19:16:27,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0014), (, -0.0014), (, -0.0023), (, -0.0018), (, -0.0004), (, -0.0014), (, 0.0016), (, -0.0023)] -19:16:27,946 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.0346 0.0494 0.0632 0.1022] probs=[0.2014 0.2097 0.1963 0.2017 0.191 ] -19:16:29,278 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00131 std=0.001118436408563312 min=-0.0023 max=0.0016 -19:16:29,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0004), (, -0.0014), (, -0.0023), (, -0.0014), (, -0.0014), (, 0.0016), (, -0.0023), (, -0.0014), (, -0.0018)] -19:16:29,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0761 0.0399 0.0523 0.0189 0.0461] probs=[0.1918 0.2125 0.1986 0.2016 0.1956] -19:16:30,768 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0014111111111111112 std=0.001134748571705492 min=-0.0023 max=0.0016 -19:16:30,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0016), (, -0.0014), (, -0.0023), (, -0.0023), (, -0.0018), (, -0.0014), (, -0.0014), (, -0.0014)] -19:16:31,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.0519 0.2025 0.056 0.0893 0.1399] probs=[0.1969 0.2133 0.1859 0.199 0.205 ] -19:16:32,466 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00155 std=0.0008674675786448736 min=-0.0023 max=0.0005 -19:16:32,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0023), (, -0.0018), (, -0.0014), (, -0.0014), (, 0.0005), (, -0.0014)] -19:16:32,771 root INFO ContextualMultiArmedBanditAgent - exp=[0.1154 0.2387 0.1296 0.2271 0.2796] probs=[0.2135 0.2094 0.1883 0.2045 0.1842] -19:16:33,986 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0016399999999999997 std=0.0010873821775254549 min=-0.0023 max=0.0005 -19:16:33,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0018), (, -0.0023), (, 0.0005)] -19:16:34,162 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.1988 0.203 0.1993 0.1998 0.1991] -19:16:35,392 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:16:35,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023), (, -0.0023)] -19:16:35,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.174 0.1868 0.242 0.1997 0.04 ] probs=[0.2132 0.1846 0.1756 0.2062 0.2205] -19:16:36,696 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:16:36,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023)] -19:16:36,733 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.2093 0.1627 0.1881 0.2445 0.1953] -19:16:37,887 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:16:37,887 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:16:37,960 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0181 -0.0006 0.0018 -0.0014] probs=[0.1988 0.203 0.1993 0.1998 0.1991] -19:16:39,206 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0023 std=0.0 min=-0.0023 max=-0.0023 -19:16:39,206 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0023)] -19:16:39,277 root INFO ContextualMultiArmedBanditAgent - exp=[0.2374 0.0987 0.3803 0.2065 0.2542] probs=[0.1988 0.203 0.1993 0.1998 0.1991] -19:16:41,881 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:16:41,882 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.18756470588235294 std=0.2843662984523689 min=-0.07 max=0.9221 -19:16:41,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.2341), (, 0.0275), (, 0.1114), (, 0.3812), (, 0.0248), (, -0.07), (, 0.1023), (, 0.8326), (, -0.0301), (, 0.9221), (, -0.0392), (, 0.2209), (, 0.0248), (, 0.0307), (, -0.0528), (, 0.366), (, 0.1023)] -19:16:42,304 root INFO ContextualMultiArmedBanditAgent - exp=[0.0011 0.0581 0.0071 0.0683 0.0542] probs=[0.1922 0.2093 0.1992 0.2028 0.1966] -19:16:43,872 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.12920588235294117 std=0.22276219837356034 min=-0.07 max=0.8326 -19:16:43,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, 0.0248), (, 0.2341), (, -0.07), (, 0.1114), (, 0.8326), (, -0.0528), (, 0.1023), (, 0.3812), (, 0.0275), (, 0.0248), (, 0.0307), (, 0.1023), (, -0.0392), (, 0.2209), (, -0.0301), (, 0.366)] -19:16:44,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1189 0.1403 0.0886 0.0812] probs=[0.1906 0.2089 0.1929 0.2056 0.202 ] -19:16:45,510 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.02943076923076923 std=0.08266542747369232 min=-0.07 max=0.2209 -19:16:45,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, 0.1023), (, 0.1114), (, 0.2209), (, -0.0528), (, 0.0275), (, -0.0392), (, 0.0307), (, 0.0248), (, -0.07), (, -0.0301), (, 0.0248), (, 0.1023)] -19:16:45,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1675 0.1341 0.1355 0.1514 0.1324] probs=[0.1967 0.2032 0.2058 0.1983 0.196 ] -19:16:47,62 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04285555555555556 std=0.035967704993078664 min=-0.1023 max=0.0248 -19:16:47,62 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.07), (, -0.0301), (, 0.0248), (, -0.1023), (, -0.0528), (, -0.07), (, -0.0454), (, -0.0007), (, -0.0392)] -19:16:47,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0909 0.0622 0.03 0.0881 0.0506] probs=[0.1949 0.2099 0.1978 0.201 0.1964] -19:16:48,486 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04 std=0.030932471252355154 min=-0.1023 max=-0.0007 -19:16:48,486 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0301), (, -0.0188), (, -0.0392), (, -0.0007), (, -0.0528), (, -0.07), (, -0.1023), (, -0.0454)] -19:16:48,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.1722 0.1734 0.1551 0.134 ] probs=[0.2099 0.2022 0.2082 0.1908 0.189 ] -19:16:49,871 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.026611111111111113 std=0.02693067001866684 min=-0.07 max=0.0188 -19:16:49,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0188), (, -0.0528), (, -0.0007), (, -0.07), (, -0.0392), (, -0.0454), (, -0.0013), (, -0.0301), (, 0.0188)] -19:16:50,59 root INFO ContextualMultiArmedBanditAgent - exp=[0.0489 0.0535 0.0755 0.0731 0.0017] probs=[0.1841 0.2093 0.1975 0.2196 0.1895] -19:16:51,252 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.027116666666666667 std=0.030331414774491187 min=-0.07 max=0.0188 -19:16:51,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0392), (, 0.0188), (, -0.0188), (, -0.0528), (, -0.07)] -19:16:51,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.0374 0.0516 0.1443 0.1421 0.0362] probs=[0.1958 0.2082 0.1982 0.2007 0.1971] -19:16:52,641 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.021390909090909096 std=0.02897806237783254 min=-0.07 max=0.032 -19:16:52,642 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0528), (, -0.05), (, -0.0007), (, -0.0338), (, -0.0188), (, -0.0188), (, 0.0188), (, -0.07), (, -0.0188), (, 0.032), (, -0.0224)] -19:16:52,877 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.0936 0.1665 0.1211 0.0645] probs=[0.2027 0.2074 0.1861 0.2101 0.1937] -19:16:53,951 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.03260833333333333 std=0.019260990729681817 min=-0.07 max=-0.0007 -19:16:53,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0493), (, -0.05), (, -0.07), (, -0.0007), (, -0.045), (, -0.0188), (, -0.0173), (, -0.0188), (, -0.0188), (, -0.0188), (, -0.0338)] -19:16:54,226 root INFO ContextualMultiArmedBanditAgent - exp=[0.3047 0.253 0.3122 0.2953 0.2119] probs=[0.1973 0.2056 0.1987 0.2003 0.1981] -19:16:55,616 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.023061538461538463 std=0.017774378208816735 min=-0.05 max=0.0148 -19:16:55,617 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0188), (, -0.0239), (, -0.05), (, -0.0338), (, -0.0188), (, -0.0007), (, -0.0188), (, -0.0173), (, -0.0188), (, -0.0187), (, -0.045), (, 0.0148)] -19:16:55,916 root INFO ContextualMultiArmedBanditAgent - exp=[0.1229 0.1789 0.08 0.0611 0.1569] probs=[0.1986 0.2078 0.1996 0.2001 0.1938] -19:16:57,140 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.013819999999999999 std=0.02119414069973114 min=-0.05 max=0.0296 -19:16:57,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0019), (, -0.0061), (, -0.0009), (, -0.0089), (, -0.0188), (, -0.045), (, -0.05), (, -0.0188), (, 0.0148), (, -0.017), (, -0.0173), (, -0.0239), (, 0.0213), (, -0.0188), (, 0.0066), (, -0.0188), (, -0.0338), (, -0.0187), (, 0.0296)] -19:16:57,600 root INFO ContextualMultiArmedBanditAgent - exp=[0.0822 0.0619 0.0783 0.0464 0.1037] probs=[0.197 0.2093 0.2034 0.1946 0.1957] -19:16:58,686 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.013627272727272727 std=0.02087863592327164 min=-0.05 max=0.0296 -19:16:58,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.05), (, -0.0188), (, -0.0351), (, -0.0169), (, -0.0089), (, -0.0173), (, -0.0009), (, -0.0239), (, 0.0296), (, -0.0061), (, -0.0187), (, 0.0169), (, -0.0067), (, -0.0338), (, 0.0141), (, -0.0188), (, -0.0054), (, -0.045), (, -0.0019), (, 0.0148), (, -0.05), (, -0.017)] -19:16:59,208 root INFO ContextualMultiArmedBanditAgent - exp=[0.1209 0.1776 0.2073 0.1702 0.1348] probs=[0.1959 0.2041 0.2011 0.1974 0.2015] -19:17:00,534 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.01112 std=0.017297618333169455 min=-0.05 max=0.0148 -19:17:00,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0169), (, -0.0066), (, -0.0009), (, -0.0187), (, -0.045), (, 0.0031), (, -0.0018), (, -0.0338), (, -0.0067), (, -0.0054), (, -0.0), (, -0.0019), (, -0.0), (, 0.0148), (, -0.05), (, -0.0169), (, -0.0061), (, 0.0141), (, -0.0351), (, -0.0006), (, -0.0013)] -19:17:01,148 root INFO ContextualMultiArmedBanditAgent - exp=[0.1164 0.1259 0.146 0.1969 0.1289] probs=[0.1946 0.2131 0.1974 0.2011 0.1938] -19:17:02,647 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=10 avg=-0.016919999999999998 std=0.01636091684472481 min=-0.05 max=-0.0004 -19:17:02,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0018), (, -0.0169), (, 0.0), (, -0.0067), (, -0.05), (, -0.0), (, -0.0), (, -0.0009), (, -0.0351), (, -0.0004), (, -0.0338), (, -0.0169), (, -0.0)] -19:17:03,15 root INFO ContextualMultiArmedBanditAgent - exp=[0.1042 0.1543 0.0229 0.0972 0.0475] probs=[0.1894 0.2012 0.2049 0.201 0.2035] -19:17:04,124 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=6 avg=-0.011083333333333334 std=0.017592367347485923 min=-0.05 max=-0.0004 -19:17:04,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, -0.05), (, -0.0018), (, -0.0), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.0067), (, 0.0)] -19:17:04,522 root INFO ContextualMultiArmedBanditAgent - exp=[0.0189 0.029 0.0055 0.0171 0.0633] probs=[0.2025 0.2025 0.1962 0.1942 0.2045] -19:17:05,696 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=9 avg=-0.0072 std=0.015463146151055058 min=-0.05 max=0.0044 -19:17:05,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, -0.0067), (, -0.0004), (, 0.0), (, -0.0), (, -0.05), (, -0.001), (, 0.0044), (, 0.0), (, -0.0), (, -0.0022), (, 0.0), (, -0.0), (, -0.0018)] -19:17:06,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.1335 0.1845 0.1697 0.1713 0.1517] probs=[0.1915 0.201 0.206 0.2076 0.1938] -19:17:07,422 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=9 avg=-0.007344444444444445 std=0.015470984390939427 min=-0.05 max=0.0044 -19:17:07,422 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.05), (, -0.0054), (, 0.0044), (, 0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0067), (, -0.001), (, -0.0), (, 0.0)] -19:17:07,768 root INFO ContextualMultiArmedBanditAgent - exp=[0.1808 0.2354 0.1874 0.1286 0.166 ] probs=[0.2022 0.1975 0.2004 0.1988 0.2011] -19:17:09,9 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=12 avg=-0.00655 std=0.013456380147226322 min=-0.05 max=0.0044 -19:17:09,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0), (, -0.001), (, 0.0044), (, -0.0038), (, -0.05), (, -0.0004), (, -0.0046), (, 0.0), (, -0.0004), (, -0.0067), (, -0.0054), (, 0.0), (, -0.0035), (, 0.0), (, -0.0), (, 0.0), (, -0.0005)] -19:17:09,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1997 0.1089 0.1408 0.1698 0.1056] probs=[0.1991 0.197 0.2065 0.198 0.1994] -19:17:10,792 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0016666666666666672 std=0.002867674241533643 min=-0.0067 max=0.0044 -19:17:10,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0046), (, -0.0005), (, 0.0), (, -0.0), (, -0.0046), (, -0.0), (, 0.0), (, -0.0067), (, -0.0004), (, -0.0004), (, -0.0035), (, 0.0), (, -0.0001), (, -0.001), (, 0.0007), (, 0.0002), (, -0.0038), (, -0.0), (, 0.0007), (, 0.0044), (, -0.0), (, -0.0054)] -19:17:11,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0412 0.0515 0.0425 0.0268] probs=[0.203 0.1977 0.1883 0.2177 0.1934] -19:17:12,558 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=15 avg=-0.002493333333333333 std=0.0022179469986654075 min=-0.0067 max=0.0002 -19:17:12,558 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0035), (, -0.001), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0021), (, -0.0015), (, -0.0055), (, -0.0046), (, -0.0054), (, -0.0004), (, -0.0005), (, -0.0067), (, -0.0026), (, -0.0038), (, -0.0), (, -0.0)] -19:17:13,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.1252 0.0512 0.0549 0.133 0.1166] probs=[0.2006 0.2033 0.1899 0.2037 0.2025] -19:17:14,428 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00401875 std=0.00389121105023873 min=-0.0172 max=0.0005 -19:17:14,429 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0005), (, -0.0038), (, -0.0026), (, -0.0035), (, -0.0035), (, -0.0054), (, -0.0015), (, -0.0035), (, -0.0021), (, 0.0001), (, -0.0055), (, -0.0172), (, -0.0067), (, -0.0), (, -0.0035), (, -0.0046)] -19:17:15,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.2137 0.1965 0.2142 0.2107 0.2113] probs=[0.1955 0.2092 0.1924 0.2023 0.2006] -19:17:16,111 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.004878571428571428 std=0.005258215146854705 min=-0.0172 max=0.0005 -19:17:16,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0172), (, -0.0026), (, -0.0046), (, -0.0021), (, -0.0035), (, -0.0038), (, -0.0172), (, -0.0), (, 0.0005), (, -0.0035), (, -0.0055), (, -0.0003), (, -0.0035), (, -0.0035), (, 0.0), (, -0.0015)] -19:17:16,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.0375 0.0867 0.0608 0.0265] probs=[0.1914 0.2066 0.1953 0.2077 0.199 ] -19:17:17,718 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0039000000000000007 std=0.005000555524694787 min=-0.0172 max=0.0007 -19:17:17,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0172), (, 0.0005), (, -0.0026), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0055), (, -0.0015), (, -0.0), (, -0.0009), (, -0.0035), (, 0.0), (, -0.0046), (, -0.0021), (, -0.0035), (, -0.0), (, -0.0038), (, -0.0035), (, -0.0172), (, -0.0015), (, 0.0007), (, -0.0002), (, -0.0035)] -19:17:18,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.198 0.1797 0.2049 0.1121] probs=[0.2061 0.2003 0.1954 0.2038 0.1944] -19:17:19,845 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.0026608695652173913 std=0.0036698227809877047 min=-0.0172 max=0.0019 -19:17:19,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, 0.0), (, -0.0026), (, -0.0035), (, -0.0011), (, 0.0016), (, -0.0039), (, -0.0035), (, -0.0042), (, -0.0172), (, 0.0019), (, -0.0009), (, -0.0019), (, 0.0007), (, -0.0), (, -0.0035), (, 0.0005), (, -0.0046), (, -0.0), (, -0.0), (, -0.0002), (, -0.0021), (, -0.0055), (, -0.0), (, -0.0015), (, -0.0015), (, -0.0), (, -0.0), (, -0.0038), (, -0.0), (, 0.0), (, -0.0035)] -19:17:20,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.0366 0.1573 0.0969 0.1177 0.1248] probs=[0.2014 0.2025 0.2011 0.1948 0.2002] -19:17:21,926 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.0023750000000000004 std=0.004292944793495485 min=-0.0172 max=0.0019 -19:17:21,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0), (, -0.0009), (, 0.0), (, -0.0172), (, 0.0019), (, -0.0022), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0042), (, -0.0), (, 0.0005), (, -0.0003), (, -0.0), (, -0.0), (, -0.0039), (, -0.0011), (, -0.0015), (, -0.0019), (, 0.0019), (, -0.0055), (, -0.0), (, -0.0)] -19:17:22,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.1501 0.159 0.1809 0.2065 0.238 ] probs=[0.1968 0.2023 0.1974 0.199 0.2045] -19:17:23,954 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=17 avg=-0.0018352941176470589 std=0.004249144021270026 min=-0.0172 max=0.0026 -19:17:23,954 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0022), (, 0.0019), (, -0.0), (, -0.0), (, -0.0015), (, 0.0007), (, 0.0), (, 0.0006), (, -0.0021), (, -0.0009), (, -0.0015), (, -0.0055), (, 0.0026), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, 0.0002), (, 0.0005), (, -0.0), (, -0.0), (, -0.0172), (, -0.0019), (, -0.0011), (, -0.0), (, -0.0), (, -0.0019)] -19:17:24,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.1051 0.0193 0.0621 0.0267] probs=[0.2015 0.2001 0.2006 0.1973 0.2004] -19:17:26,373 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=23 avg=-0.0010347826086956522 std=0.003720870479693437 min=-0.0172 max=0.0026 -19:17:26,373 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0001), (, 0.0), (, 0.001), (, -0.0009), (, -0.0019), (, -0.0), (, -0.0015), (, 0.0005), (, -0.0), (, -0.0021), (, -0.0), (, 0.0004), (, -0.0011), (, -0.0015), (, -0.0014), (, 0.0), (, -0.0019), (, -0.0), (, 0.0007), (, -0.0008), (, -0.0022), (, -0.0), (, -0.0), (, -0.0), (, 0.0005), (, 0.0008), (, 0.0026), (, 0.0019), (, -0.0), (, 0.0), (, 0.0022), (, -0.0172), (, 0.0001)] -19:17:27,421 root INFO ContextualMultiArmedBanditAgent - exp=[0.1088 0.1571 0.1226 0.1585 0.0774] probs=[0.1948 0.2081 0.1958 0.204 0.1974] -19:17:28,908 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.0009533333333333333 std=0.0032261156554318103 min=-0.0172 max=0.0019 -19:17:28,908 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0004), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0), (, 0.0007), (, -0.0009), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0011), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0014), (, -0.0019), (, -0.0172), (, 0.0005), (, 0.0001), (, -0.0001), (, 0.0019), (, 0.0008), (, 0.0016), (, 0.001), (, -0.0009), (, -0.0021), (, 0.0001), (, -0.0018), (, -0.0021), (, -0.0014), (, -0.0014), (, -0.0019), (, -0.0), (, 0.0019), (, -0.0005)] -19:17:30,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.0742 0.0549 0.0738 0.0576] probs=[0.2053 0.2023 0.1971 0.1962 0.1992] -19:17:32,59 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.0006060606060606061 std=0.000745060255419448 min=-0.0021 max=0.0008 -19:17:32,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, -0.0002), (, -0.0019), (, -0.0009), (, -0.0), (, -0.0006), (, 0.0), (, 0.0007), (, -0.0), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0021), (, -0.0018), (, -0.0), (, -0.0009), (, -0.0012), (, 0.0001), (, -0.0014), (, -0.0014), (, -0.0011), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0004), (, 0.0008), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0004), (, 0.0006), (, -0.0), (, -0.0001), (, 0.0004), (, -0.0011), (, -0.0004), (, -0.0007), (, 0.0008), (, -0.0014), (, -0.0), (, -0.0)] -19:17:33,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.1405 0.1354 0.1417 0.1466 0.166 ] probs=[0.2062 0.2031 0.1925 0.202 0.1962] -19:17:35,95 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.0007999999999999999 std=0.0006552671211040578 min=-0.0024 max=0.0006 -19:17:35,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0011), (, -0.0018), (, 0.0001), (, 0.0), (, 0.0001), (, -0.0), (, -0.0004), (, -0.0016), (, -0.0008), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0006), (, 0.0001), (, -0.0014), (, -0.0024), (, 0.0001), (, 0.0), (, -0.0), (, -0.0005), (, -0.0008), (, -0.0009), (, -0.0001), (, -0.0019), (, -0.0004), (, 0.0), (, -0.001), (, -0.0013), (, -0.0), (, -0.0011), (, -0.0012), (, -0.0008), (, -0.0012), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0009)] -19:17:36,334 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.1084 0.0887 0.084 0.1106] probs=[0.1891 0.1979 0.2069 0.2017 0.2043] -19:17:37,915 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0007787878787878788 std=0.0007057158737045177 min=-0.0024 max=0.0003 -19:17:37,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0005), (, -0.0012), (, -0.0024), (, -0.0011), (, -0.001), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0002), (, -0.0009), (, -0.0012), (, -0.0006), (, -0.0014), (, -0.0008), (, -0.0005), (, 0.0001), (, -0.0019), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.0016), (, -0.0011), (, -0.0018)] -19:17:39,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.1209 0.117 0.1639 0.1568 0.142 ] probs=[0.2027 0.2002 0.2028 0.1949 0.1995] -19:17:40,849 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00055625 std=0.0006465956522433475 min=-0.0024 max=0.0005 -19:17:40,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0005), (, 0.0001), (, -0.0005), (, -0.0011), (, -0.0009), (, -0.0012), (, -0.0), (, -0.0018), (, 0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0011), (, -0.0024), (, 0.0002), (, -0.0019), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0012), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0001), (, 0.0), (, 0.0)] -19:17:42,230 root INFO ContextualMultiArmedBanditAgent - exp=[0.0399 0.058 0.0917 0.0457 0.1037] probs=[0.2057 0.2059 0.2015 0.1965 0.1904] -19:17:43,999 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00045625 std=0.000530882225639548 min=-0.0024 max=0.0005 -19:17:44,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0012), (, -0.0002), (, -0.0002), (, -0.0011), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0008), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0001), (, 0.0005), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0024), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0007), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0011), (, 0.0), (, -0.0012)] -19:17:45,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.1354 0.1236 0.1346 0.1195 0.1093] probs=[0.2023 0.2067 0.1936 0.1934 0.204 ] -19:17:47,230 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003866666666666666 std=0.0005475602452901618 min=-0.0024 max=0.0005 -19:17:47,230 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0002), (, -0.0004), (, -0.0009), (, 0.0), (, 0.0), (, -0.0004), (, 0.0005), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0011), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0008), (, -0.0003), (, 0.0002), (, -0.0004), (, -0.0001), (, -0.0011), (, -0.0001), (, -0.0012), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0002), (, -0.0024), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0)] -19:17:48,481 root INFO ContextualMultiArmedBanditAgent - exp=[0.1264 0.1598 0.0922 0.0869 0.1213] probs=[0.196 0.2095 0.1993 0.2001 0.195 ] -19:17:50,65 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0003724137931034482 std=0.0004820191380691463 min=-0.0024 max=0.0001 -19:17:50,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0005), (, -0.0002), (, 0.0), (, 0.0), (, -0.0004), (, -0.0008), (, -0.0001), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0012), (, -0.0009), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0024), (, -0.0)] -19:17:51,195 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.1005 0.1575 0.0892 0.1309] probs=[0.1964 0.2006 0.2049 0.1943 0.2038] -19:17:52,885 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0003392857142857143 std=0.0005380781181431648 min=-0.0024 max=0.0002 -19:17:52,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0), (, 0.0002), (, 0.0), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0018), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0004), (, 0.0001)] -19:17:54,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0595 0.07 0.0869 0.0718 0.0597] probs=[0.1975 0.1967 0.202 0.2054 0.1983] -19:17:55,967 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00032758620689655164 std=0.00045249999178825523 min=-0.0018 max=0.0002 -19:17:55,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0018), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0004)] -19:17:57,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.0925 0.1023 0.1262 0.1175] probs=[0.1894 0.2089 0.2026 0.1963 0.2028] -19:17:59,33 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0003482758620689656 std=0.0004746110492161449 min=-0.0018 max=0.0003 -19:17:59,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0009), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0018), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0008), (, 0.0)] -19:18:00,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.0782 0.0707 0.0728 0.0775 0.0692] probs=[0.2002 0.2034 0.1984 0.1972 0.2008] -19:18:01,937 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.00027666666666666665 std=0.0003921592646985264 min=-0.0018 max=0.0003 -19:18:01,937 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0005)] -19:18:03,139 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0558 0.0469 0.0367 0.0216] probs=[0.2012 0.1969 0.2023 0.1982 0.2014] -19:18:04,711 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.00035200000000000005 std=0.0005879591822567278 min=-0.0025 max=0.0002 -19:18:04,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0018), (, -0.0003), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0006), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0001)] -19:18:05,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.1163 0.1735 0.0954 0.1073 0.153 ] probs=[0.2083 0.2001 0.1995 0.1907 0.2014] -19:18:07,344 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0004166666666666667 std=0.0007646713164636308 min=-0.0025 max=0.0006 -19:18:07,345 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0025), (, -0.0003), (, 0.0006), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0), (, 0.0002), (, -0.0018), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0)] -19:18:08,335 root INFO ContextualMultiArmedBanditAgent - exp=[0.0986 0.104 0.1134 0.0954 0.0678] probs=[0.2019 0.199 0.1996 0.2013 0.1983] -19:18:09,975 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0003625 std=0.0008107673834090761 min=-0.0025 max=0.0006 -19:18:09,975 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0025), (, 0.0002), (, -0.0018), (, 0.0001), (, 0.0002), (, -0.0008), (, -0.0005), (, -0.0), (, 0.0006), (, 0.0), (, 0.0006), (, 0.0004), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0003)] -19:18:10,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1117 0.1369 0.149 0.1354] probs=[0.1979 0.2016 0.2046 0.1932 0.2027] -19:18:12,570 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0003083333333333333 std=0.0008341246243151494 min=-0.0025 max=0.0006 -19:18:12,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0003), (, -0.0025), (, -0.0006), (, -0.0), (, 0.0006), (, -0.0008), (, 0.0006), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0018), (, 0.0001), (, 0.0003), (, 0.0002), (, 0.0006)] -19:18:13,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.1813 0.1559 0.1268 0.1235 0.129 ] probs=[0.1925 0.2036 0.2018 0.2071 0.195 ] -19:18:15,99 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.00028928571428571425 std=0.0008063760580143582 min=-0.0025 max=0.0014 -19:18:15,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0002), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0), (, -0.0003), (, -0.0025), (, -0.0), (, 0.0002), (, 0.0), (, -0.0002), (, -0.0008), (, 0.0001), (, -0.0001), (, 0.0014), (, -0.0003), (, 0.0006), (, -0.0002), (, 0.0001), (, -0.0003), (, 0.0003), (, -0.0018), (, 0.0002), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0003), (, -0.0006)] -19:18:16,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.1065 0.0865 0.0867 0.0806 0.0616] probs=[0.1933 0.2051 0.2002 0.1981 0.2034] -19:18:17,774 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.000517391304347826 std=0.000717272717471349 min=-0.0025 max=0.0002 -19:18:17,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0025), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0005), (, -0.0004), (, -0.0003), (, -0.0018), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004)] -19:18:18,667 root INFO ContextualMultiArmedBanditAgent - exp=[0.1673 0.1327 0.1613 0.1704 0.1266] probs=[0.2029 0.1961 0.207 0.197 0.1969] -19:18:20,124 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000375 std=0.0006098155458825234 min=-0.0025 max=0.0004 -19:18:20,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0002), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0006), (, -0.0025), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0005), (, 0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0004), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0001)] -19:18:21,354 root INFO ContextualMultiArmedBanditAgent - exp=[0.1059 0.1798 0.1482 0.1512 0.1123] probs=[0.196 0.207 0.1887 0.2085 0.1998] -19:18:22,950 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.00031875 std=0.0004990224819584786 min=-0.0025 max=0.0004 -19:18:22,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.001), (, -0.0006), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0001), (, 0.0002), (, -0.0005), (, 0.0004), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0025), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0004)] -19:18:24,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1378 0.0805 0.106 0.1024] probs=[0.1977 0.2016 0.1967 0.2037 0.2003] -19:18:26,62 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=27 avg=-0.00029629629629629635 std=0.0005666545629305267 min=-0.0025 max=0.0007 -19:18:26,63 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0025), (, 0.0), (, 0.0), (, -0.0006), (, 0.0), (, -0.001), (, -0.0001), (, 0.0007), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0), (, 0.0004), (, 0.0001)] -19:18:27,353 root INFO ContextualMultiArmedBanditAgent - exp=[0.1966 0.1524 0.1046 0.1393 0.1817] probs=[0.1971 0.2004 0.1995 0.2022 0.2007] -19:18:29,121 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=26 avg=-0.0003346153846153846 std=0.0005462757177134214 min=-0.0025 max=0.0006 -19:18:29,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0), (, -0.001), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0002), (, -0.0003), (, 0.0006), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0002)] -19:18:30,377 root INFO ContextualMultiArmedBanditAgent - exp=[0.1359 0.189 0.1595 0.1381 0.1236] probs=[0.1984 0.1967 0.2047 0.1976 0.2027] -19:18:31,904 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=25 avg=-0.00032 std=0.0005491812087098393 min=-0.0025 max=0.0002 -19:18:31,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, 0.0), (, 0.0002), (, 0.0), (, -0.001), (, -0.0001), (, 0.0001), (, -0.0006), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0025), (, 0.0001), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0)] -19:18:33,241 root INFO ContextualMultiArmedBanditAgent - exp=[0.1025 0.0995 0.0996 0.0688 0.099 ] probs=[0.1988 0.202 0.2003 0.2029 0.1959] -19:18:34,854 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=21 avg=-0.00028095238095238097 std=0.0006068019584510628 min=-0.0025 max=0.0003 -19:18:34,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0001), (, -0.001), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0025), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0)] -19:18:35,842 root INFO ContextualMultiArmedBanditAgent - exp=[0.0425 0.0882 0.0649 0.0497 0.0577] probs=[0.1988 0.1982 0.2052 0.1967 0.2011] -19:18:37,417 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=18 avg=-0.00033888888888888895 std=0.0006210554536780189 min=-0.0025 max=0.0002 -19:18:37,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0005), (, -0.0), (, 0.0002), (, 0.0), (, 0.0), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, -0.001), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0002), (, -0.0002), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0001)] -19:18:38,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.1638 0.1316 0.0895 0.129 0.1181] probs=[0.195 0.2078 0.1996 0.1981 0.1995] -19:18:40,31 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=15 avg=-0.0004133333333333333 std=0.0006396526835365858 min=-0.0025 max=0.0002 -19:18:40,31 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.001), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0002), (, -0.0003)] -19:18:41,31 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.106 0.1365 0.1163 0.0621] probs=[0.2061 0.2012 0.2086 0.194 0.19 ] -19:18:42,266 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=14 avg=-0.0004714285714285714 std=0.0006691450530645924 min=-0.0025 max=0.0002 -19:18:42,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0025), (, 0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.001), (, 0.0), (, 0.0), (, -0.0001)] -19:18:43,154 root INFO ContextualMultiArmedBanditAgent - exp=[0.0827 0.0737 0.0881 0.0743 0.0562] probs=[0.2034 0.2054 0.1907 0.1994 0.2011] -19:18:44,732 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0006466666666666666 std=0.0007982202425117742 min=-0.0025 max=0.0002 -19:18:44,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0025), (, -0.001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0009)] -19:18:45,597 root INFO ContextualMultiArmedBanditAgent - exp=[0.1132 0.1376 0.0811 0.1052 0.1108] probs=[0.1946 0.2044 0.1997 0.199 0.2023] -19:18:46,921 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0003523809523809524 std=0.0005908984665172404 min=-0.0025 max=0.0004 -19:18:46,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0), (, -0.001), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0003), (, -0.0009), (, -0.0), (, 0.0004)] -19:18:47,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.0751 0.0896 0.0647 0.1232] probs=[0.2004 0.202 0.1983 0.2068 0.1925] -19:18:49,201 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.00035999999999999997 std=0.0006951258878793107 min=-0.0025 max=0.0004 -19:18:49,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0025), (, 0.0002), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0009), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0009), (, -0.0001), (, 0.0002)] -19:18:50,72 root INFO ContextualMultiArmedBanditAgent - exp=[0.1025 0.124 0.1643 0.1034 0.1118] probs=[0.1959 0.1996 0.2089 0.1994 0.1962] -19:18:51,411 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.00045384615384615385 std=0.0006622983113782171 min=-0.0025 max=0.0004 -19:18:51,411 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0005), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0009), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0025), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0003), (, 0.0), (, -0.0002)] -19:18:52,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.1105 0.0538 0.0981 0.0785] probs=[0.2013 0.197 0.1985 0.2076 0.1956] -19:18:53,607 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.0004653846153846154 std=0.000668489863965679 min=-0.0025 max=0.0007 -19:18:53,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0025), (, -0.0002), (, -0.0003), (, 0.0007), (, -0.0006), (, -0.0006), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0002)] -19:18:54,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0603 0.0933 0.101 0.0886 0.0644] probs=[0.194 0.21 0.1974 0.1974 0.2012] -19:18:55,876 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0005045454545454545 std=0.0006931333813181418 min=-0.0025 max=0.0002 -19:18:55,876 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0009), (, -0.0025), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.0001)] -19:18:56,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0233 0.1025 0.0532 0.0831 0.0786] probs=[0.2021 0.2047 0.1948 0.2004 0.198 ] -19:18:58,47 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0005529411764705883 std=0.0007724046844367222 min=-0.0025 max=0.0002 -19:18:58,47 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0002), (, -0.0025), (, -0.0001), (, 0.0002), (, -0.0), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0)] -19:18:58,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0638 0.1126 0.0389 0.0661 0.0731] probs=[0.1989 0.2007 0.2 0.2025 0.198 ] -19:19:00,95 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=17 avg=-0.0005588235294117647 std=0.0007631658701283226 min=-0.0025 max=0.0002 -19:19:00,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0009), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.001), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0002), (, -0.0025), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0002)] -19:19:00,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0241 0.0416 0.0307 0.027 0.0075] probs=[0.1956 0.2064 0.1966 0.2018 0.1996] -19:19:02,306 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.000445 std=0.0007378854924715623 min=-0.0025 max=0.0002 -19:19:02,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.001), (, -0.0), (, 0.0002), (, -0.0025), (, -0.0003), (, -0.0001), (, -0.0001)] -19:19:03,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.0763 0.08 0.1775 0.0945 0.131 ] probs=[0.2008 0.1989 0.2024 0.2002 0.1977] -19:19:04,570 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.0005222222222222222 std=0.0007648932790886987 min=-0.0025 max=0.0002 -19:19:04,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0006), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0)] -19:19:05,358 root INFO ContextualMultiArmedBanditAgent - exp=[0.0803 0.0869 0.1175 0.0654 0.1062] probs=[0.1926 0.2036 0.1972 0.2056 0.2009] -19:19:06,892 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=19 avg=-0.0005421052631578949 std=0.0007343567105932591 min=-0.0025 max=0.0002 -19:19:06,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, -0.0011), (, -0.0006), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0025), (, -0.0002), (, -0.0002)] -19:19:07,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.0276 0.0849 0.1779 0.1242 0.1331] probs=[0.2021 0.1996 0.1946 0.2117 0.1919] -19:19:09,470 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=15 avg=-0.0005 std=0.0006250333324444918 min=-0.0025 max=0.0002 -19:19:09,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0006), (, -0.0011), (, -0.0002), (, -0.0025), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0001), (, -0.001), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0004)] -19:19:10,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.0431 0.0928 0.0782 0.0527 0.0644] probs=[0.1896 0.2097 0.2101 0.1938 0.1969] -19:19:11,840 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=15 avg=-0.00058 std=0.0006584831053261731 min=-0.0025 max=0.0002 -19:19:11,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, -0.0004), (, -0.0011), (, -0.0), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0014), (, -0.0025), (, -0.0), (, -0.0002), (, -0.001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0006)] -19:19:12,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.1172 0.1446 0.0943 0.0825 0.0943] probs=[0.2068 0.2024 0.2093 0.1943 0.1871] -19:19:14,311 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.0005095238095238094 std=0.0006480040872187105 min=-0.0025 max=0.0002 -19:19:14,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0002), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0011), (, 0.0), (, 0.0001), (, -0.0014), (, 0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0025), (, -0.0004), (, -0.0004), (, -0.001), (, -0.0006), (, -0.0006)] -19:19:15,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.1421 0.0901 0.1084 0.134 0.09 ] probs=[0.1986 0.2029 0.1997 0.1988 0.2 ] -19:19:16,597 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=16 avg=-0.000475 std=0.0007215434844830906 min=-0.0025 max=0.0002 -19:19:16,598 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0006), (, 0.0001), (, 0.0002), (, 0.0002), (, 0.0002), (, -0.0025), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0006), (, -0.001), (, -0.0), (, 0.0002), (, 0.0), (, -0.0014)] -19:19:17,302 root INFO ContextualMultiArmedBanditAgent - exp=[0.0731 0.1244 0.0497 0.075 0.0629] probs=[0.1848 0.2065 0.2025 0.205 0.2012] -19:19:18,669 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0004733333333333334 std=0.0007505257416563997 min=-0.0025 max=0.0002 -19:19:18,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0001), (, -0.0014), (, -0.0006), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0), (, 0.0002), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.001), (, -0.0025), (, 0.0), (, 0.0002), (, -0.0011)] -19:19:19,403 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.0681 0.1162 0.1106 0.1243] probs=[0.2016 0.1928 0.1977 0.1982 0.2097] -19:19:20,808 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.000375 std=0.0006766646141183976 min=-0.0025 max=0.0002 -19:19:20,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.001), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0014), (, -0.0006), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0002), (, -0.0), (, 0.0), (, -0.0025), (, -0.0011), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0006)] -19:19:21,641 root INFO ContextualMultiArmedBanditAgent - exp=[0.0878 0.1389 0.0863 0.1103 0.0897] probs=[0.1981 0.2079 0.2001 0.193 0.2008] -19:19:23,222 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.0005071428571428572 std=0.0006932988282884391 min=-0.0025 max=0.0002 -19:19:23,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0014), (, 0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0002), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0025), (, -0.0)] -19:19:23,893 root INFO ContextualMultiArmedBanditAgent - exp=[0.0424 0.0725 0.0778 0.0402 0.066 ] probs=[0.1952 0.2074 0.2031 0.1995 0.1949] -19:19:25,431 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=16 avg=-0.00054375 std=0.0006343980907127638 min=-0.0025 max=0.0001 -19:19:25,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0025), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0004)] -19:19:26,180 root INFO ContextualMultiArmedBanditAgent - exp=[0.1391 0.1185 0.1045 0.1362 0.1202] probs=[0.2028 0.1998 0.1991 0.197 0.2013] -19:19:27,654 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.00056 std=0.0006096993794759294 min=-0.0025 max=-0.0001 -19:19:27,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0025), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0014), (, -0.0004), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003)] -19:19:28,335 root INFO ContextualMultiArmedBanditAgent - exp=[0.1297 0.1406 0.1793 0.1781 0.1668] probs=[0.2054 0.2056 0.1976 0.188 0.2034] -19:19:29,779 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=16 avg=-0.00042500000000000003 std=0.000317214438511238 min=-0.0014 max=-0.0001 -19:19:29,779 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0004), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0003), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0001)] -19:19:30,461 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.1147 0.1073 0.1124 0.0898] probs=[0.1902 0.2103 0.2015 0.198 0.2 ] -19:19:31,821 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=17 avg=-0.00035882352941176473 std=0.00032186738871304595 min=-0.0014 max=-0.0001 -19:19:31,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0003)] -19:19:32,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.092 0.074 0.0751 0.0402] probs=[0.1943 0.2144 0.1944 0.2024 0.1946] -19:19:34,20 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0003222222222222223 std=0.0003504846732352779 min=-0.0014 max=0.0002 -19:19:34,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0014), (, -0.0005), (, -0.0006), (, 0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, 0.0002), (, -0.0001)] -19:19:34,767 root INFO ContextualMultiArmedBanditAgent - exp=[0.1326 0.1279 0.0873 0.1201 0.1043] probs=[0.2006 0.201 0.2015 0.2014 0.1954] -19:19:36,251 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=17 avg=-0.00035294117647058826 std=0.0004936272075860529 min=-0.0021 max=0.0002 -19:19:36,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0021), (, -0.0005), (, -0.0001)] -19:19:36,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.0075 0.0367 0.0126 0.0411 0.0349] probs=[0.2017 0.214 0.1923 0.1969 0.1952] -19:19:38,340 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0003882352941176471 std=0.0006658761172021471 min=-0.0021 max=0.0002 -19:19:38,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0021), (, 0.0002), (, -0.0005), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0001)] -19:19:39,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.0907 0.1244 0.0653 0.036 0.0729] probs=[0.2036 0.2009 0.2009 0.1944 0.2001] -19:19:41,362 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:19:41,363 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.12011428571428573 std=0.32645556656117153 min=-0.0544 max=1.2166 -19:19:41,363 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0141), (, 0.0384), (, -0.0417), (, -0.0209), (, 0.1207), (, 0.4049), (, -0.0463), (, 1.2166), (, 0.1368), (, -0.0385), (, -0.0544), (, 0.0437), (, -0.0385), (, -0.0533)] -19:19:41,789 root INFO ContextualMultiArmedBanditAgent - exp=[0.1725 0.1073 0.1152 0.1629 0.0636] probs=[0.1992 0.203 0.1944 0.2022 0.2012] -19:19:42,883 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0036142857142857127 std=0.06318685280457428 min=-0.0563 max=0.1368 -19:19:42,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, 0.0384), (, -0.0417), (, -0.0385), (, -0.0209), (, -0.0563), (, 0.0437), (, -0.0463), (, 0.0141), (, 0.1368), (, 0.1207), (, -0.0385), (, -0.0533), (, -0.0544)] -19:19:43,297 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.063 0.0121 0.0481 0.063 ] probs=[0.1831 0.2109 0.1937 0.1959 0.2163] -19:19:44,444 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0036142857142857127 std=0.0631868528045743 min=-0.0563 max=0.1368 -19:19:44,445 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0209), (, -0.0563), (, 0.0437), (, -0.0417), (, -0.0544), (, -0.0533), (, 0.1368), (, 0.1207), (, 0.0141), (, -0.0385), (, -0.0385), (, 0.0384), (, -0.0463)] -19:19:44,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0267 0.0905 0.0078 0.0188 0.0175] probs=[0.1953 0.2072 0.2057 0.2077 0.1841] -19:19:45,932 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04492222222222222 std=0.010807073586599327 min=-0.0563 max=-0.0209 -19:19:45,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0544), (, -0.0385), (, -0.0417), (, -0.0463), (, -0.0563), (, -0.0533), (, -0.0385), (, -0.0209)] -19:19:46,138 root INFO ContextualMultiArmedBanditAgent - exp=[0.1575 0.0656 0.1878 0.1211 0.1137] probs=[0.1867 0.2078 0.2135 0.1913 0.2007] -19:19:47,189 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04242222222222222 std=0.016239237651631707 min=-0.0563 max=-0.0068 -19:19:47,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0544), (, -0.0209), (, -0.0463), (, -0.0477), (, -0.0417), (, -0.0563), (, -0.0533), (, -0.0544), (, -0.0068)] -19:19:47,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.2451 0.3655 0.3347 0.1495 0.3088] probs=[0.2108 0.1951 0.2074 0.2031 0.1836] -19:19:48,256 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04036 std=0.01695141292046182 min=-0.0533 max=-0.0068 -19:19:48,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0477), (, -0.0533), (, -0.0463), (, -0.0068)] -19:19:48,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.1044 0.2199 0.1813 0.261 ] probs=[0.2022 0.1971 0.1988 0.1954 0.2065] -19:19:49,635 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=5 avg=-0.03662 std=0.01728784544123414 min=-0.0533 max=-0.0068 -19:19:49,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0068), (, -0.0533), (, -0.0276), (, 0.0), (, -0.0477)] -19:19:49,770 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0094 0.1783 0.0329 0.1281 0.0661] probs=[0.1943 0.2107 0.1977 0.2011 0.1962] -19:19:51,8 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 -19:19:51,9 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0477), (, -0.0276)] -19:19:51,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.1391 0.2008 0.1319 0.2273] probs=[0.2366 0.2112 0.2264 0.1408 0.185 ] -19:19:52,218 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 -19:19:52,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0276), (, -0.0477)] -19:19:52,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.0484 0.1536 0.1295 0.1064 0.2798] probs=[0.1942 0.2112 0.1976 0.201 0.1961] -19:19:53,560 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.031125 std=0.01897055283854427 min=-0.0477 max=-0.0015 -19:19:53,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, -0.0015), (, -0.0276), (, -0.0477)] -19:19:53,646 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0145 0.0666 0.0027 0.0199 -0.0051] probs=[0.1943 0.2107 0.1977 0.2011 0.1961] -19:19:54,629 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.020749999999999998 std=0.023780822105217474 min=-0.0498 max=0.0128 -19:19:54,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0477), (, 0.0128), (, -0.0015), (, -0.0025), (, -0.0498), (, -0.0477), (, -0.002), (, -0.0276)] -19:19:54,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.0831 0.1064 0.0112 0.1026 0.0645] probs=[0.1879 0.2105 0.2083 0.2046 0.1887] -19:19:55,921 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=13 avg=-0.010892307692307689 std=0.02466203752074342 min=-0.0498 max=0.029 -19:19:55,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.002), (, -0.0276), (, -0.0477), (, -0.0498), (, 0.0128), (, -0.0025), (, -0.0065), (, 0.029), (, -0.004), (, 0.0), (, 0.0158), (, -0.0112), (, 0.0019)] -19:19:56,347 root INFO ContextualMultiArmedBanditAgent - exp=[0.0849 0.1374 0.1167 0.0978 0.0938] probs=[0.1907 0.2083 0.1944 0.2001 0.2066] -19:19:57,410 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.016018181818181817 std=0.020540152171774906 min=-0.0498 max=0.0019 -19:19:57,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.0065), (, -0.002), (, -0.0074), (, -0.0498), (, 0.0012), (, 0.0019), (, -0.0025), (, 0.0), (, -0.0034), (, -0.0102), (, -0.0477)] -19:19:57,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.1179 0.1561 0.1131 0.108 0.121 ] probs=[0.1908 0.1831 0.1956 0.2286 0.2019] -19:19:58,942 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01716 std=0.021357303200544773 min=-0.0498 max=0.0071 -19:19:58,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.0498), (, -0.0019), (, -0.0034), (, -0.0065), (, -0.0102), (, -0.002), (, -0.0477), (, 0.0071), (, -0.0074)] -19:19:59,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.1196 0.1267 0.1116 0.2166 0.1913] probs=[0.2014 0.2065 0.1993 0.198 0.1948] -19:20:00,455 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.009630769230769231 std=0.017974656715043783 min=-0.0498 max=0.0104 -19:20:00,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0498), (, -0.002), (, -0.0102), (, -0.0019), (, -0.0074), (, -0.0498), (, -0.0065), (, -0.0056), (, 0.0071), (, -0.002), (, 0.0104), (, -0.001), (, -0.0065)] -19:20:00,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.1052 0.1092 0.1881 0.1054 0.1583] probs=[0.205 0.2082 0.1887 0.2035 0.1947] -19:20:02,17 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.006293333333333334 std=0.012475868261924252 min=-0.0498 max=0.0071 -19:20:02,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0004), (, -0.0498), (, -0.0074), (, -0.0048), (, 0.0071), (, 0.0056), (, -0.002), (, -0.001), (, -0.0056), (, -0.0065), (, -0.0054), (, -0.0019), (, -0.0102), (, -0.0065)] -19:20:02,385 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0919 0.0318 0.0531 0.0102] probs=[0.2057 0.2081 0.1864 0.2054 0.1943] -19:20:03,711 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.005755555555555555 std=0.01147587915887649 min=-0.0498 max=0.0071 -19:20:03,711 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0071), (, -0.0004), (, -0.0028), (, -0.0498), (, -0.0065), (, 0.0056), (, -0.0054), (, -0.002), (, -0.0019), (, -0.0074), (, -0.0048), (, -0.0102), (, -0.001), (, -0.0065), (, -0.0054), (, -0.001)] -19:20:04,129 root INFO ContextualMultiArmedBanditAgent - exp=[0.126 0.2477 0.1176 0.2628 0.1374] probs=[0.1952 0.1999 0.2097 0.1956 0.1996] -19:20:05,431 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.004904347826086957 std=0.01036907937974075 min=-0.0498 max=0.0056 -19:20:05,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.007), (, -0.001), (, -0.0004), (, -0.0065), (, 0.0056), (, -0.001), (, -0.0028), (, -0.0019), (, 0.0056), (, -0.0102), (, -0.0065), (, -0.002), (, -0.0054), (, -0.0054), (, -0.001), (, -0.0056), (, 0.0042), (, -0.0048), (, -0.0074), (, -0.0032), (, -0.0498), (, -0.0007)] -19:20:05,964 root INFO ContextualMultiArmedBanditAgent - exp=[0.1395 0.1405 0.1181 0.1204 0.1167] probs=[0.2006 0.2123 0.1994 0.1954 0.1923] -19:20:07,228 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0060869565217391295 std=0.010629953754565283 min=-0.0498 max=0.0056 -19:20:07,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0065), (, -0.0102), (, -0.0031), (, -0.0101), (, -0.0143), (, -0.001), (, -0.001), (, -0.001), (, 0.0056), (, 0.0042), (, -0.0103), (, -0.0065), (, -0.007), (, 0.0056), (, -0.0056), (, -0.0068), (, -0.0019), (, -0.0498), (, -0.0074), (, -0.0054), (, 0.0029), (, -0.0048)] -19:20:07,743 root INFO ContextualMultiArmedBanditAgent - exp=[0.0189 0.1207 0.1004 0.0841 0.0768] probs=[0.2003 0.2149 0.1996 0.1983 0.1869] -19:20:09,197 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.00606842105263158 std=0.011707534804182122 min=-0.0498 max=0.0059 -19:20:09,197 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0103), (, 0.0059), (, 0.0011), (, -0.0019), (, -0.0031), (, -0.0102), (, -0.0498), (, -0.0056), (, -0.0036), (, -0.001), (, -0.0101), (, 0.0006), (, -0.0068), (, 0.0056), (, 0.0056), (, -0.0048), (, -0.0143), (, -0.007)] -19:20:09,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.1907 0.1702 0.1744 0.2072 0.1669] probs=[0.2016 0.2084 0.2004 0.1959 0.1936] -19:20:10,901 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.006593333333333335 std=0.013219403247583538 min=-0.0498 max=0.0059 -19:20:10,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0036), (, -0.0498), (, -0.0048), (, 0.0059), (, -0.0103), (, -0.0003), (, -0.0143), (, 0.0056), (, -0.0101), (, 0.0056), (, 0.0056), (, -0.0102), (, -0.007), (, -0.0056)] -19:20:11,204 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0123 0.0598 0.002 0.0156 -0.0069] probs=[0.2001 0.2015 0.2004 0.2046 0.1935] -19:20:12,371 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00415 std=0.013512632978069077 min=-0.0498 max=0.0101 -19:20:12,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0498), (, 0.004), (, -0.0045), (, -0.0056), (, -0.0056), (, -0.0003), (, 0.0059), (, -0.0004), (, 0.0101), (, -0.007), (, 0.0056), (, 0.0056), (, -0.0101), (, 0.0056), (, -0.0143)] -19:20:12,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.1427 0.1743 0.1004 0.0572 0.0503] probs=[0.1965 0.2122 0.1967 0.1931 0.2014] -19:20:13,860 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.00719090909090909 std=0.014498492369613316 min=-0.0498 max=0.0056 -19:20:13,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0002), (, -0.0143), (, -0.0056), (, 0.0056), (, -0.0044), (, -0.0498), (, 0.0056), (, -0.0003), (, -0.0056), (, -0.0045)] -19:20:14,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.0562 0.0247 0.0188 0.0636] probs=[0.193 0.2128 0.1982 0.2013 0.1946] -19:20:15,135 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0046875 std=0.004606093111303765 min=-0.0143 max=0.0027 -19:20:15,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0002), (, 0.0027), (, -0.0056), (, -0.0143), (, -0.0044), (, -0.0045), (, -0.0056)] -19:20:15,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.0348 0.0332 0.0578 0.0698 0.0192] probs=[0.2016 0.1898 0.191 0.2089 0.2088] -19:20:16,592 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004279999999999999 std=0.004415608678313784 min=-0.0143 max=0.0027 -19:20:16,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0045), (, -0.0056), (, -0.0002), (, -0.0056), (, 0.0004), (, 0.0027), (, -0.0143), (, -0.0057), (, -0.0044)] -19:20:16,840 root INFO ContextualMultiArmedBanditAgent - exp=[0.0975 0.1038 0.1893 0.193 0.2013] probs=[0.1925 0.2076 0.2006 0.2012 0.1981] -19:20:18,97 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.005928571428571429 std=0.0038831924589787445 min=-0.0143 max=-0.0002 -19:20:18,97 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056), (, -0.0143), (, -0.0002), (, -0.0057), (, -0.0044), (, -0.0056)] -19:20:18,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.0435 0.0582 0.1303 0.0834 0.0532] probs=[0.1937 0.1978 0.2287 0.1823 0.1976] -19:20:19,341 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.005633333333333334 std=4.714045207910329e-05 min=-0.0057 max=-0.0056 -19:20:19,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056), (, -0.0056)] -19:20:19,444 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0151 0.0669 0.0028 0.0189 -0.0052] probs=[0.1985 0.1814 0.179 0.2335 0.2076] -19:20:20,477 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 -19:20:20,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] -19:20:20,525 root INFO ContextualMultiArmedBanditAgent - exp=[0.2779 0.2753 0.2159 0.6886 0.4748] probs=[0.1943 0.2109 0.1978 0.201 0.1962] -19:20:21,562 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 -19:20:21,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] -19:20:21,611 root INFO ContextualMultiArmedBanditAgent - exp=[-0.015 0.0669 0.0028 0.0189 -0.0052] probs=[0.1943 0.2109 0.1978 0.201 0.1962] -19:20:22,718 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 -19:20:22,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0057)] -19:20:22,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.2997 0.1702 0.4844 0.2263 0.256 ] probs=[0.1796 0.1926 0.2451 0.2018 0.1809] -19:20:23,888 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056500000000000005 std=5.000000000000013e-05 min=-0.0057 max=-0.0056 -19:20:23,888 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0056)] -19:20:23,933 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0646 0.0026 0.0183 -0.0054] probs=[0.2075 0.198 0.2075 0.2076 0.1794] -19:20:24,993 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006066666666666667 std=0.0005906681715556449 min=-0.0069 max=-0.0056 -19:20:24,993 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0057), (, -0.0069)] -19:20:25,86 root INFO ContextualMultiArmedBanditAgent - exp=[0.2565 0.2527 0.2257 0.0443 0.3031] probs=[0.1727 0.219 0.1884 0.2163 0.2036] -19:20:26,98 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0065 std=0.0005656854249492379 min=-0.0069 max=-0.0057 -19:20:26,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0057), (, -0.0069)] -19:20:26,181 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0333 0.0006 0.0077 -0.0027] probs=[0.2066 0.1522 0.1324 0.2343 0.2745] -19:20:27,297 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0036249999999999998 std=0.005003686141236279 min=-0.0069 max=0.005 -19:20:27,297 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0057), (, 0.005), (, -0.0069)] -19:20:27,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.033 0.0526 0.1623 0.1431 0.1903] probs=[0.205 0.1904 0.2078 0.193 0.2038] -19:20:28,482 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=6 avg=-0.002133333333333333 std=0.004605310943778812 min=-0.0069 max=0.005 -19:20:28,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.005), (, -0.0069), (, 0.0004), (, -0.0), (, 0.0013), (, -0.0057)] -19:20:28,636 root INFO ContextualMultiArmedBanditAgent - exp=[0.022 0.0736 0.1179 0.2434 0.187 ] probs=[0.1927 0.2105 0.1839 0.2256 0.1873] -19:20:29,987 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=8 avg=-0.0013750000000000001 std=0.004209735739924776 min=-0.0069 max=0.005 -19:20:29,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0015), (, 0.0004), (, -0.0), (, -0.0), (, -0.0057), (, 0.0003), (, -0.0), (, -0.0069), (, 0.005), (, 0.0013)] -19:20:30,246 root INFO ContextualMultiArmedBanditAgent - exp=[0.0119 0.1239 0.0726 0.1038 0.0995] probs=[0.1998 0.2169 0.1948 0.1944 0.1941] -19:20:31,439 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=8 avg=-0.0031375 std=0.004918317166470662 min=-0.0079 max=0.005 -19:20:31,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0079), (, -0.0), (, 0.0027), (, -0.0057), (, 0.0015), (, -0.0), (, -0.0), (, -0.0069), (, -0.0), (, 0.005), (, -0.0069)] -19:20:31,797 root INFO ContextualMultiArmedBanditAgent - exp=[0.1206 0.1748 0.226 0.2194 0.2146] probs=[0.205 0.2068 0.1874 0.2071 0.1938] -19:20:32,932 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=10 avg=-0.00278 std=0.004596041775267062 min=-0.0079 max=0.005 -19:20:32,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0009), (, -0.0), (, -0.0), (, -0.0008), (, 0.005), (, -0.0), (, 0.0027), (, -0.0079), (, -0.0), (, -0.0057), (, 0.0), (, -0.0), (, -0.0069), (, -0.0), (, -0.0), (, -0.0069), (, 0.0015)] -19:20:33,372 root INFO ContextualMultiArmedBanditAgent - exp=[0.1775 0.1437 0.0921 0.126 0.1281] probs=[0.2088 0.2014 0.1917 0.196 0.2021] -19:20:34,748 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=13 avg=-0.0017153846153846154 std=0.0039770197875460146 min=-0.0079 max=0.005 -19:20:34,749 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0016), (, -0.0008), (, -0.0), (, 0.005), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0015), (, 0.0012), (, -0.0069), (, -0.0), (, 0.0), (, -0.0009), (, -0.0), (, 0.0027), (, -0.0), (, -0.0), (, 0.0002), (, -0.0079), (, -0.0054), (, 0.0015), (, -0.0)] -19:20:35,309 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.0718 0.067 0.0679 0.0621] probs=[0.1999 0.2046 0.1969 0.1897 0.2089] -19:20:36,513 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.001255 std=0.00341415802211907 min=-0.0079 max=0.005 -19:20:36,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, 0.0008), (, 0.005), (, -0.001), (, 0.0015), (, -0.0017), (, -0.0079), (, -0.0002), (, 0.0002), (, 0.0012), (, -0.0069), (, -0.0015), (, -0.0), (, -0.0054), (, 0.0015), (, 0.0013), (, -0.0), (, -0.0), (, -0.0009), (, -0.0035), (, -0.0008), (, -0.0), (, 0.0027), (, -0.0016), (, 0.0), (, -0.0)] -19:20:37,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.0286 0.0493 0.0636 0.0606 0.0718] probs=[0.2068 0.1915 0.1912 0.1976 0.2129] -19:20:38,425 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0011192307692307693 std=0.00272876687151051 min=-0.0079 max=0.005 -19:20:38,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.001), (, 0.0011), (, 0.005), (, -0.0009), (, -0.0004), (, -0.0054), (, 0.0002), (, -0.0017), (, -0.0022), (, 0.0015), (, -0.0), (, -0.0), (, -0.0021), (, -0.0002), (, 0.0013), (, -0.0001), (, -0.0016), (, 0.0), (, -0.0008), (, -0.0015), (, 0.0012), (, -0.0), (, -0.0079), (, -0.0035), (, 0.0002), (, -0.0001), (, -0.0069), (, 0.0015), (, -0.0046)] -19:20:39,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1275 0.1102 0.0838 0.0822] probs=[0.2015 0.2026 0.192 0.2016 0.2024] -19:20:40,527 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.0013807692307692308 std=0.002539082091981763 min=-0.0079 max=0.0022 -19:20:40,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0079), (, -0.0069), (, -0.0022), (, 0.0002), (, 0.0002), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0017), (, 0.0015), (, -0.0035), (, -0.0054), (, -0.0046), (, -0.0002), (, 0.0015), (, -0.0026), (, 0.0003), (, -0.0004), (, -0.0), (, -0.0028), (, 0.0022), (, 0.0011), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0013), (, -0.0021)] -19:20:41,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.108 0.1167 0.0995 0.0751 0.0971] probs=[0.1993 0.2081 0.1889 0.1954 0.2082] -19:20:42,638 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.001293103448275862 std=0.0020375663364674414 min=-0.0079 max=0.0012 -19:20:42,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0079), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0013), (, -0.0025), (, 0.0007), (, -0.0046), (, 0.0012), (, -0.0012), (, -0.0001), (, 0.0003), (, -0.0069), (, -0.0), (, -0.0028), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0012), (, -0.0021), (, 0.0), (, -0.0015), (, -0.0017), (, 0.0002), (, -0.001), (, -0.0014), (, -0.0005), (, -0.0004)] -19:20:43,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0987 0.1189 0.1488 0.1225 0.1546] probs=[0.2013 0.2007 0.1998 0.1982 0.2 ] -19:20:44,819 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.000893939393939394 std=0.0015567914544634878 min=-0.0079 max=0.001 -19:20:44,820 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.0), (, -0.001), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0021), (, -0.0001), (, 0.0001), (, 0.0009), (, -0.0015), (, -0.0012), (, -0.0013), (, 0.0), (, -0.0079), (, -0.0017), (, 0.001), (, -0.0001), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0009), (, 0.0001), (, -0.0028), (, 0.0007), (, -0.0014), (, -0.0004), (, -0.0005), (, 0.0004), (, -0.0002), (, -0.002), (, -0.0015), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0025)] -19:20:45,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0622 0.0706 0.0702 0.0627 0.0441] probs=[0.2015 0.203 0.1981 0.1977 0.1997] -19:20:47,442 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0008933333333333334 std=0.0014315337540166105 min=-0.0067 max=0.0007 -19:20:47,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0067), (, -0.0009), (, -0.0031), (, 0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, 0.0), (, 0.0002), (, -0.0001), (, 0.0), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0017), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0015), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0017), (, -0.0004), (, 0.0002), (, -0.0005), (, 0.0001), (, 0.0), (, -0.002), (, -0.0005), (, -0.0025), (, 0.0001), (, -0.0004), (, -0.0028)] -19:20:48,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.1313 0.2127 0.1674 0.1786 0.1872] probs=[0.198 0.2066 0.1939 0.1975 0.2039] -19:20:49,976 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0011862068965517241 std=0.0017325930612277385 min=-0.0067 max=0.0007 -19:20:49,976 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0031), (, -0.0001), (, -0.002), (, -0.0015), (, 0.0), (, 0.0002), (, -0.0004), (, -0.0005), (, -0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0017), (, 0.0005), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0067), (, 0.0), (, -0.0028), (, 0.0007), (, -0.0017), (, -0.001), (, -0.0013), (, -0.0005)] -19:20:50,913 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.1042 0.1658 0.126 0.1314] probs=[0.2032 0.1999 0.1951 0.2029 0.1989] -19:20:52,422 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0007757575757575757 std=0.0014514423971138427 min=-0.0067 max=0.0018 -19:20:52,423 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0), (, -0.0017), (, -0.0001), (, 0.0), (, -0.002), (, 0.0018), (, -0.0017), (, -0.0067), (, -0.0031), (, 0.0002), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0006), (, -0.0), (, -0.0011), (, 0.0005), (, -0.0007), (, 0.0006), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0028), (, -0.0014), (, -0.0004), (, 0.0011), (, -0.0005), (, -0.0005), (, 0.0005), (, 0.0004), (, -0.0015), (, 0.0003)] -19:20:53,585 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.1699 0.1304 0.1437 0.1803] probs=[0.1945 0.2057 0.1997 0.1987 0.2014] -19:20:55,327 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0005387096774193548 std=0.0017619046547662541 min=-0.0067 max=0.0041 -19:20:55,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, 0.003), (, 0.0), (, -0.0013), (, 0.0018), (, 0.0041), (, 0.0005), (, -0.0), (, 0.0), (, 0.0003), (, -0.0008), (, 0.0), (, -0.002), (, -0.0), (, 0.0006), (, 0.0005), (, -0.0011), (, -0.0014), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0031), (, -0.0007), (, -0.0017), (, -0.0004), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0011), (, -0.0004), (, -0.0067), (, -0.0017), (, -0.0001), (, -0.0003), (, 0.0), (, -0.001), (, -0.0005)] -19:20:56,483 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.1314 0.0656 0.0753 0.0693] probs=[0.1979 0.2016 0.1995 0.2008 0.2002] -19:20:58,113 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-0.000403448275862069 std=0.0018782755771921055 min=-0.0067 max=0.0041 -19:20:58,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, 0.0009), (, 0.0), (, -0.001), (, -0.0005), (, 0.003), (, -0.0002), (, -0.0031), (, -0.0), (, -0.0004), (, -0.0011), (, 0.0041), (, 0.0), (, 0.0018), (, -0.0011), (, -0.0), (, -0.0), (, -0.0005), (, -0.001), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0), (, -0.0067), (, -0.0002), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0005), (, -0.0005), (, 0.001), (, -0.0025), (, 0.0), (, -0.0013), (, -0.0011), (, 0.0017)] -19:20:59,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0833 0.0884 0.0726 0.0665 0.0711] probs=[0.1972 0.2009 0.1991 0.2022 0.2006] -19:21:00,843 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=34 avg=-0.00021176470588235292 std=0.001971229044184536 min=-0.0067 max=0.0048 -19:21:00,843 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, 0.0014), (, -0.0004), (, 0.003), (, 0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0017), (, -0.0), (, 0.0), (, -0.0002), (, 0.0), (, -0.0), (, -0.0011), (, -0.001), (, -0.001), (, -0.0018), (, -0.0002), (, 0.0017), (, 0.0), (, -0.0013), (, 0.0009), (, -0.0067), (, -0.0025), (, 0.0), (, 0.0041), (, 0.0), (, 0.0048), (, -0.0031), (, -0.001), (, -0.0002), (, -0.0), (, 0.0), (, 0.001), (, -0.0001), (, -0.0005), (, -0.0005), (, 0.0018), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0004)] -19:21:02,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0715 0.0801 0.0652 0.081 0.0997] probs=[0.2004 0.2074 0.1928 0.2003 0.199 ] -19:21:03,732 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-9.705882352941178e-05 std=0.002006384705079035 min=-0.0067 max=0.0048 -19:21:03,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0001), (, -0.0067), (, 0.0017), (, -0.0011), (, -0.0011), (, 0.0), (, 0.002), (, 0.0), (, -0.0009), (, -0.0018), (, -0.0031), (, 0.0002), (, -0.0003), (, -0.0025), (, -0.0002), (, 0.0009), (, -0.0004), (, 0.001), (, 0.0), (, -0.001), (, -0.001), (, 0.001), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0014), (, -0.0013), (, 0.0018), (, -0.0002), (, 0.0041), (, -0.0), (, -0.0004), (, -0.0005), (, -0.001), (, -0.0), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0), (, 0.0048), (, 0.003)] -19:21:04,896 root INFO ContextualMultiArmedBanditAgent - exp=[0.0386 0.0515 0.0436 0.0559 0.0341] probs=[0.2004 0.2071 0.1972 0.1956 0.1998] -19:21:06,340 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=34 avg=-0.00015000000000000001 std=0.0018691378950169075 min=-0.0067 max=0.0041 -19:21:06,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.0002), (, 0.002), (, -0.0), (, -0.0025), (, -0.0011), (, 0.0003), (, 0.0002), (, -0.0002), (, 0.0002), (, 0.0018), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0005), (, -0.0012), (, 0.0009), (, -0.0), (, -0.0005), (, 0.0017), (, 0.0), (, -0.0018), (, 0.0), (, 0.003), (, -0.0003), (, -0.0009), (, 0.001), (, -0.0005), (, -0.0), (, 0.0), (, 0.0003), (, -0.0006), (, 0.0001), (, 0.0), (, -0.0067), (, 0.0041), (, 0.0), (, 0.0018), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0003), (, -0.0043), (, 0.0)] -19:21:07,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.1092 0.1614 0.1544 0.134 0.1191] probs=[0.1992 0.1997 0.2008 0.201 0.1993] -19:21:09,139 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=30 avg=-0.00038333333333333334 std=0.0013897441810955312 min=-0.0045 max=0.0019 -19:21:09,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0002), (, 0.0001), (, -0.0), (, 0.0), (, -0.0043), (, -0.0), (, 0.0), (, -0.0002), (, 0.0018), (, 0.0019), (, 0.0017), (, -0.0017), (, 0.001), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0018), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0004), (, 0.0), (, 0.0003), (, 0.0), (, -0.0007), (, 0.0012), (, -0.0005), (, -0.0012), (, -0.0004), (, 0.0002), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0045), (, -0.0009)] -19:21:10,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.1193 0.1094 0.1179 0.1632 0.1068] probs=[0.194 0.1963 0.2092 0.1995 0.201 ] -19:21:11,928 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=27 avg=-0.000737037037037037 std=0.0012049736890160094 min=-0.0045 max=0.0007 -19:21:11,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, -0.0018), (, 0.0), (, -0.0021), (, -0.0002), (, 0.0), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0007), (, 0.0003), (, 0.0), (, -0.0006), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0009), (, -0.0043), (, -0.0007), (, 0.0), (, -0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0), (, -0.0009), (, 0.0006), (, -0.0009), (, 0.0), (, -0.0004), (, -0.0005), (, 0.0002), (, -0.0045), (, 0.0), (, -0.0012), (, -0.0005), (, -0.0003), (, -0.0)] -19:21:13,155 root INFO ContextualMultiArmedBanditAgent - exp=[0.1705 0.1634 0.1547 0.1338 0.1335] probs=[0.1969 0.2037 0.2049 0.2032 0.1912] -19:21:14,665 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=28 avg=-0.0005178571428571428 std=0.0008750728832619647 min=-0.0045 max=0.0006 -19:21:14,666 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, 0.0003), (, -0.0003), (, -0.0009), (, -0.0006), (, -0.0005), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0006), (, 0.0006), (, -0.0002), (, -0.0009), (, -0.0007), (, -0.0005), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0), (, 0.0002), (, 0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0012), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0045)] -19:21:15,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.0531 0.0505 0.0884 0.0714 0.0942] probs=[0.1996 0.1995 0.2029 0.1994 0.1986] -19:21:17,260 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=34 avg=-0.000626470588235294 std=0.0013318074457910045 min=-0.0067 max=0.0005 -19:21:17,261 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0002), (, 0.0001), (, -0.0067), (, -0.0007), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0008), (, -0.0006), (, 0.0001), (, -0.0007), (, -0.001), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0045), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, 0.0002), (, -0.0009), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0012), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0), (, 0.0005), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0), (, 0.0003)] -19:21:18,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1367 0.0859 0.1246 0.1361] probs=[0.2013 0.2004 0.1974 0.1957 0.2052] -19:21:19,936 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=35 avg=-0.0008514285714285713 std=0.00165294048437866 min=-0.0067 max=0.0005 -19:21:19,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0002), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0005), (, -0.0004), (, -0.0009), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0014), (, 0.0), (, 0.0), (, 0.0001), (, -0.0009), (, -0.001), (, 0.0001), (, -0.0008), (, -0.0012), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0067), (, 0.0002), (, -0.0007), (, -0.0045)] -19:21:21,121 root INFO ContextualMultiArmedBanditAgent - exp=[0.0483 0.0814 0.06 0.0769 0.0632] probs=[0.1987 0.2008 0.2003 0.2016 0.1985] -19:21:22,619 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0007500000000000001 std=0.0016475739740600423 min=-0.0067 max=0.0005 -19:21:22,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, -0.0007), (, -0.0), (, 0.0), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0006), (, 0.0003), (, -0.0014), (, -0.0008), (, -0.0067), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0009), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0009), (, 0.0002), (, 0.0001), (, -0.0)] -19:21:23,778 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.0959 0.125 0.0933 0.1439] probs=[0.1978 0.2072 0.1957 0.2038 0.1956] -19:21:25,356 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.00068 std=0.0016831320011613273 min=-0.0067 max=0.0007 -19:21:25,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0002), (, -0.001), (, -0.0014), (, -0.0004), (, -0.0067), (, -0.0006), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0004), (, 0.0003), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0009), (, -0.0006), (, 0.0), (, 0.0001), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0004), (, 0.0006), (, 0.0), (, 0.0007), (, 0.0)] -19:21:26,424 root INFO ContextualMultiArmedBanditAgent - exp=[0.0545 0.1174 0.1017 0.0826 0.1249] probs=[0.197 0.2071 0.201 0.2006 0.1944] -19:21:27,849 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0007192307692307691 std=0.0017905777389025182 min=-0.0067 max=0.0007 -19:21:27,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0067), (, 0.0003), (, -0.0009), (, 0.0), (, 0.0), (, -0.0014), (, -0.0002), (, -0.0001), (, 0.0004), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0009), (, 0.0), (, -0.0004), (, 0.0007), (, -0.0004), (, 0.0), (, 0.0), (, -0.0004), (, -0.0007), (, 0.0001), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0004), (, 0.0), (, -0.0), (, 0.0004), (, 0.0004), (, -0.0006), (, 0.0), (, -0.0007), (, 0.0), (, 0.0)] -19:21:28,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0541 0.0808 0.0325 0.0388 0.0418] probs=[0.1988 0.2072 0.1936 0.2048 0.1955] -19:21:30,724 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.0008680000000000001 std=0.0017631154244688576 min=-0.0067 max=0.0003 -19:21:30,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0014), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0009), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0007), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0067), (, -0.0007), (, -0.0007), (, -0.0006)] -19:21:31,872 root INFO ContextualMultiArmedBanditAgent - exp=[0.127 0.1745 0.1656 0.1502 0.146 ] probs=[0.1983 0.21 0.1963 0.1974 0.1979] -19:21:33,578 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.0006000000000000001 std=0.0024010962408647298 min=-0.0067 max=0.004 -19:21:33,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, 0.0), (, 0.0024), (, -0.0), (, -0.0001), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0014), (, 0.0), (, 0.0003), (, -0.0), (, 0.0), (, 0.0001), (, 0.004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0067), (, 0.0006), (, 0.0), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0)] -19:21:34,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.0986 0.1235 0.1267 0.1454 0.1338] probs=[0.2019 0.2047 0.1948 0.1989 0.1997] -19:21:36,231 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.00018399999999999997 std=0.002370093669035045 min=-0.0067 max=0.0044 -19:21:36,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, 0.0003), (, 0.004), (, -0.0007), (, 0.0002), (, -0.0006), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0001), (, 0.0044), (, 0.0), (, 0.0), (, -0.0002), (, 0.0024), (, -0.0), (, -0.0067), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0024), (, 0.0006), (, -0.0002), (, 0.0)] -19:21:37,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1333 0.1274 0.0996 0.1096 0.0947] probs=[0.1979 0.2083 0.1996 0.1966 0.1976] -19:21:38,687 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=0.00032424242424242415 std=0.0018705096215365451 min=-0.0067 max=0.0044 -19:21:38,687 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0002), (, -0.0014), (, -0.0003), (, -0.0002), (, 0.0024), (, -0.0002), (, 0.0044), (, -0.0003), (, 0.0002), (, 0.0024), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0), (, 0.004), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0067), (, 0.0), (, 0.0024), (, -0.0003), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0024), (, 0.0024), (, 0.0024)] -19:21:39,967 root INFO ContextualMultiArmedBanditAgent - exp=[0.1026 0.1047 0.0763 0.0947 0.0771] probs=[0.1997 0.2058 0.1983 0.2025 0.1937] -19:21:41,644 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=28 avg=0.0002214285714285714 std=0.002258690698938079 min=-0.0067 max=0.0044 -19:21:41,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0), (, -0.0067), (, -0.0), (, 0.0044), (, -0.0004), (, -0.0), (, 0.0), (, 0.0004), (, 0.0007), (, 0.0001), (, 0.004), (, 0.0), (, -0.0003), (, -0.0), (, 0.0024), (, -0.0044), (, 0.0024), (, -0.0), (, 0.0024), (, 0.0024), (, -0.0024), (, 0.0024), (, -0.0003), (, -0.0003), (, 0.0024), (, 0.0)] -19:21:42,833 root INFO ContextualMultiArmedBanditAgent - exp=[0.1374 0.1145 0.1025 0.1385 0.1351] probs=[0.2024 0.2012 0.2039 0.1955 0.1969] -19:21:44,559 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=1.7857142857142818e-05 std=0.0026050848041349237 min=-0.0067 max=0.0044 -19:21:44,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0009), (, -0.0003), (, -0.0004), (, 0.0024), (, 0.0024), (, 0.0004), (, -0.0), (, 0.0004), (, -0.0004), (, 0.0024), (, -0.0011), (, -0.0067), (, 0.0), (, -0.0003), (, 0.0024), (, 0.0024), (, 0.0005), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0024), (, -0.0002), (, -0.0007), (, -0.0037), (, -0.0044), (, 0.0024), (, 0.0007), (, -0.0), (, 0.004), (, -0.0), (, 0.0044), (, 0.0033), (, -0.0014), (, 0.0), (, 0.0)] -19:21:45,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1576 0.1163 0.1347 0.1209] probs=[0.197 0.2108 0.1983 0.2011 0.1928] -19:21:47,204 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=0.0001387096774193548 std=0.002509038810864128 min=-0.0067 max=0.0044 -19:21:47,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0005), (, -0.0), (, -0.0), (, 0.0024), (, 0.0007), (, -0.0), (, -0.0), (, 0.0004), (, -0.0007), (, 0.0044), (, -0.0009), (, 0.0007), (, 0.0024), (, 0.0024), (, 0.0024), (, -0.0011), (, -0.0004), (, 0.0004), (, -0.0004), (, -0.0044), (, 0.0008), (, 0.0033), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0013), (, 0.0007), (, 0.0), (, -0.0024), (, -0.0), (, 0.004), (, -0.0037), (, 0.0024), (, -0.0021), (, 0.0), (, 0.0024), (, 0.0024), (, -0.0067)] -19:21:48,457 root INFO ContextualMultiArmedBanditAgent - exp=[0.1001 0.1841 0.1222 0.1412 0.1029] probs=[0.2001 0.2049 0.1945 0.2023 0.1981] -19:21:50,168 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=8.181818181818178e-05 std=0.0021979955807514165 min=-0.0067 max=0.0033 -19:21:50,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0024), (, -0.0), (, 0.0005), (, 0.0004), (, -0.0021), (, 0.0024), (, -0.0024), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0033), (, -0.0), (, 0.0007), (, -0.0013), (, 0.0007), (, -0.0067), (, 0.0), (, 0.0024), (, -0.0011), (, -0.0037), (, 0.003), (, -0.0009), (, 0.0007), (, 0.0012), (, -0.0003), (, 0.0024), (, -0.0003), (, -0.0003), (, 0.0024), (, -0.0008), (, 0.0024), (, 0.0004), (, 0.0007), (, -0.0005), (, 0.0024), (, -0.0044)] -19:21:51,235 root INFO ContextualMultiArmedBanditAgent - exp=[0.0727 0.1148 0.1051 0.1162 0.1143] probs=[0.1954 0.2056 0.1969 0.2011 0.201 ] -19:21:52,656 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0006586206896551725 std=0.001789339550934214 min=-0.0067 max=0.0024 -19:21:52,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0002), (, 0.0005), (, -0.0021), (, 0.0007), (, -0.0011), (, -0.0009), (, 0.0008), (, 0.0024), (, -0.0007), (, -0.0002), (, -0.0005), (, 0.0003), (, 0.0005), (, 0.0012), (, -0.0003), (, 0.0005), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0044), (, -0.0003), (, -0.0), (, -0.0), (, -0.0067), (, 0.0), (, -0.0037), (, 0.0002), (, 0.0004), (, 0.0007), (, -0.0003), (, -0.0004), (, -0.0024)] -19:21:53,594 root INFO ContextualMultiArmedBanditAgent - exp=[0.1147 0.106 0.0822 0.0836 0.0825] probs=[0.1972 0.203 0.2014 0.1968 0.2015] -19:21:55,12 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0007821428571428571 std=0.00158340807199186 min=-0.0067 max=0.0013 -19:21:55,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0003), (, -0.0024), (, -0.0004), (, 0.0013), (, -0.0003), (, 0.0005), (, -0.0002), (, 0.0008), (, -0.0037), (, 0.0004), (, 0.0004), (, 0.0012), (, -0.0013), (, -0.0011), (, -0.0021), (, 0.0003), (, 0.0), (, -0.0016), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0), (, -0.002), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0009), (, -0.0067)] -19:21:55,963 root INFO ContextualMultiArmedBanditAgent - exp=[0.108 0.141 0.1702 0.1178 0.1131] probs=[0.1947 0.2048 0.2003 0.2099 0.1903] -19:21:57,647 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0004129032258064516 std=0.0011449022878391288 min=-0.0037 max=0.0014 -19:21:57,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, -0.0001), (, 0.0012), (, 0.0014), (, -0.0024), (, -0.0), (, 0.0006), (, 0.0008), (, -0.0009), (, -0.0013), (, 0.0004), (, 0.0013), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0003), (, -0.0037), (, -0.0009), (, 0.0003), (, 0.0005), (, -0.0016), (, -0.0015), (, 0.0003), (, -0.0002), (, 0.0009), (, -0.0021), (, -0.0011)] -19:21:58,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0854 0.1039 0.0885 0.0854 0.0506] probs=[0.1973 0.2028 0.1975 0.2034 0.1991] -19:22:00,336 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0005633333333333334 std=0.0011259021074478703 min=-0.0037 max=0.0013 -19:22:00,336 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, -0.0011), (, -0.0002), (, -0.002), (, 0.0009), (, -0.0021), (, -0.0009), (, -0.0001), (, 0.0003), (, 0.0003), (, -0.0003), (, 0.0012), (, -0.0), (, -0.0021), (, 0.0013), (, -0.0024), (, -0.0003), (, 0.0), (, 0.0003), (, -0.0003), (, 0.0005), (, 0.0003), (, -0.0016), (, 0.0003), (, -0.0037), (, -0.0007), (, -0.0002), (, -0.001), (, -0.0005), (, -0.0013), (, -0.0015)] -19:22:01,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0919 0.0736 0.0787 0.0482] probs=[0.1958 0.2027 0.1922 0.2081 0.2012] -19:22:02,787 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.0004838709677419355 std=0.001144438663414697 min=-0.0037 max=0.0013 -19:22:02,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, -0.0003), (, 0.0003), (, -0.0005), (, -0.0002), (, -0.0013), (, 0.0), (, 0.0008), (, 0.0012), (, -0.001), (, -0.0011), (, -0.0002), (, -0.0001), (, 0.0013), (, 0.0003), (, -0.0), (, -0.0001), (, 0.0009), (, -0.0008), (, 0.0), (, -0.0016), (, 0.0003), (, 0.0003), (, -0.002), (, -0.0003), (, -0.0021), (, -0.0015), (, 0.0007), (, 0.0003), (, -0.0003), (, -0.0021), (, 0.0003), (, -0.0024)] -19:22:03,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.1207 0.1153 0.0819 0.0704 0.0916] probs=[0.2012 0.2005 0.1997 0.1985 0.2 ] -19:22:05,542 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00041 std=0.0008703830574331434 min=-0.0024 max=0.001 -19:22:05,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, -0.0021), (, -0.0008), (, -0.0002), (, -0.001), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0013), (, 0.0003), (, -0.0005), (, 0.0007), (, -0.0002), (, -0.0003), (, 0.0007), (, 0.0003), (, -0.0024), (, -0.0005), (, -0.0021), (, 0.0), (, 0.001), (, 0.0), (, -0.0006), (, 0.0003), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0001), (, 0.0003), (, 0.0007), (, -0.0008), (, -0.0015), (, -0.0016)] -19:22:06,610 root INFO ContextualMultiArmedBanditAgent - exp=[0.1515 0.1696 0.1171 0.1661 0.1097] probs=[0.2001 0.205 0.1945 0.1992 0.2012] -19:22:08,402 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.0002466666666666667 std=0.0009185979655008072 min=-0.0024 max=0.0014 -19:22:08,403 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, 0.0014), (, 0.0007), (, -0.0006), (, 0.0), (, -0.0003), (, -0.0016), (, -0.0002), (, 0.0003), (, -0.0021), (, 0.0), (, 0.001), (, 0.0007), (, -0.0), (, 0.001), (, -0.0003), (, 0.0007), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0021), (, 0.0003), (, -0.0003), (, 0.0003), (, -0.0002), (, 0.0003), (, -0.0002), (, 0.0003), (, -0.0013), (, -0.0001), (, -0.0024), (, -0.0005)] -19:22:09,480 root INFO ContextualMultiArmedBanditAgent - exp=[0.0576 0.1293 0.0886 0.0914 0.0747] probs=[0.2013 0.2026 0.2003 0.2017 0.1941] -19:22:11,147 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00025333333333333333 std=0.0008118839544882974 min=-0.0024 max=0.001 -19:22:11,147 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0008), (, 0.0003), (, -0.0004), (, 0.0006), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0024), (, 0.001), (, 0.0003), (, -0.0004), (, -0.0002), (, -0.0013), (, -0.0016), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0003), (, 0.0007), (, -0.0006), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0021), (, 0.0003), (, -0.0006), (, -0.0), (, -0.0004), (, 0.0007), (, 0.001), (, -0.0002), (, 0.0007), (, -0.0)] -19:22:12,380 root INFO ContextualMultiArmedBanditAgent - exp=[0.1182 0.1611 0.1457 0.1181 0.1457] probs=[0.1925 0.1987 0.2005 0.204 0.2043] -19:22:14,76 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.00013703703703703705 std=0.0007013997371120483 min=-0.0021 max=0.001 -19:22:14,76 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0), (, 0.0004), (, 0.0), (, -0.0001), (, 0.0004), (, -0.0003), (, 0.0007), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0006), (, 0.0007), (, -0.0007), (, -0.0021), (, 0.0003), (, 0.0007), (, 0.001), (, -0.0008), (, -0.0004), (, -0.0008), (, -0.0002), (, -0.0013), (, 0.0002), (, -0.0002), (, -0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, 0.001)] -19:22:15,189 root INFO ContextualMultiArmedBanditAgent - exp=[0.0346 0.0524 0.0699 0.0391 0.0584] probs=[0.1994 0.203 0.1974 0.2011 0.199 ] -19:22:16,873 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00010344827586206895 std=0.0006692676175315354 min=-0.0021 max=0.001 -19:22:16,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0007), (, 0.001), (, 0.0), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0), (, 0.001), (, -0.0), (, 0.0002), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0013), (, 0.0001), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0004), (, 0.0004), (, 0.0007), (, 0.0006), (, -0.0004), (, -0.0008), (, -0.0021), (, 0.0001), (, -0.0006), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003)] -19:22:18,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.1657 0.1498 0.1992 0.1718 0.1958] probs=[0.2013 0.1975 0.2055 0.1991 0.1965] -19:22:19,943 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00021923076923076925 std=0.0005567897205403565 min=-0.0021 max=0.0007 -19:22:19,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0006), (, 0.0007), (, 0.0007), (, 0.0004), (, -0.0001), (, -0.0004), (, -0.0021), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0003), (, 0.0007), (, 0.0001), (, 0.0002), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0004), (, -0.0008)] -19:22:21,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.1913 0.2089 0.2023 0.2089 0.1964] probs=[0.2006 0.2045 0.1915 0.1974 0.206 ] -19:22:22,967 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0004166666666666667 std=0.0004058598553961973 min=-0.0021 max=-0.0001 -19:22:22,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0021), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, -0.0007), (, -0.0009), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0003)] -19:22:24,178 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.0946 0.0331 0.0904 0.0739] probs=[0.2045 0.2 0.2045 0.1996 0.1915] -19:22:25,968 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00035833333333333333 std=0.00046270641039672464 min=-0.0021 max=0.0005 -19:22:25,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0006), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0), (, -0.0021), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0004), (, 0.0005), (, -0.0001), (, -0.0007), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0)] -19:22:27,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1384 0.1308 0.1645 0.128 ] probs=[0.2049 0.1979 0.1958 0.1992 0.2022] -19:22:28,778 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000272 std=0.0005488314859772533 min=-0.0021 max=0.0008 -19:22:28,778 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0004), (, -0.0004), (, -0.0003), (, -0.0004), (, 0.0002), (, 0.0008), (, -0.0003), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0021), (, -0.0001), (, 0.0006), (, 0.0), (, 0.0004), (, 0.0005), (, -0.0), (, 0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0005)] -19:22:30,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.051 0.0525 0.0309 0.037 0.0596] probs=[0.1929 0.2023 0.2049 0.1995 0.2004] -19:22:31,702 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.00025 std=0.00032532035493238555 min=-0.0009 max=0.0006 -19:22:31,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0006), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0003), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0004), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0)] -19:22:32,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1651 0.155 0.1237 0.0895] probs=[0.1989 0.2037 0.1945 0.2053 0.1976] -19:22:34,744 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0002733333333333333 std=0.0003785351884420904 min=-0.0009 max=0.0006 -19:22:34,744 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0009), (, 0.0004), (, 0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, 0.0006), (, 0.0), (, 0.0)] -19:22:35,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.1042 0.0968 0.0639 0.0669 0.0829] probs=[0.2137 0.2002 0.1987 0.1921 0.1953] -19:22:37,404 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.0002 std=0.00036878177829171546 min=-0.0009 max=0.0006 -19:22:37,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, 0.0002), (, -0.0), (, 0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0007), (, -0.0006), (, -0.0004), (, 0.0006), (, -0.0001), (, -0.0), (, -0.0006), (, 0.0), (, -0.0002)] -19:22:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0533 0.1317 0.0873 0.0865 0.0817] probs=[0.2001 0.2045 0.1987 0.1981 0.1986] -19:22:40,38 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.00023214285714285717 std=0.00037421686935001 min=-0.0009 max=0.0006 -19:22:40,39 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0004), (, 0.0005), (, 0.0), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0006), (, -0.0009), (, -0.0002), (, -0.0001), (, -0.0006), (, -0.0009), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0001)] -19:22:41,345 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.0939 0.1459 0.0934 0.0929] probs=[0.2 0.2031 0.1976 0.1952 0.2041] -19:22:43,19 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0001833333333333333 std=0.00040585985539619735 min=-0.0009 max=0.0007 -19:22:43,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, 0.0), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0009), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0006), (, 0.0005), (, 0.0002), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0003), (, -0.0009), (, 0.0001), (, 0.0006), (, -0.0004), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0001), (, 0.0001), (, 0.0007), (, -0.0003), (, -0.0001), (, -0.0)] -19:22:44,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.0985 0.0758 0.1049 0.0753 0.1032] probs=[0.1968 0.2087 0.1956 0.1974 0.2016] -19:22:46,569 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=34 avg=-0.00025294117647058816 std=0.00035249972391949725 min=-0.0009 max=0.0005 -19:22:46,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.0007), (, -0.0002), (, 0.0005), (, 0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0006), (, -0.0009), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0009), (, -0.0001), (, 0.0005), (, -0.0), (, -0.0004), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0001)] -19:22:48,193 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.0976 0.1174 0.0568 0.0777] probs=[0.1975 0.1985 0.2035 0.2016 0.1988] -19:22:50,213 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0003366666666666666 std=0.00038771409856003713 min=-0.0009 max=0.0006 -19:22:50,214 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0), (, 0.0001), (, 0.0006), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0008), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0004), (, 0.0002), (, -0.0004), (, 0.0005), (, -0.0004), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0001), (, 0.0), (, 0.0)] -19:22:52,125 root INFO ContextualMultiArmedBanditAgent - exp=[0.101 0.121 0.0803 0.118 0.0921] probs=[0.1952 0.2013 0.2052 0.201 0.1974] -19:22:54,149 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0003096774193548387 std=0.0003863433528149643 min=-0.0009 max=0.0006 -19:22:54,150 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0009), (, -0.0009), (, -0.0004), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0), (, -0.0006), (, 0.0006), (, -0.0), (, 0.0), (, -0.0005), (, 0.0005)] -19:22:55,898 root INFO ContextualMultiArmedBanditAgent - exp=[0.0916 0.081 0.0672 0.0855 0.1001] probs=[0.2062 0.2045 0.1967 0.1954 0.1971] -19:22:57,897 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.00039565217391304334 std=0.0003507485918278035 min=-0.0009 max=0.0005 -19:22:57,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0004), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0004), (, 0.0)] -19:22:59,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.0931 0.0776 0.0821 0.0556] probs=[0.2021 0.1991 0.1995 0.2013 0.1979] -19:23:00,780 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.000404 std=0.00033761516553614706 min=-0.0009 max=0.0003 -19:23:00,780 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0006), (, -0.0003), (, -0.0008), (, 0.0003), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0003), (, -0.0008), (, -0.0005), (, -0.0002), (, -0.0009)] -19:23:02,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1136 0.133 0.1506 0.1302 0.1404] probs=[0.1973 0.2036 0.2048 0.1968 0.1976] -19:23:04,56 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0003551724137931034 std=0.00037562472734196467 min=-0.0009 max=0.0004 -19:23:04,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, 0.0003), (, -0.0008), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0008), (, -0.0005), (, -0.0009), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0002), (, -0.0009), (, -0.0004), (, 0.0004), (, -0.0006), (, -0.0001), (, -0.0004), (, -0.0007)] -19:23:05,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.0702 0.0881 0.0711 0.0677 0.0763] probs=[0.195 0.202 0.1996 0.2001 0.2034] -19:23:07,348 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003400000000000001 std=0.00036751417206233925 min=-0.0009 max=0.0004 -19:23:07,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0009), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0007), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0004), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0), (, -0.0009), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0), (, -0.0005)] -19:23:09,52 root INFO ContextualMultiArmedBanditAgent - exp=[0.0999 0.0761 0.0915 0.1284 0.0874] probs=[0.1921 0.2004 0.196 0.2064 0.2051] -19:23:11,129 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0003518518518518518 std=0.00038041923304026184 min=-0.0009 max=0.0004 -19:23:11,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0), (, -0.0), (, -0.0008), (, -0.0002), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0004), (, -0.0005), (, -0.0005), (, -0.0009), (, -0.0002), (, -0.0007), (, -0.0004), (, -0.0009)] -19:23:12,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.0821 0.0916 0.0698 0.1208 0.0468] probs=[0.2049 0.2013 0.2043 0.1933 0.1962] -19:23:14,171 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.0003076923076923077 std=0.0003647159874193753 min=-0.0009 max=0.0004 -19:23:14,172 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0001), (, -0.0), (, 0.0), (, 0.0002), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0006), (, -0.0005), (, -0.0004), (, 0.0004), (, -0.0003), (, 0.0004), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0006), (, -0.0), (, -0.0008), (, -0.0005), (, -0.0002)] -19:23:15,542 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1011 0.0566 0.0807 0.0495] probs=[0.1973 0.2055 0.1987 0.1981 0.2004] -19:23:17,634 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0003571428571428572 std=0.0003553287258319549 min=-0.0009 max=0.0004 -19:23:17,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0009), (, 0.0004), (, -0.0004), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0004), (, -0.0005), (, -0.0), (, 0.0), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0008), (, -0.0009), (, -0.0004), (, 0.0)] -19:23:18,863 root INFO ContextualMultiArmedBanditAgent - exp=[0.122 0.1143 0.1609 0.1442 0.1356] probs=[0.1985 0.1933 0.2022 0.206 0.2001] -19:23:20,448 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.00036666666666666667 std=0.00034156502553198657 min=-0.0009 max=0.0004 -19:23:20,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0005), (, 0.0), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, 0.0004), (, -0.0004), (, -0.0004), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0003), (, 0.0)] -19:23:21,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.1317 0.1221 0.0958 0.1084] probs=[0.1982 0.1973 0.2021 0.2031 0.1993] -19:23:23,91 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=15 avg=-0.0003133333333333333 std=0.00028487814158961993 min=-0.0008 max=0.0002 -19:23:23,91 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0008), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0006), (, 0.0001), (, 0.0002), (, -0.0)] -19:23:24,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.0291 0.1096 0.065 0.0832 0.0981] probs=[0.1955 0.1982 0.202 0.2044 0.1999] -19:23:25,281 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=14 avg=-0.0003428571428571429 std=0.00026108095546424376 min=-0.0008 max=0.0002 -19:23:25,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, -0.0), (, 0.0), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0008), (, -0.0003), (, -0.0003)] -19:23:26,179 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.0949 0.1095 0.0716 0.0668] probs=[0.1979 0.2062 0.1972 0.1961 0.2025] -19:23:28,286 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:23:28,288 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.170675 std=0.30316642397369803 min=-0.0913 max=1.2008 -19:23:28,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.3935), (, 0.431), (, 0.0479), (, 0.1286), (, -0.0096), (, 0.0282), (, 0.033), (, 1.2008), (, -0.0593), (, 0.0311), (, 0.0535), (, 0.1293), (, -0.0913), (, 0.1293), (, 0.2901)] -19:23:28,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.083 0.1291 0.0597 0.0656 0.1445] probs=[0.1954 0.2026 0.1929 0.2068 0.2023] -19:23:29,824 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.026871428571428567 std=0.07116206281210141 min=-0.0913 max=0.1293 -19:23:29,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, 0.0479), (, -0.0096), (, 0.1293), (, 0.0521), (, 0.1286), (, 0.1293), (, 0.0282), (, -0.0593), (, 0.0311), (, 0.0535), (, -0.0913), (, 0.033), (, -0.0053)] -19:23:30,171 root INFO ContextualMultiArmedBanditAgent - exp=[0.0777 0.1572 0.0356 0.0969 0.067 ] probs=[0.1924 0.21 0.1935 0.2039 0.2002] -19:23:31,226 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.01899230769230769 std=0.06770858895111816 min=-0.0913 max=0.1293 -19:23:31,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, 0.0282), (, -0.0096), (, -0.0593), (, -0.0053), (, 0.0479), (, 0.0311), (, -0.0913), (, 0.1286), (, 0.0521), (, 0.033), (, 0.1293), (, 0.0535)] -19:23:31,490 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0116 0.0476 0.0012 0.0147 -0.0054] probs=[0.1922 0.2077 0.1964 0.2107 0.193 ] -19:23:32,601 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.05136 std=0.03773293521580318 min=-0.0913 max=-0.0053 -19:23:32,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0096), (, -0.0913), (, -0.0593), (, -0.0053)] -19:23:32,764 root INFO ContextualMultiArmedBanditAgent - exp=[0.0666 0.2819 0.2399 0.1783 0.1534] probs=[0.1952 0.2087 0.1981 0.2013 0.1966] -19:23:33,922 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.024100000000000007 std=0.05217890552529999 min=-0.0913 max=0.0642 -19:23:33,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0764), (, 0.0642), (, -0.0053), (, 0.0642), (, -0.0593), (, -0.0096), (, -0.0913), (, -0.0418), (, -0.0053), (, -0.0132)] -19:23:34,158 root INFO ContextualMultiArmedBanditAgent - exp=[0.1454 0.2147 0.0947 0.1368 0.0616] probs=[0.2012 0.1956 0.1955 0.2058 0.202 ] -19:23:35,367 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.01647272727272727 std=0.0575111228911273 min=-0.0913 max=0.0642 -19:23:35,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0418), (, 0.0642), (, -0.0593), (, -0.0913), (, -0.0132), (, 0.0561), (, 0.0028), (, -0.0764), (, 0.0048), (, 0.0642)] -19:23:35,625 root INFO ContextualMultiArmedBanditAgent - exp=[0.239 0.0706 0.1312 0.1 0.1153] probs=[0.202 0.2074 0.1984 0.1976 0.1947] -19:23:36,784 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.05024000000000001 std=0.031031893271278182 min=-0.0913 max=0.0028 -19:23:36,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0913), (, -0.0764), (, -0.0516), (, -0.0032), (, -0.0321), (, -0.0913), (, 0.0028), (, -0.0418), (, -0.0593), (, -0.0582)] -19:23:37,21 root INFO ContextualMultiArmedBanditAgent - exp=[-0.011 0.1184 0.027 0.0978 -0.0019] probs=[0.1959 0.2075 0.1984 0.201 0.1972] -19:23:38,306 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.03751111111111111 std=0.03000053497465391 min=-0.0913 max=0.003 -19:23:38,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0582), (, -0.022), (, -0.0764), (, 0.003), (, -0.0253), (, -0.0321), (, -0.0913), (, -0.0321), (, -0.0032)] -19:23:38,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1899 0.1369 0.1331 0.1528 0.1103] probs=[0.1969 0.2047 0.2004 0.1964 0.2016] -19:23:39,538 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.027885714285714288 std=0.03255182367379431 min=-0.0913 max=0.0016 -19:23:39,538 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0913), (, -0.0321), (, 0.0016), (, -0.0582), (, -0.0036), (, -0.0093)] -19:23:39,704 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0107 0.043 0.001 0.0127 -0.0047] probs=[0.2037 0.2137 0.1942 0.2125 0.1758] -19:23:40,851 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.021166666666666667 std=0.0316103358623937 min=-0.0913 max=0.0122 -19:23:40,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0913), (, -0.0582), (, -0.0023), (, -0.0023), (, -0.0321), (, -0.0093), (, 0.0122), (, -0.0036)] -19:23:41,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.2345 0.1681 0.0994 0.14 0.127 ] probs=[0.1983 0.2066 0.2062 0.1964 0.1924] -19:23:42,195 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.009545454545454544 std=0.018374258853889918 min=-0.0582 max=0.0122 -19:23:42,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0582), (, -0.0023), (, -0.0023), (, -0.0036), (, -0.0045), (, -0.0093), (, -0.0023), (, 0.0122), (, 0.001), (, -0.0321)] -19:23:42,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1323 0.1589 0.2235 0.1656 0.1728] probs=[0.199 0.1991 0.2038 0.2028 0.1953] -19:23:43,641 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.008808333333333333 std=0.017777113485852782 min=-0.0582 max=0.0122 -19:23:43,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0036), (, 0.0122), (, -0.0023), (, -0.0023), (, -0.0023), (, -0.0045), (, 0.001), (, -0.0), (, -0.0582), (, 0.0002), (, -0.0321), (, -0.0093)] -19:23:43,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0047 0.0315 0.0305 0.0512 0.0446] probs=[0.2058 0.2195 0.2011 0.1889 0.1846] -19:23:45,284 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.007335714285714286 std=0.016894234314144708 min=-0.0582 max=0.0122 -19:23:45,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0033), (, 0.0026), (, -0.0036), (, 0.0029), (, -0.0321), (, -0.0582), (, -0.0032), (, -0.0093), (, -0.0023), (, 0.001), (, -0.0), (, -0.0004), (, 0.0122), (, -0.0045)] -19:23:45,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.2012 0.1366 0.2102 0.1331 0.1945] probs=[0.2087 0.1958 0.1984 0.1886 0.2085] -19:23:46,987 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.003 std=0.009841303267352348 min=-0.0321 max=0.0113 -19:23:46,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.001), (, -0.0045), (, -0.0008), (, 0.0026), (, -0.0033), (, -0.0045), (, -0.0129), (, 0.0089), (, -0.0321), (, -0.0127), (, -0.0052), (, 0.0029), (, -0.0036), (, 0.0045), (, 0.0113), (, -0.0), (, 0.0004)] -19:23:47,430 root INFO ContextualMultiArmedBanditAgent - exp=[0.1021 0.0616 0.1013 0.0701 0.0367] probs=[0.1981 0.2039 0.1991 0.2001 0.1987] -19:23:48,616 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0030388888888888887 std=0.00526246022828876 min=-0.0129 max=0.0061 -19:23:48,616 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, -0.0), (, -0.0008), (, -0.0095), (, -0.0089), (, -0.0033), (, 0.0029), (, -0.0), (, -0.0028), (, -0.0001), (, -0.0045), (, -0.0129), (, -0.0052), (, -0.0045), (, -0.0036), (, 0.0045), (, -0.0127), (, -0.0008), (, 0.001), (, 0.0004)] -19:23:49,153 root INFO ContextualMultiArmedBanditAgent - exp=[0.1603 0.2019 0.0521 0.1824 0.1414] probs=[0.2095 0.2104 0.1886 0.1979 0.1936] -19:23:50,530 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0019416666666666664 std=0.004181498601644577 min=-0.0127 max=0.0061 -19:23:50,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, -0.0), (, 0.0011), (, 0.0004), (, -0.0008), (, -0.0036), (, -0.0127), (, 0.0029), (, 0.0004), (, -0.0095), (, -0.0), (, -0.0), (, 0.0004), (, -0.0036), (, -0.0008), (, -0.0045), (, -0.0028), (, 0.0006), (, -0.0089), (, -0.0006), (, -0.0027), (, -0.0033), (, -0.0026), (, -0.0045), (, 0.0061), (, 0.0045), (, 0.001)] -19:23:51,223 root INFO ContextualMultiArmedBanditAgent - exp=[0.0309 0.0299 0.0286 0.0206 0.0177] probs=[0.1998 0.2047 0.1999 0.1966 0.199 ] -19:23:52,860 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0019208333333333334 std=0.004019844437979604 min=-0.0112 max=0.0061 -19:23:52,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0112), (, -0.0045), (, 0.0006), (, -0.0), (, -0.0031), (, -0.0027), (, -0.0095), (, -0.0027), (, 0.0), (, -0.0089), (, -0.0006), (, 0.0045), (, 0.0004), (, -0.0026), (, 0.0004), (, -0.0), (, -0.0045), (, -0.0033), (, 0.0004), (, 0.0029), (, -0.0008), (, 0.0018), (, -0.0001), (, -0.0036), (, 0.0061), (, -0.0015), (, -0.0036)] -19:23:53,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.1386 0.166 0.1591 0.1799 0.1261] probs=[0.1947 0.2006 0.2061 0.2068 0.1918] -19:23:54,840 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00176 std=0.004430620724006965 min=-0.0112 max=0.0061 -19:23:54,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0112), (, 0.0029), (, -0.0), (, -0.0), (, 0.0004), (, 0.0018), (, 0.0007), (, 0.0045), (, -0.0033), (, -0.0045), (, 0.0061), (, -0.0001), (, -0.0106), (, -0.0026), (, 0.0004), (, 0.0), (, -0.0015), (, -0.0026), (, 0.0004), (, -0.0031), (, -0.0027), (, 0.0011), (, 0.0052), (, -0.0036), (, -0.0045), (, 0.0006), (, -0.0006), (, 0.0), (, -0.0112), (, -0.0019), (, -0.0095), (, 0.0029), (, -0.0027), (, -0.0036)] -19:23:55,691 root INFO ContextualMultiArmedBanditAgent - exp=[0.1362 0.1489 0.1216 0.1167 0.151 ] probs=[0.1997 0.2006 0.1971 0.2028 0.1998] -19:23:57,292 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0023884615384615385 std=0.00384330856295187 min=-0.0112 max=0.0018 -19:23:57,292 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0106), (, 0.0004), (, 0.0004), (, -0.0015), (, -0.0), (, -0.0001), (, -0.0019), (, -0.0002), (, 0.0008), (, -0.0045), (, -0.0019), (, -0.0), (, -0.0112), (, -0.0095), (, -0.0027), (, -0.0006), (, -0.0045), (, 0.0004), (, -0.0027), (, 0.0), (, 0.0011), (, -0.0031), (, -0.0106), (, 0.0004), (, 0.0018), (, -0.0033), (, 0.0004), (, 0.0005), (, 0.0006)] -19:23:58,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.0881 0.1075 0.1022 0.0861 0.1006] probs=[0.1968 0.1965 0.1991 0.2026 0.205 ] -19:23:59,532 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.001964 std=0.0034744645630657967 min=-0.0112 max=0.0018 -19:23:59,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0014), (, -0.0019), (, 0.0018), (, -0.0045), (, -0.0), (, -0.0019), (, -0.0112), (, 0.0), (, 0.0003), (, 0.0008), (, -0.0027), (, -0.0027), (, -0.0004), (, -0.0106), (, -0.0002), (, -0.0015), (, 0.0011), (, 0.0005), (, -0.0004), (, 0.0009), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0031), (, 0.0), (, -0.0027), (, 0.0006), (, -0.0095)] -19:24:00,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1093 0.102 0.0821 0.0829] probs=[0.1959 0.1978 0.2083 0.2012 0.1967] -19:24:01,919 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0014633333333333332 std=0.0028014857169406057 min=-0.0112 max=0.002 -19:24:01,919 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.001), (, 0.0), (, -0.0019), (, -0.0014), (, -0.0027), (, -0.0015), (, 0.0014), (, -0.0009), (, 0.0), (, -0.0001), (, 0.002), (, -0.0014), (, -0.001), (, 0.0), (, -0.0007), (, -0.0106), (, -0.0011), (, 0.0), (, 0.0), (, -0.0027), (, -0.0007), (, 0.0009), (, -0.0031), (, 0.0006), (, -0.0007), (, -0.0112), (, -0.0019), (, -0.0027), (, 0.0005), (, 0.0005), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0019)] -19:24:02,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.1627 0.1478 0.171 0.1583] probs=[0.2023 0.1991 0.1997 0.1945 0.2043] -19:24:04,426 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.0021615384615384617 std=0.00335903797160356 min=-0.0112 max=0.002 -19:24:04,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0019), (, -0.0103), (, -0.0015), (, -0.0014), (, 0.002), (, -0.0004), (, -0.0019), (, -0.0007), (, -0.0018), (, 0.0), (, -0.0106), (, -0.0006), (, -0.0048), (, -0.0112), (, -0.0027), (, -0.001), (, 0.0019), (, 0.0), (, -0.0019), (, -0.0001), (, 0.0), (, 0.0), (, -0.0011), (, -0.0027), (, -0.0009), (, -0.001), (, 0.0006), (, -0.001)] -19:24:05,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.0669 0.0665 0.0664 0.0537] probs=[0.1975 0.2067 0.1944 0.2017 0.1997] -19:24:07,1 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.00226896551724138 std=0.0037301292802109157 min=-0.0112 max=0.002 -19:24:07,2 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, 0.0019), (, -0.001), (, 0.0003), (, -0.0005), (, -0.0014), (, 0.0006), (, -0.0019), (, -0.001), (, 0.0), (, 0.0), (, -0.0048), (, -0.0006), (, -0.0103), (, 0.002), (, -0.0112), (, 0.0), (, -0.0106), (, -0.0007), (, -0.0027), (, -0.0018), (, 0.0006), (, -0.001), (, -0.0015), (, -0.006), (, -0.0019), (, 0.002), (, -0.0019), (, -0.0008), (, -0.0002), (, -0.001), (, -0.0001)] -19:24:07,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.0482 0.1158 0.0784 0.0577 0.0685] probs=[0.1978 0.209 0.1944 0.2004 0.1984] -19:24:09,269 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0019793103448275864 std=0.0042500612012100385 min=-0.0112 max=0.0077 -19:24:09,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, -0.006), (, 0.0), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0007), (, -0.0112), (, -0.0027), (, 0.002), (, 0.0006), (, 0.0004), (, -0.0066), (, -0.0001), (, 0.0003), (, -0.0002), (, -0.0048), (, -0.0005), (, -0.001), (, 0.0077), (, -0.0014), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.001), (, -0.0018), (, -0.0106), (, -0.001), (, 0.0019), (, 0.0), (, 0.0004), (, -0.0103)] -19:24:10,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.1585 0.1891 0.1767 0.1606 0.1369] probs=[0.1924 0.2042 0.2034 0.2003 0.1997] -19:24:11,555 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00161875 std=0.0037665001576397154 min=-0.0106 max=0.0077 -19:24:11,556 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0103), (, 0.001), (, -0.0005), (, -0.0002), (, -0.0048), (, -0.0014), (, -0.0001), (, -0.0003), (, -0.0002), (, 0.0019), (, -0.006), (, -0.001), (, 0.0077), (, 0.0), (, -0.0002), (, -0.0026), (, 0.0007), (, -0.0018), (, 0.0004), (, -0.0106), (, 0.0), (, 0.0003), (, -0.0001), (, -0.0103), (, 0.001), (, 0.0005), (, -0.0001), (, -0.0), (, -0.0027), (, -0.0002), (, -0.0048), (, -0.0066), (, -0.0), (, -0.0005), (, 0.0006), (, -0.0006)] -19:24:12,598 root INFO ContextualMultiArmedBanditAgent - exp=[0.1214 0.1216 0.1336 0.0999 0.1279] probs=[0.204 0.199 0.2018 0.1939 0.2013] -19:24:14,252 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=38 avg=-0.0010210526315789475 std=0.00331647862512547 min=-0.0106 max=0.0077 -19:24:14,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0014), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0007), (, -0.0048), (, 0.001), (, 0.0077), (, 0.001), (, 0.0004), (, -0.0006), (, -0.002), (, 0.0006), (, -0.0002), (, -0.001), (, 0.0), (, -0.0026), (, 0.0005), (, 0.0037), (, -0.0007), (, 0.0), (, -0.0106), (, -0.0005), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0048), (, 0.0003), (, 0.0007), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.006), (, -0.0002), (, -0.0103), (, 0.0019), (, -0.0066), (, 0.0017), (, 0.0007), (, 0.0)] -19:24:15,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.1124 0.1652 0.1428 0.1207] probs=[0.2009 0.2001 0.205 0.1943 0.1997] -19:24:17,337 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0012289473684210523 std=0.0029498356684591986 min=-0.0106 max=0.0037 -19:24:17,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0001), (, 0.001), (, 0.0), (, -0.0003), (, -0.0014), (, 0.0007), (, 0.0003), (, -0.006), (, 0.0), (, -0.0026), (, -0.0048), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0009), (, -0.0007), (, 0.0001), (, -0.0106), (, 0.0002), (, 0.0), (, -0.002), (, -0.001), (, -0.0011), (, -0.0103), (, -0.0005), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0006), (, 0.0007), (, 0.0037), (, -0.0006), (, -0.0066), (, 0.001), (, 0.0013), (, 0.0006), (, -0.0002), (, -0.0048), (, 0.0001)] -19:24:18,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.1607 0.1351 0.1394 0.1075 0.1216] probs=[0.2012 0.1993 0.2002 0.2025 0.1968] -19:24:20,358 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.000764705882352941 std=0.0019407218719030928 min=-0.0066 max=0.0012 -19:24:20,358 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0005), (, 0.0), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0066), (, -0.0004), (, -0.0003), (, 0.0008), (, 0.0007), (, 0.0001), (, 0.0), (, -0.0026), (, -0.0011), (, 0.0006), (, -0.0002), (, -0.0007), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0), (, -0.0048), (, -0.0006), (, 0.0009), (, -0.0), (, 0.001), (, 0.0012), (, -0.0003), (, -0.0048), (, -0.0), (, -0.0003), (, -0.0006), (, 0.0004), (, 0.0006), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.006)] -19:24:21,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.0933 0.1375 0.1292 0.1106] probs=[0.1974 0.1933 0.202 0.2042 0.2031] -19:24:23,110 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.000972 std=0.0019896773607798826 min=-0.0066 max=0.0012 -19:24:23,110 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0012), (, 0.0001), (, 0.0), (, -0.006), (, -0.0002), (, 0.0002), (, 0.0002), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0), (, 0.0), (, -0.0066), (, 0.0), (, -0.0012), (, 0.001), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0026), (, -0.0003), (, -0.001), (, 0.0), (, -0.0048), (, 0.0001), (, -0.0), (, 0.0006), (, 0.0)] -19:24:24,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.1263 0.1002 0.0968 0.0848 0.0727] probs=[0.2003 0.2031 0.2004 0.2016 0.1946] -19:24:25,870 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.000606896551724138 std=0.002099906571728397 min=-0.0066 max=0.0026 -19:24:25,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0012), (, 0.0001), (, -0.001), (, 0.0012), (, 0.0002), (, 0.0012), (, -0.0002), (, -0.0014), (, -0.0003), (, -0.0004), (, 0.0012), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0006), (, -0.0005), (, -0.0002), (, 0.0026), (, -0.0), (, -0.0001), (, 0.001), (, 0.0026), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0), (, -0.006), (, 0.0001), (, -0.0066), (, -0.0039), (, -0.0), (, 0.0), (, -0.0), (, 0.002)] -19:24:26,929 root INFO ContextualMultiArmedBanditAgent - exp=[0.1156 0.0724 0.0833 0.1203 0.1001] probs=[0.1942 0.2113 0.1982 0.2015 0.1949] -19:24:28,479 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.0006818181818181818 std=0.00214341197067504 min=-0.0066 max=0.0026 -19:24:28,480 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.0012), (, 0.0001), (, -0.0006), (, -0.0066), (, -0.0004), (, 0.0025), (, -0.002), (, 0.0012), (, -0.0), (, 0.0), (, -0.001), (, 0.0026), (, -0.0026), (, 0.0005), (, -0.0012), (, -0.006), (, -0.0013), (, -0.0003), (, 0.001), (, -0.0001), (, -0.0002), (, -0.0027), (, -0.0014), (, 0.0012), (, -0.0039), (, -0.0008), (, 0.001), (, -0.0), (, -0.0026), (, -0.0017), (, 0.0026), (, -0.0012), (, 0.0026), (, -0.0003)] -19:24:29,613 root INFO ContextualMultiArmedBanditAgent - exp=[0.0518 0.0587 0.0453 0.0631 0.0476] probs=[0.2017 0.1989 0.1953 0.2038 0.2003] -19:24:31,462 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=35 avg=-0.0006457142857142857 std=0.0018737804196928972 min=-0.0066 max=0.0026 -19:24:31,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0026), (, 0.0001), (, 0.0026), (, 0.0005), (, -0.0004), (, -0.0), (, 0.0006), (, -0.0014), (, -0.0066), (, -0.0027), (, -0.0003), (, -0.0002), (, -0.002), (, -0.0012), (, -0.0007), (, -0.001), (, -0.0008), (, -0.0001), (, -0.002), (, 0.0007), (, 0.001), (, 0.0026), (, -0.0014), (, -0.0012), (, -0.0017), (, 0.0025), (, -0.0), (, -0.0012), (, 0.0026), (, -0.0006), (, -0.0), (, 0.0012), (, -0.0009), (, -0.0026), (, -0.0013), (, -0.0), (, 0.0012), (, -0.0039)] -19:24:32,764 root INFO ContextualMultiArmedBanditAgent - exp=[0.0655 0.0903 0.0903 0.0609 0.0679] probs=[0.1995 0.2017 0.1969 0.2009 0.2011] -19:24:34,303 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.00035625 std=0.00166450771626328 min=-0.0039 max=0.0031 -19:24:34,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, 0.0031), (, -0.0039), (, 0.0026), (, -0.0026), (, -0.0017), (, -0.0), (, 0.0006), (, 0.0005), (, -0.0002), (, -0.0027), (, -0.0026), (, -0.002), (, -0.0002), (, 0.0005), (, -0.0), (, -0.0012), (, 0.0004), (, 0.001), (, -0.0012), (, 0.0026), (, -0.0011), (, -0.0006), (, 0.0026), (, 0.0001), (, -0.0009), (, 0.0005), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0013), (, -0.0004), (, -0.001), (, 0.002)] -19:24:35,520 root INFO ContextualMultiArmedBanditAgent - exp=[0.0989 0.0892 0.1076 0.0727 0.0634] probs=[0.1913 0.2076 0.2046 0.1982 0.1983] -19:24:37,255 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00046333333333333334 std=0.0016716226315237005 min=-0.0039 max=0.0031 -19:24:37,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0017), (, -0.0003), (, 0.0026), (, -0.0024), (, 0.0005), (, -0.0009), (, -0.0026), (, -0.0022), (, 0.002), (, 0.0019), (, 0.0031), (, -0.0014), (, 0.0004), (, -0.0012), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0), (, 0.001), (, 0.0004), (, -0.0006), (, -0.0039), (, 0.0), (, -0.0), (, 0.0026), (, -0.0001), (, -0.0013), (, -0.002), (, -0.0026), (, -0.001), (, -0.0011), (, -0.0), (, -0.0014)] -19:24:38,467 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.064 0.0626 0.0612 0.0737] probs=[0.1978 0.2075 0.2027 0.1949 0.1972] -19:24:40,212 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0008962962962962963 std=0.001574679622084602 min=-0.0049 max=0.0026 -19:24:40,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0006), (, -0.0), (, -0.001), (, -0.0024), (, -0.0001), (, -0.0026), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0022), (, 0.0008), (, -0.0049), (, -0.0009), (, -0.0002), (, -0.0), (, 0.0004), (, -0.0), (, -0.0001), (, 0.0026), (, -0.0012), (, -0.0026), (, -0.0004), (, -0.0014), (, -0.0016), (, -0.0), (, 0.001), (, -0.0039), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0006), (, -0.0), (, 0.0019)] -19:24:41,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.147 0.1477 0.1505 0.1276 0.1214] probs=[0.1997 0.2018 0.1997 0.2002 0.1987] -19:24:43,169 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=25 avg=-0.0012919999999999997 std=0.0017092501279801036 min=-0.0049 max=0.0019 -19:24:43,170 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, 0.0004), (, -0.0014), (, -0.0039), (, -0.0017), (, -0.0012), (, -0.0001), (, -0.0), (, 0.0019), (, -0.0044), (, -0.0004), (, -0.0), (, -0.001), (, -0.0005), (, -0.0002), (, -0.0049), (, 0.0008), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0016), (, -0.0006), (, -0.0009), (, -0.0014), (, -0.0026), (, -0.0012), (, 0.0008), (, -0.0)] -19:24:44,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.0396 0.0445 0.0047 0.0436 0.035 ] probs=[0.2007 0.204 0.1959 0.2007 0.1987] -19:24:45,851 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0011333333333333332 std=0.0014941862643568214 min=-0.0049 max=0.0019 -19:24:45,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0015), (, -0.0009), (, -0.0018), (, -0.0017), (, -0.0002), (, -0.0), (, -0.0049), (, -0.0), (, 0.0019), (, -0.001), (, 0.0008), (, -0.0039), (, -0.0002), (, -0.0), (, -0.0022), (, 0.0), (, 0.0), (, 0.0004), (, -0.0044), (, 0.0015), (, -0.0013), (, -0.0009), (, -0.0011), (, -0.0005), (, -0.0016), (, -0.0), (, -0.0), (, -0.0014), (, -0.0012), (, -0.0014), (, -0.0004), (, -0.0007), (, -0.0012), (, -0.0008)] -19:24:47,69 root INFO ContextualMultiArmedBanditAgent - exp=[0.0436 0.0658 0.0618 0.0529 0.0961] probs=[0.2024 0.2004 0.1997 0.1982 0.1993] -19:24:48,766 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0011 std=0.001254234207903716 min=-0.0049 max=0.0014 -19:24:48,766 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0007), (, -0.0049), (, 0.001), (, -0.0018), (, -0.001), (, 0.0014), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0), (, 0.0006), (, -0.0008), (, -0.0013), (, -0.0), (, -0.001), (, -0.0), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0011), (, -0.002), (, -0.0012), (, -0.0002), (, -0.0013), (, -0.0022), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0012), (, -0.0016), (, -0.0009), (, -0.0004), (, -0.0044)] -19:24:50,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.0268 0.0391 0.0341 0.064 0.0228] probs=[0.1993 0.2092 0.2002 0.1979 0.1935] -19:24:51,732 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.0008647058823529412 std=0.0015558017325937993 min=-0.0049 max=0.003 -19:24:51,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0006), (, 0.001), (, -0.0039), (, -0.0007), (, 0.003), (, -0.0009), (, -0.001), (, -0.0002), (, 0.0013), (, -0.002), (, -0.0003), (, -0.0018), (, -0.0012), (, -0.0), (, -0.0022), (, -0.0004), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0044), (, -0.002), (, -0.0009), (, -0.0015), (, -0.0), (, 0.0014), (, -0.0013), (, -0.0007), (, -0.0018), (, -0.0008), (, -0.0002), (, 0.001), (, -0.0), (, 0.0002), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, -0.0012), (, -0.0), (, -0.0049), (, -0.0004)] -19:24:53,374 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1617 0.1591 0.1711 0.1488] probs=[0.2001 0.2011 0.2005 0.1988 0.1995] -19:24:55,273 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0009181818181818181 std=0.0016734023670634817 min=-0.0049 max=0.003 -19:24:55,273 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.002), (, -0.001), (, 0.0), (, -0.001), (, -0.0009), (, -0.0009), (, 0.001), (, -0.0), (, -0.0), (, -0.0013), (, -0.0049), (, -0.0), (, -0.0001), (, -0.001), (, -0.0001), (, 0.003), (, -0.0007), (, -0.0003), (, -0.0002), (, 0.0006), (, -0.0022), (, 0.001), (, -0.0013), (, 0.0002), (, -0.0018), (, -0.0007), (, -0.0008), (, 0.0013), (, -0.0044), (, -0.0015), (, 0.0014), (, -0.0039), (, -0.002), (, -0.0), (, -0.0018), (, 0.0001), (, -0.0002)] -19:24:56,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.053 0.0787 0.054 0.0473 0.0392] probs=[0.1997 0.2014 0.1983 0.206 0.1947] -19:24:58,179 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0009212121212121211 std=0.0016488301777334716 min=-0.0049 max=0.003 -19:24:58,179 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, -0.0007), (, -0.001), (, -0.0013), (, -0.0002), (, 0.001), (, -0.0), (, -0.001), (, -0.0), (, 0.0), (, -0.001), (, -0.001), (, -0.0007), (, -0.0018), (, 0.003), (, -0.002), (, -0.0001), (, -0.0013), (, 0.0013), (, -0.0044), (, 0.001), (, -0.0007), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0003), (, -0.0018), (, -0.0002), (, -0.0008), (, -0.0015), (, 0.0014), (, -0.002), (, -0.0039), (, -0.0049), (, 0.0006)] -19:24:59,452 root INFO ContextualMultiArmedBanditAgent - exp=[0.0871 0.0959 0.0824 0.0718 0.0795] probs=[0.1963 0.2077 0.1982 0.1955 0.2022] -19:25:01,257 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000775 std=0.0017912984117672856 min=-0.0049 max=0.003 -19:25:01,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0039), (, 0.001), (, -0.0044), (, -0.0), (, -0.0017), (, -0.0021), (, -0.0003), (, -0.0007), (, 0.0014), (, -0.0), (, -0.0001), (, -0.0008), (, -0.001), (, -0.0013), (, 0.0), (, 0.0027), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0007), (, -0.0007), (, -0.0002), (, 0.0013), (, -0.0004), (, 0.0), (, 0.001), (, -0.0002), (, 0.0), (, 0.003), (, -0.0013), (, -0.0039), (, -0.0015), (, -0.001), (, -0.0049), (, 0.001), (, -0.0018), (, -0.0007), (, -0.0), (, -0.0018)] -19:25:02,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.061 0.088 0.0546 0.0816 0.0914] probs=[0.1949 0.2014 0.2062 0.1961 0.2015] -19:25:04,246 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0008799999999999999 std=0.0016434516522652357 min=-0.0049 max=0.0014 -19:25:04,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0003), (, -0.0049), (, -0.0018), (, -0.0008), (, -0.0017), (, -0.0012), (, -0.0), (, -0.0007), (, -0.0), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, 0.0013), (, 0.001), (, -0.0009), (, 0.0013), (, -0.0035), (, -0.0021), (, -0.0039), (, -0.0008), (, -0.0004), (, 0.0001), (, -0.0), (, 0.0009), (, -0.0008), (, 0.001), (, -0.0), (, 0.0014), (, 0.001), (, -0.0013), (, -0.0007), (, 0.0001), (, -0.0013), (, -0.0044), (, -0.0007)] -19:25:05,437 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.1591 0.1249 0.1347 0.1448] probs=[0.1947 0.2005 0.2026 0.2021 0.2001] -19:25:07,195 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0010357142857142856 std=0.0017071727433128152 min=-0.0049 max=0.0014 -19:25:07,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0017), (, -0.0002), (, -0.0006), (, 0.0014), (, 0.001), (, -0.0), (, -0.0), (, -0.0049), (, -0.0044), (, 0.0013), (, -0.0), (, -0.0), (, -0.0035), (, -0.0007), (, 0.001), (, 0.0001), (, -0.0), (, -0.0039), (, -0.0013), (, -0.0011), (, -0.0021), (, -0.0004), (, -0.0008), (, 0.001), (, -0.0), (, -0.0003), (, -0.0009), (, -0.001), (, -0.0034), (, 0.001), (, -0.0017)] -19:25:08,409 root INFO ContextualMultiArmedBanditAgent - exp=[0.0522 0.0558 0.0729 0.0777 0.0825] probs=[0.1999 0.1981 0.2001 0.1961 0.2058] -19:25:09,950 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.001182608695652174 std=0.0016661990522334109 min=-0.0049 max=0.0014 -19:25:09,950 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0035), (, -0.0), (, -0.0017), (, -0.0034), (, -0.0001), (, -0.0039), (, 0.0001), (, 0.0014), (, -0.0007), (, -0.0), (, -0.0049), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0013), (, -0.0004), (, -0.0007), (, -0.0044), (, -0.0006), (, -0.0004), (, -0.001), (, -0.0), (, 0.0001), (, -0.0004), (, 0.0)] -19:25:10,940 root INFO ContextualMultiArmedBanditAgent - exp=[0.0876 0.1066 0.124 0.0706 0.1205] probs=[0.1984 0.2041 0.1993 0.2024 0.1958] -19:25:12,367 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0013136363636363636 std=0.0013250370336318408 min=-0.0042 max=0.0001 -19:25:12,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0039), (, -0.0003), (, -0.0), (, -0.0006), (, 0.0), (, -0.0011), (, -0.0), (, -0.0017), (, -0.0006), (, -0.0013), (, -0.0001), (, -0.0035), (, 0.0001), (, -0.003), (, 0.0), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0004), (, -0.0042), (, -0.0007), (, -0.0), (, -0.0007), (, -0.0), (, -0.0034), (, 0.0001)] -19:25:13,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.2003 0.2154 0.1978 0.231 0.2296] probs=[0.1954 0.2055 0.1982 0.1968 0.2041] -19:25:14,926 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0017454545454545457 std=0.0017938600514804718 min=-0.0067 max=0.0001 -19:25:14,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0017), (, -0.0003), (, -0.0035), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0034), (, 0.0), (, -0.0), (, 0.0), (, -0.0011), (, 0.0), (, -0.0013), (, -0.0067), (, 0.0001), (, -0.0001), (, -0.0042), (, 0.0001), (, -0.0011), (, -0.0007), (, -0.003), (, -0.0039), (, -0.0006), (, -0.0006), (, -0.0004)] -19:25:15,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.1015 0.1372 0.1191 0.0945] probs=[0.2001 0.1943 0.2055 0.1979 0.2021] -19:25:17,234 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.001973684210526316 std=0.002018295817153711 min=-0.0067 max=0.0001 -19:25:17,234 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0008), (, 0.0001), (, -0.0011), (, -0.0011), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0013), (, -0.0035), (, 0.0), (, -0.0007), (, -0.0017), (, -0.0011), (, -0.0004), (, -0.0042), (, -0.0006), (, -0.0034), (, -0.003), (, -0.0003), (, -0.0067)] -19:25:17,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.1895 0.2306 0.206 0.175 0.1444] probs=[0.2021 0.1983 0.1989 0.2038 0.1968] -19:25:19,298 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.001630434782608696 std=0.0021018490374385777 min=-0.0067 max=0.0001 -19:25:19,299 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0001), (, -0.0042), (, 0.0), (, -0.003), (, -0.0011), (, 0.0), (, -0.0067), (, -0.0011), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0007), (, -0.0003), (, -0.0034), (, -0.0004), (, -0.0052), (, -0.0011), (, -0.0011), (, -0.0006), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0003), (, -0.001), (, 0.0001), (, -0.0001)] -19:25:20,256 root INFO ContextualMultiArmedBanditAgent - exp=[0.0551 0.0748 0.1362 0.1236 0.0752] probs=[0.2017 0.2098 0.195 0.1992 0.1943] -19:25:21,985 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0015958333333333334 std=0.0020973155792319113 min=-0.0067 max=0.0001 -19:25:21,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0052), (, -0.0052), (, -0.0042), (, 0.0001), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0049), (, -0.0002), (, -0.0011), (, -0.0003), (, -0.0034), (, -0.0), (, 0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, -0.003), (, 0.0001), (, -0.0007), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0067), (, -0.0011), (, -0.0001)] -19:25:22,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.0857 0.0145 0.0976 0.1174] probs=[0.1993 0.2101 0.1939 0.201 0.1958] -19:25:24,249 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0014904761904761905 std=0.0021511690646416433 min=-0.0067 max=0.0021 -19:25:24,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0042), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0034), (, 0.0021), (, -0.0011), (, -0.001), (, -0.003), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0052), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0067), (, -0.0003), (, -0.0049)] -19:25:25,42 root INFO ContextualMultiArmedBanditAgent - exp=[0.1241 0.1747 0.1589 0.1101 0.1071] probs=[0.1972 0.2036 0.1965 0.2052 0.1975] -19:25:26,428 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0012944444444444444 std=0.0023707645794886563 min=-0.0067 max=0.0021 -19:25:26,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0004), (, 0.0021), (, -0.0), (, -0.0049), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0052), (, -0.0003), (, 0.0015), (, 0.0), (, -0.0067), (, -0.0003), (, -0.0003), (, -0.0011), (, -0.003), (, 0.0), (, -0.0001), (, -0.0042), (, -0.0003)] -19:25:27,76 root INFO ContextualMultiArmedBanditAgent - exp=[0.0901 0.0488 0.0997 0.0736 0.1016] probs=[0.1973 0.2008 0.2075 0.2013 0.1931] -19:25:28,587 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.00146 std=0.002570291812226775 min=-0.0067 max=0.0021 -19:25:28,587 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0049), (, -0.003), (, -0.0011), (, 0.0015), (, 0.0), (, -0.0003), (, 0.0), (, 0.0021), (, -0.0003), (, -0.0042), (, -0.0), (, -0.0067), (, 0.0003), (, -0.0052), (, 0.0004)] -19:25:29,201 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.1492 0.1387 0.0526 0.1586] probs=[0.2149 0.1939 0.2048 0.1989 0.1875] -19:25:30,782 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=13 avg=-0.0015923076923076923 std=0.0027398656728616177 min=-0.0067 max=0.0021 -19:25:30,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0052), (, -0.0), (, 0.0015), (, 0.0021), (, -0.0003), (, -0.0011), (, -0.0049), (, 0.0019), (, 0.0), (, 0.0), (, 0.0), (, -0.0067), (, -0.0), (, -0.0003), (, -0.0022), (, -0.0041)] -19:25:31,319 root INFO ContextualMultiArmedBanditAgent - exp=[0.1504 0.2512 0.0998 0.2071 0.1762] probs=[0.1968 0.2017 0.2027 0.2027 0.1962] -19:25:32,962 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=14 avg=-0.0016642857142857143 std=0.002786858739271343 min=-0.0067 max=0.0024 -19:25:32,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0022), (, -0.0052), (, -0.0011), (, -0.0), (, 0.0001), (, -0.0003), (, 0.0019), (, -0.0003), (, -0.0041), (, -0.0067), (, -0.0003), (, 0.0015), (, 0.0024), (, -0.0049), (, 0.0), (, 0.0)] -19:25:33,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1016 0.119 0.1879 0.1858 0.1239] probs=[0.1905 0.1991 0.2069 0.2019 0.2016] -19:25:34,957 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=13 avg=-0.0019153846153846155 std=0.0023237390803636853 min=-0.0067 max=0.0008 -19:25:34,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0), (, 0.0), (, -0.0022), (, -0.0019), (, 0.0001), (, 0.0005), (, -0.0041), (, -0.0), (, -0.0067), (, -0.0003), (, -0.0011), (, -0.0012), (, -0.0052), (, 0.0), (, 0.0), (, -0.0), (, 0.0008), (, 0.0005)] -19:25:35,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0352 0.0661 0.0266 0.0321 0.0318] probs=[0.1953 0.1974 0.2002 0.2166 0.1905] -19:25:37,72 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.001992307692307692 std=0.0022369146121943326 min=-0.0067 max=0.0008 -19:25:37,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0), (, -0.0003), (, -0.0), (, -0.0019), (, -0.0052), (, 0.0008), (, -0.002), (, 0.0001), (, -0.0003), (, -0.0012), (, 0.0001), (, -0.0067), (, 0.0), (, -0.0041), (, -0.0011)] -19:25:37,664 root INFO ContextualMultiArmedBanditAgent - exp=[0.0243 0.0547 0.0068 0.0246 0.0129] probs=[0.2058 0.2073 0.198 0.196 0.1929] -19:25:39,283 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0013499999999999999 std=0.0018475960356937095 min=-0.0052 max=0.001 -19:25:39,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0011), (, -0.0003), (, 0.0008), (, -0.0042), (, 0.0001), (, -0.0), (, -0.0012), (, -0.002), (, -0.0041), (, 0.0), (, 0.0001), (, -0.0019), (, -0.0052), (, 0.0), (, -0.0004), (, 0.001), (, -0.0003), (, -0.0), (, -0.0), (, 0.0009)] -19:25:39,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.1015 0.0892 0.0762 0.0955] probs=[0.2014 0.2001 0.2096 0.1976 0.1913] -19:25:41,585 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0009142857142857142 std=0.0015854354109129994 min=-0.0042 max=0.0013 -19:25:41,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0), (, 0.0013), (, -0.0012), (, 0.0), (, 0.0001), (, -0.0012), (, 0.0), (, -0.002), (, -0.0), (, -0.0042), (, -0.0003), (, -0.0), (, -0.0019), (, 0.001), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0009), (, -0.0012), (, -0.0003), (, -0.0), (, -0.0041), (, 0.0001), (, -0.0011), (, -0.0006)] -19:25:42,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.0653 0.0606 0.042 0.0479] probs=[0.1986 0.2016 0.1958 0.2016 0.2024] -19:25:44,36 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.000980952380952381 std=0.0015361110598549237 min=-0.0042 max=0.0013 -19:25:44,36 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042), (, -0.0004), (, 0.0001), (, 0.0013), (, -0.002), (, -0.0004), (, 0.0001), (, -0.0012), (, -0.0), (, -0.0003), (, -0.0019), (, -0.0), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, -0.0004), (, 0.0008), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006), (, -0.0041), (, -0.0003), (, -0.0011), (, 0.001), (, -0.0)] -19:25:44,884 root INFO ContextualMultiArmedBanditAgent - exp=[0.1847 0.1888 0.192 0.1737 0.1318] probs=[0.2001 0.2066 0.1975 0.1976 0.1982] -19:25:46,502 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=24 avg=-0.0007791666666666666 std=0.0012916330640790447 min=-0.0042 max=0.0013 -19:25:46,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0002), (, -0.0005), (, 0.001), (, -0.0004), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.002), (, -0.0004), (, -0.0012), (, -0.0003), (, -0.0004), (, -0.0011), (, -0.0012), (, -0.0006), (, 0.0008), (, -0.0019), (, 0.0013), (, -0.0), (, -0.0004), (, -0.0042), (, -0.0), (, 0.0), (, 0.0001), (, -0.0012), (, -0.0011)] -19:25:47,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.1227 0.1329 0.0864 0.1351 0.1331] probs=[0.2025 0.1971 0.1919 0.2016 0.2068] -19:25:49,5 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0006478260869565216 std=0.001110765331619675 min=-0.0042 max=0.0013 -19:25:49,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.002), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0013), (, -0.0006), (, -0.0011), (, 0.0001), (, -0.0019), (, -0.0014), (, -0.0011), (, -0.0012), (, 0.0001), (, 0.001), (, -0.0042), (, 0.0), (, -0.0008), (, -0.0002), (, -0.0), (, 0.0), (, 0.0008), (, -0.0005), (, -0.0012)] -19:25:49,837 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0143 -0.0003 0.0011 -0.0012] probs=[0.2048 0.1983 0.1998 0.2038 0.1932] -19:25:51,349 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0007869565217391305 std=0.001058836255282631 min=-0.0042 max=0.0013 -19:25:51,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0042), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0017), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0012), (, 0.0), (, -0.0019), (, -0.0003), (, -0.002), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0012), (, 0.0013), (, 0.0001), (, -0.0011), (, 0.0008), (, -0.0003), (, -0.0014), (, -0.0001), (, -0.0005)] -19:25:52,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.0767 0.1184 0.0855 0.0841] probs=[0.199 0.2015 0.2072 0.195 0.1973] -19:25:53,708 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0008799999999999999 std=0.0010557461816175326 min=-0.0042 max=0.0013 -19:25:53,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0), (, -0.0006), (, -0.002), (, 0.0013), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0), (, -0.0007), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0012), (, -0.0), (, -0.0017), (, -0.0005), (, -0.0019), (, -0.0003), (, -0.0042), (, -0.0012), (, -0.0), (, -0.0005), (, -0.0014), (, -0.0008)] -19:25:54,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.045 0.0474 0.0523 0.0456 0.0705] probs=[0.1985 0.2005 0.1933 0.2042 0.2034] -19:25:56,180 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0006714285714285714 std=0.000981322167934115 min=-0.0042 max=0.0013 -19:25:56,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0017), (, -0.0012), (, -0.0008), (, -0.0006), (, -0.0004), (, -0.0), (, 0.0), (, -0.0008), (, -0.0007), (, -0.0001), (, -0.0008), (, -0.0006), (, -0.0042), (, -0.0), (, 0.0002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0012), (, 0.0013), (, -0.0005), (, 0.0), (, -0.0002)] -19:25:56,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.1304 0.1344 0.1634 0.1276 0.1551] probs=[0.1955 0.1995 0.2009 0.2005 0.2036] -19:25:58,514 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0006714285714285713 std=0.0009386631106920893 min=-0.0042 max=0.0013 -19:25:58,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0006), (, -0.0002), (, -0.0042), (, -0.0008), (, -0.0006), (, -0.0006), (, -0.0011), (, -0.0005), (, 0.0), (, -0.0001), (, 0.0), (, 0.0013), (, -0.0012), (, -0.0001)] -19:25:59,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.1256 0.1362 0.1778 0.1467] probs=[0.1965 0.2013 0.2029 0.2026 0.1967] -19:26:00,756 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.00058 std=0.0008831760866327847 min=-0.0042 max=0.0013 -19:26:00,756 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0006), (, -0.0042), (, -0.0005), (, -0.0), (, -0.0012), (, -0.0006), (, 0.0013), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0011), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0007)] -19:26:01,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.1296 0.1191 0.0817 0.1066 0.0886] probs=[0.2028 0.2013 0.193 0.1982 0.2047] -19:26:03,274 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=27 avg=-0.0005222222222222223 std=0.0008663817195385744 min=-0.0042 max=0.0013 -19:26:03,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0002), (, -0.0003), (, 0.0013), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0042), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0012), (, -0.0005), (, -0.0006), (, -0.0002), (, -0.0008), (, -0.0001), (, -0.0006), (, -0.0012), (, -0.0008), (, -0.0004), (, -0.0006), (, -0.0006), (, -0.0005)] -19:26:04,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0707 0.0774 0.0821 0.0713 0.0613] probs=[0.2025 0.199 0.1978 0.2048 0.1958] -19:26:05,802 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.00048636363636363634 std=0.0009668578228399339 min=-0.0042 max=0.001 -19:26:05,803 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0006), (, -0.0012), (, -0.0006), (, -0.0001), (, 0.0001), (, -0.0), (, -0.0042), (, -0.0), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0002), (, 0.001), (, 0.0), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0011), (, 0.0007), (, -0.0004), (, -0.0008), (, -0.0006), (, 0.0), (, -0.0001)] -19:26:06,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1255 0.1478 0.1668 0.1454 0.137 ] probs=[0.1991 0.2004 0.1993 0.2041 0.1971] -19:26:08,375 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=22 avg=-0.0002636363636363637 std=0.001115814197039117 min=-0.0042 max=0.0014 -19:26:08,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0012), (, -0.0002), (, 0.0012), (, -0.0042), (, -0.0008), (, 0.0014), (, -0.0), (, -0.0011), (, -0.0004), (, 0.0001), (, -0.0006), (, -0.0001), (, 0.0012), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0004), (, -0.0012), (, 0.0), (, 0.0006), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0)] -19:26:09,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1447 0.1189 0.0782 0.0991 0.106 ] probs=[0.1961 0.2024 0.1987 0.201 0.2018] -19:26:10,822 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.00046470588235294124 std=0.0009887253686799383 min=-0.0042 max=0.0007 -19:26:10,822 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0004), (, -0.0006), (, -0.0), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0042), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003)] -19:26:11,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.055 0.1218 0.1184 0.1027 0.0859] probs=[0.1935 0.2071 0.2061 0.1881 0.2052] -19:26:12,969 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=14 avg=-0.0005285714285714286 std=0.0010408983561112498 min=-0.0042 max=0.0004 -19:26:12,970 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, 0.0), (, -0.0005), (, -0.0), (, -0.0), (, -0.0042), (, -0.0003), (, -0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0004), (, 0.0004), (, 0.0), (, -0.0002), (, 0.0)] -19:26:13,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.076 0.0465 0.0549 0.0616] probs=[0.2052 0.2005 0.1944 0.195 0.2049] -19:26:15,100 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=13 avg=-0.00027692307692307695 std=0.00012498520622516863 min=-0.0005 max=-0.0001 -19:26:15,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0002), (, 0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004)] -19:26:15,791 root INFO ContextualMultiArmedBanditAgent - exp=[0.122 0.1473 0.141 0.1427 0.165 ] probs=[0.1926 0.2079 0.2029 0.201 0.1956] -19:26:17,298 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=13 avg=-0.00026153846153846154 std=0.00012113858267710479 min=-0.0005 max=-0.0001 -19:26:17,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0005), (, 0.0), (, -0.0), (, -0.0002)] -19:26:18,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.1183 0.0922 0.1088 0.0883 0.1188] probs=[0.2009 0.2025 0.2064 0.2002 0.19 ] -19:26:19,309 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=15 avg=-0.00024666666666666674 std=0.00012036980056845192 min=-0.0005 max=-0.0001 -19:26:19,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0004), (, 0.0), (, -0.0002), (, 0.0)] -19:26:20,36 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.1367 0.0412 0.1 0.064 ] probs=[0.2027 0.1972 0.1958 0.2018 0.2025] -19:26:21,654 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.00024705882352941174 std=0.00016130952000943633 min=-0.0007 max=-0.0001 -19:26:21,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002)] -19:26:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0367 0.0407 0.0498 0.0134 0.008 ] probs=[0.2042 0.2047 0.2006 0.1944 0.1961] -19:26:23,914 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0002777777777777778 std=0.0001872477727372524 min=-0.0007 max=-0.0001 -19:26:23,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0007), (, 0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0002)] -19:26:24,727 root INFO ContextualMultiArmedBanditAgent - exp=[0.2112 0.1833 0.1651 0.2003 0.1518] probs=[0.197 0.2043 0.2018 0.1983 0.1985] -19:26:26,277 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00025 std=0.0002889636655359978 min=-0.0007 max=0.0003 -19:26:26,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0003), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0003), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0006), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0)] -19:26:27,102 root INFO ContextualMultiArmedBanditAgent - exp=[0.0929 0.1161 0.1753 0.1205 0.1467] probs=[0.2034 0.1937 0.2003 0.2014 0.2012] -19:26:30,161 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:26:30,162 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.22744 std=0.42234847507715717 min=-0.0892 max=1.2166 -19:26:30,162 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0207), (, 0.5505), (, -0.0352), (, 0.4049), (, 1.2036), (, -0.0892), (, 1.2166), (, 0.1368), (, 0.1368), (, -0.0179), (, -0.0492), (, 0.0437), (, -0.0385), (, 0.0178)] -19:26:30,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.1738 0.1906 0.2899 0.1347 0.1341] probs=[0.1956 0.2077 0.1983 0.201 0.1973] -19:26:31,853 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.030799999999999994 std=0.13417699753186707 min=-0.0892 max=0.4049 -19:26:31,854 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, 0.0178), (, 0.1368), (, 0.1368), (, -0.0207), (, -0.0385), (, -0.0484), (, 0.0437), (, -0.0352), (, -0.0892), (, 0.4049), (, -0.0492)] -19:26:32,95 root INFO ContextualMultiArmedBanditAgent - exp=[0.0868 0.1947 0.1147 0.1587 0.0933] probs=[0.1924 0.2111 0.1925 0.2042 0.1997] -19:26:33,208 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0032090909090909075 std=0.07589944848937794 min=-0.0892 max=0.1368 -19:26:33,208 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0207), (, 0.1368), (, -0.0492), (, -0.0484), (, 0.0178), (, -0.0385), (, 0.1368), (, -0.0892), (, -0.0352), (, 0.0437)] -19:26:33,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1476 0.128 0.0992 0.1434 0.0947] probs=[0.2051 0.1983 0.1941 0.201 0.2014] -19:26:34,744 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0413 std=0.03837437295904651 min=-0.0892 max=0.04 -19:26:34,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0892), (, -0.0492), (, -0.0385), (, -0.0207), (, 0.04), (, -0.0352), (, -0.0484)] -19:26:34,988 root INFO ContextualMultiArmedBanditAgent - exp=[0.1006 0.1678 0.0498 0.0774 0.1197] probs=[0.1844 0.2151 0.2041 0.2055 0.1909] -19:26:36,133 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.04091111111111111 std=0.03923174577485955 min=-0.0892 max=0.04 -19:26:36,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0892), (, -0.0352), (, -0.0385), (, -0.0484), (, -0.0109), (, -0.0761), (, -0.0892), (, 0.04), (, -0.0207)] -19:26:36,347 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.2272 0.1978 0.2966 0.0082] probs=[0.1862 0.2132 0.2028 0.1985 0.1992] -19:26:37,604 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0408 std=0.04009567130181084 min=-0.0892 max=0.04 -19:26:37,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0139), (, -0.0484), (, -0.0761), (, -0.0385), (, -0.0892), (, 0.04)] -19:26:37,742 root INFO ContextualMultiArmedBanditAgent - exp=[0.0071 0.1564 0.1033 0.1407 0.0305] probs=[0.2022 0.2197 0.1906 0.1954 0.1921] -19:26:39,142 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0431125 std=0.038015636174474315 min=-0.0892 max=0.04 -19:26:39,142 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0595), (, 0.04), (, -0.0484), (, -0.0761), (, -0.0892), (, -0.0383), (, -0.0139)] -19:26:39,327 root INFO ContextualMultiArmedBanditAgent - exp=[0.0947 0.1292 0.0979 0.114 0.0319] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:26:40,603 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03005714285714286 std=0.04290796986051682 min=-0.0892 max=0.0355 -19:26:40,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, 0.0272), (, -0.0266), (, -0.0595), (, 0.0355), (, -0.0383), (, -0.0892)] -19:26:40,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0505 0.0725 0.0728 0.1541 0.0546] probs=[0.1948 0.2092 0.198 0.2012 0.1969] -19:26:41,957 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0383375 std=0.02786332434850515 min=-0.0892 max=0.0028 -19:26:41,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, 0.0028), (, -0.0595), (, -0.0116), (, -0.0248), (, -0.0892), (, -0.0266), (, -0.0383)] -19:26:42,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.1355 0.1741 0.1387 0.0517] probs=[0.1928 0.2099 0.1957 0.2046 0.1971] -19:26:43,419 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 -19:26:43,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0248), (, -0.0019), (, -0.0595)] -19:26:43,516 root INFO ContextualMultiArmedBanditAgent - exp=[0.2079 0.1817 0.145 0.0222 0.097 ] probs=[0.1947 0.2092 0.198 0.2012 0.1969] -19:26:44,761 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.028733333333333333 std=0.023679010865227362 min=-0.0595 max=-0.0019 -19:26:44,761 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0248), (, -0.0019)] -19:26:44,879 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0153 0.0564 0.0013 0.0175 -0.0039] probs=[0.214 0.1909 0.2156 0.1862 0.1933] -19:26:46,60 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 -19:26:46,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0019), (, -0.0248), (, -0.0595)] -19:26:46,169 root INFO ContextualMultiArmedBanditAgent - exp=[0.3108 0.2266 0.2233 0.1817 0.327 ] probs=[0.2052 0.2159 0.1784 0.2116 0.1889] -19:26:47,289 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.036425 std=0.024454179090699406 min=-0.0595 max=-0.0019 -19:26:47,290 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0019), (, -0.0595), (, -0.0248)] -19:26:47,401 root INFO ContextualMultiArmedBanditAgent - exp=[0.1011 0.2203 0.2451 0.1177 0.1023] probs=[0.1941 0.2108 0.1977 0.201 0.1964] -19:26:48,577 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0298 std=0.025572798047925845 min=-0.0595 max=-0.0019 -19:26:48,577 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0595), (, -0.0033), (, -0.0019), (, -0.0248), (, -0.0595)] -19:26:48,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.1115 0.0551 0.0837 0.1318 0.0338] probs=[0.2047 0.1895 0.2101 0.1952 0.2005] -19:26:49,861 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0157 std=0.021227733432155838 min=-0.0595 max=-0.0014 -19:26:49,861 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, -0.0033), (, -0.0248), (, -0.0595), (, -0.0014)] -19:26:50,31 root INFO ContextualMultiArmedBanditAgent - exp=[0.2922 0.3734 0.2456 0.2533 0.2063] probs=[0.1944 0.2267 0.2039 0.198 0.177 ] -19:26:51,183 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0092 std=0.0184758220385454 min=-0.0595 max=0.0039 -19:26:51,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0014), (, -0.0019), (, -0.0033), (, 0.0039), (, -0.0595), (, 0.0033), (, -0.0248), (, -0.0069), (, 0.0019)] -19:26:51,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1086 0.0446 0.0506 0.0153] probs=[0.2016 0.2013 0.1979 0.2058 0.1934] -19:26:52,825 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.011422222222222222 std=0.01857601666293741 min=-0.0595 max=0.0033 -19:26:52,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.0033), (, -0.0595), (, -0.0014), (, -0.0033), (, -0.0014), (, -0.0019), (, -0.0248), (, -0.0069)] -19:26:53,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0242 0.0998 0.0786 0.1217 0.0375] probs=[0.2037 0.1987 0.2009 0.1967 0.2 ] -19:26:54,309 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00835 std=0.0172721886279649 min=-0.0595 max=0.0033 -19:26:54,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0014), (, -0.0595), (, -0.0033), (, -0.0022), (, 0.0033), (, -0.0019), (, -0.0014), (, -0.0033), (, -0.0069)] -19:26:54,560 root INFO ContextualMultiArmedBanditAgent - exp=[0.2084 0.1951 0.2243 0.0707 0.2276] probs=[0.1987 0.2018 0.1973 0.2053 0.1969] -19:26:55,695 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.008249999999999999 std=0.017343428150166852 min=-0.0595 max=0.003 -19:26:55,696 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, 0.003), (, -0.0014), (, -0.0036), (, -0.0022), (, -0.0069), (, -0.0033), (, -0.0595), (, 0.0016), (, -0.0033)] -19:26:55,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.0998 0.1745 0.0739 0.058 0.1481] probs=[0.1941 0.2108 0.1978 0.201 0.1964] -19:26:57,294 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.012242857142857142 std=0.0193680043328355 min=-0.0595 max=-0.0022 -19:26:57,294 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0595), (, -0.0069), (, -0.0036), (, -0.0033), (, -0.0033), (, -0.0022)] -19:26:57,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.0557 0.152 0.2375 0.1002 0.1515] probs=[0.184 0.2085 0.2045 0.214 0.1889] -19:26:58,818 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004366666666666667 std=0.0018436075745366445 min=-0.0069 max=-0.0022 -19:26:58,818 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0069), (, -0.0022), (, -0.0033), (, -0.0033), (, -0.0036)] -19:26:58,995 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0156 0.0567 0.0013 0.0174 -0.004 ] probs=[0.1947 0.2092 0.198 0.2012 0.1969] -19:27:00,426 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.004114285714285714 std=0.0018153540161857226 min=-0.0069 max=-0.0022 -19:27:00,427 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0069), (, -0.0022), (, -0.0069), (, -0.0026), (, -0.0033), (, -0.0036), (, -0.0033)] -19:27:00,611 root INFO ContextualMultiArmedBanditAgent - exp=[1.000e-04 1.524e-01 1.650e-02 8.030e-02 1.265e-01] probs=[0.2097 0.215 0.1926 0.1806 0.2021] -19:27:01,794 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.002666666666666666 std=0.0023065125189341592 min=-0.0069 max=0.0026 -19:27:01,794 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0021), (, -0.0026), (, -0.0022), (, -0.0033), (, 0.0026), (, -0.0069), (, -0.0036), (, -0.0033)] -19:27:02,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.1321 0.182 0.1304 0.064 0.1106] probs=[0.1941 0.2108 0.1978 0.2009 0.1964] -19:27:03,315 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0019727272727272723 std=0.0025605719918838123 min=-0.0069 max=0.0026 -19:27:03,316 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.0036), (, -0.0069), (, -0.0022), (, -0.0033), (, -0.0033), (, 0.0007), (, 0.0026), (, -0.0021), (, 0.0016)] -19:27:03,621 root INFO ContextualMultiArmedBanditAgent - exp=[0.2734 0.2589 0.2349 0.1885 0.239 ] probs=[0.1928 0.2033 0.2059 0.1951 0.203 ] -19:27:04,874 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.002175 std=0.003069235789790894 min=-0.0081 max=0.0026 -19:27:04,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0033), (, -0.0022), (, -0.0021), (, 0.0026), (, 0.0007), (, 0.0016), (, -0.0026), (, -0.0036), (, -0.0069), (, 0.0004), (, -0.0081)] -19:27:05,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0002 0.1131 0.0738 0.0976 0.0725] probs=[0.1873 0.1993 0.1975 0.2033 0.2127] -19:27:07,22 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.002633333333333333 std=0.0034814588257734078 min=-0.0081 max=0.0026 -19:27:07,22 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0026), (, -0.0), (, -0.0081), (, -0.0036), (, -0.0069), (, 0.0007), (, 0.0016), (, -0.0021), (, -0.0033), (, 0.0004), (, 0.0026), (, -0.0022)] -19:27:07,368 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.1194 0.0852 0.1531 0.0614] probs=[0.1842 0.2063 0.2034 0.2114 0.1947] -19:27:08,654 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.002386666666666667 std=0.003392907635380342 min=-0.0081 max=0.0026 -19:27:08,654 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0016), (, -0.0036), (, 0.0003), (, 0.0004), (, -0.0022), (, -0.0), (, 0.0004), (, -0.0026), (, -0.0063), (, -0.0003), (, -0.0009), (, -0.0081), (, 0.0026), (, -0.0069), (, -0.0021)] -19:27:09,77 root INFO ContextualMultiArmedBanditAgent - exp=[0.0263 0.1118 0.0325 0.1158 0.0566] probs=[0.2037 0.2046 0.1962 0.2025 0.193 ] -19:27:10,356 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0028636363636363638 std=0.0036619102633542924 min=-0.0081 max=0.0017 -19:27:10,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0069), (, 0.0016), (, -0.0026), (, -0.0063), (, -0.0015), (, 0.0017), (, 0.0004), (, -0.0), (, 0.0004), (, -0.0081), (, -0.0021)] -19:27:10,666 root INFO ContextualMultiArmedBanditAgent - exp=[0.1225 0.2193 0.1108 0.1604 0.1025] probs=[0.1884 0.2006 0.2099 0.2103 0.1907] -19:27:11,981 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.003245454545454545 std=0.003385091280188263 min=-0.0081 max=0.0017 -19:27:11,981 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0081), (, -0.0026), (, -0.0063), (, -0.0069), (, 0.0017), (, -0.0), (, -0.0), (, -0.0015), (, 0.0004), (, -0.0026), (, 0.0004), (, -0.0021)] -19:27:12,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.0923 0.1475 0.1272 0.2081 0.1458] probs=[0.1895 0.2108 0.2017 0.1982 0.1998] -19:27:13,743 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0026785714285714286 std=0.00370022751644671 min=-0.0081 max=0.0027 -19:27:13,743 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0021), (, -0.0063), (, 0.0017), (, -0.0081), (, -0.0026), (, 0.0018), (, 0.0004), (, -0.0063), (, -0.0069), (, 0.0027), (, -0.0), (, -0.0015), (, -0.0026), (, 0.0004), (, -0.0)] -19:27:14,155 root INFO ContextualMultiArmedBanditAgent - exp=[0.0562 0.0664 0.0513 0.0953 0.0947] probs=[0.1872 0.2012 0.1978 0.2137 0.2001] -19:27:15,646 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.00210625 std=0.00383119902086801 min=-0.0081 max=0.0037 -19:27:15,646 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0015), (, 0.0037), (, 0.0027), (, 0.0004), (, -0.0), (, -0.0), (, -0.0026), (, 0.0001), (, 0.0018), (, -0.0081), (, -0.0063), (, 0.0004), (, -0.0021), (, 0.0017), (, -0.0026), (, -0.0069), (, -0.0063)] -19:27:16,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.1794 0.1085 0.1025 0.1516] probs=[0.1983 0.2094 0.2023 0.2017 0.1883] -19:27:17,482 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0022105263157894735 std=0.003351181211523091 min=-0.0081 max=0.0027 -19:27:17,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0004), (, -0.0081), (, 0.0001), (, -0.0), (, -0.0015), (, -0.0026), (, -0.0048), (, -0.0006), (, -0.0), (, 0.0017), (, 0.0018), (, -0.0024), (, -0.0021), (, -0.0081), (, 0.0006), (, 0.0004), (, -0.0063), (, 0.0027), (, -0.0025), (, -0.0026)] -19:27:18,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1425 0.2186 0.1256 0.1154 0.0841] probs=[0.1952 0.2136 0.2004 0.1915 0.1993] -19:27:19,349 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.002805263157894737 std=0.0039191129077100475 min=-0.0102 max=0.0027 -19:27:19,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0006), (, 0.0018), (, -0.0), (, -0.0009), (, -0.0063), (, -0.0026), (, 0.0001), (, 0.0027), (, 0.0006), (, 0.0017), (, 0.0001), (, -0.0048), (, -0.0), (, -0.0081), (, -0.0081), (, -0.0102), (, 0.0003), (, -0.0025), (, -0.0093), (, -0.0024)] -19:27:19,885 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1682 0.0797 0.1371 0.0663] probs=[0.1877 0.2078 0.1988 0.2046 0.2011] -19:27:21,302 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0034611111111111106 std=0.004209267406421862 min=-0.0102 max=0.0027 -19:27:21,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, 0.0008), (, -0.0006), (, 0.0017), (, -0.0102), (, -0.0047), (, -0.0048), (, -0.0063), (, -0.0081), (, -0.0093), (, -0.0024), (, -0.0025), (, 0.0003), (, -0.0008), (, 0.0001), (, -0.0081), (, 0.0001), (, 0.0027)] -19:27:21,758 root INFO ContextualMultiArmedBanditAgent - exp=[0.0499 0.1343 0.0828 0.0446 0.0607] probs=[0.1966 0.2116 0.1958 0.1982 0.1978] -19:27:23,91 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.004656250000000001 std=0.003990922316645614 min=-0.0102 max=0.001 -19:27:23,92 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0102), (, -0.0008), (, -0.0102), (, -0.0025), (, -0.0093), (, 0.0003), (, -0.0063), (, -0.0048), (, -0.0081), (, -0.0047), (, -0.0081), (, 0.0008), (, -0.0032), (, -0.0085), (, 0.0001), (, 0.001)] -19:27:23,505 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2575 0.1714 0.1667 0.235 ] probs=[0.1934 0.2065 0.1978 0.209 0.1933] -19:27:24,845 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.003225 std=0.0041321755771022125 min=-0.0102 max=0.0035 -19:27:24,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0008), (, -0.0102), (, 0.001), (, -0.0093), (, 0.0003), (, -0.0085), (, -0.0025), (, -0.0047), (, -0.0081), (, 0.0001), (, -0.0032), (, 0.0008), (, -0.0081), (, 0.0008), (, 0.0035), (, -0.0024), (, 0.0006), (, -0.0048), (, -0.0005), (, 0.0)] -19:27:25,406 root INFO ContextualMultiArmedBanditAgent - exp=[0.0369 0.0566 0.042 0.0977 0.0206] probs=[0.1919 0.1981 0.2075 0.1995 0.203 ] -19:27:26,751 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.003521052631578947 std=0.004270409686665526 min=-0.0102 max=0.0035 -19:27:26,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0048), (, -0.0093), (, -0.0005), (, -0.0085), (, 0.0), (, -0.0047), (, -0.0058), (, 0.0008), (, -0.0081), (, -0.0032), (, 0.0002), (, -0.0024), (, 0.0003), (, -0.0102), (, -0.0081), (, 0.0035), (, 0.0006), (, 0.0026), (, -0.0008)] -19:27:27,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.1649 0.1346 0.1193 0.1171 0.1745] probs=[0.1983 0.1993 0.1961 0.2059 0.2003] -19:27:28,613 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.002030769230769231 std=0.004496560157991648 min=-0.0102 max=0.0065 -19:27:28,613 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0032), (, -0.0085), (, 0.0006), (, -0.0093), (, -0.0047), (, -0.0028), (, 0.0), (, 0.0035), (, 0.0007), (, -0.0024), (, -0.0005), (, 0.0065), (, 0.0002), (, 0.0026), (, -0.0055), (, -0.0018), (, -0.0058), (, 0.0009), (, 0.0035), (, -0.0102), (, 0.0044), (, 0.0006), (, -0.0008), (, 0.0006), (, -0.0081), (, -0.0048)] -19:27:29,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.2511 0.1356 0.0697 0.1226] probs=[0.1946 0.2041 0.2073 0.1894 0.2046] -19:27:30,924 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.0008699999999999999 std=0.004336600050730987 min=-0.0102 max=0.0067 -19:27:30,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0033), (, 0.0026), (, -0.0002), (, -0.0008), (, -0.0093), (, 0.0009), (, -0.0008), (, 0.0035), (, -0.0102), (, 0.0019), (, 0.0065), (, 0.0035), (, 0.0004), (, -0.0024), (, -0.0003), (, -0.0058), (, -0.0085), (, 0.0035), (, -0.0055), (, 0.0044), (, 0.0012), (, -0.0028), (, -0.0014), (, 0.0003), (, -0.0018), (, 0.0067), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0005)] -19:27:31,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.1058 0.0967 0.1099 0.0815] probs=[0.1954 0.2142 0.1977 0.19 0.2026] -19:27:33,352 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.0007392857142857144 std=0.004493832224418763 min=-0.0102 max=0.0113 -19:27:33,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0085), (, -0.0093), (, -0.0005), (, 0.0013), (, 0.0011), (, -0.0102), (, 0.0005), (, 0.0), (, 0.0019), (, 0.0), (, -0.0001), (, 0.0012), (, -0.0002), (, 0.0003), (, -0.0), (, -0.0033), (, -0.0028), (, 0.0035), (, 0.0004), (, 0.0003), (, 0.0113), (, 0.0007), (, -0.0008), (, -0.0003), (, -0.0024), (, -0.0018), (, 0.0), (, 0.0007), (, -0.0043), (, 0.0026), (, 0.0065), (, -0.0085)] -19:27:34,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.1006 0.1299 0.0982 0.1217 0.1203] probs=[0.2058 0.2002 0.1972 0.1989 0.1979] -19:27:35,897 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0006724137931034483 std=0.003761684926193006 min=-0.0102 max=0.009 -19:27:35,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0028), (, -0.0), (, -0.0044), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0012), (, 0.0), (, 0.009), (, -0.0001), (, -0.0024), (, -0.0008), (, -0.0049), (, -0.0085), (, 0.0), (, 0.0), (, 0.0002), (, 0.0013), (, 0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0004), (, -0.0018), (, -0.0043), (, -0.0102), (, -0.0003), (, 0.0008), (, 0.0005), (, -0.0002), (, 0.0003), (, 0.0045), (, -0.0), (, 0.0065), (, -0.0005), (, 0.0007), (, -0.0002)] -19:27:37,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.1103 0.0938 0.0769 0.1018] probs=[0.1995 0.1975 0.2043 0.2001 0.1986] -19:27:38,819 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=31 avg=-0.0006580645161290324 std=0.0030159547991766024 min=-0.0085 max=0.0065 -19:27:38,819 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0006), (, -0.0056), (, -0.0005), (, -0.001), (, 0.0), (, -0.0044), (, 0.0008), (, 0.0045), (, -0.0085), (, 0.0002), (, -0.0024), (, -0.0), (, 0.0), (, -0.0003), (, 0.0004), (, -0.0012), (, 0.0002), (, -0.0002), (, 0.002), (, 0.0065), (, 0.0005), (, 0.0003), (, -0.0039), (, 0.0), (, 0.0003), (, 0.0007), (, -0.0043), (, 0.0004), (, 0.0007), (, -0.0009), (, 0.0039), (, 0.0012), (, 0.0), (, -0.0049), (, -0.0), (, 0.0), (, 0.0001)] -19:27:39,972 root INFO ContextualMultiArmedBanditAgent - exp=[0.072 0.1101 0.0867 0.1109 0.0825] probs=[0.1929 0.2125 0.1966 0.1951 0.2029] -19:27:41,632 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0002838709677419356 std=0.003470065238225965 min=-0.0085 max=0.0094 -19:27:41,633 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, 0.0007), (, -0.0049), (, 0.002), (, 0.0025), (, 0.0002), (, 0.0), (, 0.0002), (, -0.0), (, 0.0), (, -0.0044), (, 0.0003), (, -0.0064), (, 0.0028), (, -0.0012), (, -0.0), (, 0.0002), (, 0.0007), (, -0.001), (, 0.0012), (, 0.0001), (, 0.0001), (, -0.0056), (, 0.0094), (, -0.0), (, 0.0004), (, 0.0008), (, 0.0012), (, -0.0005), (, -0.0043), (, 0.0045), (, 0.0003), (, 0.0005), (, -0.0085), (, 0.0039), (, 0.0004), (, 0.0)] -19:27:42,789 root INFO ContextualMultiArmedBanditAgent - exp=[0.0546 0.1008 0.0937 0.0436 0.0964] probs=[0.1943 0.2026 0.1952 0.2074 0.2005] -19:27:44,441 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0012774193548387095 std=0.002627117846420337 min=-0.0085 max=0.0039 -19:27:44,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0044), (, -0.0044), (, -0.0035), (, 0.002), (, 0.0007), (, 0.0003), (, -0.0), (, 0.0007), (, -0.0006), (, -0.0064), (, 0.0002), (, -0.0005), (, 0.0039), (, 0.0), (, -0.0016), (, -0.0019), (, -0.0056), (, -0.001), (, 0.0002), (, 0.0), (, -0.0007), (, 0.0003), (, 0.0003), (, -0.0085), (, -0.0), (, -0.0), (, 0.0006), (, 0.0001), (, -0.0012), (, -0.0023), (, 0.0004), (, -0.0037), (, 0.0007), (, 0.0005), (, 0.0001), (, -0.0043), (, 0.0)] -19:27:45,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.1996 0.1648 0.1905 0.1622 0.1612] probs=[0.1946 0.2043 0.1999 0.1991 0.202 ] -19:27:47,166 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.001640625 std=0.00218100598563484 min=-0.0085 max=0.002 -19:27:47,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0035), (, -0.0085), (, -0.0011), (, -0.0026), (, -0.0064), (, 0.0), (, -0.0043), (, -0.0011), (, -0.0001), (, -0.001), (, -0.0008), (, -0.0016), (, -0.0013), (, 0.0007), (, -0.0023), (, -0.0007), (, -0.0), (, 0.0003), (, 0.002), (, -0.003), (, -0.001), (, -0.0044), (, -0.0037), (, -0.0012), (, -0.0005), (, 0.0003), (, 0.0001), (, 0.0008), (, 0.0002), (, 0.0007), (, 0.0), (, -0.0019), (, -0.0006), (, -0.0023)] -19:27:48,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0374 0.0747 0.0408 0.048 ] probs=[0.2017 0.199 0.1986 0.1976 0.203 ] -19:27:49,972 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.001517142857142857 std=0.0022316535463687923 min=-0.0085 max=0.0022 -19:27:49,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0008), (, -0.0043), (, -0.0039), (, -0.0019), (, -0.0064), (, -0.001), (, -0.0011), (, -0.0007), (, 0.0003), (, -0.0013), (, 0.0), (, 0.0015), (, 0.0002), (, 0.002), (, 0.0003), (, -0.001), (, -0.0008), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0037), (, -0.0013), (, 0.0), (, -0.0023), (, -0.0), (, 0.0005), (, 0.0002), (, 0.0022), (, -0.0005), (, -0.0037), (, -0.0023), (, -0.0001), (, -0.0016), (, -0.003), (, -0.0026), (, -0.0085), (, -0.0044)] -19:27:51,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.1253 0.0964 0.0974 0.1097 0.097 ] probs=[0.1948 0.1977 0.2021 0.1972 0.2081] -19:27:52,792 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.00118125 std=0.0018576593976022623 min=-0.0044 max=0.0022 -19:27:52,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0001), (, -0.0039), (, -0.0002), (, -0.0011), (, 0.002), (, -0.0023), (, 0.0002), (, -0.0001), (, -0.0008), (, 0.0), (, 0.0022), (, 0.0002), (, -0.0037), (, 0.0015), (, -0.0026), (, 0.0014), (, -0.001), (, -0.0), (, 0.0003), (, -0.0037), (, -0.0), (, -0.0), (, -0.0019), (, -0.003), (, -0.0037), (, 0.0011), (, -0.0017), (, 0.0), (, 0.0002), (, -0.0023), (, -0.0016), (, 0.0), (, -0.0044), (, -0.0043), (, -0.0004), (, -0.0005), (, -0.001)] -19:27:53,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.0512 0.0511 0.0317 0.0512 0.0554] probs=[0.2044 0.2067 0.1938 0.1911 0.204 ] -19:27:55,637 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.001196551724137931 std=0.001784508578857011 min=-0.0044 max=0.0011 -19:27:55,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.0002), (, 0.0), (, -0.0043), (, 0.0), (, 0.0002), (, -0.0017), (, -0.0044), (, -0.0011), (, -0.0037), (, 0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0037), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0005), (, 0.0002), (, 0.0011), (, -0.0016), (, -0.0002), (, -0.0026), (, 0.0011), (, -0.0), (, -0.0023), (, 0.0011), (, 0.0001), (, -0.003), (, -0.0039), (, -0.0), (, 0.0009), (, -0.0037)] -19:27:56,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.1175 0.1358 0.0782 0.1007 0.0818] probs=[0.2001 0.1983 0.2045 0.1947 0.2025] -19:27:58,595 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0014217391304347825 std=0.001859863604568691 min=-0.0044 max=0.0017 -19:27:58,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0002), (, 0.0005), (, -0.0011), (, -0.0026), (, 0.0002), (, -0.0043), (, -0.0017), (, -0.0), (, -0.003), (, 0.0), (, 0.0001), (, -0.0), (, -0.0037), (, -0.0009), (, -0.0037), (, -0.0037), (, 0.0), (, 0.0), (, 0.0017), (, -0.0), (, 0.0), (, -0.0005), (, 0.0001), (, -0.0044), (, -0.0039), (, 0.0009)] -19:27:59,658 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.0635 0.092 0.026 0.0705] probs=[0.1979 0.1977 0.2017 0.2065 0.1962] -19:28:01,144 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.001280952380952381 std=0.0020183961213038264 min=-0.0044 max=0.0026 -19:28:01,145 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0043), (, 0.0001), (, 0.0026), (, 0.0), (, -0.0037), (, -0.0039), (, -0.0011), (, 0.0), (, -0.0037), (, -0.0002), (, -0.0037), (, -0.0044), (, 0.0), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0026), (, 0.0017), (, 0.0001), (, -0.0005), (, 0.0002)] -19:28:01,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.1759 0.1959 0.1506 0.1748] probs=[0.2006 0.1993 0.1983 0.2007 0.2011] -19:28:03,513 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0010250000000000003 std=0.002122233493280134 min=-0.0044 max=0.0026 -19:28:03,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0002), (, -0.0037), (, -0.0009), (, -0.0043), (, -0.0002), (, 0.0003), (, 0.0025), (, -0.0044), (, -0.0005), (, -0.0026), (, 0.0), (, -0.0), (, -0.0037), (, -0.0011), (, -0.0037), (, 0.0001), (, 0.0026), (, -0.0), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0017), (, 0.0), (, 0.0002), (, -0.0)] -19:28:04,444 root INFO ContextualMultiArmedBanditAgent - exp=[0.04 0.0776 0.0872 0.0691 0.0615] probs=[0.1883 0.2091 0.2039 0.2009 0.1977] -19:28:05,956 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.001242105263157895 std=0.0019876767156058787 min=-0.0044 max=0.0025 -19:28:05,956 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0043), (, 0.0017), (, -0.0037), (, -0.0037), (, 0.0001), (, -0.0026), (, -0.0011), (, -0.0), (, -0.0003), (, 0.0001), (, 0.0025), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0037), (, 0.0002), (, 0.0), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0044), (, -0.0005)] -19:28:06,779 root INFO ContextualMultiArmedBanditAgent - exp=[0.0583 0.1011 0.0835 0.0968 0.0617] probs=[0.2012 0.2072 0.2022 0.1933 0.1961] -19:28:08,210 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007714285714285716 std=0.001832807593139386 min=-0.0044 max=0.0025 -19:28:08,210 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0), (, -0.0005), (, -0.0037), (, 0.0002), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0037), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0026), (, 0.0018), (, 0.0), (, -0.0044), (, 0.0001), (, -0.0), (, 0.0017), (, -0.0011), (, -0.0), (, 0.0), (, -0.0005), (, 0.0025), (, -0.0003), (, 0.0003), (, 0.0001), (, -0.0037)] -19:28:09,145 root INFO ContextualMultiArmedBanditAgent - exp=[0.037 0.1144 0.0658 0.0388 0.1344] probs=[0.2108 0.1964 0.1986 0.1995 0.1948] -19:28:10,546 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00022083333333333338 std=0.0015895437413155876 min=-0.0037 max=0.0025 -19:28:10,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0017), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0037), (, 0.0018), (, 0.0018), (, 0.0017), (, 0.0), (, -0.0), (, 0.0025), (, -0.0007), (, 0.0006), (, -0.0011), (, 0.0), (, -0.0009), (, -0.0026), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0037), (, -0.0002), (, 0.0023)] -19:28:11,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0721 0.0827 0.0995 0.0779 0.0719] probs=[0.2029 0.1953 0.2015 0.1941 0.2063] -19:28:13,319 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=8e-05 std=0.0011274750551564321 min=-0.0026 max=0.0023 -19:28:13,319 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0005), (, 0.0001), (, 0.0017), (, -0.0006), (, -0.0007), (, 0.0018), (, 0.0006), (, 0.0), (, 0.0001), (, 0.0003), (, -0.0003), (, -0.0), (, 0.0), (, 0.0001), (, -0.0007), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0), (, -0.0002), (, 0.0017), (, 0.0012), (, -0.0026), (, 0.0018), (, -0.0005), (, -0.0017), (, -0.0001), (, 0.0023)] -19:28:14,407 root INFO ContextualMultiArmedBanditAgent - exp=[0.1303 0.1419 0.1135 0.1112 0.0812] probs=[0.2027 0.2 0.1975 0.2 0.1999] -19:28:15,917 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-7.333333333333332e-05 std=0.0010295414297421719 min=-0.0034 max=0.0018 -19:28:15,917 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, 0.0003), (, -0.0), (, 0.0011), (, -0.0), (, 0.0018), (, 0.0002), (, 0.0), (, -0.0017), (, -0.0003), (, 0.0017), (, -0.0002), (, 0.0012), (, 0.0003), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0026), (, -0.0001), (, -0.0001), (, 0.0007), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0034)] -19:28:17,137 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.1256 0.1627 0.1167 0.1202] probs=[0.199 0.2061 0.201 0.1958 0.1981] -19:28:19,7 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.0004428571428571429 std=0.0010407512984887996 min=-0.0034 max=0.0006 -19:28:19,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0001), (, -0.0034), (, 0.0001), (, 0.0), (, -0.0017), (, -0.0012), (, -0.0003), (, 0.0002), (, 0.0001), (, -0.0026), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0006), (, 0.0001), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0), (, 0.0005), (, 0.0001)] -19:28:20,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.1074 0.1104 0.0904 0.1041 0.0426] probs=[0.1973 0.2069 0.199 0.1902 0.2066] -19:28:21,878 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.0006076923076923076 std=0.0010819935578235194 min=-0.0034 max=0.0003 -19:28:21,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0003), (, -0.0003), (, 0.0001), (, 0.0), (, -0.0034), (, -0.0003), (, -0.0012), (, 0.0001), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0026), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0026), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0002)] -19:28:22,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1215 0.1054 0.0732 0.099 0.0579] probs=[0.1954 0.2092 0.1994 0.198 0.1979] -19:28:24,516 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0005666666666666666 std=0.0009737289911202953 min=-0.0034 max=0.0003 -19:28:24,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0026), (, 0.0), (, -0.0002), (, -0.0001), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0034), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0026), (, -0.0004), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0002), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0001)] -19:28:25,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.2303 0.0822 0.1397 0.1426] probs=[0.2004 0.2094 0.1944 0.1991 0.1968] -19:28:27,456 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0004666666666666667 std=0.000846299132826108 min=-0.0034 max=0.0003 -19:28:27,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0001), (, -0.0004), (, -0.0034), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0026), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0005)] -19:28:28,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.0504 0.0913 0.069 0.0622] probs=[0.1986 0.1959 0.2022 0.2 0.2033] -19:28:30,511 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0004931034482758619 std=0.0008602048811616428 min=-0.0034 max=0.0005 -19:28:30,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0026), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0005), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0034), (, -0.0005), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0), (, 0.0), (, -0.0), (, 0.0002), (, -0.001), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0004)] -19:28:31,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.1423 0.1196 0.1206 0.1125] probs=[0.1999 0.2039 0.2008 0.1938 0.2016] -19:28:33,825 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.0005548387096774194 std=0.0008575428926270156 min=-0.0034 max=0.0006 -19:28:33,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0017), (, -0.0001), (, -0.0004), (, -0.001), (, -0.0003), (, 0.0005), (, -0.0003), (, -0.0004), (, 0.0006), (, 0.0), (, -0.0034), (, 0.0), (, -0.0004), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0005), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0002), (, -0.0026)] -19:28:35,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.1194 0.1473 0.1686 0.0824 0.1183] probs=[0.2018 0.201 0.1938 0.2009 0.2025] -19:28:36,919 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=32 avg=-0.000284375 std=0.000975035055459546 min=-0.0034 max=0.0027 -19:28:36,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0001), (, 0.0004), (, 0.0027), (, -0.0003), (, 0.0001), (, -0.0004), (, -0.0004), (, -0.0001), (, -0.0026), (, -0.0), (, -0.0004), (, 0.0), (, 0.0), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0034), (, 0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0017), (, -0.001), (, 0.0001), (, 0.0001), (, -0.0002), (, 0.0006), (, 0.0003), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0002)] -19:28:38,472 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.13 0.1061 0.1226 0.1208] probs=[0.1982 0.1992 0.2006 0.2063 0.1958] -19:28:40,381 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.0003733333333333334 std=0.0008330399483551526 min=-0.0034 max=0.0005 -19:28:40,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0034), (, 0.0001), (, 0.0005), (, -0.0), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0017), (, -0.0002), (, -0.0026), (, -0.0001), (, -0.0004), (, 0.0001), (, -0.001), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0), (, -0.0004), (, -0.0005), (, 0.0003), (, 0.0), (, -0.0001), (, 0.0004), (, 0.0001), (, -0.0005)] -19:28:41,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.1934 0.1687 0.1094 0.1812 0.1736] probs=[0.2043 0.2024 0.2025 0.1968 0.194 ] -19:28:43,567 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00032 std=0.0008825719989515493 min=-0.0034 max=0.0013 -19:28:43,567 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0003), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0013), (, -0.0001), (, 0.0004), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0004), (, -0.0017), (, -0.0034), (, 0.0003), (, 0.0005), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0004), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0003), (, 0.0001), (, -0.001), (, -0.0), (, -0.0026)] -19:28:44,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.0913 0.0694 0.0997 0.0927] probs=[0.1973 0.2043 0.2019 0.195 0.2016] -19:28:46,727 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.00038076923076923086 std=0.0009343937692302594 min=-0.0034 max=0.0013 -19:28:46,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0004), (, -0.0004), (, -0.0017), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0002), (, -0.0002), (, -0.0), (, 0.0013), (, -0.0002), (, -0.0), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0034), (, 0.0001), (, -0.0014), (, 0.0003), (, -0.0), (, 0.0003), (, -0.0), (, -0.0002), (, 0.0)] -19:28:47,898 root INFO ContextualMultiArmedBanditAgent - exp=[0.0476 0.1099 0.101 0.1067 0.0949] probs=[0.2012 0.2046 0.1924 0.2052 0.1966] -19:28:49,694 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.00031363636363636365 std=0.0008688003508210485 min=-0.0026 max=0.0016 -19:28:49,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, 0.0008), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0014), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0016), (, -0.0024), (, -0.0001), (, -0.0026), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0002)] -19:28:50,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.0389 0.0297 0.0142 0.0363 0.0187] probs=[0.1978 0.2057 0.199 0.2008 0.1967] -19:28:52,419 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0005714285714285715 std=0.000865829003871768 min=-0.0026 max=0.0004 -19:28:52,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0003), (, -0.0026), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0024), (, -0.0004), (, -0.0001), (, -0.0017), (, 0.0), (, 0.0), (, 0.0001), (, -0.0)] -19:28:53,494 root INFO ContextualMultiArmedBanditAgent - exp=[0.1838 0.1634 0.0939 0.1991 0.1225] probs=[0.1951 0.2014 0.1988 0.2026 0.2021] -19:28:55,303 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.0005277777777777777 std=0.0009853400741512521 min=-0.0026 max=0.0018 -19:28:55,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0), (, -0.0004), (, 0.0018), (, -0.0001), (, -0.0017), (, -0.0002), (, -0.0), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0026), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0024), (, -0.0002)] -19:28:56,167 root INFO ContextualMultiArmedBanditAgent - exp=[0.1298 0.2132 0.1747 0.2043 0.1625] probs=[0.1975 0.1993 0.2003 0.2008 0.2022] -19:28:57,973 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00054375 std=0.0010845325894135224 min=-0.0026 max=0.0018 -19:28:57,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0024), (, 0.0), (, -0.0026), (, -0.0002), (, -0.0), (, 0.0018), (, 0.0), (, 0.0), (, -0.0002), (, -0.0)] -19:28:59,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.0983 0.0569 0.0734 0.097 ] probs=[0.2002 0.2003 0.1959 0.2026 0.2009] -19:29:00,720 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0004050000000000001 std=0.001044736808961951 min=-0.0026 max=0.0018 -19:29:00,720 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, -0.0024), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0006), (, 0.0018), (, -0.0002), (, -0.0), (, 0.001), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0026), (, -0.0), (, 0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0002)] -19:29:01,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1059 0.1647 0.0955 0.111 0.1298] probs=[0.1987 0.1992 0.1956 0.2075 0.199 ] -19:29:03,478 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.00028095238095238097 std=0.0011549558010999082 min=-0.0026 max=0.0022 -19:29:03,478 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0024), (, -0.0003), (, 0.0018), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0), (, 0.0022), (, -0.0002), (, -0.0004), (, 0.001), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0003), (, -0.0026), (, 0.0), (, -0.0005)] -19:29:04,529 root INFO ContextualMultiArmedBanditAgent - exp=[0.0376 0.0448 0.0739 0.0332 0.0444] probs=[0.2088 0.1928 0.1963 0.2027 0.1993] -19:29:06,384 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.00040526315789473684 std=0.0011151934853178128 min=-0.0026 max=0.0022 -19:29:06,385 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0004), (, -0.0024), (, -0.0003), (, -0.0002), (, -0.0002), (, 0.0022), (, -0.0007), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0026), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0003), (, 0.001)] -19:29:07,274 root INFO ContextualMultiArmedBanditAgent - exp=[0.1803 0.0872 0.1311 0.1159 0.1347] probs=[0.2082 0.1983 0.2004 0.1969 0.1963] -19:29:09,635 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:29:09,636 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.3396333333333333 std=0.42661770617523853 min=-0.0693 max=1.1965 -19:29:09,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, 0.0327), (, -0.0349), (, 0.1671), (, 0.1244), (, 0.943), (, 0.943), (, 0.0678), (, 0.5244), (, 1.1965), (, 0.1669), (, 0.014)] -19:29:09,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.1226 0.2092 0.1929 0.1575 0.1509] probs=[0.1909 0.2144 0.1972 0.2013 0.1962] -19:29:11,367 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.018283333333333335 std=0.048190850330281115 min=-0.0693 max=0.0678 -19:29:11,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, 0.014), (, 0.0678), (, -0.0349), (, -0.018), (, -0.0693)] -19:29:11,512 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0421 0.0005 0.0114 -0.003 ] probs=[0.1875 0.1775 0.1929 0.2122 0.2299] -19:29:12,852 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0355 std=0.03175449574469732 min=-0.0693 max=0.014 -19:29:12,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, -0.0349), (, 0.014), (, -0.0693), (, -0.018)] -19:29:12,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.2451 0.1638 0.1953 0.1057 0.2266] probs=[0.1867 0.2079 0.1919 0.2163 0.1972] -19:29:14,334 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.047875 std=0.022242568983820193 min=-0.0693 max=-0.018 -19:29:14,334 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693), (, -0.0693), (, -0.018), (, -0.0349)] -19:29:14,447 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.0456 0.0006 0.0127 -0.0032] probs=[0.1958 0.2075 0.1983 0.2007 0.1976] -19:29:15,761 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 -19:29:15,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] -19:29:15,839 root INFO ContextualMultiArmedBanditAgent - exp=[0.7848 0.7578 0.5824 0.8345 0.243 ] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:16,891 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 -19:29:16,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] -19:29:16,957 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.0561 0.001 0.0164 -0.0039] probs=[0.1877 0.178 0.2825 0.1633 0.1885] -19:29:18,112 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 -19:29:18,112 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] -19:29:18,151 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0154 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:19,333 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0693 std=0.0 min=-0.0693 max=-0.0693 -19:29:19,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0693)] -19:29:19,390 root INFO ContextualMultiArmedBanditAgent - exp=[0.6906 0.6433 0.8463 0.4851 0.6685] probs=[0.1461 0.2641 0.2346 0.1509 0.2043] -19:29:20,457 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0608 std=0.0 min=0.0608 max=0.0608 -19:29:20,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0608)] -19:29:20,502 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:21,681 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0608 std=0.0 min=0.0608 max=0.0608 -19:29:21,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0608)] -19:29:21,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.2022 0.1396 0.2774 0.193 0.1878] -19:29:22,741 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0047 std=0.0031 min=-0.0078 max=-0.0016 -19:29:22,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0016)] -19:29:22,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.3937 0.3312 0.4351 0.1826 0.1515] probs=[0.2187 0.1726 0.2177 0.1696 0.2215] -19:29:23,878 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0047 std=0.0031 min=-0.0078 max=-0.0016 -19:29:23,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0016)] -19:29:23,941 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0025] probs=[0.2257 0.1697 0.1775 0.222 0.2052] -19:29:25,256 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0078 std=0.0 min=-0.0078 max=-0.0078 -19:29:25,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078)] -19:29:25,303 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0004 0.0015 -0.0011] probs=[0.1991 0.2024 0.1994 0.1998 0.1993] -19:29:26,411 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0024 std=0.0 min=-0.0024 max=-0.0024 -19:29:26,411 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024)] -19:29:26,459 root INFO ContextualMultiArmedBanditAgent - exp=[0.0471 0.3406 0.9274 0.1275 0.46 ] probs=[0.1991 0.2024 0.1994 0.1998 0.1993] -19:29:27,760 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0725 std=0.07490000000000001 min=-0.0024 max=0.1474 -19:29:27,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1474), (, -0.0024)] -19:29:27,826 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0025] probs=[0.1969 0.2058 0.1987 0.2004 0.1982] -19:29:29,84 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:29,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:29:29,123 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0562 0.001 0.0164 -0.0039] probs=[0.1947 0.2092 0.198 0.201 0.197 ] -19:29:30,431 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:30,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:29:30,524 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0562 0.001 0.0164 -0.0039] probs=[0.1947 0.2092 0.198 0.201 0.197 ] -19:29:31,646 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003366666666666667 std=0.006033977866125206 min=-0.0009 max=0.0119 -19:29:31,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0119)] -19:29:31,751 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.2184 0.2021 0.1943 0.2052 0.18 ] -19:29:32,949 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:32,949 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:29:33,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:34,159 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:34,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:29:34,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:35,458 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:35,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:29:35,531 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1978 0.2229 0.1716 0.235 0.1727] -19:29:36,656 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:36,656 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] -19:29:36,734 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1952 0.2238 0.2131 0.1927 0.1752] -19:29:37,836 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0022 std=0.0031000000000000003 min=-0.0009 max=0.0053 -19:29:37,837 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0053)] -19:29:37,921 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0561 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:39,160 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:39,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009)] -19:29:39,256 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0039] probs=[0.1918 0.201 0.238 0.2019 0.1673] -19:29:40,490 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:40,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:29:40,521 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0039] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:41,634 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:41,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] -19:29:41,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.2058 0.1643 0.1288 0.2885 0.3147] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:43,93 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0029333333333333334 std=0.005421151989096865 min=-0.0009 max=0.0106 -19:29:43,93 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0106), (, -0.0009)] -19:29:43,187 root INFO ContextualMultiArmedBanditAgent - exp=[0.0546 0.1066 0.1871 0.2085 0.1849] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:44,606 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:44,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0), (, 0.0)] -19:29:44,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.4839 0.5147 0.3112 0.228 0.3908] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:45,991 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.031400000000000004 std=0.045679098064650966 min=-0.0009 max=0.096 -19:29:45,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.096), (, -0.0009), (, 0.0)] -19:29:46,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1844 0.1701 0.0377 0.2173 0.1599] probs=[0.1896 0.2376 0.1882 0.1685 0.2161] -19:29:47,295 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:47,295 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:29:47,327 root INFO ContextualMultiArmedBanditAgent - exp=[0.4834 0.2779 0.1038 0.297 0.9789] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:48,465 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0075 std=0.0060072178807386925 min=-0.0009 max=0.0128 -19:29:48,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0128), (, 0.0106)] -19:29:48,553 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.056 0.001 0.0164 -0.0038] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:49,840 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0029799999999999996 std=0.004434140277438232 min=-0.0009 max=0.0106 -19:29:49,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0106), (, 0.0053), (, 0.0008), (, -0.0009)] -19:29:49,989 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0476 0.0007 0.0134 -0.0033] probs=[0.1956 0.2078 0.1983 0.2008 0.1975] -19:29:51,271 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003225 std=0.004721956691881026 min=-0.0009 max=0.0106 -19:29:51,271 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0041), (, 0.0106)] -19:29:51,394 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0559 0.001 0.0164 -0.0038] probs=[0.1948 0.2092 0.198 0.2011 0.197 ] -19:29:52,663 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0482 std=0.06593395685583163 min=-0.0009 max=0.1414 -19:29:52,663 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0041), (, 0.1414)] -19:29:52,752 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0111 0.042 0.0006 0.0114 -0.0029] probs=[0.1962 0.2069 0.1985 0.2006 0.1978] -19:29:53,852 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:53,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:29:53,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.9074 0.3859 0.9159 0.6335 0.9532] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:29:55,51 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:55,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] -19:29:55,156 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:29:56,507 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:56,507 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] -19:29:56,648 root INFO ContextualMultiArmedBanditAgent - exp=[0.211 0.1141 0.0758 0.2511 0.148 ] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:29:57,898 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:29:57,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0)] -19:29:57,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.2388 0.3191 0.2165 0.2859] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:29:59,128 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00035 std=0.0005499999999999999 min=-0.0009 max=0.0002 -19:29:59,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0002), (, 0.0)] -19:29:59,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.2391 0.0595 0.053 0.1103 0.1816] probs=[0.1915 0.1937 0.1921 0.1916 0.2311] -19:30:00,265 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:30:00,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009)] -19:30:00,317 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.201 0.197 ] -19:30:01,483 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0009 std=0.0 min=-0.0009 max=-0.0009 -19:30:01,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0009)] -19:30:01,564 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.001 0.0163 -0.0038] probs=[0.1948 0.2091 0.198 0.201 0.197 ] -19:30:02,769 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=0.00039999999999999996 std=0.0013 min=-0.0009 max=0.0017 -19:30:02,770 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, 0.0017)] -19:30:02,878 root INFO ContextualMultiArmedBanditAgent - exp=[0.1988 0.1065 0.113 0.1198 0.0004] probs=[0.1958 0.2075 0.1984 0.2007 0.1976] -19:30:04,114 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.002325 std=0.004108755894428385 min=-0.0092 max=0.0017 -19:30:04,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0017), (, -0.0092), (, -0.0009)] -19:30:04,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1748 0.0652 0.2451 0.1723 0.0072] probs=[0.2123 0.1914 0.2035 0.1914 0.2014] -19:30:05,359 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0011000000000000003 std=0.007863523383318702 min=-0.0092 max=0.0128 -19:30:05,360 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, 0.0017), (, -0.0009), (, 0.0128)] -19:30:05,477 root INFO ContextualMultiArmedBanditAgent - exp=[0.1936 0.2959 0.3218 0.3979 0.2432] probs=[0.1969 0.2058 0.1987 0.2004 0.1982] -19:30:06,722 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0052 std=0.0 min=0.0052 max=0.0052 -19:30:06,723 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0052)] -19:30:06,777 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0089 0.0351 0.0003 0.0089 -0.0024] probs=[0.2465 0.1496 0.2246 0.2603 0.119 ] -19:30:07,931 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.006449999999999999 std=0.00165 min=0.0048 max=0.0081 -19:30:07,931 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, -0.0), (, 0.0081)] -19:30:08,33 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.2134 0.1929 0.21 0.1731 0.2106] -19:30:09,283 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.006699999999999999 std=0.0019000000000000002 min=0.0048 max=0.0086 -19:30:09,283 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, 0.0086), (, -0.0)] -19:30:09,405 root INFO ContextualMultiArmedBanditAgent - exp=[0.1488 0.0463 0.3111 0.0273 0.0577] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:10,514 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0057 std=0.0029 min=0.0028 max=0.0086 -19:30:10,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0028), (, 0.0086)] -19:30:10,600 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:11,792 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0133 std=0.0 min=0.0133 max=0.0133 -19:30:11,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0133)] -19:30:11,835 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0141 -0.0004 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:13,7 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0135 std=0.0024535688292770595 min=0.0106 max=0.0166 -19:30:13,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0133), (, 0.0166), (, 0.0106)] -19:30:13,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.1289 0.179 0.156 0.1566 0.2657] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:14,343 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.007866666666666666 std=0.005878964383479647 min=-0.0003 max=0.0133 -19:30:14,343 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0133), (, -0.0003)] -19:30:14,439 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.212 0.2193 0.2048 0.1825 0.1813] -19:30:15,782 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.007866666666666666 std=0.005878964383479647 min=-0.0003 max=0.0133 -19:30:15,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0106), (, 0.0133), (, -0.0003)] -19:30:15,864 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2001 0.1721 0.1995 0.1997 0.2286] -19:30:16,899 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0045 std=0.0002999999999999999 min=0.0042 max=0.0048 -19:30:16,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0048), (, 0.0042)] -19:30:16,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.5141 0.6108 0.6488 0.4121 0.2549] probs=[0.1544 0.1959 0.1985 0.2175 0.2337] -19:30:17,961 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0038 std=0.0 min=0.0038 max=0.0038 -19:30:17,961 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038)] -19:30:18,11 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0558 0.0011 0.0164 -0.0038] probs=[0.148 0.262 0.2748 0.1475 0.1677] -19:30:19,95 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0009500000000000001 std=0.00275 min=-0.0018 max=0.0037 -19:30:19,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0037)] -19:30:19,188 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -19:30:20,215 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0009333333333333334 std=0.0022065558884580487 min=-0.0017 max=0.0037 -19:30:20,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.0037), (, -0.0017)] -19:30:20,306 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2133 0.2202 0.1901 0.1977 0.1787] -19:30:21,644 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:30:21,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] -19:30:21,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.9329 0.2153 0.3056 0.3273 0.6086] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:22,990 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.008 std=0.0 min=0.008 max=0.008 -19:30:22,990 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.008)] -19:30:23,24 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:24,177 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0072 std=0.0010999999999999998 min=0.0061 max=0.0083 -19:30:24,177 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0061), (, 0.0083)] -19:30:24,391 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.187 0.1927 0.169 0.2365 0.2148] -19:30:25,595 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0068 std=0.0 min=0.0068 max=0.0068 -19:30:25,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0068)] -19:30:25,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.2458 0.1848 0.1406 0.5664 0.0871] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:26,740 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00019999999999999987 std=0.004 min=-0.0042 max=0.0038 -19:30:26,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0038)] -19:30:26,817 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.2177 0.1679 0.1921 0.2331 0.1892] -19:30:28,66 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00019999999999999987 std=0.004 min=-0.0042 max=0.0038 -19:30:28,66 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, -0.0042)] -19:30:28,129 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:29,303 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.02265 std=0.01885 min=0.0038 max=0.0415 -19:30:29,303 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0038), (, 0.0415)] -19:30:29,428 root INFO ContextualMultiArmedBanditAgent - exp=[0.5096 0.2324 0.4961 0.4004 0.136 ] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:30,393 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0094 std=0.0 min=0.0094 max=0.0094 -19:30:30,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0094)] -19:30:30,431 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1577 0.2443 0.1878 0.1576 0.2526] -19:30:31,536 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0108 std=0.0 min=0.0108 max=0.0108 -19:30:31,536 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0108)] -19:30:31,589 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0003 0.0014 -0.0011] probs=[0.1991 0.2024 0.1995 0.1998 0.1993] -19:30:32,640 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0036 std=0.0 min=-0.0036 max=-0.0036 -19:30:32,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036)] -19:30:32,688 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0155 0.0557 0.0011 0.0164 -0.0038] probs=[0.1948 0.2091 0.198 0.2011 0.197 ] -19:30:33,975 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:30:33,976 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.17272222222222222 std=0.2783072134561525 min=-0.0335 max=1.2033 -19:30:33,976 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 1.2033), (, 0.0477), (, 0.1593), (, -0.0146), (, 0.0329), (, 0.0929), (, 0.0329), (, 0.1268), (, -0.0016), (, 0.3895), (, -0.0335), (, 0.0371), (, 0.0113), (, 0.1654), (, 0.1268), (, 0.3895), (, 0.0714), (, 0.2719)] -19:30:34,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.0341 0.0824 0.0653 0.109 0.0672] probs=[0.2005 0.1997 0.2025 0.1948 0.2025] -19:30:35,710 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.010199999999999999 std=0.03342878001562925 min=-0.0335 max=0.0714 -19:30:35,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, 0.0058), (, 0.0477), (, 0.0371), (, 0.0714), (, -0.0335), (, -0.0016), (, -0.0335), (, 0.0329), (, -0.0146), (, 0.0329), (, 0.0113)] -19:30:35,953 root INFO ContextualMultiArmedBanditAgent - exp=[0.1387 0.1976 0.1815 0.2163 0.1214] probs=[0.195 0.2014 0.2085 0.1928 0.2024] -19:30:37,224 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.004636363636363636 std=0.029113985165748178 min=-0.0335 max=0.0477 -19:30:37,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, 0.0371), (, -0.0016), (, -0.0335), (, 0.0058), (, -0.0146), (, 0.0329), (, 0.0477), (, 0.0113), (, -0.0335), (, 0.0329)] -19:30:37,453 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0516 0.0011 0.0136 -0.0034] probs=[0.1828 0.2131 0.2103 0.1923 0.2015] -19:30:38,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.020800000000000003 std=0.013506109728563588 min=-0.0335 max=-0.0016 -19:30:38,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0335), (, -0.0335), (, -0.0146), (, -0.0016)] -19:30:38,788 root INFO ContextualMultiArmedBanditAgent - exp=[0.2339 0.1042 0.0645 0.2183 0.2326] probs=[0.1941 0.2112 0.1976 0.2007 0.1964] -19:30:39,822 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.001 std=0.0 min=0.001 max=0.001 -19:30:39,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001)] -19:30:39,847 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0159 0.0684 0.0017 0.0171 -0.0043] probs=[0.1941 0.2112 0.1976 0.2007 0.1964] -19:30:41,175 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.001 std=0.0 min=0.001 max=0.001 -19:30:41,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001)] -19:30:41,219 root INFO ContextualMultiArmedBanditAgent - exp=[-0.016 0.0666 0.0016 0.017 -0.0043] probs=[0.1942 0.2109 0.1977 0.2007 0.1965] -19:30:42,218 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1966 std=0.0 min=0.1966 max=0.1966 -19:30:42,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1966)] -19:30:42,285 root INFO ContextualMultiArmedBanditAgent - exp=[-0.016 0.0666 0.0016 0.017 -0.0043] probs=[0.1942 0.2109 0.1977 0.2007 0.1965] -19:30:43,301 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 -19:30:43,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104)] -19:30:43,485 root INFO ContextualMultiArmedBanditAgent - exp=[0.0099 0.7707 0.1771 0.2524 0.7367] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:30:44,490 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 -19:30:44,490 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104)] -19:30:44,554 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0139 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:30:45,527 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0104 std=0.0 min=-0.0104 max=-0.0104 -19:30:45,527 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, 0.0)] -19:30:45,629 root INFO ContextualMultiArmedBanditAgent - exp=[0.2427 0.091 0.2881 0.0898 0.0791] probs=[0.2307 0.2199 0.1994 0.1771 0.173 ] -19:30:46,731 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0063 std=0.00579827560572969 min=-0.0104 max=0.0019 -19:30:46,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0), (, -0.0104), (, 0.0019)] -19:30:46,884 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:30:48,56 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.021024999999999995 std=0.04759392687097798 min=-0.0104 max=0.103 -19:30:48,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.103), (, 0.0019), (, -0.0104)] -19:30:48,173 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.215 0.1813 0.2053 0.2126 0.1858] -19:30:49,233 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0063750000000000005 std=0.0050231339818882 min=-0.0104 max=0.0019 -19:30:49,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, -0.0066), (, 0.0019)] -19:30:49,375 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.2059 0.2055 0.2006 0.1969 0.191 ] -19:30:50,605 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0066 std=0.0 min=-0.0066 max=-0.0066 -19:30:50,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066)] -19:30:50,642 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0143 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:30:51,857 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.002175 std=0.010537166364825032 min=-0.0066 max=0.0192 -19:30:51,858 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066), (, 0.0027), (, -0.0066), (, 0.0192)] -19:30:52,0 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:30:53,227 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0009399999999999996 std=0.00974301801291571 min=-0.0066 max=0.0192 -19:30:53,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0066), (, -0.0066), (, 0.0192), (, -0.004), (, 0.0027)] -19:30:53,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.149 0.0526 0.167 0.1764 0.1755] probs=[0.1957 0.2136 0.188 0.2105 0.1921] -19:30:54,570 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0027 std=0.0031292171544972714 min=-0.0066 max=0.0027 -19:30:54,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0016), (, 0.0027), (, -0.0066), (, -0.004)] -19:30:54,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.0524 0.1462 0.0372 0.1462 0.1159] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:30:56,24 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00048000000000000007 std=0.003491360766234277 min=-0.004 max=0.0045 -19:30:56,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0027), (, -0.004), (, 0.0045), (, -0.0016)] -19:30:56,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.1005 0.1081 0.195 0.0359 0.1632] probs=[0.2104 0.1872 0.1804 0.1896 0.2324] -19:30:57,458 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:30:57,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] -19:30:57,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0017 -0.0011] probs=[0.186 0.256 0.1412 0.1864 0.2304] -19:30:58,638 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0007499999999999998 std=0.00475 min=-0.004 max=0.0055 -19:30:58,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0055)] -19:30:58,743 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0139 -0.0004 0.0017 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:30:59,911 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.00016666666666666666 std=0.0031180478223116178 min=-0.004 max=0.0035 -19:30:59,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.004), (, 0.001)] -19:31:00,2 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.1334 0.2706 0.2464 0.1018] probs=[0.1823 0.2003 0.2035 0.2183 0.1956] -19:31:01,162 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0015 std=0.0025 min=-0.004 max=0.001 -19:31:01,163 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.001)] -19:31:01,243 root INFO ContextualMultiArmedBanditAgent - exp=[0.4491 0.2478 0.2989 0.4085 0.2413] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:02,330 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0015 std=0.0025 min=-0.004 max=0.001 -19:31:02,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.001), (, -0.004)] -19:31:02,417 root INFO ContextualMultiArmedBanditAgent - exp=[0.6178 0.4087 0.1398 0.7454 0.698 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:03,634 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.09565 std=0.08465 min=0.011 max=0.1803 -19:31:03,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1803), (, 0.011)] -19:31:03,694 root INFO ContextualMultiArmedBanditAgent - exp=[0.391 0.0259 0.3183 0.2456 0.3357] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:04,752 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0011 std=0.0024000000000000002 min=-0.0013 max=0.0035 -19:31:04,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0035), (, -0.0013)] -19:31:04,877 root INFO ContextualMultiArmedBanditAgent - exp=[0.4114 0.3279 0.1445 0.419 0.0142] probs=[0.1968 0.2062 0.1986 0.2003 0.198 ] -19:31:06,53 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.02025 std=0.01075 min=0.0095 max=0.031 -19:31:06,53 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.031), (, 0.0095)] -19:31:06,134 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0088 0.0372 0.0005 0.0089 -0.0025] probs=[0.1968 0.2061 0.1987 0.2003 0.1981] -19:31:07,219 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0152 std=0.0 min=0.0152 max=0.0152 -19:31:07,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0152)] -19:31:07,276 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:08,607 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0152 std=0.0 min=0.0152 max=0.0152 -19:31:08,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0152)] -19:31:08,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.7585 0.0079 0.041 0.8996 0.6929] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:09,780 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0018 std=0.0 min=0.0018 max=0.0018 -19:31:09,781 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0018)] -19:31:09,844 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:10,943 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0038 std=0.0 min=0.0038 max=0.0038 -19:31:10,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038)] -19:31:10,995 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0138 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:12,200 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0007 std=0.0 min=0.0007 max=0.0007 -19:31:12,200 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0007)] -19:31:12,260 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:13,511 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0021 std=0.0 min=0.0021 max=0.0021 -19:31:13,511 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0021)] -19:31:13,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0004 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:14,757 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0021 std=0.0 min=0.0021 max=0.0021 -19:31:14,757 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0021)] -19:31:14,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.5861 0.1852 0.8592 0.9204 0.5152] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:15,986 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0019 std=0.0 min=0.0019 max=0.0019 -19:31:15,987 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0019)] -19:31:16,20 root INFO ContextualMultiArmedBanditAgent - exp=[0.8353 0.0257 0.4454 0.2662 0.034 ] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:17,335 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0097 std=0.0 min=0.0097 max=0.0097 -19:31:17,335 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0097)] -19:31:17,386 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:18,633 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00495 std=0.00175 min=0.0032 max=0.0067 -19:31:18,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0032)] -19:31:18,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.2631 0.5049 0.2316 0.2484 0.3343] probs=[0.2208 0.2123 0.2041 0.1676 0.1951] -19:31:19,968 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0007333333333333336 std=0.004041726803676314 min=-0.0057 max=0.0042 -19:31:19,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0057), (, -0.0007), (, 0.0042)] -19:31:20,222 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.3426 0.1596 0.1707 0.0736] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:21,510 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00295 std=0.0027500000000000003 min=-0.0057 max=-0.0002 -19:31:21,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0057)] -19:31:21,598 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:22,800 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:22,800 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:31:22,879 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:23,974 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:23,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:31:24,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0137 -0.0004 0.0018 -0.0011] probs=[0.199 0.2023 0.1995 0.1999 0.1993] -19:31:25,240 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.003725 std=0.00429032341438265 min=-0.0002 max=0.0101 -19:31:25,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0052), (, 0.0101)] -19:31:25,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.0453 0.1282 0.1193 0.0771] probs=[0.1834 0.1921 0.1932 0.2285 0.2029] -19:31:26,675 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00426 std=0.003973713628333073 min=-0.0002 max=0.0101 -19:31:26,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, 0.0101), (, -0.0002), (, 0.0062)] -19:31:26,832 root INFO ContextualMultiArmedBanditAgent - exp=[0.1642 0.1495 0.0054 0.0874 0.1704] probs=[0.1832 0.2112 0.2162 0.1956 0.1938] -19:31:28,145 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0028 std=0.003013303834663873 min=-0.0002 max=0.0062 -19:31:28,146 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, 0.0062), (, -0.0002)] -19:31:28,265 root INFO ContextualMultiArmedBanditAgent - exp=[0.2511 0.2871 0.4575 0.4088 0.439 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:29,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0048 std=0.005 min=-0.0002 max=0.0098 -19:31:29,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0)] -19:31:29,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0981 0.2345 0.3319 0.2997 0.2667] probs=[0.2109 0.2136 0.1958 0.1715 0.2083] -19:31:30,783 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:30,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:31:30,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0003 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:32,33 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003133333333333333 std=0.004714045207910317 min=-0.0002 max=0.0098 -19:31:32,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0002)] -19:31:32,210 root INFO ContextualMultiArmedBanditAgent - exp=[0.2557 0.0161 0.1104 0.2796 0.1787] probs=[0.1897 0.1805 0.1976 0.1934 0.2389] -19:31:33,455 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.003133333333333333 std=0.004714045207910317 min=-0.0002 max=0.0098 -19:31:33,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0098), (, -0.0002)] -19:31:33,583 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0142 -0.0003 0.0018 -0.0011] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:34,738 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:34,738 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:31:34,800 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:36,16 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:36,16 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0)] -19:31:36,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.4888 0.4792 0.281 0.3265 0.1318] probs=[0.219 0.1761 0.2047 0.2207 0.1795] -19:31:37,255 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:37,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:31:37,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.9621 0.5011 0.267 0.4791 0.68 ] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:38,577 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.2990333333333333 std=0.42317983831410916 min=-0.0002 max=0.8975 -19:31:38,578 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.8975), (, -0.0002)] -19:31:38,694 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0141 -0.0003 0.0018 -0.0011] probs=[0.199 0.2023 0.1994 0.1999 0.1993] -19:31:39,749 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:39,749 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:31:39,812 root INFO ContextualMultiArmedBanditAgent - exp=[0.3522 0.6006 0.8054 0.3287 0.0376] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:40,911 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:40,912 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:31:40,986 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0144 -0.0003 0.0018 -0.0011] probs=[0.2204 0.2192 0.1866 0.2213 0.1524] -19:31:42,123 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.001666666666666667 std=0.0026398653164297777 min=-0.0002 max=0.0054 -19:31:42,123 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0054), (, -0.0002)] -19:31:42,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2257 0.2116 0.1719 0.2229 0.168 ] -19:31:43,381 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:43,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:31:43,423 root INFO ContextualMultiArmedBanditAgent - exp=[0.2199 0.867 0.1987 0.7884 0.1797] probs=[0.199 0.2024 0.1994 0.1999 0.1993] -19:31:44,624 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:44,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002)] -19:31:44,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2065 0.1941 0.1907 0.2184 0.1904] -19:31:45,926 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:45,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] -19:31:46,49 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.201 0.218 0.2082 0.1776 0.1952] -19:31:47,284 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:47,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0002)] -19:31:47,389 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0144 -0.0003 0.0018 -0.0011] probs=[0.1816 0.1826 0.2059 0.2321 0.1978] -19:31:48,712 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:48,713 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] -19:31:48,820 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.1648 0.178 0.3314 0.1538] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:49,967 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -19:31:49,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0)] -19:31:50,2 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:51,218 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:51,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0002), (, -0.0)] -19:31:51,351 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:52,448 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.022999999999999996 std=0.03280975464705581 min=-0.0002 max=0.0694 -19:31:52,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0694), (, -0.0), (, -0.0002)] -19:31:52,570 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.2009 0.2138 0.1818 0.193 0.2105] -19:31:54,23 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0017000000000000001 std=0.0026870057685088804 min=-0.0002 max=0.0055 -19:31:54,23 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0055), (, -0.0), (, -0.0002)] -19:31:54,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.0421 0.0228 0.006 0.0689 0.0489] probs=[0.2092 0.1961 0.1919 0.208 0.1949] -19:31:55,214 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.00085 std=0.00105 min=-0.0002 max=0.0019 -19:31:55,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0019)] -19:31:55,328 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:56,497 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:56,497 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:31:56,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:57,765 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:31:57,765 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:31:57,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.255 0.2555 0.3967 0.1769 0.396 ] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:31:59,98 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0187 std=0.026728636328851498 min=-0.0002 max=0.0565 -19:31:59,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0565)] -19:31:59,195 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:32:00,263 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008333333333333332 std=0.0014613540144521981 min=-0.0002 max=0.0029 -19:32:00,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0029)] -19:32:00,370 root INFO ContextualMultiArmedBanditAgent - exp=[0.1062 0.1953 0.0171 0.2563 0.1997] probs=[0.1813 0.2094 0.1765 0.2144 0.2184] -19:32:01,285 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008333333333333332 std=0.0014613540144521981 min=-0.0002 max=0.0029 -19:32:01,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0029)] -19:32:01,411 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:32:02,675 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:32:02,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:32:02,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.0942 0.8269 0.3593 0.7593 0.1074] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:32:03,991 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 -19:32:03,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.1761)] -19:32:04,102 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0146 -0.0003 0.0015 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:32:05,168 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 -19:32:05,168 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.1761)] -19:32:05,321 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0147 -0.0003 0.0015 -0.0011] probs=[0.2342 0.1942 0.1878 0.2027 0.1811] -19:32:06,512 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.05856666666666666 std=0.0831086170154589 min=-0.0002 max=0.1761 -19:32:06,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.1761), (, -0.0002)] -19:32:06,617 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0147 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:07,849 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:32:07,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:32:08,81 root INFO ContextualMultiArmedBanditAgent - exp=[0.7266 0.6599 0.7841 0.4259 0.6467] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:09,285 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:32:09,286 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:32:09,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:10,448 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00155 min=-0.0002 max=0.0029 -19:32:10,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029)] -19:32:10,528 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:11,833 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00155 min=-0.0002 max=0.0029 -19:32:11,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029)] -19:32:11,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:13,14 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0002999999999999999 std=0.0017564168070250297 min=-0.002 max=0.0029 -19:32:13,15 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0029), (, 0.0005), (, -0.002)] -19:32:13,144 root INFO ContextualMultiArmedBanditAgent - exp=[0.3502 0.3126 0.4324 0.2403 0.3292] probs=[0.1975 0.2148 0.1754 0.2057 0.2066] -19:32:14,367 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000625 std=0.0011755317945508746 min=-0.0026 max=0.0005 -19:32:14,367 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0026), (, 0.0005), (, -0.0002)] -19:32:14,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1832 0.1766 0.0907 0.1921] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:15,717 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:32:15,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:32:15,782 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.2587 0.1351 0.2714 0.144 0.1909] -19:32:16,796 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017333333333333335 std=0.002734146220587984 min=-0.0002 max=0.0056 -19:32:16,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, -0.0002)] -19:32:16,902 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:18,182 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0017333333333333335 std=0.002734146220587984 min=-0.0002 max=0.0056 -19:32:18,183 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, -0.0), (, -0.0002)] -19:32:18,336 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:19,465 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0023333333333333335 std=0.0024239545283597126 min=-0.0002 max=0.0056 -19:32:19,465 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0056), (, 0.0016)] -19:32:19,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:20,722 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.0033799999999999998 std=0.00397210271770507 min=-0.0002 max=0.0101 -19:32:20,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0056), (, 0.0101), (, -0.0002), (, 0.0016)] -19:32:20,864 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0148 -0.0003 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:22,48 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:32:22,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:32:22,101 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:23,294 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.00115 std=0.00135 min=-0.0002 max=0.0025 -19:32:23,294 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0025), (, -0.0002), (, 0.0025)] -19:32:23,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.2466 0.1325 0.029 0.0607 0.1297] probs=[0.1812 0.1987 0.2213 0.1854 0.2134] -19:32:24,941 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007 std=0.0012727922061357855 min=-0.0002 max=0.0025 -19:32:24,941 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0025)] -19:32:25,36 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:26,255 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002666666666666667 std=9.428090415820634e-05 min=-0.0004 max=-0.0002 -19:32:26,255 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0004)] -19:32:26,356 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:27,376 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0012 std=0.0016186414056238647 min=-0.004 max=-0.0002 -19:32:27,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.004), (, -0.0002)] -19:32:27,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.0264 0.1312 0.0804 0.2111 0.2284] probs=[0.2235 0.2469 0.1671 0.1819 0.1807] -19:32:28,833 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:28,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] -19:32:28,877 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:30,87 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0012666666666666666 std=0.007448191428498301 min=-0.004 max=0.0118 -19:32:30,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.0118)] -19:32:30,213 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.0149 -0.0002 0.0015 -0.0011] probs=[0.2174 0.2134 0.175 0.1913 0.203 ] -19:32:31,503 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.1088 std=0.15952328983568512 min=-0.004 max=0.3344 -19:32:31,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.3344)] -19:32:31,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.2647 0.0221 0.192 0.0098 0.2801] probs=[0.176 0.2138 0.1671 0.211 0.2322] -19:32:32,893 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:32,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004)] -19:32:32,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.401 0.2879 0.0308 0.3816 0.0659] probs=[0.1867 0.2307 0.1636 0.1753 0.2437] -19:32:34,198 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023666666666666667 std=0.002309882151876055 min=-0.004 max=0.0009 -19:32:34,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, 0.0009), (, -0.004)] -19:32:34,345 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:35,393 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:35,393 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] -19:32:35,432 root INFO ContextualMultiArmedBanditAgent - exp=[0.6234 0.638 0.682 0.6597 0.2471] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:36,418 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:36,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.0)] -19:32:36,510 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:37,642 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:37,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, -0.0)] -19:32:37,762 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.1921 0.1944 0.2161 0.1892 0.2082] -19:32:38,965 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:38,965 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004)] -19:32:39,58 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:40,161 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0023333333333333335 std=0.0023570226039551583 min=-0.004 max=0.001 -19:32:40,161 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, 0.001)] -19:32:40,285 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:41,470 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:41,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] -19:32:41,526 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.2775 0.1446 0.2234 0.197 0.1575] -19:32:42,846 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.004 std=0.0 min=-0.004 max=-0.004 -19:32:42,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004)] -19:32:42,900 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0023 0.015 -0.0002 0.0015 -0.0011] probs=[0.199 0.2025 0.1994 0.1998 0.1993] -19:32:45,60 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:32:45,60 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.1099 std=0.29051835857079095 min=-0.11 max=1.202 -19:32:45,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0301), (, -0.0635), (, 0.3893), (, 0.0329), (, 0.1571), (, -0.0796), (, -0.11), (, 0.0329), (, 0.1142), (, 0.0663), (, -0.0699), (, 0.0158), (, 0.1931), (, -0.0089), (, 0.1571), (, 0.0408), (, 1.202), (, -0.0613)] -19:32:45,461 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.0792 0.0229 0.0679 0.0404] probs=[0.1977 0.2071 0.2083 0.191 0.1959] -19:32:46,728 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.005237499999999997 std=0.08464472720583367 min=-0.11 max=0.1571 -19:32:46,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.11), (, -0.0089), (, 0.0329), (, 0.0329), (, 0.1571), (, 0.1142), (, -0.0699), (, 0.1571), (, -0.0796), (, -0.0301), (, 0.0663), (, 0.0158), (, -0.0635), (, -0.0613), (, 0.0408)] -19:32:47,64 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1918 0.1278 0.0991 0.108 ] probs=[0.1974 0.2055 0.1915 0.2055 0.2001] -19:32:48,515 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.016457142857142858 std=0.06650565727048785 min=-0.11 max=0.1142 -19:32:48,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0613), (, -0.0635), (, 0.0329), (, 0.0408), (, -0.0699), (, -0.11), (, 0.1142), (, -0.0301), (, -0.0796), (, 0.0663), (, 0.0158), (, 0.0329), (, -0.0089)] -19:32:48,860 root INFO ContextualMultiArmedBanditAgent - exp=[0.0405 0.1116 0.071 0.1216 0.1219] probs=[0.1965 0.2124 0.1961 0.1979 0.197 ] -19:32:50,95 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.06664 std=0.05871872273815226 min=-0.1802 max=0.0471 -19:32:50,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0699), (, -0.1802), (, -0.11), (, -0.0613), (, -0.0635), (, -0.0089), (, -0.0796), (, 0.0471), (, -0.0301)] -19:32:50,302 root INFO ContextualMultiArmedBanditAgent - exp=[0.1492 0.2168 0.2809 0.2172 0.2323] probs=[0.1961 0.1986 0.2031 0.2089 0.1933] -19:32:51,741 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.07 std=0.06584595659567867 min=-0.1802 max=0.0471 -19:32:51,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.0699), (, 0.0471), (, 0.0039), (, -0.1802), (, -0.11), (, -0.0613), (, -0.0796)] -19:32:51,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.1089 0.1342 0.0703 0.0226 0.0242] probs=[0.1973 0.2075 0.1934 0.1924 0.2094] -19:32:53,222 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.039625 std=0.060477283958524454 min=-0.11 max=0.0471 -19:32:53,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.11), (, -0.016), (, 0.0471), (, -0.0796)] -19:32:53,305 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.1382 0.0282 0.1505 0.0757] probs=[0.1968 0.1994 0.2408 0.1898 0.1732] -19:32:54,463 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.07323333333333333 std=0.03292823847230351 min=-0.11 max=-0.0301 -19:32:54,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0301), (, -0.11), (, -0.0796)] -19:32:54,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0167 0.0722 0.0017 0.0174 -0.0047] probs=[0.1939 0.2119 0.1975 0.2006 0.1962] -19:32:55,594 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0366 std=0.04496403006848919 min=-0.11 max=0.0308 -19:32:55,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0308), (, -0.0301), (, -0.0286), (, -0.11), (, -0.0451)] -19:32:55,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.2281 0.1355 0.1624 0.0348] probs=[0.1904 0.2189 0.1912 0.1947 0.2047] -19:32:56,815 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0451 std=0.0 min=-0.0451 max=-0.0451 -19:32:56,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0451)] -19:32:56,867 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0146 -0.0003 0.0017 -0.0011] probs=[0.192 0.2132 0.1651 0.198 0.2317] -19:32:58,88 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0451 std=0.0 min=-0.0451 max=-0.0451 -19:32:58,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0451)] -19:32:58,141 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0146 -0.0003 0.0017 -0.0011] probs=[0.199 0.2024 0.1994 0.1998 0.1993] -19:32:59,196 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0133875 std=0.018371406961634706 min=-0.0451 max=0.0004 -19:32:59,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, -0.0451), (, 0.0004), (, -0.004), (, -0.004), (, -0.004), (, -0.0013)] -19:32:59,380 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0506 0.001 0.0115 -0.0033] probs=[0.2025 0.21 0.1912 0.1956 0.2007] -19:33:00,428 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.00825 std=0.014014991972883896 min=-0.0451 max=0.0004 -19:33:00,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, 0.0004), (, -0.004), (, -0.004), (, -0.0013), (, -0.004), (, -0.004)] -19:33:00,604 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0578 0.0012 0.0134 -0.0038] probs=[0.1886 0.2161 0.1962 0.1945 0.2046] -19:33:01,600 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.010654545454545456 std=0.016354613674121197 min=-0.0451 max=0.0004 -19:33:01,600 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.0013), (, -0.004), (, -0.0451), (, -0.004), (, -0.004), (, -0.0064), (, -0.004), (, 0.0003), (, -0.004), (, 0.0004)] -19:33:01,869 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.0732 0.0496 0.0927 0.0049] probs=[0.1974 0.2104 0.1944 0.1955 0.2024] -19:33:02,974 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.008900000000000002 std=0.014939688273665075 min=-0.0451 max=0.0004 -19:33:02,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, 0.0003), (, 0.0004), (, -0.004), (, -0.0451), (, -0.0013), (, -0.0013), (, -0.004), (, -0.004), (, -0.004), (, -0.0064), (, -0.004), (, -0.0064), (, 0.0003)] -19:33:03,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.0841 0.0675 0.0795 0.1143 0.0302] probs=[0.1997 0.1999 0.2006 0.1998 0.1999] -19:33:04,519 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.007806250000000001 std=0.014301987132475682 min=-0.0451 max=0.0025 -19:33:04,519 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, -0.004), (, -0.0013), (, 0.0004), (, 0.0025), (, -0.004), (, -0.0028), (, 0.0003), (, -0.0451), (, 0.0003), (, -0.004), (, -0.004), (, -0.0064), (, -0.0064), (, -0.0013), (, -0.004)] -19:33:04,891 root INFO ContextualMultiArmedBanditAgent - exp=[0.2019 0.2015 0.2025 0.1434 0.1581] probs=[0.1912 0.2036 0.1966 0.2082 0.2004] -19:33:06,323 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.008243750000000001 std=0.014097427458139305 min=-0.0451 max=0.0007 -19:33:06,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0451), (, 0.0003), (, -0.0064), (, -0.0013), (, -0.004), (, -0.001), (, -0.004), (, -0.0028), (, -0.004), (, -0.004), (, 0.0), (, 0.0003), (, -0.0051), (, -0.0064), (, -0.004), (, -0.0451), (, 0.0007)] -19:33:06,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.123 0.1377 0.088 0.0798 0.0808] probs=[0.1993 0.2069 0.1967 0.1946 0.2025] -19:33:07,828 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00592 std=0.01072251214346091 min=-0.0451 max=0.0016 -19:33:07,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0021), (, 0.0007), (, -0.0064), (, -0.004), (, -0.0451), (, -0.0064), (, 0.0), (, -0.004), (, -0.004), (, -0.004), (, -0.001), (, -0.0052), (, -0.0051), (, 0.0016), (, -0.0028)] -19:33:08,186 root INFO ContextualMultiArmedBanditAgent - exp=[0.1721 0.2049 0.2131 0.2524 0.1337] probs=[0.2021 0.2009 0.1928 0.1969 0.2073] -19:33:09,419 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.006709090909090909 std=0.012344704756987514 min=-0.0451 max=0.0007 -19:33:09,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0014), (, 0.0), (, -0.001), (, -0.0021), (, -0.0052), (, -0.0451), (, -0.0019), (, -0.0064), (, 0.0007), (, -0.0064), (, -0.004)] -19:33:09,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0391 0.0595 0.0569 0.0742 0.0749] probs=[0.1978 0.1994 0.1996 0.2014 0.2018] -19:33:10,913 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.007083333333333334 std=0.011653456807126183 min=-0.0451 max=-0.0003 -19:33:10,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.004), (, -0.004), (, -0.0003), (, -0.004), (, -0.0052), (, -0.0014), (, -0.001), (, -0.0014), (, -0.0451), (, -0.0053), (, -0.0074), (, -0.0059)] -19:33:11,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.1376 0.121 0.102 0.1773 0.1693] probs=[0.192 0.2107 0.2093 0.192 0.1961] -19:33:12,510 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0032857142857142868 std=0.002620484454353852 min=-0.0074 max=0.0014 -19:33:12,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, -0.001), (, -0.0024), (, -0.004), (, -0.004), (, -0.0014), (, 0.0014), (, -0.0003), (, -0.0074), (, -0.0053), (, -0.0059), (, -0.0003), (, -0.004), (, -0.004)] -19:33:12,838 root INFO ContextualMultiArmedBanditAgent - exp=[0.1096 0.1248 0.0748 0.109 0.0329] probs=[0.2002 0.209 0.1982 0.1984 0.1942] -19:33:14,13 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0025190476190476187 std=0.0028433077731702776 min=-0.0074 max=0.0026 -19:33:14,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, 0.0026), (, -0.0059), (, -0.0031), (, 0.001), (, -0.0024), (, -0.004), (, -0.0053), (, -0.0003), (, 0.0014), (, -0.004), (, -0.006), (, -0.004), (, 0.0006), (, -0.0003), (, -0.0074), (, -0.0009), (, -0.001), (, -0.0011), (, -0.004), (, -0.0014)] -19:33:14,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.1431 0.0987 0.1441 0.1314 0.0814] probs=[0.2012 0.2036 0.1976 0.1986 0.199 ] -19:33:15,824 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.001836666666666667 std=0.0027563845079298273 min=-0.0074 max=0.0026 -19:33:15,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, 0.0026), (, -0.001), (, -0.0013), (, 0.002), (, -0.0003), (, 0.0009), (, -0.0001), (, -0.0003), (, 0.0012), (, 0.0004), (, -0.0019), (, -0.0009), (, -0.0074), (, 0.001), (, -0.004), (, -0.0031), (, -0.0024), (, -0.0003), (, -0.004), (, -0.0059), (, -0.0005), (, -0.006), (, -0.0011), (, -0.004), (, 0.0006), (, -0.004), (, 0.0014), (, -0.0053), (, -0.004)] -19:33:16,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.0456 0.0833 0.0998 0.0657 0.1024] probs=[0.1904 0.1997 0.2055 0.2087 0.1958] -19:33:17,879 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0017533333333333333 std=0.002850699719172275 min=-0.0074 max=0.0034 -19:33:17,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0074), (, -0.0013), (, 0.001), (, -0.0059), (, -0.0011), (, 0.0017), (, -0.0003), (, -0.004), (, -0.004), (, -0.0074), (, -0.0), (, -0.0001), (, 0.0034), (, -0.0039), (, -0.0005), (, 0.0), (, 0.002), (, -0.0), (, -0.004), (, 0.0009), (, -0.004), (, -0.0011), (, -0.0), (, 0.0026), (, 0.0002), (, 0.0005), (, -0.0025), (, -0.0022), (, -0.0031), (, -0.0024), (, -0.006), (, -0.004), (, 0.0012), (, -0.0009)] -19:33:18,730 root INFO ContextualMultiArmedBanditAgent - exp=[0.0574 0.0783 0.0779 0.0439 0.0713] probs=[0.2015 0.2011 0.1972 0.2009 0.1992] -19:33:20,179 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.001937037037037037 std=0.002460374579754541 min=-0.0074 max=0.0034 -19:33:20,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, 0.0002), (, -0.0003), (, -0.006), (, -0.0), (, -0.004), (, -0.0), (, 0.0012), (, -0.0005), (, -0.004), (, -0.0009), (, -0.0), (, -0.0001), (, -0.004), (, -0.0039), (, -0.0009), (, -0.0022), (, 0.0), (, 0.0001), (, -0.0031), (, -0.004), (, 0.0034), (, 0.0005), (, -0.0074), (, -0.0059), (, 0.0005), (, -0.0013), (, 0.0001), (, -0.0025), (, -0.0011), (, -0.004)] -19:33:21,32 root INFO ContextualMultiArmedBanditAgent - exp=[0.0792 0.0584 0.0632 0.0353 0.0626] probs=[0.1932 0.2009 0.2038 0.2006 0.2015] -19:33:22,323 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.0022440000000000003 std=0.0022362611654276874 min=-0.0074 max=0.0024 -19:33:22,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0), (, -0.0012), (, -0.0043), (, 0.0001), (, -0.004), (, -0.0059), (, 0.0001), (, 0.0), (, 0.0024), (, 0.0), (, -0.0009), (, -0.0025), (, -0.0039), (, -0.0011), (, -0.0015), (, -0.002), (, -0.0), (, 0.0), (, -0.0003), (, -0.0031), (, -0.004), (, -0.0074), (, -0.004), (, -0.006), (, 0.0001), (, -0.0009), (, -0.0022), (, -0.0001), (, -0.0013)] -19:33:23,106 root INFO ContextualMultiArmedBanditAgent - exp=[0.0714 0.0586 0.0459 0.0882 0.0561] probs=[0.2014 0.2019 0.1958 0.1992 0.2017] -19:33:24,645 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.0024600000000000004 std=0.002019504889818294 min=-0.0074 max=-0.0001 -19:33:24,646 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0009), (, -0.0012), (, -0.0025), (, -0.002), (, 0.0), (, -0.006), (, -0.0011), (, -0.0), (, -0.0039), (, -0.0074), (, -0.0002), (, -0.0015), (, -0.0013), (, -0.0036), (, -0.0043), (, -0.0009), (, -0.0001), (, -0.0022), (, 0.0), (, -0.0059), (, -0.0007), (, -0.0013)] -19:33:25,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0941 0.1343 0.0753 0.0499] probs=[0.2065 0.1958 0.1915 0.2025 0.2038] -19:33:26,681 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.002657142857142857 std=0.0020169688310199842 min=-0.0074 max=-0.0001 -19:33:26,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0074), (, -0.0025), (, -0.0022), (, -0.0011), (, -0.0043), (, -0.0059), (, -0.0007), (, -0.0014), (, -0.0015), (, -0.002), (, -0.0009), (, -0.0036), (, -0.0001)] -19:33:27,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.026 0.0382 0.0717 0.0051] probs=[0.1903 0.1926 0.2051 0.2075 0.2046] -19:33:28,224 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0018352941176470587 std=0.0019733343464569237 min=-0.0074 max=0.0011 -19:33:28,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0001), (, 0.0002), (, -0.0015), (, -0.0043), (, -0.0022), (, -0.0074), (, -0.0036), (, -0.002), (, -0.0011), (, -0.0), (, -0.0011), (, -0.0025), (, -0.0001), (, -0.0009), (, 0.0011), (, -0.0007), (, -0.0014)] -19:33:28,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.069 0.0772 0.1236 0.0815 0.0381] probs=[0.1986 0.1958 0.2089 0.1883 0.2084] -19:33:30,40 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.0013549999999999999 std=0.0023178600044006107 min=-0.0074 max=0.0022 -19:33:30,41 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0017), (, -0.0011), (, -0.0001), (, -0.0043), (, -0.0074), (, 0.0019), (, -0.0009), (, -0.003), (, 0.0), (, -0.0022), (, 0.0011), (, 0.0019), (, -0.003), (, 0.0022), (, -0.0), (, -0.0011), (, -0.0015), (, 0.0001), (, -0.0007), (, -0.0036), (, -0.0001)] -19:33:30,549 root INFO ContextualMultiArmedBanditAgent - exp=[0.1468 0.1995 0.1994 0.2147 0.1707] probs=[0.1996 0.198 0.2007 0.198 0.2037] -19:33:31,680 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0011875 std=0.0016766316679581118 min=-0.0043 max=0.0019 -19:33:31,680 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0), (, -0.0043), (, -0.003), (, -0.0001), (, -0.0015), (, -0.0011), (, 0.0007), (, -0.0036), (, 0.0019), (, 0.0011), (, -0.0023), (, -0.0022), (, -0.0001), (, -0.0011), (, -0.0007), (, -0.0037), (, -0.0001), (, 0.0), (, -0.0022), (, 0.0019), (, -0.003), (, -0.0003), (, -0.0009), (, 0.0001), (, -0.0023)] -19:33:32,318 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.092 0.1687 0.0893 0.0736] probs=[0.2027 0.2037 0.2052 0.1993 0.1891] -19:33:33,709 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00075 std=0.0014555067845942867 min=-0.0037 max=0.0019 -19:33:33,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0011), (, -0.0015), (, -0.003), (, -0.0), (, -0.0), (, 0.0), (, 0.0006), (, -0.0011), (, -0.0007), (, -0.0017), (, 0.0003), (, -0.0001), (, -0.0001), (, -0.0022), (, -0.0012), (, 0.0007), (, -0.0011), (, 0.0019), (, 0.0001), (, -0.0007), (, 0.0019), (, -0.0022), (, -0.0023), (, -0.0037), (, -0.0023), (, 0.0), (, 0.0011), (, -0.0036), (, -0.0003), (, 0.0003), (, -0.0001), (, 0.0007), (, 0.0006)] -19:33:34,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.1822 0.1592 0.0933 0.1199 0.1342] probs=[0.2006 0.2097 0.2009 0.1968 0.1921] -19:33:36,102 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=26 avg=-0.001223076923076923 std=0.0014267520113093052 min=-0.0037 max=0.0013 -19:33:36,102 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0012), (, -0.0037), (, 0.0007), (, -0.0036), (, -0.0011), (, 0.0006), (, 0.0001), (, 0.0006), (, -0.0012), (, 0.0), (, -0.0023), (, -0.0), (, -0.0023), (, -0.0007), (, -0.0001), (, -0.0015), (, -0.0011), (, 0.0007), (, -0.0022), (, -0.0021), (, -0.0037), (, 0.0013), (, -0.0), (, -0.0017), (, -0.0007), (, 0.0003), (, 0.0), (, -0.0022), (, -0.003)] -19:33:36,823 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0515 0.0698 0.0839 0.101 ] probs=[0.2016 0.2005 0.2013 0.1985 0.1982] -19:33:38,180 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0013333333333333335 std=0.001639557302489958 min=-0.0045 max=0.0013 -19:33:38,180 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0007), (, 0.0006), (, -0.0023), (, 0.0), (, -0.0022), (, 0.0), (, 0.0006), (, 0.0013), (, -0.0012), (, -0.0012), (, -0.0), (, 0.0003), (, -0.0036), (, -0.0037), (, 0.0006), (, 0.0007), (, -0.0007), (, -0.0037), (, 0.0), (, -0.0045), (, -0.0), (, -0.0009), (, 0.0001), (, -0.003), (, -0.0), (, -0.0007), (, -0.0022), (, -0.0011), (, -0.0017), (, -0.0), (, -0.0021), (, -0.0001), (, -0.0023), (, -0.0)] -19:33:39,87 root INFO ContextualMultiArmedBanditAgent - exp=[0.1202 0.1342 0.059 0.1066 0.1425] probs=[0.1958 0.2021 0.2023 0.2027 0.1971] -19:33:40,648 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=32 avg=-0.001421875 std=0.0014798087661502077 min=-0.0045 max=0.0007 -19:33:40,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0004), (, -0.0007), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0012), (, -0.0036), (, -0.0), (, -0.0001), (, -0.0), (, -0.003), (, -0.0045), (, -0.0), (, 0.0), (, -0.0005), (, -0.0023), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0023), (, -0.0028), (, 0.0), (, 0.0006), (, -0.0001), (, 0.0006), (, -0.0005), (, -0.0), (, -0.0017), (, -0.0), (, -0.0), (, -0.0009), (, 0.0007), (, -0.0037), (, -0.0037), (, 0.0001), (, 0.0006), (, -0.0021), (, -0.0007), (, -0.0012), (, 0.0), (, -0.0022), (, -0.0009)] -19:33:41,701 root INFO ContextualMultiArmedBanditAgent - exp=[0.0955 0.1089 0.0464 0.0658 0.0992] probs=[0.2025 0.2017 0.2001 0.1962 0.1995] -19:33:43,312 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0013499999999999994 std=0.0016560495161679193 min=-0.0045 max=0.0022 -19:33:43,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0001), (, -0.0045), (, -0.0), (, -0.0005), (, -0.003), (, -0.0007), (, -0.0), (, -0.0032), (, -0.0021), (, 0.0006), (, 0.0022), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0), (, -0.0028), (, -0.0037), (, -0.0007), (, -0.0), (, -0.0008), (, -0.0), (, -0.0005), (, -0.0017), (, -0.0037), (, 0.0), (, -0.0007), (, -0.0), (, -0.0006), (, -0.0036), (, -0.0007), (, -0.0007), (, -0.0009), (, -0.0009), (, 0.0), (, 0.0006), (, -0.0009)] -19:33:44,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.1131 0.1022 0.1592 0.1118 0.0748] probs=[0.2116 0.202 0.1955 0.1968 0.1941] -19:33:45,744 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0013533333333333336 std=0.0016508045176687504 min=-0.0045 max=0.0022 -19:33:45,745 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0018), (, -0.0021), (, -0.0007), (, 0.0), (, -0.0006), (, -0.0), (, -0.0007), (, -0.0), (, -0.0014), (, -0.0028), (, -0.0032), (, -0.0021), (, -0.0008), (, -0.0007), (, -0.0), (, -0.0017), (, -0.0005), (, -0.0001), (, -0.003), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0037), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0013), (, 0.0), (, -0.0036), (, 0.0007), (, -0.0007), (, -0.0037), (, -0.0045), (, 0.0022), (, -0.0006), (, 0.0), (, -0.0007), (, -0.0)] -19:33:46,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.0779 0.0704 0.0655 0.0585] probs=[0.201 0.2014 0.1982 0.1975 0.2019] -19:33:48,311 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0015566666666666667 std=0.0015324671466480303 min=-0.0045 max=0.0022 -19:33:48,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0008), (, -0.0007), (, -0.0015), (, -0.0), (, -0.0007), (, 0.0022), (, -0.0), (, 0.0), (, -0.0037), (, 0.0), (, -0.0021), (, -0.0004), (, -0.003), (, -0.0032), (, -0.0012), (, -0.0013), (, -0.0021), (, -0.0014), (, -0.0037), (, -0.0036), (, -0.0007), (, -0.0017), (, -0.0028), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.002), (, -0.0012), (, -0.0005), (, 0.0013), (, 0.0), (, -0.0045), (, 0.0), (, -0.0006), (, -0.0005)] -19:33:49,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.083 0.0535 0.0657 0.0658] probs=[0.1969 0.2015 0.1991 0.2003 0.2023] -19:33:50,746 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.001543333333333333 std=0.0013838794102891416 min=-0.0045 max=0.0013 -19:33:50,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0006), (, -0.0021), (, -0.0028), (, 0.0001), (, -0.0037), (, -0.0006), (, -0.0012), (, 0.0), (, -0.0013), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0037), (, -0.0011), (, -0.0015), (, 0.0), (, -0.0008), (, 0.0), (, -0.003), (, -0.0004), (, 0.0004), (, 0.0013), (, -0.0006), (, -0.0032), (, -0.0014), (, -0.002), (, -0.0021), (, -0.0011), (, -0.0007), (, -0.0004), (, -0.0045), (, -0.0021), (, -0.0007), (, 0.0)] -19:33:51,673 root INFO ContextualMultiArmedBanditAgent - exp=[0.0744 0.0648 0.0533 0.0585 0.0409] probs=[0.2037 0.1973 0.1968 0.1993 0.2029] -19:33:53,90 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0011357142857142857 std=0.0015045678747719953 min=-0.0045 max=0.0026 -19:33:53,90 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0001), (, -0.0021), (, 0.0026), (, -0.0006), (, 0.0001), (, -0.0011), (, -0.0006), (, -0.0021), (, -0.0), (, 0.0013), (, 0.0), (, -0.002), (, -0.0028), (, -0.0), (, 0.0), (, 0.0007), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0021), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0015), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0005), (, -0.003), (, -0.0032), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0012)] -19:33:54,49 root INFO ContextualMultiArmedBanditAgent - exp=[0.1725 0.1317 0.1341 0.1051 0.0989] probs=[0.1976 0.207 0.2015 0.2003 0.1936] -19:33:55,458 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0014375000000000002 std=0.0015816163936513386 min=-0.0045 max=0.0013 -19:33:55,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0014), (, 0.0), (, -0.0037), (, -0.0), (, -0.0013), (, -0.0007), (, -0.0), (, 0.0006), (, -0.0028), (, -0.0021), (, 0.0003), (, -0.0032), (, -0.003), (, -0.002), (, 0.0001), (, -0.001), (, 0.0013), (, -0.0006), (, 0.0), (, 0.0), (, -0.0021), (, -0.0), (, -0.0003), (, 0.0), (, 0.0007), (, 0.0001), (, -0.0045), (, -0.0021), (, -0.0015), (, -0.0008), (, -0.0)] -19:33:56,286 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.0925 0.0824 0.0898 0.102 ] probs=[0.1965 0.2041 0.198 0.2019 0.1995] -19:33:57,877 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=21 avg=-0.0011476190476190477 std=0.0016632209278611436 min=-0.0045 max=0.0013 -19:33:57,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0006), (, -0.0007), (, -0.0), (, -0.0045), (, -0.0013), (, -0.003), (, -0.0032), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0015), (, -0.001), (, -0.0), (, 0.0001), (, 0.0), (, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0037), (, -0.0), (, 0.0013), (, 0.0), (, 0.0), (, -0.0008), (, 0.0), (, 0.0007), (, -0.0), (, -0.0006), (, -0.0003), (, 0.0), (, 0.0013)] -19:33:58,755 root INFO ContextualMultiArmedBanditAgent - exp=[0.0786 0.1168 0.0909 0.1056 0.1112] probs=[0.1968 0.204 0.2042 0.1934 0.2015] -19:34:00,264 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.0009115384615384615 std=0.0014478968628475533 min=-0.0045 max=0.0013 -19:34:00,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0009), (, -0.0019), (, -0.0005), (, -0.0009), (, -0.0015), (, 0.0013), (, -0.0003), (, -0.0), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0013), (, 0.0001), (, 0.0), (, 0.0011), (, -0.0013), (, -0.0), (, 0.0013), (, -0.0045), (, -0.0018), (, -0.0032), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0013), (, -0.0006), (, -0.0006), (, -0.0)] -19:34:01,203 root INFO ContextualMultiArmedBanditAgent - exp=[0.0993 0.0615 0.0662 0.0446 0.0612] probs=[0.213 0.2025 0.1903 0.1977 0.1966] -19:34:02,811 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=29 avg=-0.0008275862068965516 std=0.0009138386455795016 min=-0.0045 max=0.0011 -19:34:02,812 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, -0.0005), (, -0.0), (, -0.0), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0), (, -0.0013), (, -0.0015), (, -0.0011), (, 0.0011), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0006), (, -0.001), (, -0.0), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0019), (, -0.0006), (, -0.0007), (, -0.0006), (, -0.0013), (, -0.0045), (, -0.0006), (, -0.0018)] -19:34:03,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.0495 0.0845 0.067 0.0586] probs=[0.2022 0.2045 0.1962 0.2036 0.1936] -19:34:05,667 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=36 avg=-0.0008166666666666667 std=0.0008460693430998035 min=-0.0045 max=0.0009 -19:34:05,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0005), (, -0.0006), (, -0.0001), (, -0.0018), (, 0.0004), (, 0.0), (, -0.0008), (, -0.0005), (, -0.001), (, -0.001), (, -0.0013), (, -0.0002), (, -0.0003), (, -0.0013), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0009), (, -0.0006), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.001), (, -0.0007), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0005), (, -0.0016), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, 0.0009), (, 0.0002), (, -0.0), (, -0.0019), (, -0.0011), (, -0.0), (, -0.0011), (, 0.0), (, -0.0011), (, -0.0045), (, -0.0), (, -0.0009)] -19:34:06,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.0743 0.0646 0.1293 0.1013] probs=[0.1977 0.2028 0.1995 0.2017 0.1982] -19:34:08,810 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.0008303030303030303 std=0.000901340701226671 min=-0.0045 max=0.0008 -19:34:08,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0009), (, -0.0008), (, -0.0013), (, -0.0003), (, 0.0008), (, 0.0), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0011), (, -0.0001), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, -0.0013), (, -0.0), (, -0.001), (, -0.0006), (, -0.0), (, 0.0004), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0045), (, -0.001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0019), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.001), (, 0.0002), (, -0.0018), (, -0.0001), (, -0.0016)] -19:34:10,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.0992 0.1252 0.1159 0.1327] probs=[0.1998 0.1996 0.1995 0.2037 0.1975] -19:34:11,870 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0006600000000000001 std=0.0010407048893258197 min=-0.0045 max=0.0008 -19:34:11,870 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0), (, -0.0009), (, -0.0019), (, 0.0002), (, 0.0), (, -0.0), (, 0.0008), (, -0.0013), (, 0.0), (, -0.0011), (, -0.001), (, -0.0), (, 0.0002), (, -0.0006), (, -0.0009), (, -0.0001), (, -0.0018), (, -0.0001), (, -0.0006), (, 0.0), (, 0.0), (, -0.0009), (, -0.0006), (, -0.0045), (, -0.0016), (, -0.0012), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0004), (, 0.0003), (, -0.001), (, -0.0), (, 0.0008), (, -0.0005), (, 0.0008), (, 0.0)] -19:34:12,954 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1036 0.144 0.1367 0.1249] probs=[0.2032 0.205 0.2055 0.1883 0.1979] -19:34:14,635 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=25 avg=-0.0007920000000000001 std=0.0005775257570013653 min=-0.0019 max=0.0003 -19:34:14,635 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, 0.0002), (, -0.0013), (, -0.0006), (, 0.0003), (, -0.0004), (, -0.0019), (, -0.0018), (, -0.0009), (, -0.0), (, 0.0002), (, -0.0008), (, -0.0014), (, -0.0004), (, -0.0014), (, -0.0006), (, -0.0006), (, -0.0007), (, -0.0009), (, -0.0009), (, -0.0006), (, 0.0), (, 0.0), (, 0.0), (, -0.0012), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0016), (, -0.0005), (, -0.001)] -19:34:15,582 root INFO ContextualMultiArmedBanditAgent - exp=[0.0386 0.081 0.1016 0.0658 0.0894] probs=[0.1942 0.2055 0.1968 0.2003 0.2032] -19:34:17,227 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0008000000000000001 std=0.0010032091364359534 min=-0.0053 max=0.0004 -19:34:17,228 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0001), (, -0.0007), (, 0.0), (, -0.0014), (, -0.0006), (, -0.0013), (, -0.0006), (, -0.0), (, -0.0), (, 0.0003), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0), (, -0.0014), (, -0.0006), (, -0.0009), (, -0.0008), (, 0.0), (, -0.001), (, -0.0053), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0004), (, -0.0009), (, 0.0004)] -19:34:18,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.123 0.1008 0.1473 0.15 0.0451] probs=[0.1962 0.2006 0.2074 0.2046 0.1911] -19:34:20,159 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.0007181818181818181 std=0.0013301753234760344 min=-0.0053 max=0.0017 -19:34:20,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0001), (, -0.0008), (, -0.0006), (, -0.0005), (, 0.0003), (, 0.0009), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0009), (, -0.0001), (, -0.0014), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0014), (, -0.0008), (, -0.0004), (, 0.0004), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0017), (, 0.0), (, -0.0004), (, -0.0007), (, -0.0053), (, -0.001), (, -0.0016), (, 0.0002)] -19:34:21,386 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.1043 0.0809 0.0958 0.0928] probs=[0.1943 0.2019 0.1983 0.2054 0.2001] -19:34:23,246 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0006599999999999999 std=0.0014018083558984327 min=-0.0053 max=0.0017 -19:34:23,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0), (, 0.0007), (, -0.0014), (, -0.0016), (, -0.0053), (, -0.0006), (, -0.0014), (, -0.0001), (, -0.0008), (, -0.0006), (, 0.0009), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0017), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0009), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, 0.0), (, -0.0004)] -19:34:24,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.1215 0.1516 0.1002 0.0685 0.1486] probs=[0.2085 0.1977 0.1978 0.1983 0.1977] -19:34:25,934 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0006586206896551725 std=0.0014787033558981166 min=-0.0053 max=0.0019 -19:34:25,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0053), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0016), (, -0.0001), (, -0.0011), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0001), (, 0.0007), (, -0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0006), (, -0.0011), (, 0.0), (, -0.0014), (, -0.0006), (, 0.0001), (, -0.0001), (, 0.0017), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0053), (, -0.0006), (, 0.0019)] -19:34:27,32 root INFO ContextualMultiArmedBanditAgent - exp=[0.1015 0.0892 0.0973 0.0951 0.0921] probs=[0.1977 0.1995 0.2016 0.2077 0.1934] -19:34:28,626 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.0007679999999999999 std=0.0012651387275710122 min=-0.0053 max=0.0019 -19:34:28,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0011), (, -0.0016), (, -0.0004), (, -0.0008), (, -0.0013), (, -0.0017), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0014), (, -0.0003), (, -0.0019), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0017), (, -0.0011), (, 0.0019), (, -0.0007), (, -0.0), (, -0.0053)] -19:34:29,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.139 0.1837 0.131 0.1436 0.2172] probs=[0.1969 0.2058 0.1959 0.2011 0.2002] -19:34:31,48 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=28 avg=-0.0006071428571428571 std=0.0012094652216781512 min=-0.0053 max=0.0019 -19:34:31,49 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0005), (, -0.0003), (, -0.0013), (, -0.0004), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0011), (, 0.0017), (, -0.0014), (, -0.0017), (, 0.0001), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0053), (, -0.0007), (, -0.0002), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0), (, 0.0019), (, -0.0005), (, -0.0019)] -19:34:32,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.1332 0.0896 0.1312 0.1298 0.1312] probs=[0.1937 0.1987 0.204 0.2073 0.1963] -19:34:33,695 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0004499999999999999 std=0.001240094082452349 min=-0.0053 max=0.0019 -19:34:33,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0053), (, -0.0001), (, -0.0013), (, -0.0003), (, 0.0014), (, -0.0002), (, -0.0011), (, -0.0007), (, 0.0001), (, -0.0004), (, 0.0005), (, -0.0019), (, 0.0003), (, 0.0), (, -0.0005), (, 0.0004), (, -0.0011), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0017), (, -0.0008), (, -0.0007), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0019), (, -0.0), (, 0.0017)] -19:34:34,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1167 0.1393 0.0861 0.1149 0.0733] probs=[0.2107 0.2019 0.195 0.1891 0.2033] -19:34:36,574 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.0006 std=0.0012572986916401369 min=-0.0053 max=0.0017 -19:34:36,574 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0003), (, 0.0), (, -0.0), (, 0.0001), (, -0.0053), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0008), (, -0.0017), (, -0.0001), (, -0.0006), (, 0.0004), (, -0.0001), (, -0.0011), (, -0.0002), (, 0.0017), (, 0.0), (, -0.0003), (, -0.0007), (, 0.0014), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0017), (, -0.0005), (, -0.0), (, 0.0), (, -0.0019), (, -0.0), (, 0.0), (, -0.001), (, -0.0004), (, -0.0007)] -19:34:37,708 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.0591 0.1288 0.1193 0.1226] probs=[0.206 0.197 0.1945 0.2014 0.201 ] -19:34:39,253 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0007615384615384615 std=0.0011024716717368515 min=-0.0053 max=0.0004 -19:34:39,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0004), (, 0.0), (, 0.0), (, -0.0011), (, -0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0017), (, 0.0), (, -0.0011), (, 0.0001), (, -0.0008), (, 0.0001), (, -0.0017), (, 0.0003), (, -0.0006), (, 0.0003), (, -0.0005), (, -0.0019), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0013), (, 0.0), (, -0.0007), (, -0.001), (, 0.0), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0053), (, -0.0006)] -19:34:40,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.0454 0.0538 0.0354 0.0292] probs=[0.2083 0.1954 0.1991 0.2009 0.1963] -19:34:42,280 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=29 avg=-0.0003482758620689655 std=0.000569101342199456 min=-0.0019 max=0.0008 -19:34:42,281 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0006), (, -0.0), (, 0.0), (, -0.0019), (, -0.0), (, -0.0002), (, -0.0), (, -0.0013), (, -0.0002), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0), (, -0.0008), (, 0.0008), (, 0.0), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0), (, 0.0), (, -0.0011), (, 0.0003), (, 0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0005), (, 0.0003), (, 0.0004), (, 0.0004), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0007)] -19:34:43,770 root INFO ContextualMultiArmedBanditAgent - exp=[0.0619 0.09 0.0147 0.035 0.0625] probs=[0.1986 0.2103 0.1969 0.1982 0.1959] -19:34:45,471 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=31 avg=-0.0003 std=0.0004227406739590536 min=-0.0011 max=0.0004 -19:34:45,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0), (, 0.0), (, 0.0001), (, -0.0011), (, 0.0), (, 0.0001), (, 0.0001), (, 0.0003), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0008), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0003), (, 0.0004), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0008), (, 0.0), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0004), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0007), (, -0.0006), (, 0.0), (, -0.0006)] -19:34:47,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.0663 0.0731 0.0495 0.0592 0.0254] probs=[0.1984 0.2084 0.1986 0.194 0.2006] -19:34:48,977 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=30 avg=-0.00029666666666666665 std=0.0003781387164637983 min=-0.0011 max=0.0003 -19:34:48,977 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0011), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0), (, -0.0008), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0003), (, 0.0001), (, -0.0006), (, -0.0008), (, 0.0003), (, -0.0002), (, -0.0), (, -0.0007), (, 0.0003), (, 0.0001), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0), (, -0.0011), (, 0.0), (, -0.0002)] -19:34:50,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0534 0.0925 0.0789 0.1142 0.0829] probs=[0.1985 0.1983 0.2015 0.1983 0.2034] -19:34:52,175 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.00029090909090909086 std=0.00033877107347054543 min=-0.0011 max=0.0002 -19:34:52,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0008), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0001), (, 0.0), (, 0.0), (, 0.0001), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0011), (, -0.0008), (, 0.0), (, 0.0002), (, -0.0007), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0003)] -19:34:53,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.0658 0.0373 0.0695 0.0327] probs=[0.2018 0.2057 0.2007 0.1987 0.1931] -19:34:55,622 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.000375 std=0.0003960744879438715 min=-0.0015 max=0.0005 -19:34:55,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0005), (, -0.0002), (, -0.0003), (, 0.0002), (, -0.0011), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0015), (, -0.0002), (, -0.0003), (, -0.0003), (, 0.0002), (, -0.0003), (, -0.0003), (, 0.0), (, -0.0008)] -19:34:56,992 root INFO ContextualMultiArmedBanditAgent - exp=[0.1123 0.1157 0.1332 0.0971 0.1321] probs=[0.2027 0.2116 0.1925 0.1981 0.195 ] -19:34:58,795 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=38 avg=-0.0003526315789473684 std=0.0003911769300223589 min=-0.0015 max=0.0005 -19:34:58,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0015), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0002), (, 0.0002), (, 0.0)] -19:35:00,595 root INFO ContextualMultiArmedBanditAgent - exp=[0.0466 0.0456 0.0399 0.0606 0.05 ] probs=[0.1961 0.2077 0.1991 0.1988 0.1983] -19:35:02,619 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0003606060606060606 std=0.0003868594560704803 min=-0.0015 max=0.0005 -19:35:02,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0015), (, -0.0007), (, -0.0001), (, -0.0002), (, -0.0008), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0004), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0002), (, -0.0002), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0006)] -19:35:03,957 root INFO ContextualMultiArmedBanditAgent - exp=[0.096 0.0614 0.0615 0.0863 0.0451] probs=[0.1944 0.2079 0.1976 0.1962 0.2039] -19:35:05,669 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0004 std=0.000458257569495584 min=-0.0015 max=0.0005 -19:35:05,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0003), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0007), (, 0.0005), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0005), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0015), (, -0.0004), (, -0.0), (, -0.0006)] -19:35:06,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.1109 0.1476 0.1126 0.1196 0.1191] probs=[0.1997 0.2016 0.202 0.198 0.1987] -19:35:08,667 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.00032647058823529406 std=0.00046735099766374855 min=-0.0015 max=0.0012 -19:35:08,667 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0007), (, -0.0003), (, -0.0005), (, -0.0011), (, -0.0015), (, -0.0006), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0008), (, -0.0), (, 0.0), (, -0.0002), (, -0.0004), (, -0.0001), (, -0.0008), (, 0.0005), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0005), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0001), (, 0.0012), (, 0.0)] -19:35:10,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.1032 0.1447 0.1612 0.1949 0.1856] probs=[0.1964 0.2053 0.1961 0.2057 0.1965] -19:35:11,951 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.0003375 std=0.0003879030162295725 min=-0.0015 max=0.0005 -19:35:11,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0001), (, -0.0002), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.0), (, -0.0003), (, -0.0006), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0005), (, 0.0), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0015), (, -0.0001), (, -0.0004), (, -0.0008), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0008), (, -0.0004), (, 0.0005), (, -0.0005)] -19:35:13,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.0893 0.0663 0.12 0.0811 0.044 ] probs=[0.1981 0.2035 0.1952 0.2019 0.2014] -19:35:14,960 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=28 avg=-0.00032500000000000004 std=0.00044930501889028576 min=-0.0015 max=0.0006 -19:35:14,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0011), (, 0.0001), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0008), (, -0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0006), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0003), (, -0.0005), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0006), (, -0.0006), (, -0.0015), (, -0.0002), (, -0.0004), (, -0.0006)] -19:35:16,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.1469 0.177 0.2319 0.1669 0.1958] probs=[0.1976 0.1975 0.2081 0.1959 0.2009] -19:35:18,33 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.00026551724137931036 std=0.0004942956410259124 min=-0.0015 max=0.0006 -19:35:18,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0005), (, -0.0006), (, -0.0004), (, 0.0003), (, -0.0004), (, -0.0), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0005), (, 0.0), (, -0.0008), (, -0.0006), (, 0.0), (, 0.0003), (, 0.0003), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0015), (, -0.0008), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0003), (, 0.0006), (, -0.0), (, 0.0006), (, -0.0002), (, 0.0001)] -19:35:19,564 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.0621 0.0761 0.0942 0.0956] probs=[0.1948 0.1975 0.2038 0.2071 0.1967] -19:35:21,412 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00016666666666666666 std=0.0005226196639347903 min=-0.0015 max=0.0007 -19:35:21,413 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0006), (, 0.0003), (, -0.0005), (, -0.0006), (, -0.0001), (, -0.0004), (, 0.0007), (, 0.0004), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0007), (, 0.0004), (, 0.0003), (, -0.0002), (, 0.0005), (, 0.0002), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0011), (, 0.0006), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0004), (, -0.0015), (, -0.0004), (, 0.0001), (, -0.0005), (, -0.0004)] -19:35:22,742 root INFO ContextualMultiArmedBanditAgent - exp=[0.1546 0.1264 0.126 0.1724 0.1219] probs=[0.2019 0.1988 0.196 0.2084 0.1949] -19:35:24,548 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.00024285714285714289 std=0.0004531071864901059 min=-0.0015 max=0.0007 -19:35:24,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, 0.0004), (, -0.0004), (, -0.0003), (, 0.0003), (, -0.0006), (, -0.0004), (, 0.0007), (, 0.0003), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0001), (, -0.0006), (, 0.0002), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0015), (, -0.0008), (, 0.0006), (, -0.0007), (, -0.0), (, -0.0004), (, 0.0)] -19:35:25,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.1359 0.1795 0.2046 0.1351 0.1864] probs=[0.2004 0.1996 0.1958 0.2023 0.2019] -19:35:27,453 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0003777777777777777 std=0.0006740333728045822 min=-0.0029 max=0.0007 -19:35:27,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0004), (, 0.0006), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0008), (, 0.0004), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0005), (, 0.0), (, 0.0002), (, -0.0015), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0001), (, 0.0007), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0029)] -19:35:28,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.1405 0.1019 0.0956 0.1387 0.1205] probs=[0.204 0.1967 0.1992 0.1978 0.2023] -19:35:30,356 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00040689655172413785 std=0.0008123745672867388 min=-0.0029 max=0.0014 -19:35:30,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0029), (, 0.0), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0), (, -0.0006), (, -0.0), (, -0.0002), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0002), (, 0.0003), (, -0.0004), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0009), (, -0.0001), (, -0.0001), (, 0.0014), (, -0.0007), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0005)] -19:35:31,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1752 0.1661 0.1276 0.1642 0.1126] probs=[0.2069 0.1924 0.1993 0.2067 0.1947] -19:35:33,423 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0003466666666666666 std=0.0007998888811717676 min=-0.0029 max=0.0014 -19:35:33,424 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0003), (, -0.0004), (, 0.0003), (, 0.0002), (, 0.0003), (, 0.0014), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0009), (, -0.0009), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0004), (, -0.0), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0029), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0004), (, -0.0003)] -19:35:34,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.1668 0.1574 0.1256 0.1428 0.1461] probs=[0.2007 0.2041 0.2002 0.1997 0.1953] -19:35:36,856 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.00034545454545454544 std=0.0007572241608348653 min=-0.0029 max=0.0014 -19:35:36,857 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0004), (, -0.0009), (, 0.0), (, -0.0001), (, -0.0009), (, -0.0002), (, -0.0), (, 0.0014), (, -0.0029), (, -0.0003), (, -0.0002), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0006), (, 0.0001), (, -0.0), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0007), (, -0.0006), (, -0.0001), (, 0.0002)] -19:35:38,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.1119 0.1502 0.0903 0.1533 0.1156] probs=[0.1957 0.2035 0.1993 0.2015 0.2001] -19:35:40,319 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.00018823529411764704 std=0.0003825338938326849 min=-0.0009 max=0.0014 -19:35:40,319 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0001), (, 0.0), (, 0.0014), (, -0.0001), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0004), (, -0.0002)] -19:35:41,859 root INFO ContextualMultiArmedBanditAgent - exp=[0.1634 0.143 0.1626 0.1492 0.164 ] probs=[0.2007 0.1988 0.2026 0.1989 0.199 ] -19:35:43,757 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.00014999999999999996 std=0.00043950729990145404 min=-0.0009 max=0.0014 -19:35:43,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0003), (, 0.0009), (, -0.0001), (, -0.0001), (, -0.0009), (, -0.0003), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0001), (, 0.0003), (, 0.0014), (, -0.0006), (, 0.0)] -19:35:45,164 root INFO ContextualMultiArmedBanditAgent - exp=[0.0587 0.0709 0.061 0.0804 0.0742] probs=[0.1978 0.2035 0.2005 0.2037 0.1945] -19:35:46,893 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-6.129032258064514e-05 std=0.000535017286036592 min=-0.0011 max=0.0014 -19:35:46,893 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, 0.001), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0001), (, 0.0003), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0009), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0014), (, -0.0009), (, -0.0001), (, 0.001)] -19:35:48,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.0463 0.058 0.0535 0.0237 0.0658] probs=[0.2021 0.1967 0.1981 0.2045 0.1987] -19:35:50,211 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-4.827586206896552e-05 std=0.0006111722425855214 min=-0.0015 max=0.0014 -19:35:50,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.001), (, -0.0), (, -0.0015), (, -0.0), (, -0.0005), (, 0.0002), (, 0.0001), (, 0.0), (, 0.001), (, -0.0002), (, 0.0009), (, -0.0004), (, 0.0014), (, 0.0001), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0001), (, -0.0009), (, 0.0007), (, -0.0004), (, -0.0011), (, 0.0001), (, -0.0002), (, -0.0002), (, -0.0001)] -19:35:51,759 root INFO ContextualMultiArmedBanditAgent - exp=[0.1129 0.0777 0.112 0.0991 0.0766] probs=[0.1949 0.2055 0.1983 0.1977 0.2035] -19:35:53,731 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.0001185185185185185 std=0.0004929405621423465 min=-0.0015 max=0.001 -19:35:53,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, -0.0003), (, -0.0004), (, 0.0009), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0), (, 0.001), (, 0.0002), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0015), (, -0.0004), (, -0.0003), (, 0.0001), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0)] -19:35:55,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.0632 0.0358 0.0516 0.0527 0.062 ] probs=[0.1999 0.1991 0.1987 0.2026 0.1997] -19:35:57,51 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0002769230769230769 std=0.0003856140879844394 min=-0.0015 max=0.0004 -19:35:57,52 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0), (, 0.0003), (, 0.0004), (, -0.0), (, 0.0002), (, -0.0004), (, 0.0001), (, -0.0003), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0015), (, -0.0004), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0003), (, 0.0)] -19:35:58,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.1172 0.1472 0.1126 0.0948] probs=[0.1929 0.2022 0.1977 0.209 0.1982] -19:36:00,247 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0002931034482758621 std=0.0003609671247641857 min=-0.0015 max=0.0004 -19:36:00,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0004), (, -0.0004), (, 0.0), (, 0.0), (, 0.0004), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0008), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0003), (, 0.0002), (, -0.0003), (, -0.0002), (, -0.0015), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0), (, -0.0009), (, -0.0003)] -19:36:01,725 root INFO ContextualMultiArmedBanditAgent - exp=[0.1171 0.1376 0.1039 0.0742 0.0823] probs=[0.1971 0.197 0.2051 0.199 0.2019] -19:36:03,524 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=22 avg=-0.00035 std=0.00040423890326030093 min=-0.0015 max=0.0004 -19:36:03,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0015), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0002), (, 0.0)] -19:36:04,697 root INFO ContextualMultiArmedBanditAgent - exp=[0.0283 0.0812 0.0511 0.0296 0.028 ] probs=[0.2 0.2019 0.1981 0.2034 0.1965] -19:36:06,372 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.00032857142857142856 std=0.0004266624149448023 min=-0.0015 max=0.0004 -19:36:06,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0005), (, -0.0015), (, -0.0004), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0005), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0009), (, 0.0), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0008), (, -0.0003), (, -0.0008), (, 0.0001), (, -0.0), (, 0.0)] -19:36:07,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.1285 0.1424 0.158 0.1483 0.2439] probs=[0.1977 0.2015 0.204 0.1985 0.1983] -19:36:09,342 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.00035217391304347834 std=0.0003987693734886296 min=-0.0015 max=0.0002 -19:36:09,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0008), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0), (, -0.001), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0002), (, -0.0003), (, -0.0015), (, -0.0)] -19:36:10,589 root INFO ContextualMultiArmedBanditAgent - exp=[0.0792 0.1048 0.1031 0.1259 0.0893] probs=[0.2031 0.2016 0.1965 0.1991 0.1996] -19:36:12,436 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.00037500000000000006 std=0.00042744395344107203 min=-0.0015 max=0.0002 -19:36:12,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0009), (, -0.0008), (, 0.0002), (, -0.0), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0007), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0015), (, -0.0002)] -19:36:13,706 root INFO ContextualMultiArmedBanditAgent - exp=[0.1078 0.1794 0.1083 0.1638 0.1303] probs=[0.1956 0.2065 0.1974 0.1995 0.2009] -19:36:15,419 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.0003363636363636364 std=0.0003937528695946857 min=-0.001 max=0.0002 -19:36:15,420 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0005), (, -0.0), (, -0.0003), (, -0.001), (, -0.0001), (, -0.0), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0007), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0003), (, 0.0001), (, -0.0008), (, 0.0002), (, 0.0002), (, 0.0002), (, 0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0007), (, -0.0003), (, 0.0002)] -19:36:16,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0119 0.0153 0.0293 0.0129 0.0274] probs=[0.195 0.2059 0.1941 0.1953 0.2097] -19:36:18,348 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.000308695652173913 std=0.0004042309321450247 min=-0.001 max=0.0006 -19:36:18,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0007), (, 0.0006), (, -0.0), (, -0.0003), (, -0.0002), (, -0.001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0009), (, -0.0005), (, 0.0001), (, 0.0001), (, -0.0001)] -19:36:19,637 root INFO ContextualMultiArmedBanditAgent - exp=[0.1364 0.1175 0.1223 0.1383 0.1682] probs=[0.197 0.2082 0.1999 0.1972 0.1977] -19:36:21,384 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.00029565217391304345 std=0.00039943248966455133 min=-0.001 max=0.0006 -19:36:21,385 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0002), (, 0.0006), (, 0.0001), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0007), (, -0.0008), (, -0.0003), (, -0.001), (, -0.0003), (, -0.0003), (, -0.0009), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0007)] -19:36:22,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0633 0.07 0.0689 0.0496 0.0084] probs=[0.2025 0.1971 0.2017 0.2036 0.1951] -19:36:25,122 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:36:25,125 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.23088235294117648 std=0.34754265288009506 min=-0.0408 max=1.198 -19:36:25,125 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1692), (, 0.0813), (, 0.0108), (, 0.1531), (, 0.2399), (, 1.198), (, 1.0112), (, -0.0071), (, 0.0101), (, -0.0287), (, 0.2009), (, 0.0513), (, -0.0408), (, 0.1158), (, 0.5377), (, 0.1906), (, 0.0317)] -19:36:25,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.1123 0.1632 0.1816 0.2189] probs=[0.1954 0.2123 0.2008 0.1965 0.195 ] -19:36:26,611 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.09786470588235294 std=0.2601087305253358 min=-0.333 max=1.0112 -19:36:26,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0408), (, 0.1531), (, 1.0112), (, 0.2399), (, -0.0287), (, 0.0317), (, -0.333), (, 0.2009), (, 0.0108), (, 0.0513), (, 0.1158), (, 0.0813), (, 0.0388), (, 0.0101), (, -0.0408), (, 0.1692), (, -0.0071)] -19:36:26,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.2425 0.1549 0.1739 0.0965] probs=[0.2014 0.2009 0.1969 0.2002 0.2006] -19:36:28,268 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.048318749999999994 std=0.12693542265040716 min=-0.333 max=0.2399 -19:36:28,268 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0108), (, 0.0513), (, 0.2009), (, 0.1531), (, 0.0388), (, -0.0071), (, 0.2399), (, 0.1692), (, 0.0813), (, 0.1158), (, 0.0317), (, 0.0101), (, -0.0287), (, -0.333), (, 0.0798), (, -0.0408)] -19:36:28,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.0919 0.1524 0.1148 0.0823 0.1997] probs=[0.19 0.2 0.2018 0.1925 0.2157] -19:36:30,57 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004 std=0.024719358136219206 min=-0.0408 max=0.0317 -19:36:30,58 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0287), (, 0.0108), (, 0.0101), (, -0.0071), (, -0.0408), (, 0.0317)] -19:36:30,192 root INFO ContextualMultiArmedBanditAgent - exp=[0.1664 0.2559 0.0362 0.1438 0.3069] probs=[0.203 0.2112 0.1884 0.1993 0.1982] -19:36:31,516 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.025533333333333335 std=0.013938994065410732 min=-0.0408 max=-0.0071 -19:36:31,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0287), (, -0.0408), (, -0.0071)] -19:36:31,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.0368 0.1872 0.3305 0.1386 0.222 ] probs=[0.1796 0.1632 0.2242 0.2032 0.2299] -19:36:32,690 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.016242857142857142 std=0.015703216880886644 min=-0.0408 max=0.0012 -19:36:32,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0318), (, 0.0012), (, -0.0287), (, -0.0071), (, -0.0408), (, -0.0028), (, -0.0037)] -19:36:32,862 root INFO ContextualMultiArmedBanditAgent - exp=[0.2723 0.5005 0.286 0.2386 0.2858] probs=[0.1873 0.2107 0.1848 0.2119 0.2053] -19:36:34,106 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0125 std=0.024240424538736566 min=-0.0468 max=0.034 -19:36:34,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0141), (, -0.0287), (, -0.0468), (, -0.0037), (, -0.0408), (, -0.0332), (, 0.034), (, -0.0318), (, -0.0013), (, -0.0028), (, 0.0035)] -19:36:34,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1598 0.1794 0.1101 0.038 0.0501] probs=[0.1879 0.2111 0.197 0.1975 0.2065] -19:36:35,839 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0030473684210526306 std=0.021204080253351756 min=-0.0468 max=0.034 -19:36:35,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0141), (, 0.0035), (, 0.0006), (, -0.0037), (, -0.0371), (, 0.034), (, -0.0013), (, -0.0468), (, -0.0371), (, 0.0017), (, 0.0035), (, 0.0267), (, 0.0058), (, -0.0012), (, -0.0067), (, -0.0332), (, -0.0013), (, 0.0219)] -19:36:36,285 root INFO ContextualMultiArmedBanditAgent - exp=[0.1772 0.1398 0.1181 0.1488 0.1753] probs=[0.214 0.2051 0.1972 0.1906 0.1932] -19:36:37,763 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.0008000000000000003 std=0.011270688579347385 min=-0.0371 max=0.0222 -19:36:37,764 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0028), (, -0.0012), (, -0.0012), (, 0.0029), (, -0.0013), (, 0.0056), (, 0.0035), (, -0.0013), (, -0.0012), (, 0.0035), (, 0.0017), (, 0.0222), (, 0.0206), (, 0.0006), (, -0.0371), (, -0.0037), (, -0.0001), (, 0.0058)] -19:36:38,231 root INFO ContextualMultiArmedBanditAgent - exp=[0.131 0.171 0.0687 0.1256 0.1847] probs=[0.1889 0.206 0.2083 0.1882 0.2086] -19:36:39,789 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.002615 std=0.005748067066414587 min=-0.0234 max=0.0035 -19:36:39,789 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0006), (, -0.002), (, -0.0012), (, -0.0028), (, -0.0011), (, 0.0035), (, -0.0234), (, -0.0013), (, -0.0001), (, 0.0034), (, -0.0011), (, -0.0037), (, -0.0062), (, -0.0046), (, -0.0012), (, -0.0012), (, -0.0108), (, 0.0035), (, -0.0013)] -19:36:40,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1023 0.1734 0.1064 0.1246 0.1967] probs=[0.2027 0.209 0.1996 0.1983 0.1903] -19:36:42,45 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.003220833333333334 std=0.005468392448628959 min=-0.0234 max=0.0035 -19:36:42,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0062), (, -0.002), (, 0.0006), (, -0.0003), (, -0.0234), (, -0.0013), (, -0.0028), (, -0.0011), (, -0.0012), (, -0.0037), (, -0.0012), (, -0.002), (, 0.0006), (, -0.0108), (, -0.0011), (, -0.003), (, -0.0012), (, -0.0114), (, 0.0035), (, -0.0007), (, -0.0062), (, 0.0035), (, -0.0013), (, -0.0046)] -19:36:42,709 root INFO ContextualMultiArmedBanditAgent - exp=[0.1235 0.2035 0.1507 0.1516 0.0998] probs=[0.1936 0.2148 0.197 0.1977 0.1969] -19:36:44,219 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0028499999999999997 std=0.0034891976154984403 min=-0.0114 max=0.0035 -19:36:44,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0046), (, -0.0062), (, 0.0035), (, -0.002), (, -0.003), (, 0.0015), (, -0.0031), (, -0.0028), (, -0.0114), (, -0.0037), (, -0.0108), (, -0.0013), (, 0.0006), (, -0.002), (, -0.002), (, 0.0006), (, -0.0013), (, -0.004), (, -0.002)] -19:36:44,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.0168 0.0988 0.0377 0.0465 0.0425] probs=[0.1985 0.2119 0.1932 0.1985 0.1979] -19:36:46,199 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.003142857142857143 std=0.0030742511947079512 min=-0.0114 max=0.0006 -19:36:46,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0108), (, -0.0012), (, 0.0006), (, 0.0004), (, -0.0013), (, -0.0046), (, -0.002), (, -0.0013), (, -0.0049), (, -0.002), (, -0.003), (, -0.004), (, 0.0002), (, -0.0114), (, -0.0013), (, -0.0025), (, -0.0062), (, -0.0031), (, -0.002), (, -0.0026)] -19:36:46,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.0541 0.1338 0.0839 0.1046 0.0738] probs=[0.1967 0.2089 0.201 0.194 0.1995] -19:36:48,359 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.002747826086956523 std=0.003149999249857383 min=-0.0114 max=0.0028 -19:36:48,359 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0062), (, -0.004), (, 0.0004), (, -0.0031), (, -0.0005), (, -0.0018), (, -0.003), (, -0.0018), (, -0.0013), (, 0.0028), (, -0.0049), (, 0.0003), (, -0.0108), (, -0.0013), (, -0.0013), (, -0.0018), (, -0.0036), (, -0.0013), (, -0.0114), (, -0.0012), (, -0.0018), (, -0.0026)] -19:36:48,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1035 0.1281 0.0676 0.0576 0.0858] probs=[0.196 0.203 0.2058 0.2004 0.1947] -19:36:50,370 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.002222727272727273 std=0.004253974806330258 min=-0.0114 max=0.0097 -19:36:50,370 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0004), (, -0.0031), (, -0.0114), (, -0.0018), (, -0.0013), (, -0.004), (, -0.0049), (, -0.0108), (, -0.0036), (, -0.0018), (, -0.002), (, -0.0005), (, -0.003), (, -0.0018), (, -0.0013), (, 0.005), (, -0.0062), (, -0.0018), (, -0.0013), (, -0.0029), (, 0.0097)] -19:36:50,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.1202 0.1189 0.0462 0.0889 0.1154] probs=[0.1892 0.2128 0.2017 0.2035 0.1929] -19:36:52,516 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.002742857142857143 std=0.00228839128950395 min=-0.0108 max=-0.0004 -19:36:52,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0049), (, -0.0018), (, -0.0029), (, -0.0013), (, -0.0017), (, 0.0), (, -0.0062), (, -0.0018), (, -0.0004), (, -0.0018), (, -0.0018), (, -0.0018), (, -0.002), (, -0.0024), (, -0.0036), (, -0.0013), (, -0.004), (, -0.0005), (, -0.003), (, -0.0031), (, -0.0108)] -19:36:53,83 root INFO ContextualMultiArmedBanditAgent - exp=[0.0292 0.0651 0.0421 0.043 0.0803] probs=[0.1918 0.21 0.1994 0.2051 0.1937] -19:36:54,675 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=30 avg=-0.002856666666666666 std=0.0029417322938855074 min=-0.0108 max=0.0033 -19:36:54,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0062), (, -0.0031), (, -0.0012), (, -0.0018), (, -0.0018), (, -0.0094), (, -0.0004), (, -0.0029), (, 0.0015), (, -0.002), (, 0.0), (, -0.0049), (, -0.004), (, 0.0033), (, -0.0002), (, -0.003), (, -0.0036), (, -0.0108), (, -0.0067), (, -0.0013), (, -0.0005), (, -0.0024), (, -0.0036), (, -0.0013), (, -0.0018), (, -0.0017), (, -0.0018), (, -0.0082), (, -0.0024), (, -0.0018)] -19:36:55,511 root INFO ContextualMultiArmedBanditAgent - exp=[0.1129 0.1896 0.1368 0.1839 0.1542] probs=[0.2021 0.2022 0.2001 0.2044 0.1911] -19:36:57,114 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.0026620689655172418 std=0.0032793411652346236 min=-0.0094 max=0.0056 -19:36:57,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0016), (, -0.003), (, -0.0094), (, -0.0039), (, 0.0), (, -0.0018), (, -0.0045), (, -0.0018), (, -0.002), (, -0.0049), (, -0.0036), (, 0.0015), (, -0.0018), (, 0.0), (, 0.0056), (, -0.0062), (, -0.0003), (, 0.0015), (, -0.0024), (, -0.0017), (, -0.0036), (, 0.0022), (, -0.0082), (, -0.0029), (, -0.0002), (, -0.0016), (, -0.0036), (, -0.0024), (, -0.0005), (, -0.0067)] -19:36:57,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.0858 0.1665 0.0962 0.0594 0.1075] probs=[0.2005 0.21 0.2 0.1999 0.1896] -19:36:59,672 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=28 avg=-0.0027500000000000003 std=0.003170567772497538 min=-0.0094 max=0.0048 -19:36:59,673 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0024), (, -0.0005), (, -0.0012), (, -0.0029), (, 0.0005), (, 0.0048), (, -0.0008), (, 0.0015), (, -0.0013), (, 0.0), (, -0.0039), (, -0.0067), (, 0.0022), (, -0.0094), (, -0.0062), (, -0.0016), (, -0.0045), (, -0.003), (, -0.0024), (, -0.0018), (, -0.0017), (, -0.0039), (, -0.0016), (, -0.0024), (, -0.003), (, -0.0036), (, -0.0036), (, -0.0082)] -19:37:00,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1718 0.0715 0.1377 0.1013] probs=[0.198 0.2086 0.1938 0.2018 0.1978] -19:37:02,441 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=30 avg=-0.0030433333333333337 std=0.0034283799219002684 min=-0.0131 max=0.0022 -19:37:02,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0094), (, -0.0029), (, -0.003), (, -0.0039), (, 0.0022), (, -0.0045), (, 0.0005), (, 0.0005), (, -0.0), (, -0.003), (, -0.0067), (, -0.0024), (, -0.0082), (, 0.0001), (, -0.0016), (, -0.0039), (, -0.0094), (, -0.003), (, -0.0056), (, -0.0131), (, 0.0019), (, -0.0013), (, -0.0017), (, -0.0024), (, -0.0005), (, -0.0024), (, -0.0029), (, -0.0029), (, -0.0012), (, -0.0008), (, 0.0), (, 0.0002)] -19:37:03,290 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.1009 0.0966 0.1051 0.1346] probs=[0.1908 0.209 0.1926 0.2046 0.2029] -19:37:04,836 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0024129032258064518 std=0.0035891181355083256 min=-0.0131 max=0.0022 -19:37:04,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, -0.0005), (, -0.0025), (, -0.0012), (, 0.0001), (, 0.0004), (, -0.0014), (, -0.0026), (, -0.0131), (, 0.0022), (, -0.0029), (, -0.0013), (, -0.0012), (, -0.0047), (, 0.0002), (, -0.0017), (, 0.0002), (, -0.003), (, -0.0008), (, -0.0094), (, -0.0056), (, 0.0005), (, -0.0029), (, -0.0013), (, -0.003), (, 0.0002), (, -0.003), (, -0.0039), (, -0.0016), (, 0.0005), (, 0.0016)] -19:37:05,678 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.1553 0.0928 0.1397 0.1855] probs=[0.1975 0.2099 0.1981 0.1931 0.2012] -19:37:07,435 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0026384615384615383 std=0.0038411814011073495 min=-0.0131 max=0.0022 -19:37:07,435 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, 0.0001), (, -0.0039), (, 0.0022), (, -0.0094), (, -0.0012), (, -0.0024), (, -0.0016), (, -0.0008), (, -0.0008), (, -0.0033), (, -0.0014), (, -0.0131), (, 0.0022), (, -0.0012), (, -0.0002), (, -0.0056), (, -0.0029), (, 0.0004), (, -0.0025), (, -0.0047), (, -0.0005), (, 0.0002), (, 0.0002), (, -0.0029), (, -0.0024)] -19:37:08,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.1159 0.1587 0.1322 0.1567 0.1049] probs=[0.1876 0.1996 0.205 0.2039 0.2038] -19:37:09,549 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0025714285714285717 std=0.0038828245557341688 min=-0.0131 max=0.0022 -19:37:09,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, 0.0008), (, -0.0033), (, -0.0012), (, -0.0012), (, 0.0001), (, -0.0008), (, 0.0004), (, 0.0022), (, 0.0002), (, -0.0094), (, 0.0022), (, -0.0017), (, -0.0047), (, -0.0029), (, -0.0039), (, -0.0024), (, 0.0015), (, -0.0024), (, -0.0008), (, -0.0002), (, -0.0131), (, -0.008), (, -0.0017), (, -0.0012), (, -0.0029), (, -0.0016), (, -0.0029)] -19:37:10,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.103 0.0625 0.0893 0.0743] probs=[0.2015 0.1952 0.1974 0.1995 0.2064] -19:37:11,988 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0026258064516129034 std=0.003717002585498635 min=-0.0131 max=0.0043 -19:37:11,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0131), (, -0.0016), (, -0.0024), (, -0.0017), (, -0.0001), (, -0.0017), (, -0.0024), (, -0.0007), (, 0.0001), (, -0.0017), (, -0.0008), (, -0.0017), (, -0.0029), (, 0.0015), (, -0.0131), (, 0.0043), (, -0.0017), (, -0.0094), (, -0.008), (, -0.0033), (, -0.0047), (, -0.004), (, -0.0017), (, -0.0008), (, -0.0029), (, 0.0004), (, -0.0039), (, -0.0029), (, 0.0008), (, -0.0015), (, 0.0002)] -19:37:12,828 root INFO ContextualMultiArmedBanditAgent - exp=[0.0287 0.127 0.0302 0.0752 0.0362] probs=[0.2002 0.205 0.2064 0.1994 0.189 ] -19:37:14,562 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.002455555555555555 std=0.0035434167789205663 min=-0.0131 max=0.0043 -19:37:14,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0002), (, -0.0017), (, 0.0001), (, -0.0017), (, -0.0029), (, -0.0038), (, -0.0047), (, -0.0017), (, -0.0131), (, 0.0043), (, 0.0015), (, -0.0029), (, -0.0039), (, 0.0009), (, -0.0001), (, -0.004), (, -0.0007), (, -0.0015), (, -0.0062), (, -0.0094), (, -0.0033), (, -0.008), (, 0.0015), (, -0.0017), (, -0.0017), (, -0.0017)] -19:37:15,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.1334 0.1619 0.1325 0.0874 0.1 ] probs=[0.1993 0.2024 0.1961 0.2001 0.2022] -19:37:16,879 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0016862068965517243 std=0.003718149719484701 min=-0.0131 max=0.0043 -19:37:16,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0015), (, 0.0029), (, -0.0062), (, -0.0029), (, -0.0001), (, -0.0007), (, -0.0094), (, -0.0033), (, 0.0043), (, -0.0002), (, -0.008), (, -0.0017), (, -0.0001), (, -0.0039), (, -0.0001), (, -0.0017), (, -0.004), (, -0.0017), (, 0.0001), (, -0.0017), (, 0.0002), (, 0.0002), (, 0.0015), (, -0.0131), (, -0.0017), (, -0.0016), (, 0.0043), (, -0.0017)] -19:37:17,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.0671 0.1265 0.1562 0.0995 0.1063] probs=[0.2178 0.195 0.1992 0.1951 0.1929] -19:37:19,107 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.0018111111111111114 std=0.004079609034765857 min=-0.0131 max=0.0056 -19:37:19,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0033), (, -0.0016), (, -0.0007), (, -0.0002), (, 0.0015), (, 0.0043), (, -0.0048), (, -0.008), (, -0.0007), (, -0.0001), (, 0.0056), (, 0.0002), (, -0.0094), (, 0.0001), (, -0.004), (, -0.0062), (, 0.0043), (, -0.0039), (, 0.0002), (, -0.0131), (, 0.0015), (, -0.0001), (, -0.003), (, -0.0017), (, -0.0044), (, 0.0002)] -19:37:19,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.1155 0.0582 0.0846 0.0465] probs=[0.1943 0.2017 0.1969 0.2065 0.2006] -19:37:21,587 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.001786363636363636 std=0.004081142381796531 min=-0.0131 max=0.0043 -19:37:21,588 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0019), (, -0.0), (, -0.003), (, 0.0043), (, 0.0043), (, 0.0004), (, -0.0044), (, -0.0039), (, 0.0043), (, 0.0015), (, 0.0004), (, -0.0033), (, -0.0062), (, -0.0048), (, 0.0001), (, -0.0001), (, -0.008), (, -0.0131), (, -0.0016), (, -0.004), (, -0.0002), (, 0.0015), (, -0.0)] -19:37:22,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.0309 0.0663 0.0339 0.0425 0.0402] probs=[0.1998 0.2052 0.1953 0.1939 0.2058] -19:37:23,762 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=21 avg=-0.0016952380952380956 std=0.004534468645353236 min=-0.0131 max=0.0049 -19:37:23,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0035), (, -0.0), (, -0.0044), (, -0.0019), (, -0.0), (, -0.0001), (, -0.0016), (, -0.0131), (, -0.0044), (, 0.0047), (, 0.0043), (, 0.0004), (, 0.0043), (, -0.003), (, 0.0001), (, 0.0049), (, -0.0028), (, -0.0002), (, -0.0065), (, -0.008), (, -0.0062), (, -0.004)] -19:37:24,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.0339 0.0724 0.0208 0.0189 0.015 ] probs=[0.1894 0.2018 0.2018 0.2039 0.2032] -19:37:25,982 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0011280000000000003 std=0.003992645238435291 min=-0.0131 max=0.0049 -19:37:25,983 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0), (, 0.0004), (, 0.0005), (, 0.0045), (, -0.0019), (, 0.0049), (, -0.0044), (, 0.0013), (, -0.004), (, -0.0001), (, -0.0019), (, -0.0014), (, -0.0065), (, 0.0049), (, -0.0028), (, 0.0001), (, -0.0004), (, -0.001), (, -0.0044), (, 0.0043), (, -0.0), (, -0.0041), (, -0.0131), (, -0.003), (, 0.0043), (, -0.0016)] -19:37:26,734 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1335 0.1311 0.1881 0.2283] probs=[0.1989 0.1984 0.2026 0.2007 0.1994] -19:37:28,330 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0025 std=0.0035890264851504107 min=-0.0131 max=0.0049 -19:37:28,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, 0.0049), (, 0.0001), (, -0.0004), (, -0.0041), (, -0.0014), (, -0.001), (, -0.0001), (, -0.0017), (, -0.0065), (, -0.0044), (, -0.0016), (, -0.0131), (, -0.003), (, -0.0044), (, -0.0028), (, 0.0013), (, -0.004)] -19:37:28,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0687 0.0552 0.04 0.1055 0.0342] probs=[0.1957 0.2109 0.1947 0.2101 0.1887] -19:37:30,555 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.001813333333333333 std=0.0036702164634921596 min=-0.0131 max=0.0028 -19:37:30,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0001), (, -0.0014), (, -0.001), (, -0.0028), (, -0.0131), (, 0.0001), (, -0.0009), (, -0.0014), (, 0.0016), (, -0.0065), (, -0.0013), (, 0.0028), (, 0.0012), (, -0.0016)] -19:37:30,974 root INFO ContextualMultiArmedBanditAgent - exp=[0.0487 0.0355 0.0268 0.0198 0.0187] probs=[0.1916 0.2079 0.2051 0.202 0.1934] -19:37:32,464 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0015777777777777778 std=0.003371375511494703 min=-0.0131 max=0.0028 -19:37:32,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0014), (, -0.0), (, -0.0131), (, -0.0014), (, 0.0001), (, 0.0028), (, -0.002), (, -0.0011), (, -0.0001), (, -0.0001), (, -0.001), (, -0.0008), (, -0.0016), (, -0.0013), (, -0.0009), (, 0.0016), (, -0.0065), (, 0.0012)] -19:37:33,13 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.1503 0.162 0.0804 0.0494] probs=[0.1942 0.2071 0.2075 0.1962 0.195 ] -19:37:34,285 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010842105263157895 std=0.0016115579771058214 min=-0.0065 max=0.0012 -19:37:34,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0001), (, -0.0008), (, -0.0065), (, -0.0001), (, 0.0004), (, -0.0013), (, -0.0016), (, -0.002), (, -0.0028), (, -0.001), (, -0.0011), (, -0.0008), (, 0.0012), (, -0.0014), (, 0.0009), (, -0.0008), (, -0.0001), (, -0.0009)] -19:37:34,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.1151 0.1844 0.1117 0.0956 0.1315] probs=[0.1939 0.2055 0.1966 0.2011 0.2028] -19:37:36,267 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.001336842105263158 std=0.0015325281920016277 min=-0.0065 max=0.0009 -19:37:36,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0), (, 0.0003), (, -0.0011), (, -0.002), (, 0.0004), (, 0.0001), (, -0.0065), (, -0.0008), (, -0.0008), (, 0.0009), (, -0.0008), (, -0.002), (, -0.002), (, -0.0014), (, -0.0014), (, -0.0009), (, -0.0028), (, -0.0016), (, -0.001)] -19:37:36,868 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1616 0.0943 0.135 0.1766] probs=[0.198 0.2127 0.1981 0.1982 0.193 ] -19:37:38,459 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.001563157894736842 std=0.001403083268833243 min=-0.0065 max=0.0003 -19:37:38,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0006), (, -0.0014), (, -0.0009), (, -0.0014), (, -0.0006), (, -0.0016), (, -0.0028), (, 0.0003), (, -0.0005), (, -0.0017), (, 0.0003), (, 0.0), (, -0.0014), (, -0.0011), (, -0.0065), (, -0.002), (, -0.002), (, -0.002), (, -0.0018)] -19:37:39,43 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1486 0.1014 0.1503 0.1443] probs=[0.1938 0.2089 0.205 0.201 0.1913] -19:37:40,530 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0013166666666666665 std=0.001848197319912929 min=-0.0065 max=0.0017 -19:37:40,530 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0006), (, 0.0017), (, 0.0014), (, 0.0003), (, -0.0014), (, -0.0018), (, -0.002), (, -0.002), (, -0.002), (, -0.0006), (, 0.0), (, -0.002), (, -0.0017), (, -0.0028), (, 0.0017), (, -0.002), (, -0.0065), (, -0.0014)] -19:37:41,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.0186 0.1599 0.125 0.0694 0.0537] probs=[0.1929 0.2022 0.2028 0.2036 0.1985] -19:37:42,401 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.001385 std=0.0017652974253649157 min=-0.0065 max=0.0017 -19:37:42,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0017), (, -0.0028), (, 0.0014), (, 0.0), (, -0.0018), (, 0.0017), (, -0.002), (, -0.0014), (, 0.0003), (, -0.0006), (, -0.002), (, -0.0017), (, -0.0065), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0006), (, -0.0014)] -19:37:43,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1462 0.1842 0.1786 0.1693] probs=[0.2062 0.1966 0.1932 0.2018 0.2021] -19:37:44,619 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0018923076923076927 std=0.00046815766322162895 min=-0.0028 max=-0.0006 -19:37:44,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0028), (, -0.002), (, 0.0), (, -0.0014), (, -0.0006), (, -0.002), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.002)] -19:37:45,52 root INFO ContextualMultiArmedBanditAgent - exp=[0.142 0.17 0.1607 0.1339 0.1225] probs=[0.1898 0.2011 0.2066 0.205 0.1975] -19:37:46,540 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0019307692307692305 std=0.0004249608405210195 min=-0.0028 max=-0.0007 -19:37:46,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.002), (, -0.002), (, -0.002), (, -0.0028), (, 0.0), (, -0.002), (, -0.002), (, -0.002), (, -0.0018), (, -0.002), (, -0.0018), (, -0.0007), (, 0.0), (, -0.002)] -19:37:46,956 root INFO ContextualMultiArmedBanditAgent - exp=[0.0056 0.1183 0.0493 0.0254 0.0256] probs=[0.1987 0.205 0.1964 0.1958 0.2041] -19:37:48,221 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.001657142857142857 std=0.0005839695267419912 min=-0.002 max=-0.0001 -19:37:48,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0007), (, -0.002), (, -0.0001), (, -0.002), (, 0.0), (, -0.001), (, -0.002), (, -0.002), (, -0.002), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.0018), (, -0.002)] -19:37:48,660 root INFO ContextualMultiArmedBanditAgent - exp=[0.1969 0.1203 0.1553 0.209 0.2093] probs=[0.1918 0.2242 0.1964 0.1831 0.2044] -19:37:49,923 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0014823529411764707 std=0.0007326304695030713 min=-0.002 max=-0.0001 -19:37:49,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, 0.0), (, -0.002), (, -0.0018), (, -0.0001), (, -0.001), (, -0.002), (, -0.002), (, -0.002), (, -0.0001), (, -0.0007), (, -0.002), (, 0.0), (, -0.0018), (, -0.002), (, -0.002), (, -0.002), (, -0.0001)] -19:37:50,457 root INFO ContextualMultiArmedBanditAgent - exp=[0.0395 0.1362 0.1245 0.0699 0.1074] probs=[0.2072 0.1978 0.202 0.2021 0.191 ] -19:37:52,1 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0011058823529411764 std=0.000792962122257829 min=-0.002 max=-0.0001 -19:37:52,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.001), (, -0.0018), (, -0.0018), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.002), (, -0.0001), (, -0.002), (, -0.0007), (, -0.0007), (, -0.002), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.002)] -19:37:52,507 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.1518 0.082 0.1126 0.088 ] probs=[0.1965 0.2089 0.1899 0.2024 0.2023] -19:37:53,900 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00073 std=0.0007497332859090624 min=-0.002 max=0.0006 -19:37:53,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.0001), (, -0.001), (, -0.0002), (, -0.001), (, -0.0018), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0018), (, 0.0006), (, -0.002), (, -0.001)] -19:37:54,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0337 0.1802 0.057 0.0818 0.1313] probs=[0.2042 0.2048 0.1935 0.2 0.1974] -19:37:56,48 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0007090909090909089 std=0.0006501112428647682 min=-0.0018 max=0.0006 -19:37:56,49 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0001), (, -0.0007), (, 0.0006), (, -0.0001), (, -0.001), (, -0.0018), (, -0.0007), (, -0.0018), (, -0.0001), (, -0.0002), (, -0.001), (, -0.0001), (, -0.001), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0007), (, -0.001), (, -0.0018), (, -0.0007), (, -0.0001)] -19:37:56,690 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.1674 0.1234 0.1048 0.1619] probs=[0.1946 0.2062 0.199 0.2015 0.1987] -19:37:58,104 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0008449999999999999 std=0.0007283371472058802 min=-0.0021 max=0.0006 -19:37:58,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0007), (, 0.0004), (, -0.0007), (, -0.0007), (, -0.0001), (, -0.0018), (, -0.0007), (, -0.0002), (, -0.001), (, 0.0006), (, -0.001), (, -0.001), (, -0.0001), (, -0.001), (, -0.0007), (, -0.0018), (, -0.0021), (, -0.0), (, -0.0018), (, -0.0007)] -19:37:58,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.0105 0.0912 0.0309 0.0756 0.0585] probs=[0.1995 0.1984 0.1943 0.2065 0.2013] -19:38:00,338 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0013812499999999999 std=0.0010119404317942829 min=-0.0042 max=0.0006 -19:38:00,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0007), (, 0.0006), (, -0.001), (, -0.0018), (, -0.0042), (, -0.0021), (, -0.001), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0021), (, -0.0018), (, -0.001), (, -0.001), (, -0.0018)] -19:38:00,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.0606 0.0366 0.131 0.0081] probs=[0.1994 0.2027 0.2021 0.2011 0.1946] -19:38:02,290 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.001485714285714286 std=0.0014505452880393154 min=-0.0042 max=0.0013 -19:38:02,290 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0021), (, -0.0007), (, -0.001), (, -0.0018), (, 0.0013), (, -0.0018), (, 0.0006), (, -0.0018), (, -0.0042), (, -0.0021), (, -0.001), (, -0.001), (, -0.001)] -19:38:02,682 root INFO ContextualMultiArmedBanditAgent - exp=[0.0174 0.1797 0.1183 0.1502 0.073 ] probs=[0.195 0.2088 0.1924 0.2113 0.1925] -19:38:04,23 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0014933333333333333 std=0.0014766930020224996 min=-0.0042 max=0.0013 -19:38:04,24 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0021), (, 0.0013), (, -0.001), (, 0.0006), (, -0.001), (, -0.0021), (, -0.0042), (, -0.0018), (, -0.0018), (, 0.0002), (, -0.001), (, -0.001), (, -0.0025)] -19:38:04,436 root INFO ContextualMultiArmedBanditAgent - exp=[0.0285 0.1514 0.0924 0.1471 0.0662] probs=[0.1903 0.2072 0.1882 0.1985 0.2158] -19:38:05,646 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.002088888888888889 std=0.0014043143399652723 min=-0.0042 max=0.0006 -19:38:05,647 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0042), (, -0.0025), (, -0.001), (, 0.0006), (, -0.0018), (, -0.0021), (, -0.0018)] -19:38:05,926 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0569 0.0015 0.0234 -0.0038] probs=[0.1934 0.2024 0.2072 0.2033 0.1936] -19:38:07,279 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00202 std=0.00126237870704476 min=-0.0042 max=-0.0006 -19:38:07,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0018), (, -0.0025), (, -0.0018), (, -0.0006), (, -0.0042), (, -0.0021), (, -0.0006), (, -0.0006), (, -0.0018)] -19:38:07,577 root INFO ContextualMultiArmedBanditAgent - exp=[0.0049 0.0769 0.0926 0.0334 0.0332] probs=[0.1962 0.2113 0.1978 0.1914 0.2033] -19:38:09,66 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0017916666666666665 std=0.0013073244517801319 min=-0.0042 max=-0.0003 -19:38:09,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0025), (, -0.0006), (, -0.0025), (, -0.0006), (, -0.0018), (, -0.0003), (, -0.0006), (, -0.0018), (, -0.0006), (, -0.0018), (, -0.0042)] -19:38:09,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.2117 0.2469 0.1904 0.1883 0.1689] probs=[0.1971 0.2036 0.1928 0.204 0.2025] -19:38:10,760 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0019916666666666663 std=0.0012304865794563638 min=-0.0042 max=-0.0003 -19:38:10,760 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0006), (, -0.0011), (, -0.0018), (, -0.0042), (, -0.0025), (, -0.0003), (, -0.0006), (, -0.0025), (, -0.0025), (, -0.0018), (, -0.0018)] -19:38:11,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.0414 0.1256 0.1454 0.1085 0.1444] probs=[0.1857 0.2012 0.1953 0.2078 0.21 ] -19:38:12,573 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0015727272727272727 std=0.0012806893804729541 min=-0.0042 max=0.0006 -19:38:12,575 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0003), (, 0.0006), (, -0.0025), (, -0.0018), (, -0.0011), (, -0.0025), (, -0.0006), (, -0.0006), (, -0.0025), (, -0.0018)] -19:38:12,887 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0146 0.0567 0.0014 0.0232 -0.0038] probs=[0.1955 0.2052 0.1928 0.2042 0.2023] -19:38:14,275 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019571428571428574 std=0.0017959137291220252 min=-0.0042 max=0.0006 -19:38:14,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0025), (, -0.0042), (, 0.0002), (, -0.0011), (, -0.0025)] -19:38:14,518 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.0784 0.0816 0.1079 0.0775] probs=[0.185 0.214 0.1962 0.2048 0.1999] -19:38:15,845 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002316666666666667 std=0.0016905784677309584 min=-0.0042 max=0.0006 -19:38:15,845 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0011), (, -0.0025), (, -0.0042), (, 0.0006), (, -0.0025)] -19:38:16,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.1022 0.1484 0.0998 0.0365 0.1158] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:17,486 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002316666666666667 std=0.0016905784677309584 min=-0.0042 max=0.0006 -19:38:17,486 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0011), (, -0.0042), (, -0.0025), (, -0.0025)] -19:38:17,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.0158 0.1018 0.3 0.2262 0.2213] probs=[0.2055 0.1995 0.2068 0.1919 0.1962] -19:38:18,943 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0019000000000000002 std=0.0018685364784848519 min=-0.0042 max=0.0006 -19:38:18,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0011), (, -0.0042), (, -0.0025), (, 0.0006), (, -0.0025)] -19:38:19,163 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.1652 0.0141 0.1019 0.0425] probs=[0.1915 0.2026 0.1881 0.1937 0.2241] -19:38:20,428 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015875 std=0.0019335443491164093 min=-0.0042 max=0.0006 -19:38:20,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, 0.0006), (, -0.0025), (, -0.0011), (, 0.0006), (, -0.0042), (, -0.0025)] -19:38:20,657 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.1321 0.0083 0.0784 0.0664] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:21,919 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00132 std=0.002351510153071851 min=-0.0042 max=0.0006 -19:38:21,920 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, 0.0006), (, -0.0042), (, 0.0006)] -19:38:22,82 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.1912 0.1901 0.1869 0.2421 0.1896] -19:38:23,426 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00132 std=0.0023515101530718506 min=-0.0042 max=0.0006 -19:38:23,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0006), (, -0.0042), (, 0.0006), (, 0.0006)] -19:38:23,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.1837 0.2199 0.212 0.2011 0.1833] -19:38:24,771 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:24,772 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:24,857 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.039 0.3012 0.4905 0.0255] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:26,60 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:26,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:26,123 root INFO ContextualMultiArmedBanditAgent - exp=[0.3495 0.1863 0.2204 0.4514 0.1921] probs=[0.1535 0.2204 0.2292 0.1696 0.2273] -19:38:27,285 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:27,285 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:27,353 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.0239 -0.0036] probs=[0.2741 0.1994 0.1542 0.1687 0.2037] -19:38:28,470 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:28,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] -19:38:28,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.4466 0.3503 0.3722 0.8506 0.7757] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:29,550 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:29,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:29,637 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:30,863 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:30,864 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:30,932 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:31,973 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:31,973 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:32,55 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:33,88 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:33,88 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] -19:38:33,126 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:34,207 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:34,207 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:34,304 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:35,520 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:35,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0042)] -19:38:35,691 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:36,786 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0042 std=0.0 min=-0.0042 max=-0.0042 -19:38:36,787 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042)] -19:38:36,819 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0148 0.0656 0.0022 0.024 -0.0036] probs=[0.1941 0.2104 0.1974 0.2018 0.1963] -19:38:38,750 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:38:38,750 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.18854117647058824 std=0.2782099250964015 min=-0.0303 max=1.2032 -19:38:38,751 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, 1.2032), (, 0.1219), (, 0.044), (, 0.1506), (, 0.0045), (, 0.2765), (, 0.1219), (, 0.3482), (, 0.0725), (, 0.117), (, 0.006), (, -0.0303), (, 0.0498), (, 0.1506), (, 0.308), (, 0.2828)] -19:38:39,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.2267 0.0785 0.1163 0.1751] probs=[0.2044 0.2068 0.1965 0.1943 0.198 ] -19:38:40,410 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.08770000000000001 std=0.09725444291479267 min=-0.0303 max=0.2828 -19:38:40,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0303), (, 0.0045), (, -0.0303), (, 0.0498), (, 0.1506), (, 0.006), (, 0.2828), (, 0.1219), (, 0.0725), (, 0.1219), (, 0.117), (, 0.2765), (, 0.1506), (, -0.022), (, 0.044)] -19:38:40,746 root INFO ContextualMultiArmedBanditAgent - exp=[0.0109 0.1237 0.0394 0.0748 0.0599] probs=[0.2101 0.2151 0.1864 0.2044 0.184 ] -19:38:42,111 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.04869285714285714 std=0.07500654699315744 min=-0.1097 max=0.1506 -19:38:42,111 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.006), (, -0.0303), (, -0.1097), (, -0.022), (, 0.0498), (, 0.1506), (, 0.0049), (, 0.117), (, 0.1219), (, 0.0725), (, 0.044), (, 0.1219), (, 0.0045), (, 0.1506)] -19:38:42,495 root INFO ContextualMultiArmedBanditAgent - exp=[0.2581 0.1883 0.205 0.13 0.1991] probs=[0.1951 0.2038 0.2 0.2021 0.1991] -19:38:43,746 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.016730000000000002 std=0.04888627721559497 min=-0.1097 max=0.0498 -19:38:43,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0179), (, -0.0768), (, -0.0303), (, 0.0045), (, 0.006), (, 0.0498), (, -0.022), (, -0.1097), (, -0.0507), (, 0.044)] -19:38:43,977 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.2622 0.1151 0.1821 0.0764] probs=[0.1884 0.2052 0.2032 0.2058 0.1974] -19:38:45,192 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.027399999999999997 std=0.03572002239640955 min=-0.0892 max=0.0179 -19:38:45,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0303), (, -0.006), (, 0.006), (, -0.022), (, 0.0179), (, 0.0045), (, -0.0892), (, -0.0507), (, -0.0768)] -19:38:45,478 root INFO ContextualMultiArmedBanditAgent - exp=[0.0617 0.1105 0.0592 0.1293 0.0311] probs=[0.1992 0.2014 0.1971 0.2131 0.1892] -19:38:46,775 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03672857142857143 std=0.03533705923109676 min=-0.0892 max=0.0179 -19:38:46,775 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0892), (, 0.0179), (, -0.022), (, -0.0303), (, -0.0768), (, -0.0507)] -19:38:46,965 root INFO ContextualMultiArmedBanditAgent - exp=[0.1268 0.139 0.1414 0.1391 0.1143] probs=[0.2009 0.2155 0.1949 0.191 0.1978] -19:38:48,195 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0059499999999999996 std=0.011949999999999999 min=-0.006 max=0.0179 -19:38:48,196 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0179)] -19:38:48,248 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] -19:38:49,306 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0012666666666666666 std=0.011792747300306612 min=-0.0081 max=0.0179 -19:38:49,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0179), (, -0.006), (, -0.0081)] -19:38:49,415 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.1812 0.2926 0.0209 0.1671] probs=[0.2076 0.1938 0.215 0.1931 0.1905] -19:38:50,516 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0081 std=0.0 min=-0.0081 max=-0.0081 -19:38:50,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081)] -19:38:50,563 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0123 -0.0004 -0.0009 -0.0011] probs=[0.1992 0.2022 0.1996 0.1995 0.1995] -19:38:51,502 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.006149999999999999 std=0.00195 min=-0.0081 max=-0.0042 -19:38:51,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0081)] -19:38:51,583 root INFO ContextualMultiArmedBanditAgent - exp=[0.1292 0.2985 0.255 0.3907 0.2799] probs=[0.1707 0.2584 0.1752 0.2056 0.19 ] -19:38:52,925 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001525 std=0.0038068195386700434 min=-0.0026 max=0.0077 -19:38:52,925 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0011), (, 0.0077), (, -0.0001)] -19:38:53,42 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] -19:38:54,413 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0014000000000000002 std=0.0028472208672083495 min=-0.0026 max=0.0038 -19:38:54,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0038), (, 0.003), (, -0.0026)] -19:38:54,515 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1974 0.2018 0.1961] -19:38:55,437 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 -19:38:55,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018)] -19:38:55,488 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1973 0.2018 0.1961] -19:38:56,784 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0017499999999999998 std=5.000000000000002e-05 min=-0.0018 max=-0.0017 -19:38:56,784 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0017)] -19:38:56,862 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1941 0.2106 0.1973 0.2018 0.1961] -19:38:57,944 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00165 std=0.00011180339887498943 min=-0.0018 max=-0.0015 -19:38:57,944 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0018), (, -0.0017), (, -0.0016)] -19:38:58,77 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0141 0.0677 0.0026 0.0249 -0.0037] probs=[0.1982 0.2021 0.2068 0.187 0.2059] -19:38:59,118 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0031666666666666666 std=0.002223110933404409 min=-0.0072 max=-0.0015 -19:38:59,118 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0018), (, -0.0015), (, -0.0052), (, -0.0017), (, -0.0072)] -19:38:59,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0727 0.1705 0.0959 0.122 0.1255] probs=[0.1963 0.2258 0.1897 0.1934 0.1948] -19:39:00,308 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.003355555555555555 std=0.002321451227674003 min=-0.0072 max=-0.0015 -19:39:00,308 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0017), (, -0.0018), (, -0.0023), (, -0.0016), (, -0.0017), (, -0.0015), (, -0.0052)] -19:39:00,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.0094 0.1618 0.09 0.1289 0.0319] probs=[0.1933 0.2011 0.1932 0.2017 0.2106] -19:39:01,797 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0031636363636363633 std=0.0028760050345362203 min=-0.0072 max=0.0007 -19:39:01,797 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0018), (, -0.0052), (, -0.002), (, 0.0007), (, 0.0006), (, -0.0017), (, -0.0072), (, -0.0023), (, -0.0015)] -19:39:02,109 root INFO ContextualMultiArmedBanditAgent - exp=[0.0462 0.1925 0.1526 0.0756 0.0959] probs=[0.1941 0.2107 0.1973 0.2017 0.1961] -19:39:03,347 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.003322222222222222 std=0.0031967962357396986 min=-0.0072 max=0.0007 -19:39:03,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, 0.0006), (, -0.0023), (, -0.0072), (, -0.0006), (, -0.0052), (, 0.0007), (, -0.0015)] -19:39:03,571 root INFO ContextualMultiArmedBanditAgent - exp=[0.0092 0.0703 0.0844 0.1035 0.1026] probs=[0.2077 0.2065 0.1915 0.2113 0.183 ] -19:39:04,708 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004233333333333333 std=0.0035593382655893903 min=-0.0072 max=0.0007 -19:39:04,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0052), (, 0.0007), (, 0.0007), (, -0.0072)] -19:39:04,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1197 0.207 0.1031 0.1295 0.1233] probs=[0.1994 0.1936 0.2048 0.2132 0.189 ] -19:39:06,38 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00312 std=0.0033704005696652737 min=-0.0072 max=0.0007 -19:39:06,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0072), (, -0.0052), (, -0.0041), (, 0.0007), (, 0.0007), (, -0.0031), (, 0.0007), (, 0.0007), (, -0.0072)] -19:39:06,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.0683 0.0579 0.0405 0.0651] probs=[0.198 0.2015 0.2012 0.2065 0.1928] -19:39:07,465 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0018857142857142857 std=0.0030208459417986936 min=-0.0072 max=0.0007 -19:39:07,466 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0031), (, 0.0007), (, -0.0004), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0041), (, 0.0007), (, -0.0072), (, -0.0052), (, -0.0072)] -19:39:07,806 root INFO ContextualMultiArmedBanditAgent - exp=[0.0529 0.1248 0.0995 0.1212 0.0695] probs=[0.2015 0.2059 0.1949 0.1917 0.206 ] -19:39:09,138 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00116875 std=0.0028595713730382743 min=-0.0072 max=0.0011 -19:39:09,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0007), (, 0.0011), (, -0.0041), (, -0.0072), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0004), (, 0.0007), (, -0.0031), (, 0.0007), (, 0.0007), (, -0.0072), (, 0.0007)] -19:39:09,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0435 0.0811 0.0793 0.1475 0.1453] probs=[0.2008 0.208 0.1974 0.2006 0.1932] -19:39:11,60 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0013124999999999999 std=0.002803541287372098 min=-0.0072 max=0.0007 -19:39:11,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0041), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0032), (, -0.0004), (, 0.0007), (, -0.0072), (, 0.0007), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0072), (, 0.0007), (, -0.0011)] -19:39:11,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.0794 0.1248 0.0823 0.1076 0.1054] probs=[0.1915 0.2096 0.1835 0.209 0.2064] -19:39:12,890 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0016692307692307692 std=0.0028850768861597527 min=-0.0072 max=0.0007 -19:39:12,890 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0007), (, -0.0004), (, 0.0007), (, -0.0032), (, -0.0072), (, 0.0007), (, -0.0041), (, 0.0007), (, -0.0072), (, 0.0007), (, -0.0006), (, 0.0007)] -19:39:13,227 root INFO ContextualMultiArmedBanditAgent - exp=[0.1446 0.1383 0.1637 0.1741 0.0168] probs=[0.1869 0.2226 0.1941 0.1834 0.213 ] -19:39:14,361 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0019916666666666663 std=0.0028356240739718813 min=-0.0072 max=0.0007 -19:39:14,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0007), (, -0.0006), (, -0.0032), (, -0.0008), (, 0.0007), (, 0.0007), (, 0.0007), (, -0.0004), (, -0.0072), (, -0.0072), (, -0.0041)] -19:39:14,684 root INFO ContextualMultiArmedBanditAgent - exp=[0.0621 0.1028 0.0552 0.1037 0.1232] probs=[0.2031 0.2028 0.203 0.1903 0.2009] -19:39:16,105 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.002812489999982222 min=-0.0072 max=0.0007 -19:39:16,105 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0072), (, -0.0008), (, -0.0006), (, -0.0041), (, -0.0032), (, 0.0007), (, 0.0007), (, -0.0004), (, -0.0072)] -19:39:16,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.113 0.0277 0.1223 0.1474] probs=[0.1887 0.2208 0.1837 0.2114 0.1954] -19:39:17,663 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0033181818181818186 std=0.0034334764205653885 min=-0.0104 max=0.0007 -19:39:17,663 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0008), (, -0.0072), (, -0.0004), (, -0.0041), (, 0.0007), (, -0.0006), (, -0.0104), (, -0.0072), (, -0.0032), (, -0.0001)] -19:39:17,924 root INFO ContextualMultiArmedBanditAgent - exp=[0.1619 0.2048 0.1867 0.1423 0.1201] probs=[0.1997 0.2072 0.2008 0.2052 0.1871] -19:39:19,55 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.005425 std=0.003745914441094457 min=-0.0104 max=-0.0001 -19:39:19,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0104), (, -0.0001), (, -0.0008), (, -0.0072), (, -0.0041), (, -0.0072), (, -0.0032)] -19:39:19,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.0318 0.1088 0.1198 0.0744 0.0784] probs=[0.1912 0.2098 0.1991 0.2095 0.1904] -19:39:20,581 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004399999999999999 std=0.0039532265303167235 min=-0.0104 max=0.0007 -19:39:20,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0007), (, -0.0013), (, -0.0072), (, -0.0001), (, -0.0032), (, -0.0072), (, -0.0104), (, -0.0041), (, -0.0008)] -19:39:20,841 root INFO ContextualMultiArmedBanditAgent - exp=[0.0859 0.2216 0.321 0.1406 0.2087] probs=[0.1949 0.2064 0.1969 0.1989 0.2029] -19:39:22,60 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0033 std=0.003583992187491485 min=-0.0104 max=0.0007 -19:39:22,60 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0008), (, -0.0072), (, -0.0001), (, -0.0041), (, -0.0032), (, 0.0007), (, -0.0013)] -19:39:22,278 root INFO ContextualMultiArmedBanditAgent - exp=[0.0846 0.1171 0.0624 0.0462 0.1096] probs=[0.1946 0.2089 0.1978 0.202 0.1966] -19:39:23,468 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004883333333333333 std=0.00412286982035033 min=-0.0104 max=0.0001 -19:39:23,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0013), (, 0.0001), (, -0.0041), (, -0.0032), (, -0.0104)] -19:39:23,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0051 0.1546 0.1609 0.1777 0.0306] probs=[0.1765 0.2337 0.2064 0.2051 0.1783] -19:39:24,899 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0054142857142857135 std=0.003573485122169581 min=-0.0104 max=0.0001 -19:39:24,899 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.0041), (, -0.006), (, -0.0039), (, -0.0032), (, -0.0104), (, 0.0001)] -19:39:25,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.1345 0.2123 0.1507 0.1548 0.0847] probs=[0.1841 0.1977 0.1988 0.2058 0.2135] -19:39:26,306 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0049625 std=0.0035499779928895333 min=-0.0104 max=0.0001 -19:39:26,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0001), (, -0.0032), (, -0.0104), (, -0.0041), (, -0.0018), (, -0.0039), (, -0.006)] -19:39:26,523 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0123 0.0543 0.0015 0.019 -0.0034] probs=[0.2039 0.1942 0.1845 0.2231 0.1943] -19:39:27,950 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.005022222222222222 std=0.0033209027480081968 min=-0.0104 max=-0.0005 -19:39:27,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.006), (, -0.0104), (, -0.003), (, -0.0039), (, -0.0005), (, -0.0032), (, -0.006), (, -0.0018)] -19:39:28,198 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0124 0.0549 0.0015 0.0192 -0.0034] probs=[0.1938 0.2013 0.2181 0.1844 0.2025] -19:39:29,488 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.004166666666666667 std=0.0027716822007983204 min=-0.0104 max=-0.0005 -19:39:29,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0104), (, -0.0032), (, -0.003), (, -0.0005), (, -0.0018), (, -0.0039), (, -0.006), (, -0.006)] -19:39:29,752 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0124 0.0549 0.0015 0.0192 -0.0034] probs=[0.1831 0.2107 0.1953 0.2003 0.2106] -19:39:31,8 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0030333333333333336 std=0.004488751373031133 min=-0.0104 max=0.007 -19:39:31,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, 0.007), (, -0.0027), (, -0.0104), (, -0.0039), (, -0.0018), (, -0.006), (, -0.006), (, -0.0005)] -19:39:31,262 root INFO ContextualMultiArmedBanditAgent - exp=[0.0387 0.0865 0.0057 0.1249 0.056 ] probs=[0.1844 0.2116 0.2046 0.1986 0.2008] -19:39:32,644 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.002581818181818182 std=0.004195629366987028 min=-0.0104 max=0.007 -19:39:32,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0016), (, -0.0104), (, 0.0005), (, -0.003), (, -0.006), (, -0.0039), (, -0.0005), (, -0.006), (, 0.007), (, -0.0027)] -19:39:32,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.1885 0.1173 0.0914 0.185 0.15 ] probs=[0.2094 0.2022 0.1957 0.2041 0.1886] -19:39:34,398 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.002318181818181818 std=0.0044176954464801264 min=-0.0104 max=0.007 -19:39:34,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, 0.0027), (, -0.003), (, -0.0104), (, -0.006), (, 0.0002), (, -0.0039), (, -0.0018), (, -0.0016), (, -0.006), (, 0.007)] -19:39:34,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.0141 0.0798 0.0247 0.0772 0.0309] probs=[0.2018 0.2118 0.2013 0.1951 0.19 ] -19:39:36,72 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002146153846153846 std=0.004145732817212896 min=-0.0104 max=0.006 -19:39:36,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, 0.006), (, 0.0002), (, -0.0018), (, 0.0002), (, -0.0016), (, -0.0039), (, -0.007), (, 0.0025), (, -0.0104), (, -0.0041), (, -0.006), (, 0.001)] -19:39:36,416 root INFO ContextualMultiArmedBanditAgent - exp=[0.0819 0.1847 0.141 0.0653 0.1408] probs=[0.1944 0.1991 0.1956 0.2023 0.2087] -19:39:37,732 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0038 std=0.003049590136395381 min=-0.0104 max=0.0002 -19:39:37,732 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.007), (, -0.0012), (, 0.0002), (, -0.0104), (, -0.0039), (, -0.006), (, -0.0016), (, -0.0017), (, -0.0041)] -19:39:38,14 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.1143 0.0146 0.1071 0.0489] probs=[0.1999 0.213 0.1906 0.2018 0.1947] -19:39:39,225 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00452 std=0.00359521904756859 min=-0.0104 max=-0.0012 -19:39:39,225 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, -0.007), (, -0.0012), (, -0.0023), (, -0.0017)] -19:39:39,404 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0017 0.0157 -0.0037] probs=[0.2047 0.2051 0.2153 0.1942 0.1806] -19:39:40,656 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.002683333333333333 std=0.004673120537237997 min=-0.0104 max=0.0035 -19:39:40,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.007), (, 0.0007), (, -0.0104), (, 0.0035), (, -0.0012)] -19:39:40,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.1637 0.301 0.1705 0.1251 0.1253] probs=[0.1949 0.2095 0.1979 0.2007 0.1969] -19:39:42,148 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.00448 std=0.003794416951258783 min=-0.0104 max=0.0002 -19:39:42,149 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0035), (, -0.007), (, -0.0104), (, -0.0017)] -19:39:42,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0393 0.1359 0.173 0.0633 0.0249] probs=[0.1949 0.2095 0.1979 0.2007 0.1969] -19:39:43,560 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0015833333333333333 std=0.007378440816926628 min=-0.0104 max=0.013 -19:39:43,561 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0002), (, -0.0018), (, -0.007), (, -0.0035), (, 0.013), (, -0.0104)] -19:39:43,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.1508 0.1901 0.0245 0.1094 0.1418] probs=[0.1837 0.2095 0.2053 0.2078 0.1938] -19:39:44,978 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0031857142857142856 std=0.003944047439380215 min=-0.0104 max=0.002 -19:39:44,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, 0.002), (, -0.007), (, -0.0018), (, -0.0035), (, 0.0002)] -19:39:45,284 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0583 0.0017 0.0157 -0.0037] probs=[0.1868 0.2066 0.1901 0.2123 0.2043] -19:39:46,559 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.003185714285714285 std=0.003944047439380215 min=-0.0104 max=0.002 -19:39:46,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0104), (, -0.0035), (, 0.002), (, 0.0002), (, -0.007)] -19:39:46,765 root INFO ContextualMultiArmedBanditAgent - exp=[0.0054 0.1392 0.1208 0.1081 0.0282] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:39:47,895 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00405 std=0.003594324229485518 min=-0.0104 max=0.0002 -19:39:47,895 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.007), (, -0.0035), (, -0.0018), (, 0.0002)] -19:39:48,70 root INFO ContextualMultiArmedBanditAgent - exp=[0.1561 0.1591 0.1767 0.052 0.2149] probs=[0.1807 0.2328 0.2121 0.1991 0.1752] -19:39:49,261 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.00405 std=0.0035943242294855186 min=-0.0104 max=0.0002 -19:39:49,261 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.007), (, -0.0018), (, 0.0002), (, -0.0035)] -19:39:49,420 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0016 0.0156 -0.0037] probs=[0.1845 0.2225 0.1912 0.2068 0.195 ] -19:39:50,754 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.004116666666666666 std=0.0035177723380318713 min=-0.0104 max=-0.0002 -19:39:50,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0104), (, -0.0035), (, -0.0002), (, -0.0018), (, -0.007)] -19:39:50,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.1388 0.2967 0.3271 0.2371 0.1773] probs=[0.1812 0.2045 0.2003 0.2036 0.2105] -19:39:52,245 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.00043333333333333337 std=0.003974362282877035 min=-0.0035 max=0.0087 -19:39:52,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0012), (, 0.0087), (, -0.0035), (, -0.0002), (, -0.0018)] -19:39:52,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0587 0.0016 0.0154 -0.0037] probs=[0.2033 0.1977 0.1952 0.2199 0.1838] -19:39:53,692 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00065 std=0.0012519984025548914 min=-0.0018 max=0.0012 -19:39:53,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0002), (, 0.0012)] -19:39:53,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.0765 0.0958 0.2301 0.2215 0.0626] probs=[0.1875 0.1773 0.2472 0.1859 0.2022] -19:39:55,131 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00065 std=0.0012519984025548914 min=-0.0018 max=0.0012 -19:39:55,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0012), (, -0.0002), (, -0.0018)] -19:39:55,249 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0586 0.0016 0.0154 -0.0037] probs=[0.1736 0.2027 0.2141 0.2106 0.1991] -19:39:56,607 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.000925 std=0.001243734296383275 min=-0.0018 max=0.0012 -19:39:56,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, 0.0012), (, -0.0018)] -19:39:56,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0136 0.0585 0.0016 0.0154 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:39:58,103 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:39:58,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] -19:39:58,215 root INFO ContextualMultiArmedBanditAgent - exp=[0.1916 0.0908 0.1705 0.0526 0.0148] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:39:59,439 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:39:59,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0018)] -19:39:59,521 root INFO ContextualMultiArmedBanditAgent - exp=[0.3842 0.1865 0.552 0.5477 0.2285] probs=[0.1762 0.2292 0.2139 0.2074 0.1733] -19:40:00,788 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:00,788 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0018)] -19:40:00,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.24 0.2903 0.1125 0.3308 0.2433] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:02,464 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:02,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] -19:40:02,572 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:03,900 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 -19:40:03,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013)] -19:40:03,959 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:05,313 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0013 std=0.0 min=-0.0013 max=-0.0013 -19:40:05,313 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013)] -19:40:05,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1877 0.3123 0.3174 0.1143 0.3898] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:06,721 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014666666666666665 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:06,722 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0018), (, -0.0013)] -19:40:06,816 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.2229 0.1833 0.2239 0.1773 0.1926] -19:40:08,476 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:08,476 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] -19:40:08,561 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0016 0.0155 -0.0037] probs=[0.1893 0.1815 0.2146 0.2063 0.2083] -19:40:09,935 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:09,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0013)] -19:40:10,26 root INFO ContextualMultiArmedBanditAgent - exp=[0.2126 0.2267 0.0427 0.2556 0.0699] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:11,354 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:11,354 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] -19:40:11,444 root INFO ContextualMultiArmedBanditAgent - exp=[0.231 0.3327 0.3234 0.1665 0.3112] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:12,852 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00023570226039551585 min=-0.0018 max=-0.0013 -19:40:12,852 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0013), (, -0.0018)] -19:40:12,939 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0015 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:14,307 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 -19:40:14,307 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018)] -19:40:14,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1217 0.4423 0.1768 0.3994 0.2633] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:15,571 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0018 std=0.0 min=-0.0018 max=-0.0018 -19:40:15,571 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018)] -19:40:15,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0585 0.0015 0.0155 -0.0037] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:16,862 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0012666666666666666 std=0.0007542472332656507 min=-0.0018 max=-0.0002 -19:40:16,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, -0.0002)] -19:40:16,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1788 0.3479 0.1834 0.1748 0.0102] probs=[0.1872 0.1941 0.1999 0.2187 0.2001] -19:40:18,97 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0005200000000000001 std=0.0006399999999999999 min=-0.0018 max=-0.0002 -19:40:18,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0002)] -19:40:18,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.0633 0.1728 0.1765 0.1865] probs=[0.195 0.2095 0.1979 0.2007 0.1969] -19:40:19,591 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0004666666666666667 std=0.0005962847939999439 min=-0.0018 max=-0.0002 -19:40:19,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:19,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.14 0.0676 0.0679 0.1618 0.0059] probs=[0.1982 0.2104 0.1872 0.1986 0.2056] -19:40:20,963 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:20,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:21,142 root INFO ContextualMultiArmedBanditAgent - exp=[0.3408 0.2726 0.1895 0.1909 0.2338] probs=[0.195 0.2095 0.198 0.2005 0.197 ] -19:40:22,513 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:22,513 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:22,749 root INFO ContextualMultiArmedBanditAgent - exp=[0.0691 0.1286 0.079 0.0183 0.1069] probs=[0.1997 0.1979 0.205 0.1994 0.198 ] -19:40:23,978 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:23,978 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:24,254 root INFO ContextualMultiArmedBanditAgent - exp=[0.0795 0.0885 0.1078 0.1736 0.1277] probs=[0.1855 0.2186 0.1943 0.199 0.2025] -19:40:25,499 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:25,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:25,775 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0562 0.0015 0.0155 -0.0037] probs=[0.1872 0.2092 0.2044 0.209 0.1902] -19:40:26,808 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:26,808 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:27,112 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0135 0.0557 0.0015 0.0139 -0.0037] probs=[0.1951 0.2091 0.1981 0.2006 0.1971] -19:40:28,447 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:28,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:28,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.084 0.1255 0.1064 0.1815 0.0851] probs=[0.1923 0.2061 0.2029 0.2056 0.1931] -19:40:30,46 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:30,46 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:30,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.1288 0.1939 0.1908 0.221 0.163 ] probs=[0.1975 0.1983 0.208 0.2078 0.1884] -19:40:31,777 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.00020000000000000004 std=2.710505431213761e-20 min=-0.0002 max=-0.0002 -19:40:31,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:32,29 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0539 0.0015 0.0155 -0.0037] probs=[0.1924 0.2095 0.2198 0.1945 0.1838] -19:40:33,453 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:33,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:33,615 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0536 0.0015 0.0155 -0.0037] probs=[0.1997 0.1946 0.1916 0.2133 0.2008] -19:40:34,939 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:34,939 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002)] -19:40:35,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.1863 0.1322 0.2036 0.0569 0.1739] probs=[0.196 0.1991 0.1999 0.219 0.186 ] -19:40:36,419 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:36,419 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002)] -19:40:36,538 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:37,879 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:37,879 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0002)] -19:40:37,983 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:39,306 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:39,306 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:39,406 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0533 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:40,766 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:40,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:40,828 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.1952 0.2087 0.1982 0.2007 0.1972] -19:40:42,148 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:42,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:42,210 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.2095 0.2194 0.1882 0.2128 0.1702] -19:40:43,710 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:43,710 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:43,779 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0533 0.0015 0.0139 -0.0037] probs=[0.2058 0.229 0.1708 0.1618 0.2326] -19:40:45,114 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:45,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:45,173 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.014 -0.0037] probs=[0.1908 0.1821 0.1992 0.2145 0.2134] -19:40:46,311 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:46,311 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:46,390 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0134 0.0534 0.0015 0.0139 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:47,416 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:47,416 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:47,474 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0533 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:48,705 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:48,705 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:48,783 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1662 0.2023 0.1744 0.23 0.2271] -19:40:50,55 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:50,55 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:50,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.1438 0.4466 0.3246 0.3829 0.2152] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:51,347 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:51,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:51,423 root INFO ContextualMultiArmedBanditAgent - exp=[0.0269 0.2592 0.2883 0.0342 0.1466] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:52,806 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:52,806 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:52,906 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1725 0.2329 0.2151 0.165 0.2145] -19:40:54,192 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:54,193 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:54,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.3127 0.4217 0.1886 0.2295 0.3874] probs=[0.2057 0.1812 0.163 0.2005 0.2495] -19:40:55,601 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:55,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:40:55,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0533 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:40:57,26 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:57,26 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:57,89 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] -19:40:58,330 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:58,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:58,403 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0133 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] -19:40:59,549 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:40:59,549 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:40:59,607 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1972] -19:41:00,921 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:41:00,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002)] -19:41:00,998 root INFO ContextualMultiArmedBanditAgent - exp=[0.5675 0.5431 0.2471 0.2702 0.5383] probs=[0.1615 0.1965 0.1872 0.2454 0.2095] -19:41:02,59 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0002 std=0.0 min=-0.0002 max=-0.0002 -19:41:02,59 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002)] -19:41:02,97 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0132 0.0534 0.0015 0.014 -0.0037] probs=[0.1953 0.2087 0.1982 0.2007 0.1971] -19:41:04,832 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:41:04,833 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.21634117647058826 std=0.25379226117813375 min=-0.0637 max=0.7138 -19:41:04,833 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.7138), (, 0.0185), (, 0.0654), (, 0.2253), (, 0.6157), (, -0.0637), (, 0.1749), (, 0.301), (, 0.0276), (, 0.0243), (, 0.5937), (, 0.6458), (, 0.1096), (, -0.0415), (, -0.0038), (, 0.1356), (, 0.1356)] -19:41:05,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.0572 0.0984 0.0618 0.1142 0.1127] probs=[0.1987 0.1973 0.1945 0.1908 0.2187] -19:41:06,770 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.14280526315789477 std=0.19294488297707202 min=-0.0637 max=0.6458 -19:41:06,770 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, 0.1749), (, 0.0691), (, 0.1096), (, 0.0654), (, 0.0276), (, -0.0038), (, 0.1559), (, 0.1356), (, 0.2253), (, 0.1356), (, 0.1817), (, 0.301), (, -0.0415), (, 0.6157), (, 0.6458), (, 0.0243), (, -0.0637), (, 0.0185)] -19:41:07,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.1816 0.1791 0.1418 0.1241 0.1178] probs=[0.2033 0.2078 0.1998 0.1971 0.192 ] -19:41:08,502 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-5.294117647059057e-05 std=0.23589927840112826 min=-0.6491 max=0.2253 -19:41:08,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0415), (, 0.0276), (, 0.1749), (, 0.0185), (, -0.0637), (, 0.0243), (, -0.6491), (, 0.0691), (, 0.1559), (, -0.0038), (, 0.1356), (, 0.1356), (, 0.0654), (, -0.5663), (, 0.1817), (, 0.2253), (, 0.1096)] -19:41:08,847 root INFO ContextualMultiArmedBanditAgent - exp=[0.0422 0.0563 0.0283 0.013 0.0451] probs=[0.1949 0.2087 0.1959 0.2011 0.1994] -19:41:10,349 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.1515625 std=0.2668704973273554 min=-0.6491 max=0.0691 -19:41:10,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0243), (, -0.0415), (, 0.0691), (, -0.6491), (, -0.0637), (, -0.5663), (, -0.0038), (, 0.0185)] -19:41:10,539 root INFO ContextualMultiArmedBanditAgent - exp=[0.0241 0.1169 0.0529 0.0683 0.2102] probs=[0.1936 0.2019 0.2056 0.2059 0.193 ] -19:41:11,801 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.189525 std=0.2661983694071021 min=-0.6491 max=-0.0038 -19:41:11,801 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, -0.0038), (, -0.0415), (, -0.6491)] -19:41:11,890 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0542 0.0015 0.0166 -0.0043] probs=[0.1794 0.2111 0.2163 0.2182 0.175 ] -19:41:13,107 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.05260000000000001 std=0.011100000000000002 min=-0.0637 max=-0.0415 -19:41:13,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637), (, -0.0415)] -19:41:13,170 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0129 0.0542 0.0015 0.0166 -0.0046] probs=[0.1952 0.2088 0.1981 0.2011 0.1969] -19:41:14,478 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0637 std=0.0 min=-0.0637 max=-0.0637 -19:41:14,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637)] -19:41:14,522 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0542 0.0015 0.0166 -0.0046] probs=[0.1637 0.2129 0.1578 0.2417 0.2239] -19:41:15,742 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0637 std=0.0 min=-0.0637 max=-0.0637 -19:41:15,742 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0637)] -19:41:15,786 root INFO ContextualMultiArmedBanditAgent - exp=[-0.013 0.0542 0.0015 0.0166 -0.0046] probs=[0.1952 0.2088 0.1981 0.2011 0.1969] -19:41:17,129 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0037600000000000008 std=0.008403713464891579 min=-0.0199 max=0.0041 -19:41:17,129 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0199), (, -0.0005), (, 0.0007), (, 0.0041)] -19:41:17,277 root INFO ContextualMultiArmedBanditAgent - exp=[0.1884 0.3403 0.0743 0.167 0.1789] probs=[0.2003 0.202 0.1874 0.192 0.2183] -19:41:18,516 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.006350000000000001 std=0.01329721148712516 min=-0.0254 max=0.0137 -19:41:18,516 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0137), (, 0.0041), (, -0.0046), (, -0.0254), (, -0.0199), (, -0.006)] -19:41:18,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.1428 0.0626 0.0244 0.0553 0.0713] probs=[0.1965 0.2067 0.1985 0.2006 0.1977] -19:41:19,897 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.004599999999999999 std=0.013009458097860955 min=-0.0254 max=0.0137 -19:41:19,897 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0041), (, -0.006), (, 0.0137), (, -0.0203), (, -0.0012), (, -0.0254), (, 0.0137), (, -0.0046), (, -0.0199)] -19:41:20,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.0849 0.0375 0.0625 0.0226] probs=[0.1931 0.2118 0.2077 0.1994 0.1879] -19:41:21,729 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.003472727272727272 std=0.01289130016075612 min=-0.0254 max=0.0137 -19:41:21,729 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0203), (, -0.0199), (, -0.006), (, 0.0137), (, 0.0137), (, -0.0254), (, -0.0046), (, 0.0071), (, -0.0012), (, 0.0048)] -19:41:22,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.06 0.1237 0.0759 0.0432 0.0431] probs=[0.1984 0.2138 0.1938 0.2032 0.1908] -19:41:23,269 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.006944444444444444 std=0.010021101193771195 min=-0.0254 max=0.0071 -19:41:23,269 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0071), (, -0.0012), (, -0.0254), (, -0.0134), (, -0.0203), (, -0.0046), (, -0.0046), (, 0.0018)] -19:41:23,503 root INFO ContextualMultiArmedBanditAgent - exp=[0.1327 0.2537 0.0975 0.2156 0.14 ] probs=[0.1854 0.212 0.2068 0.1984 0.1973] -19:41:24,840 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.004275 std=0.005448910441547008 min=-0.0134 max=0.0038 -19:41:24,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.0016), (, -0.0127), (, -0.0134), (, -0.0046), (, -0.0019), (, 0.002), (, -0.0046), (, -0.0083), (, -0.0027), (, -0.0026), (, -0.0134), (, 0.0018), (, 0.0038), (, -0.0069), (, -0.0068)] -19:41:25,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.0371 0.1364 0.112 0.1551 0.0917] probs=[0.1958 0.2041 0.1993 0.2044 0.1964] -19:41:26,626 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.004643478260869566 std=0.005135115771689851 min=-0.0134 max=0.0038 -19:41:26,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0127), (, 0.0038), (, 0.0016), (, -0.0069), (, -0.0068), (, -0.0134), (, -0.0026), (, 0.0003), (, -0.0027), (, -0.0069), (, -0.0134), (, -0.0023), (, -0.0083), (, -0.0046), (, -0.0046), (, 0.0018), (, 0.002), (, 0.002), (, -0.0069), (, -0.0046), (, -0.002), (, -0.0069), (, -0.0127)] -19:41:27,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.0932 0.1407 0.1608 0.1334 0.0486] probs=[0.1975 0.2056 0.2002 0.2013 0.1953] -19:41:28,701 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.00671764705882353 std=0.004134963588162842 min=-0.0134 max=0.0003 -19:41:28,701 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0127), (, -0.0069), (, -0.0134), (, -0.002), (, 0.0003), (, -0.0023), (, -0.0069), (, -0.0069), (, -0.0134), (, -0.0069), (, -0.0034), (, -0.0068), (, -0.0046), (, -0.0083), (, -0.0046), (, -0.0127), (, -0.0027)] -19:41:29,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.0886 0.1192 0.0828 0.1265 0.0944] probs=[0.1931 0.2028 0.1968 0.2079 0.1993] -19:41:30,538 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0051428571428571435 std=0.0033521239078944487 min=-0.0127 max=0.001 -19:41:30,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0083), (, -0.0069), (, -0.0027), (, 0.001), (, -0.0068), (, -0.0069), (, -0.0048), (, -0.0069), (, -0.0034), (, -0.0069), (, -0.0023), (, -0.0127), (, -0.001)] -19:41:30,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.115 0.1368 0.1877 0.0825 0.0582] probs=[0.1938 0.2036 0.2027 0.2012 0.1987] -19:41:32,350 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.005335294117647059 std=0.003201459442278417 min=-0.0127 max=0.001 -19:41:32,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0034), (, -0.0023), (, -0.0127), (, -0.0069), (, -0.0069), (, -0.0068), (, -0.0069), (, -0.0023), (, -0.0083), (, -0.0069), (, -0.0027), (, -0.0067), (, -0.001), (, 0.001), (, -0.0083), (, -0.0048)] -19:41:32,836 root INFO ContextualMultiArmedBanditAgent - exp=[0.1187 0.267 0.144 0.1859 0.2218] probs=[0.1915 0.206 0.2023 0.2025 0.1977] -19:41:34,75 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005366666666666667 std=0.0034460927955520223 min=-0.0127 max=0.001 -19:41:34,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0034), (, -0.001), (, -0.0023), (, -0.0083), (, -0.0069), (, -0.0027), (, -0.0069), (, -0.0127), (, -0.0083), (, -0.0023), (, -0.0067), (, -0.0048), (, -0.0069), (, 0.001)] -19:41:34,469 root INFO ContextualMultiArmedBanditAgent - exp=[0.0474 0.061 0.01 0.0097 0.0303] probs=[0.197 0.2058 0.1987 0.2005 0.198 ] -19:41:35,868 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00512 std=0.003565239589892008 min=-0.0127 max=0.001 -19:41:35,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0067), (, -0.0069), (, -0.0027), (, -0.0023), (, -0.0023), (, -0.0047), (, -0.0034), (, -0.0069), (, 0.001), (, -0.0083), (, -0.0127), (, -0.0083), (, -0.0048), (, 0.0005)] -19:41:36,242 root INFO ContextualMultiArmedBanditAgent - exp=[0.113 0.1518 0.0878 0.1322 0.0771] probs=[0.1985 0.203 0.1947 0.1999 0.2039] -19:41:37,755 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=12 avg=-0.004541666666666666 std=0.0037811943292504232 min=-0.0127 max=0.0019 -19:41:37,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0023), (, -0.0083), (, -0.0048), (, -0.0), (, -0.0034), (, -0.0067), (, -0.0013), (, 0.0019), (, 0.0), (, -0.0047), (, -0.0023), (, -0.0016), (, -0.0127)] -19:41:38,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.0559 0.1235 0.0343 0.1325 0.0402] probs=[0.1976 0.2041 0.2122 0.1929 0.1932] -19:41:39,433 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0031933333333333336 std=0.003649925417807267 min=-0.0127 max=0.0019 -19:41:39,433 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0047), (, -0.0), (, -0.0016), (, -0.0008), (, -0.0083), (, 0.0005), (, -0.0023), (, 0.0019), (, -0.0127), (, -0.0023), (, 0.0), (, 0.0), (, -0.0), (, 0.0), (, -0.0013), (, -0.0034), (, -0.0001), (, -0.0067), (, -0.0048)] -19:41:39,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.184 0.1538 0.1129 0.1598 0.1776] probs=[0.2026 0.1954 0.1997 0.2004 0.202 ] -19:41:41,573 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0016714285714285713 std=0.0034018402382832037 min=-0.0083 max=0.0084 -19:41:41,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0014), (, 0.0041), (, -0.0016), (, 0.0), (, -0.0), (, -0.0013), (, 0.0006), (, -0.002), (, 0.0), (, -0.0031), (, 0.0), (, 0.0005), (, -0.0021), (, -0.0001), (, 0.0084), (, -0.0033), (, -0.0008), (, -0.0026), (, -0.0048), (, -0.0023), (, -0.0047), (, -0.0083), (, -0.0023), (, -0.0067)] -19:41:42,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.1659 0.12 0.1625 0.1147 0.1623] probs=[0.1945 0.2044 0.1921 0.2011 0.2079] -19:41:43,934 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.001733333333333333 std=0.00390217684465788 min=-0.0085 max=0.0084 -19:41:43,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, 0.0017), (, -0.0026), (, -0.002), (, -0.0033), (, -0.0001), (, -0.0002), (, -0.0083), (, 0.0), (, -0.0008), (, 0.0042), (, -0.0048), (, 0.0), (, 0.0084), (, -0.0016), (, 0.0008), (, 0.0006), (, -0.0023), (, -0.0013), (, 0.0), (, -0.0014), (, -0.0085), (, -0.0085), (, -0.0031)] -19:41:44,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1077 0.0824 0.0771 0.1127] probs=[0.202 0.1979 0.2023 0.1977 0.2001] -19:41:46,150 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=17 avg=-0.001688235294117647 std=0.0021889783684581844 min=-0.0083 max=0.0008 -19:41:46,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0012), (, -0.0083), (, -0.0), (, 0.0008), (, -0.0031), (, -0.0007), (, 0.0003), (, -0.0013), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0014), (, -0.0), (, 0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0019), (, -0.0039), (, -0.002), (, -0.0033), (, -0.0), (, 0.0006)] -19:41:47,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.1231 0.218 0.2244 0.18 0.1987] probs=[0.2012 0.2049 0.2016 0.1986 0.1936] -19:41:48,532 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0016652173913043475 std=0.0012592643455094945 min=-0.0039 max=0.0008 -19:41:48,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0), (, -0.0), (, -0.0027), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0012), (, 0.0003), (, 0.0), (, -0.0025), (, -0.0), (, -0.0031), (, -0.0), (, -0.0033), (, -0.0), (, -0.0002), (, -0.002), (, -0.0019), (, -0.0001), (, 0.0008), (, -0.0019), (, -0.0014), (, -0.0031), (, -0.0), (, -0.0039), (, -0.0011), (, 0.0003), (, -0.002), (, -0.0023), (, -0.0031)] -19:41:49,467 root INFO ContextualMultiArmedBanditAgent - exp=[0.0739 0.1134 0.098 0.0636 0.076 ] probs=[0.2011 0.2004 0.2056 0.1922 0.2007] -19:41:51,122 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0013344827586206894 std=0.0014802785996093288 min=-0.0039 max=0.0023 -19:41:51,122 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0019), (, 0.0007), (, -0.0031), (, -0.0025), (, -0.0039), (, 0.0), (, -0.0005), (, 0.0008), (, -0.0002), (, -0.0019), (, -0.0023), (, -0.0031), (, -0.0), (, -0.0027), (, 0.0), (, -0.0007), (, -0.002), (, -0.0), (, -0.0), (, -0.0031), (, -0.0019), (, -0.002), (, 0.0003), (, 0.0023), (, 0.0001), (, 0.0003), (, -0.0001), (, -0.002), (, -0.0011), (, -0.0033), (, 0.0003), (, -0.0), (, -0.0014), (, -0.0013)] -19:41:52,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.026 0.0968 0.0705 0.0736 0.1007] probs=[0.1977 0.2049 0.2018 0.1984 0.1973] -19:41:53,999 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.001479310344827586 std=0.0011980959924540121 min=-0.0039 max=0.0007 -19:41:54,0 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0003), (, -0.0039), (, -0.0031), (, -0.0011), (, -0.0005), (, -0.001), (, -0.002), (, 0.0), (, -0.0033), (, -0.0009), (, 0.0007), (, -0.0018), (, -0.0031), (, -0.0023), (, 0.0), (, -0.0006), (, -0.0011), (, -0.0), (, -0.002), (, -0.0019), (, -0.0001), (, -0.0025), (, -0.0014), (, -0.0009), (, -0.0031), (, -0.0012), (, -0.0009), (, -0.0025), (, 0.0003), (, 0.0003), (, 0.0), (, -0.0008), (, 0.0)] -19:41:55,183 root INFO ContextualMultiArmedBanditAgent - exp=[0.1204 0.1132 0.098 0.1102 0.1036] probs=[0.1924 0.2034 0.2001 0.205 0.1991] -19:41:56,967 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=23 avg=-0.0010347826086956524 std=0.0015055285640228973 min=-0.0039 max=0.0014 -19:41:56,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0011), (, 0.0014), (, -0.0025), (, -0.0), (, -0.0019), (, 0.0014), (, -0.0011), (, 0.0), (, -0.0), (, -0.0), (, 0.0012), (, -0.0005), (, -0.0012), (, -0.0), (, -0.002), (, -0.0037), (, 0.0007), (, -0.0033), (, 0.0001), (, -0.002), (, 0.0), (, -0.0039), (, -0.0009), (, 0.0003), (, -0.0009), (, -0.0006), (, 0.0001), (, -0.0009), (, 0.0), (, 0.0)] -19:41:57,897 root INFO ContextualMultiArmedBanditAgent - exp=[0.1038 0.1377 0.1192 0.1256 0.1144] probs=[0.1961 0.2001 0.197 0.2075 0.1993] -19:41:59,573 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.001096153846153846 std=0.0011771807158927736 min=-0.0039 max=0.0007 -19:41:59,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0007), (, 0.0003), (, 0.0), (, -0.0025), (, -0.0), (, -0.0011), (, -0.0009), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0007), (, -0.0012), (, 0.0007), (, -0.0033), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0039), (, -0.0002), (, -0.001), (, -0.0012), (, -0.0), (, -0.0009), (, 0.0002), (, -0.0037), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0013)] -19:42:00,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1058 0.1129 0.0885 0.0836 0.1237] probs=[0.1929 0.2053 0.193 0.2047 0.2041] -19:42:02,364 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00115 std=0.001039471019317037 min=-0.0037 max=0.0003 -19:42:02,365 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0033), (, 0.0001), (, -0.0), (, -0.0), (, -0.0015), (, -0.0025), (, -0.0), (, -0.0003), (, -0.0012), (, -0.0007), (, -0.0013), (, -0.0006), (, -0.0), (, -0.0037), (, -0.0004), (, -0.0006), (, -0.0009), (, -0.001), (, -0.0009), (, 0.0), (, -0.0), (, 0.0003), (, -0.0005)] -19:42:03,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.126 0.1141 0.111 0.1262 0.1484] probs=[0.1978 0.2116 0.1938 0.1968 0.2 ] -19:42:04,887 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=24 avg=-0.0005125 std=0.0014515257777019785 min=-0.0037 max=0.0051 -19:42:04,888 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, -0.0002), (, -0.0015), (, 0.0001), (, -0.0009), (, -0.0013), (, -0.0003), (, -0.0004), (, -0.0006), (, -0.0025), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0003), (, -0.0005), (, -0.0009), (, 0.0051), (, -0.0011), (, -0.0002), (, -0.0037), (, -0.001)] -19:42:05,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.1062 0.1056 0.132 0.0741] probs=[0.1932 0.206 0.2 0.1993 0.2016] -19:42:07,384 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.000625 std=0.0013973508098234623 min=-0.0037 max=0.0051 -19:42:07,384 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0037), (, -0.0004), (, -0.0025), (, -0.0006), (, 0.0051), (, 0.0001), (, -0.0009), (, -0.0025), (, -0.001), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0011), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0009), (, -0.0008), (, 0.0), (, -0.0015), (, -0.0009), (, -0.0), (, 0.0003), (, -0.0008)] -19:42:08,402 root INFO ContextualMultiArmedBanditAgent - exp=[0.1697 0.1356 0.144 0.1047 0.1673] probs=[0.199 0.1984 0.2029 0.1965 0.2031] -19:42:10,51 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0006105263157894737 std=0.0016901867654016993 min=-0.0037 max=0.0051 -19:42:10,51 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.001), (, -0.0004), (, -0.0007), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0025), (, 0.0051), (, -0.0037), (, -0.0015), (, -0.0025), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0001), (, 0.0008), (, -0.0009), (, 0.0), (, -0.0), (, -0.0012), (, -0.0008), (, -0.0003)] -19:42:10,859 root INFO ContextualMultiArmedBanditAgent - exp=[0.0584 0.1256 0.0901 0.0782 0.0975] probs=[0.2008 0.2031 0.1966 0.1989 0.2007] -19:42:12,431 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0008538461538461537 std=0.0009841946216345818 min=-0.0025 max=0.0008 -19:42:12,431 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.001), (, 0.0008), (, 0.0), (, -0.0004), (, -0.0012), (, 0.0008), (, -0.0), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0015), (, -0.0004)] -19:42:12,927 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0241 0.0504 0.0535 0.0523 -0.0001] probs=[0.1962 0.1931 0.1892 0.2126 0.2089] -19:42:14,397 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0013545454545454546 std=0.0008814900982929018 min=-0.0025 max=-0.0002 -19:42:14,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0008), (, -0.0008), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0025), (, -0.0002), (, -0.0), (, -0.0008), (, -0.0007)] -19:42:14,782 root INFO ContextualMultiArmedBanditAgent - exp=[0.1817 0.163 0.0964 0.1836 0.0801] probs=[0.2031 0.1987 0.203 0.1955 0.1997] -19:42:16,310 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0013071428571428572 std=0.0008572916537514155 min=-0.0025 max=0.0001 -19:42:16,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0012), (, -0.0008), (, -0.0025), (, -0.0008), (, -0.0025), (, -0.0016), (, -0.0008), (, 0.0001), (, -0.0008), (, -0.0008), (, -0.0025), (, -0.0025), (, -0.0002)] -19:42:16,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.1179 0.1787 0.1379 0.1167 0.1564] probs=[0.1995 0.2131 0.2075 0.1993 0.1806] -19:42:18,235 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.00115 std=0.0006855654600401044 min=-0.0025 max=0.0001 -19:42:18,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0), (, -0.0012), (, -0.0012), (, -0.0008), (, -0.0008), (, -0.0014), (, 0.0001), (, -0.0025)] -19:42:18,536 root INFO ContextualMultiArmedBanditAgent - exp=[0.0933 0.1473 0.1014 0.0756 0.1287] probs=[0.199 0.2025 0.1995 0.1998 0.1993] -19:42:19,870 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0009363636363636363 std=0.0003960549256507629 min=-0.0014 max=0.0001 -19:42:19,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, -0.0007), (, -0.0012), (, -0.0009), (, 0.0001), (, -0.0011), (, -0.0007), (, -0.0014), (, -0.0008), (, -0.0012)] -19:42:20,249 root INFO ContextualMultiArmedBanditAgent - exp=[0.1728 0.2338 0.1839 0.2209 0.1626] probs=[0.2051 0.192 0.1998 0.1967 0.2064] -19:42:21,777 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0008599999999999999 std=0.0004409081537009721 min=-0.0014 max=0.0001 -19:42:21,777 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, 0.0001), (, -0.0007), (, -0.0014), (, -0.0014), (, -0.0007), (, -0.0009), (, -0.0012), (, -0.0011)] -19:42:22,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.1111 0.0868 0.0587 0.1098 0.1527] probs=[0.1973 0.2112 0.1955 0.1985 0.1975] -19:42:23,451 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0010916666666666668 std=0.00040508915342455444 min=-0.0019 max=-0.0004 -19:42:23,452 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0007), (, -0.0009), (, -0.0007), (, -0.0011), (, -0.0012), (, -0.0007), (, -0.0019), (, -0.0014), (, -0.0013)] -19:42:23,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.1534 0.1803 0.3297 0.276 0.3647] probs=[0.2033 0.2008 0.1893 0.198 0.2086] -19:42:25,468 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0011142857142857141 std=0.00048676357249716635 min=-0.0019 max=-0.0004 -19:42:25,468 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, -0.0007), (, -0.0014), (, -0.0007), (, -0.0013), (, -0.0014), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0009)] -19:42:26,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.0614 0.0856 0.0958 0.0557 0.0836] probs=[0.1943 0.1903 0.2206 0.2007 0.1941] -19:42:27,525 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.0009538461538461536 std=0.0006901676324971677 min=-0.0019 max=0.0007 -19:42:27,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0018), (, -0.0007), (, 0.0007), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0019), (, -0.0013), (, -0.0007), (, -0.0), (, -0.0007), (, -0.0)] -19:42:28,108 root INFO ContextualMultiArmedBanditAgent - exp=[0.0604 0.0534 0.0669 0.054 0.045 ] probs=[0.2088 0.2041 0.1974 0.1964 0.1934] -19:42:29,471 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=13 avg=-0.0009153846153846153 std=0.0007325888277421001 min=-0.0019 max=0.0007 -19:42:29,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, -0.0007), (, -0.0007), (, -0.0014), (, 0.0007), (, -0.0007), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0), (, 0.0001), (, -0.0013), (, -0.0007), (, -0.0009)] -19:42:30,63 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1336 0.1154 0.0879 0.1075] probs=[0.19 0.2124 0.2026 0.2031 0.1919] -19:42:31,500 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00084375 std=0.0007288421897091303 min=-0.0019 max=0.0007 -19:42:31,500 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, 0.0001), (, -0.0012), (, -0.0007), (, 0.0003), (, -0.0007), (, -0.0007), (, -0.0009), (, 0.0007), (, -0.0018), (, -0.0019), (, -0.0), (, -0.0007), (, -0.0014), (, -0.0013), (, -0.0007), (, -0.0007)] -19:42:32,93 root INFO ContextualMultiArmedBanditAgent - exp=[0.1949 0.2282 0.1857 0.2115 0.2008] probs=[0.1882 0.2195 0.1937 0.1994 0.1992] -19:42:33,566 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0008571428571428572 std=0.000786233594618115 min=-0.0019 max=0.0007 -19:42:33,566 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0018), (, 0.0007), (, 0.0003), (, -0.0013), (, -0.0014), (, -0.0007), (, -0.0007), (, 0.0002), (, -0.0007), (, -0.0012), (, -0.0019), (, -0.0007), (, -0.0009)] -19:42:34,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.0511 0.085 0.0561 0.0734 0.0334] probs=[0.2095 0.1896 0.1948 0.2052 0.2009] -19:42:35,612 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0007666666666666667 std=0.0012036980056845193 min=-0.0035 max=0.0008 -19:42:35,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0035), (, -0.0001), (, -0.0014), (, -0.0009), (, 0.0008), (, 0.0007), (, 0.0002), (, -0.0019), (, 0.0003), (, -0.0007), (, -0.0018)] -19:42:36,111 root INFO ContextualMultiArmedBanditAgent - exp=[0.005 0.014 0.0275 0.0299 0.0605] probs=[0.1986 0.2026 0.1997 0.2049 0.1942] -19:42:37,637 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0008642857142857144 std=0.0013651829510347387 min=-0.0035 max=0.0008 -19:42:37,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0035), (, -0.0008), (, -0.0019), (, -0.0001), (, 0.0003), (, -0.0006), (, 0.0002), (, -0.0014), (, 0.0008), (, 0.0007), (, 0.0004), (, -0.0009), (, -0.0018)] -19:42:38,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.1504 0.161 0.1063 0.1689 0.1934] probs=[0.1965 0.2067 0.1984 0.1968 0.2017] -19:42:39,405 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0013636363636363635 std=0.0011834254804458943 min=-0.0035 max=0.0003 -19:42:39,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0008), (, -0.0019), (, 0.0003), (, -0.0009), (, -0.0035), (, -0.0008), (, -0.0014), (, -0.0006), (, -0.0001), (, -0.0018)] -19:42:39,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0689 0.086 0.0137 0.1744 0.0918] probs=[0.199 0.2025 0.1995 0.1998 0.1993] -19:42:41,123 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00106 std=0.001103207444983339 min=-0.0035 max=0.0008 -19:42:41,124 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0008), (, -0.0008), (, -0.001), (, -0.0008), (, -0.0008), (, -0.0019), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0035), (, -0.0011), (, -0.0006), (, 0.0008), (, -0.0009)] -19:42:41,663 root INFO ContextualMultiArmedBanditAgent - exp=[0.1198 0.1389 0.0976 0.1004 0.1177] probs=[0.1943 0.2134 0.2049 0.1977 0.1897] -19:42:43,148 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0008052631578947369 std=0.000906975125412127 min=-0.0035 max=0.0008 -19:42:43,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0008), (, -0.0008), (, -0.0035), (, -0.0024), (, -0.0003), (, -0.0), (, -0.0008), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0008), (, -0.0008), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0006), (, 0.0008), (, -0.0008), (, -0.001)] -19:42:43,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.1491 0.0763 0.1082 0.0976] probs=[0.2002 0.2043 0.1991 0.1986 0.1978] -19:42:45,706 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0010705882352941177 std=0.0009040853069343251 min=-0.0035 max=0.0006 -19:42:45,706 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0013), (, 0.0006), (, -0.0008), (, -0.0006), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0003), (, -0.0008), (, -0.001), (, -0.0009), (, -0.0008), (, -0.0008), (, -0.0024), (, -0.0035), (, -0.0008), (, -0.0005), (, -0.0)] -19:42:46,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.2453 0.2812 0.2762 0.1952 0.2193] probs=[0.2057 0.2039 0.2029 0.1957 0.1919] -19:42:48,46 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.001052941176470588 std=0.0011837714639628433 min=-0.0035 max=0.0006 -19:42:48,46 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0024), (, 0.0003), (, -0.0008), (, 0.0004), (, -0.0013), (, -0.0035), (, -0.0), (, -0.0008), (, -0.0024), (, -0.0013), (, -0.0001), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0024), (, -0.0008), (, -0.0011), (, 0.0006)] -19:42:48,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.1874 0.1269 0.1393 0.1917 0.1454] probs=[0.2077 0.2008 0.1899 0.2047 0.1969] -19:42:50,249 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=11 avg=-0.0012545454545454546 std=0.0011641334165679842 min=-0.0035 max=0.0006 -19:42:50,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0015), (, -0.0), (, 0.0006), (, -0.0024), (, -0.0013), (, -0.0024), (, -0.0035), (, -0.0003), (, -0.0013), (, -0.001), (, -0.0011), (, -0.0), (, 0.0004)] -19:42:50,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.1748 0.0854 0.1737 0.1942 0.1471] probs=[0.196 0.2096 0.1929 0.198 0.2036] -19:42:52,324 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=9 avg=-0.0010333333333333332 std=0.0011215069227507148 min=-0.0024 max=0.0011 -19:42:52,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0013), (, 0.0006), (, -0.0024), (, -0.0013), (, -0.001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0024), (, -0.0015), (, 0.0011)] -19:42:52,850 root INFO ContextualMultiArmedBanditAgent - exp=[0.0728 0.0889 0.0879 0.1114 0.0478] probs=[0.2068 0.1931 0.1986 0.1969 0.2046] -19:42:54,494 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0007692307692307691 std=0.001043208523579365 min=-0.0024 max=0.0009 -19:42:54,494 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0013), (, -0.0015), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0), (, -0.0013), (, -0.0011), (, -0.0013), (, -0.0007), (, 0.0004), (, 0.0004), (, 0.0009), (, -0.0024), (, -0.0024)] -19:42:55,184 root INFO ContextualMultiArmedBanditAgent - exp=[0.0819 0.148 0.0873 0.092 0.1277] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -19:42:56,824 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0006363636363636363 std=0.0011687388130900507 min=-0.0024 max=0.0011 -19:42:56,824 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0024), (, -0.0013), (, -0.0024), (, 0.0009), (, -0.0013), (, 0.0011), (, -0.0013), (, 0.0006), (, -0.0), (, -0.0001), (, -0.0007)] -19:42:57,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.1085 0.2241 0.1341 0.1489 0.1507] probs=[0.1971 0.2044 0.1974 0.2092 0.1919] -19:42:58,996 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=9 avg=-0.0011444444444444442 std=0.0008354787198714426 min=-0.0024 max=-0.0001 -19:42:58,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0024), (, -0.0001), (, -0.0009), (, -0.0007), (, -0.0), (, 0.0), (, -0.0024), (, -0.0019), (, -0.0009), (, -0.0009)] -19:42:59,482 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0025 0.0145 -0.0002 0.0013 -0.001 ] probs=[0.2006 0.1997 0.1977 0.2028 0.1993] -19:43:01,17 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0009799999999999998 std=0.000581033561853358 min=-0.0019 max=-0.0001 -19:43:01,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0019), (, -0.0013), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0009)] -19:43:01,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1552 0.0929 0.1141 0.1446 0.1181] probs=[0.1887 0.2093 0.1986 0.2041 0.1993] -19:43:03,35 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=11 avg=-0.0008818181818181819 std=0.0005005781781067711 min=-0.0019 max=-0.0001 -19:43:03,35 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0019), (, -0.0009), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0009), (, -0.0005), (, -0.0009)] -19:43:03,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1513 0.1139 0.0327 0.0567] probs=[0.2025 0.2029 0.1971 0.2017 0.1958] -19:43:04,878 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=14 avg=-0.000707142857142857 std=0.0006064702156322102 min=-0.0019 max=0.0004 -19:43:04,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0009), (, -0.0013), (, -0.0009), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0001), (, -0.0019), (, 0.0002), (, -0.0), (, 0.0004)] -19:43:05,488 root INFO ContextualMultiArmedBanditAgent - exp=[0.1627 0.2132 0.115 0.1699 0.2038] probs=[0.1851 0.2123 0.1985 0.2068 0.1973] -19:43:06,966 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0005733333333333335 std=0.0007084882183604435 min=-0.0019 max=0.001 -19:43:06,967 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0019), (, -0.001), (, -0.0009), (, -0.0009), (, 0.0004), (, 0.0002), (, 0.001), (, -0.0013), (, -0.0005), (, -0.0008), (, -0.0001), (, -0.0009)] -19:43:07,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0297 0.0596 0.0121 0.0424 0.0462] probs=[0.1997 0.2092 0.2052 0.2023 0.1836] -19:43:09,202 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00049375 std=0.0007611412073327787 min=-0.0019 max=0.001 -19:43:09,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, 0.0001), (, -0.0008), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0004), (, 0.0002), (, 0.001), (, -0.0005), (, -0.0019), (, -0.0009), (, 0.0007), (, -0.0013), (, -0.0), (, -0.001)] -19:43:10,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.117 0.1204 0.1315 0.0754 0.091 ] probs=[0.1998 0.1959 0.1967 0.2035 0.204 ] -19:43:11,752 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0009099999999999999 std=0.0005048762224545734 min=-0.0019 max=0.0002 -19:43:11,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0), (, -0.0019), (, -0.0005), (, -0.0009), (, -0.0009), (, 0.0002), (, -0.001), (, -0.0013), (, -0.0009)] -19:43:12,194 root INFO ContextualMultiArmedBanditAgent - exp=[0.1771 0.0541 0.1251 0.1048 0.2391] probs=[0.2036 0.2009 0.1983 0.2034 0.1937] -19:43:14,222 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:43:14,223 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.2780352941176471 std=0.43621799722990157 min=-0.0514 max=1.2166 -19:43:14,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1061), (, 0.0893), (, 1.2166), (, 0.1368), (, -0.0086), (, 1.2036), (, 0.1368), (, 0.1207), (, 0.0636), (, 0.157), (, 1.2166), (, -0.0084), (, 0.1211), (, 0.1368), (, 0.0437), (, 0.0463), (, -0.0514)] -19:43:14,607 root INFO ContextualMultiArmedBanditAgent - exp=[0.222 0.1611 0.1826 0.1527 0.1212] probs=[0.193 0.2051 0.1977 0.2032 0.2009] -19:43:15,902 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.07477142857142857 std=0.06784573287530878 min=-0.0514 max=0.157 -19:43:15,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0514), (, 0.1211), (, 0.1368), (, 0.0893), (, 0.157), (, -0.0086), (, 0.0636), (, 0.1368), (, 0.1061), (, 0.1368), (, -0.0514), (, 0.0463), (, 0.0437), (, 0.1207)] -19:43:16,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.035 0.1441 0.0373 0.0711 0.1172] probs=[0.1955 0.2104 0.1907 0.1987 0.2048] -19:43:17,669 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=0.054909090909090914 std=0.08432207146137474 min=-0.1368 max=0.1368 -19:43:17,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1368), (, -0.0086), (, 0.1061), (, 0.1211), (, 0.1368), (, 0.0893), (, -0.0514), (, 0.0437), (, 0.1207), (, 0.0463), (, -0.1368)] -19:43:17,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.1191 0.2487 0.0718 0.1744 0.0554] probs=[0.196 0.206 0.1986 0.1985 0.2009] -19:43:19,185 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.029328571428571426 std=0.07525529339304625 min=-0.1368 max=0.0463 -19:43:19,185 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0086), (, -0.1368), (, -0.0514), (, 0.0383), (, -0.1368), (, 0.0463), (, 0.0437)] -19:43:19,330 root INFO ContextualMultiArmedBanditAgent - exp=[0.0315 0.1538 0.0297 0.0286 0.0492] probs=[0.1852 0.2195 0.1873 0.2163 0.1918] -19:43:20,584 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0634 std=0.06883826455298439 min=-0.1368 max=0.0518 -19:43:20,584 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1368), (, -0.0986), (, -0.1368), (, -0.0514), (, 0.0518), (, -0.0086)] -19:43:20,749 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0108 0.0475 0.0012 0.0145 -0.004 ] probs=[0.1847 0.2104 0.2181 0.19 0.1968] -19:43:22,3 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.03541428571428571 std=0.04927794141605432 min=-0.0986 max=0.0518 -19:43:22,3 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0086), (, -0.0986), (, 0.0518), (, -0.0514), (, -0.0173), (, -0.0252)] -19:43:22,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.2616 0.2558 0.1371 0.3153 0.1625] probs=[0.1958 0.2078 0.1982 0.201 0.1972] -19:43:23,464 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.058219999999999994 std=0.03484929841474574 min=-0.0986 max=-0.0173 -19:43:23,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0986), (, -0.0252), (, -0.0514), (, -0.0173)] -19:43:23,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.3155 0.1897 0.29 0.0886 0.0302] probs=[0.1953 0.2087 0.198 0.2012 0.1969] -19:43:25,224 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.07413333333333333 std=0.034601091826061726 min=-0.0986 max=-0.0252 -19:43:25,224 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0986), (, -0.0252)] -19:43:25,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.388 0.1916 0.3853 0.3976 0.2997] probs=[0.2011 0.2263 0.1743 0.2176 0.1806] -19:43:26,788 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0421 std=0.04101227458538073 min=-0.0986 max=-0.0025 -19:43:26,788 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0252), (, -0.0025), (, -0.0986)] -19:43:26,856 root INFO ContextualMultiArmedBanditAgent - exp=[0.3331 0.4912 0.2643 0.3059 0.5101] probs=[0.1965 0.2066 0.1985 0.2007 0.1977] -19:43:27,935 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.050449999999999995 std=0.04815 min=-0.0986 max=-0.0023 -19:43:27,935 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0023)] -19:43:28,35 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0128 0.0537 0.0014 0.0171 -0.0046] probs=[0.1952 0.2087 0.198 0.2012 0.1969] -19:43:29,231 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.05035 std=0.04825 min=-0.0986 max=-0.0021 -19:43:29,232 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0986), (, -0.0021)] -19:43:29,282 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0128 0.0537 0.0014 0.0171 -0.0046] probs=[0.2138 0.1726 0.1882 0.1903 0.2351] -19:43:30,515 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.016516666666666666 std=0.036750483745871365 min=-0.0986 max=0.0032 -19:43:30,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0001), (, -0.0021), (, -0.0986), (, 0.0032), (, 0.0004)] -19:43:30,652 root INFO ContextualMultiArmedBanditAgent - exp=[0.2174 0.1603 0.2699 0.2478 0.1348] probs=[0.2075 0.2134 0.2004 0.1924 0.1863] -19:43:31,898 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.012233333333333332 std=0.031103018788821407 min=-0.0986 max=0.0098 -19:43:31,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0098), (, -0.0019), (, 0.0004), (, -0.0021), (, -0.0098), (, -0.0986), (, -0.0001), (, 0.0032)] -19:43:32,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.0233 0.1414 0.0403 0.0773 0.0682] probs=[0.1991 0.2105 0.1936 0.2012 0.1956] -19:43:33,325 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.011453846153846155 std=0.02563181962941361 min=-0.0986 max=0.0028 -19:43:33,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0019), (, 0.0028), (, 0.0004), (, -0.0021), (, -0.011), (, 0.0004), (, -0.0098), (, -0.0001), (, -0.0086), (, -0.0098), (, 0.0004), (, -0.0986)] -19:43:33,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.0833 0.1147 0.0955 0.1223] probs=[0.1981 0.2065 0.1964 0.1971 0.2018] -19:43:34,791 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.004085714285714285 std=0.005396276115838343 min=-0.011 max=0.0028 -19:43:34,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, 0.0028), (, -0.0001), (, -0.011), (, -0.0098), (, 0.0025), (, -0.0076), (, -0.0098), (, -0.0086), (, -0.0076), (, 0.0004), (, 0.0004), (, 0.0018), (, 0.0004)] -19:43:35,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.052 0.1016 0.0294 0.0752 0.058 ] probs=[0.1967 0.2038 0.1991 0.2037 0.1967] -19:43:36,428 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.003045 std=0.0069488470266656464 min=-0.0147 max=0.011 -19:43:36,428 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.011), (, -0.0001), (, 0.0028), (, -0.0076), (, -0.0076), (, -0.0147), (, -0.011), (, 0.0004), (, -0.0086), (, -0.0047), (, 0.0004), (, 0.0046), (, -0.0056), (, 0.0098), (, -0.0098), (, 0.011), (, 0.0004), (, -0.0098), (, 0.0025), (, -0.0023)] -19:43:36,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.0976 0.1532 0.1494 0.0846] probs=[0.1987 0.2054 0.1987 0.1983 0.1989] -19:43:38,351 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.004465384615384616 std=0.0056085060610367886 min=-0.0147 max=0.0046 -19:43:38,352 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, 0.0025), (, -0.0047), (, 0.001), (, -0.0098), (, 0.0028), (, -0.0076), (, -0.0024), (, 0.0046), (, 0.0012), (, 0.0004), (, -0.0052), (, 0.0004), (, -0.0147), (, 0.0028), (, -0.0094), (, -0.0098), (, -0.0001), (, -0.011), (, 0.0004), (, -0.0076), (, -0.0023), (, -0.0056), (, -0.0098), (, -0.0083), (, -0.0092)] -19:43:38,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.1972 0.164 0.2075 0.1816] probs=[0.1991 0.1999 0.2011 0.1989 0.201 ] -19:43:40,356 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.003061538461538462 std=0.006573728418899262 min=-0.0147 max=0.0089 -19:43:40,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0098), (, -0.0047), (, -0.011), (, -0.0094), (, 0.0089), (, -0.0024), (, -0.0092), (, 0.0073), (, 0.0012), (, 0.0002), (, -0.0001), (, 0.0025), (, -0.0076), (, -0.0083), (, 0.0067), (, -0.0056), (, -0.0098), (, 0.0046), (, 0.001), (, -0.0), (, -0.0023), (, -0.0028), (, -0.0052), (, -0.0147), (, 0.0028), (, 0.0028)] -19:43:40,979 root INFO ContextualMultiArmedBanditAgent - exp=[0.0957 0.1956 0.0614 0.1083 0.1069] probs=[0.198 0.1943 0.2057 0.1955 0.2065] -19:43:42,546 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.003918518518518519 std=0.007354013116409552 min=-0.0147 max=0.019 -19:43:42,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, 0.0028), (, -0.0147), (, -0.0025), (, -0.0047), (, -0.0049), (, 0.0), (, -0.0001), (, 0.0025), (, -0.0098), (, -0.0028), (, -0.0056), (, 0.0024), (, 0.0002), (, -0.0023), (, 0.0012), (, 0.019), (, -0.011), (, -0.0083), (, -0.0122), (, -0.0094), (, -0.0092), (, 0.0089), (, -0.0056), (, 0.001), (, -0.0), (, -0.011), (, -0.0052), (, -0.0098)] -19:43:43,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.1406 0.2096 0.1249 0.1616 0.122 ] probs=[0.203 0.2038 0.1996 0.1926 0.2011] -19:43:44,929 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.005957692307692308 std=0.004916625881554503 min=-0.0147 max=0.0024 -19:43:44,929 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0083), (, -0.0001), (, -0.0049), (, -0.0098), (, -0.0049), (, -0.0094), (, -0.0), (, -0.0056), (, 0.0002), (, -0.0092), (, -0.005), (, -0.0052), (, -0.0003), (, 0.0024), (, 0.0013), (, -0.0047), (, -0.0025), (, -0.011), (, -0.0121), (, -0.0147), (, -0.0122), (, 0.0), (, -0.0028), (, -0.011), (, -0.0056), (, 0.0012), (, -0.006)] -19:43:45,587 root INFO ContextualMultiArmedBanditAgent - exp=[0.0488 0.0773 0.0834 0.0794 0.0542] probs=[0.2004 0.2078 0.1976 0.1964 0.1978] -19:43:47,86 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.005096153846153847 std=0.0053509510850682325 min=-0.0147 max=0.0024 -19:43:47,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0003), (, -0.0), (, -0.0019), (, -0.0001), (, -0.0098), (, 0.0024), (, -0.0013), (, -0.0028), (, -0.0047), (, -0.0034), (, -0.0025), (, -0.0094), (, 0.0024), (, -0.0049), (, -0.0049), (, 0.0012), (, -0.011), (, -0.0147), (, -0.005), (, 0.0021), (, -0.006), (, 0.0013), (, -0.0122), (, -0.0092), (, 0.0), (, -0.011), (, -0.0121)] -19:43:47,744 root INFO ContextualMultiArmedBanditAgent - exp=[0.0547 0.056 0.0466 0.0776 0.0612] probs=[0.1971 0.2022 0.2026 0.1966 0.2015] -19:43:49,217 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.003788 std=0.0052064821136733 min=-0.0147 max=0.0029 -19:43:49,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0122), (, -0.0003), (, -0.0031), (, -0.0018), (, -0.011), (, -0.0013), (, -0.0049), (, 0.0021), (, 0.0012), (, -0.006), (, 0.0), (, -0.0034), (, 0.0012), (, -0.0147), (, -0.0), (, -0.0003), (, 0.0004), (, -0.003), (, -0.005), (, -0.0), (, 0.0), (, -0.0042), (, 0.0029), (, 0.0003), (, 0.0024), (, -0.0047), (, -0.0121), (, -0.0025)] -19:43:49,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.0914 0.1137 0.1053 0.0951 0.094 ] probs=[0.2059 0.1994 0.1971 0.1996 0.198 ] -19:43:51,475 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.0039 std=0.00480130190677487 min=-0.0147 max=0.003 -19:43:51,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0045), (, 0.0029), (, -0.0121), (, -0.0042), (, -0.002), (, -0.0034), (, 0.0022), (, -0.0), (, 0.0021), (, -0.0042), (, -0.0031), (, -0.0003), (, -0.0013), (, -0.003), (, -0.003), (, -0.0122), (, -0.0147), (, -0.011), (, -0.0047), (, -0.006), (, 0.0012), (, -0.0019), (, 0.0004), (, -0.005), (, -0.007), (, 0.003), (, -0.0029), (, 0.0003), (, -0.0018), (, -0.0), (, -0.0003), (, -0.0087), (, 0.0), (, -0.0049)] -19:43:52,363 root INFO ContextualMultiArmedBanditAgent - exp=[0.1321 0.1166 0.1332 0.1713 0.1284] probs=[0.2037 0.204 0.1932 0.2046 0.1944] -19:43:53,841 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.0037571428571428573 std=0.004574918310857628 min=-0.0147 max=0.003 -19:43:53,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0017), (, -0.0018), (, 0.003), (, -0.011), (, -0.003), (, -0.007), (, -0.0034), (, 0.0), (, -0.0), (, -0.0121), (, -0.0019), (, 0.0008), (, -0.003), (, -0.0058), (, 0.0004), (, -0.0037), (, -0.0019), (, -0.0003), (, -0.0147), (, 0.0022), (, 0.0021), (, -0.0002), (, -0.0002), (, -0.0087), (, -0.0001), (, -0.0042), (, -0.0047), (, -0.003), (, -0.006), (, 0.0), (, -0.0029), (, -0.0122), (, -0.0013), (, -0.0045), (, -0.0042), (, -0.0031), (, 0.0013)] -19:43:54,876 root INFO ContextualMultiArmedBanditAgent - exp=[0.1718 0.1888 0.208 0.1858 0.1913] probs=[0.1955 0.2032 0.1993 0.2018 0.2002] -19:43:56,801 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=28 avg=-0.0037250000000000004 std=0.004368362311635138 min=-0.0147 max=0.0022 -19:43:56,802 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0019), (, -0.0), (, -0.0022), (, -0.0003), (, -0.007), (, -0.0019), (, -0.001), (, -0.0121), (, 0.0015), (, -0.006), (, -0.0002), (, -0.003), (, 0.0), (, -0.0017), (, -0.0122), (, -0.0), (, -0.003), (, -0.0019), (, -0.0147), (, 0.0022), (, -0.0037), (, -0.0019), (, -0.0087), (, 0.0008), (, -0.0058), (, -0.011), (, -0.0031), (, -0.0029), (, 0.0013), (, -0.0002)] -19:43:57,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.1548 0.1208 0.0996 0.0641 0.1008] probs=[0.1958 0.2039 0.1974 0.2031 0.1998] -19:43:59,201 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=26 avg=-0.003442307692307692 std=0.004246281004227571 min=-0.0147 max=0.0027 -19:43:59,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0004), (, -0.0), (, 0.0008), (, -0.0002), (, 0.0027), (, -0.0058), (, -0.0037), (, 0.0013), (, -0.007), (, -0.001), (, -0.003), (, -0.0003), (, -0.0), (, -0.0031), (, -0.0029), (, -0.0022), (, -0.0147), (, -0.0122), (, -0.0087), (, -0.0019), (, -0.003), (, -0.0024), (, -0.0019), (, -0.006), (, -0.011), (, 0.0015), (, -0.0015)] -19:43:59,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.1048 0.0854 0.1266 0.1074 0.1071] probs=[0.1962 0.2038 0.1958 0.2018 0.2023] -19:44:01,499 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0023739130434782606 std=0.004060329542344878 min=-0.0147 max=0.0027 -19:44:01,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.003), (, -0.0028), (, 0.0008), (, -0.0031), (, -0.0024), (, 0.0013), (, -0.0022), (, 0.0027), (, 0.0), (, -0.0014), (, -0.0015), (, -0.0019), (, -0.0031), (, -0.0003), (, 0.0004), (, -0.003), (, -0.0147), (, -0.0058), (, 0.0025), (, 0.001), (, -0.0037), (, 0.0015), (, -0.0122)] -19:44:02,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.0597 0.1302 0.098 0.152 0.1521] probs=[0.1905 0.2035 0.2015 0.2037 0.2008] -19:44:03,452 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.002445 std=0.00419004474916438 min=-0.0147 max=0.0015 -19:44:03,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.001), (, -0.0037), (, -0.0122), (, -0.003), (, -0.0001), (, -0.0), (, -0.0058), (, -0.0026), (, -0.0014), (, 0.0013), (, -0.0015), (, 0.0007), (, -0.0031), (, -0.0001), (, 0.0003), (, -0.0147), (, 0.0013), (, 0.0015), (, -0.0028), (, -0.0003)] -19:44:04,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.0097 0.0463 0.0272 0.0181 0.0058] probs=[0.1936 0.2045 0.2036 0.1996 0.1987] -19:44:05,227 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.001972727272727273 std=0.004025507513817562 min=-0.0147 max=0.0021 -19:44:05,227 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, -0.0015), (, -0.0003), (, -0.0001), (, -0.0122), (, -0.0), (, -0.0058), (, -0.0026), (, -0.0147), (, -0.0009), (, 0.0013), (, -0.0013), (, -0.0001), (, -0.0005), (, 0.0015), (, -0.0014), (, 0.0021), (, 0.001), (, -0.0017), (, 0.0003), (, -0.0015), (, -0.0012)] -19:44:05,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.0833 0.0776 0.069 0.0847] probs=[0.1931 0.2063 0.2059 0.1966 0.1982] -19:44:07,330 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.0013421052631578945 std=0.0035609454376572943 min=-0.0147 max=0.0021 -19:44:07,330 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0015), (, 0.0013), (, 0.0003), (, 0.0021), (, -0.0), (, -0.0036), (, -0.0147), (, 0.0015), (, -0.0015), (, -0.001), (, -0.0037), (, -0.0015), (, 0.0007), (, -0.001), (, 0.0001), (, -0.0001), (, 0.001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0037)] -19:44:07,892 root INFO ContextualMultiArmedBanditAgent - exp=[0.1797 0.1656 0.1262 0.1274 0.1989] probs=[0.1955 0.2013 0.1959 0.2049 0.2024] -19:44:09,293 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.0011157894736842106 std=0.0037574155672685915 min=-0.0147 max=0.0022 -19:44:09,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0037), (, 0.0006), (, -0.0015), (, 0.0022), (, -0.0037), (, -0.0), (, -0.0037), (, 0.0001), (, 0.0015), (, 0.0014), (, 0.0005), (, -0.0), (, -0.0), (, -0.0), (, 0.0021), (, 0.001), (, -0.0147), (, -0.0036), (, 0.0013), (, -0.0001), (, 0.0007), (, -0.0015)] -19:44:09,874 root INFO ContextualMultiArmedBanditAgent - exp=[0.1281 0.1424 0.1469 0.1052 0.1025] probs=[0.2065 0.2008 0.2038 0.1935 0.1955] -19:44:11,417 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=30 avg=-0.0002666666666666667 std=0.001733846078007567 min=-0.0037 max=0.0018 -19:44:11,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, 0.0013), (, -0.0037), (, -0.0006), (, -0.0), (, -0.0), (, -0.0036), (, -0.0015), (, -0.0037), (, 0.0005), (, -0.0006), (, 0.001), (, 0.0018), (, 0.0015), (, -0.001), (, -0.0015), (, 0.0), (, -0.0002), (, 0.0015), (, -0.0015), (, 0.0013), (, 0.0015), (, -0.0037), (, -0.0001), (, 0.0017), (, 0.0006), (, 0.0009), (, 0.0007), (, 0.0015), (, -0.0021), (, -0.0), (, -0.0), (, 0.0014), (, -0.0014)] -19:44:12,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.0994 0.1653 0.1478 0.1321 0.1812] probs=[0.2034 0.2103 0.1949 0.1959 0.1955] -19:44:13,900 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0007772727272727275 std=0.0015415257548586604 min=-0.0037 max=0.0014 -19:44:13,900 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.001), (, 0.0), (, -0.0015), (, -0.0), (, -0.0), (, 0.0006), (, 0.0005), (, 0.0009), (, -0.0015), (, -0.0037), (, -0.001), (, 0.0007), (, -0.0021), (, -0.0), (, -0.0015), (, 0.0014), (, -0.0012), (, -0.0), (, -0.0006), (, -0.0), (, -0.0002), (, 0.0013), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0037), (, -0.0014), (, -0.0037)] -19:44:14,738 root INFO ContextualMultiArmedBanditAgent - exp=[0.0568 0.0995 0.075 0.0949 0.0865] probs=[0.2012 0.2059 0.2003 0.198 0.1946] -19:44:16,193 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0006666666666666666 std=0.0012661183023539135 min=-0.0037 max=0.0016 -19:44:16,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, 0.0016), (, -0.0), (, 0.0005), (, -0.0015), (, 0.0006), (, -0.0), (, -0.0006), (, 0.0007), (, 0.0009), (, -0.0), (, 0.0001), (, -0.0001), (, -0.001), (, -0.0012), (, -0.0001), (, -0.0009), (, -0.0015), (, -0.0001), (, -0.0001), (, -0.0037), (, -0.0015), (, -0.0037), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0021), (, -0.0001), (, 0.0)] -19:44:17,0 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1429 0.1589 0.1377 0.1708] probs=[0.1985 0.2053 0.2032 0.1958 0.1973] -19:44:18,515 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.001048 std=0.001541977950555714 min=-0.0067 max=0.0016 -19:44:18,515 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0015), (, -0.0021), (, -0.0007), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0067), (, 0.0016), (, -0.0009), (, -0.0022), (, -0.0015), (, -0.0012), (, 0.0008), (, -0.0011), (, -0.001), (, 0.0001), (, -0.0015), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0014), (, -0.0037), (, -0.0001), (, -0.0001)] -19:44:19,266 root INFO ContextualMultiArmedBanditAgent - exp=[0.0827 0.0735 0.1206 0.0722 0.1088] probs=[0.2019 0.1985 0.1986 0.2001 0.2008] -19:44:20,815 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=26 avg=-0.00135 std=0.0018431265243100878 min=-0.0067 max=0.0015 -19:44:20,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0021), (, -0.0008), (, -0.0001), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0021), (, -0.0001), (, -0.0014), (, -0.001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0022), (, -0.0), (, 0.0015), (, -0.0067), (, -0.0001), (, -0.0015), (, 0.0008), (, -0.0037), (, 0.0), (, -0.0011)] -19:44:21,738 root INFO ContextualMultiArmedBanditAgent - exp=[0.0991 0.1104 0.0995 0.1126 0.0712] probs=[0.2013 0.2003 0.2089 0.1911 0.1984] -19:44:23,251 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.0010279999999999998 std=0.0020537809036019396 min=-0.0067 max=0.0037 -19:44:23,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0037), (, 0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0008), (, -0.0067), (, 0.0015), (, -0.0011), (, 0.0), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0014), (, -0.0021), (, -0.001), (, 0.0007), (, -0.0007), (, -0.0009), (, -0.0001), (, -0.0021), (, -0.0001), (, -0.0022), (, 0.0), (, 0.0), (, -0.0014), (, -0.0012), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0)] -19:44:24,151 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0737 0.0779 0.0678 0.1075] probs=[0.1934 0.2052 0.2036 0.1972 0.2006] -19:44:25,730 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0009964285714285713 std=0.001953839104148026 min=-0.0067 max=0.0037 -19:44:25,730 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0021), (, -0.0001), (, -0.0009), (, -0.0021), (, 0.0), (, -0.0008), (, -0.0014), (, -0.0001), (, -0.0067), (, -0.0), (, 0.0004), (, 0.0), (, -0.0022), (, 0.0037), (, -0.0), (, -0.0), (, -0.0001), (, 0.0007), (, -0.0009), (, -0.0007), (, 0.0), (, -0.0011), (, -0.001), (, 0.0), (, -0.0012), (, 0.0015), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0007), (, -0.0013), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0009), (, -0.0009)] -19:44:26,761 root INFO ContextualMultiArmedBanditAgent - exp=[0.1208 0.1304 0.0927 0.1042 0.0642] probs=[0.1991 0.2061 0.2025 0.1968 0.1956] -19:44:28,323 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=29 avg=-0.0009655172413793102 std=0.0019192807313066019 min=-0.0067 max=0.0037 -19:44:28,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0021), (, 0.0), (, -0.0007), (, -0.0004), (, -0.0), (, 0.0037), (, -0.0009), (, -0.0002), (, -0.0009), (, -0.0021), (, -0.0013), (, -0.0014), (, -0.0009), (, 0.0002), (, -0.0007), (, 0.0), (, -0.0005), (, 0.0004), (, -0.0), (, -0.0067), (, 0.0007), (, 0.0), (, -0.0), (, 0.0015), (, -0.0008), (, 0.0), (, -0.001), (, -0.0), (, -0.0007), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0003), (, -0.0008), (, 0.0), (, -0.0008)] -19:44:29,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.1098 0.1364 0.0661 0.1391 0.1303] probs=[0.1985 0.2012 0.1955 0.2047 0.2001] -19:44:30,933 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=28 avg=-0.0009535714285714285 std=0.0019509122669841888 min=-0.0067 max=0.0037 -19:44:30,934 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0022), (, 0.0007), (, -0.0009), (, -0.001), (, 0.0002), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0015), (, -0.0009), (, 0.0006), (, -0.0008), (, -0.0007), (, -0.0), (, -0.0016), (, -0.0067), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0014), (, 0.0037), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0013), (, 0.0), (, -0.0)] -19:44:31,904 root INFO ContextualMultiArmedBanditAgent - exp=[0.0856 0.0744 0.0852 0.1267 0.0748] probs=[0.2009 0.2004 0.201 0.1994 0.1983] -19:44:33,505 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=30 avg=-0.0008966666666666668 std=0.0018212602474355192 min=-0.0067 max=0.0025 -19:44:33,505 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0), (, 0.0025), (, -0.0021), (, -0.0014), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0), (, 0.0), (, 0.0015), (, -0.0008), (, -0.0016), (, -0.0067), (, -0.0022), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0014), (, -0.0), (, 0.0006), (, -0.0013), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0003), (, 0.0002), (, -0.0007), (, -0.0009), (, -0.0007), (, -0.0003), (, -0.0006), (, -0.0), (, -0.0), (, -0.0001), (, 0.0007)] -19:44:34,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.1535 0.1755 0.1783 0.1412 0.1534] probs=[0.1936 0.2007 0.2052 0.2008 0.1997] -19:44:36,290 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0008931034482758621 std=0.0018455783196944097 min=-0.0067 max=0.0025 -19:44:36,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0013), (, -0.0017), (, -0.0007), (, 0.0002), (, -0.0003), (, -0.0067), (, -0.0), (, -0.0016), (, -0.0), (, -0.0003), (, 0.0025), (, -0.0007), (, 0.0005), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0021), (, -0.0014), (, 0.0004), (, -0.0022), (, -0.0013), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0015)] -19:44:37,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.0749 0.0787 0.0559 0.0779 0.0281] probs=[0.2032 0.2004 0.1964 0.2019 0.1981] -19:44:39,74 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.000717391304347826 std=0.00168797593582503 min=-0.0067 max=0.0025 -19:44:39,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0067), (, -0.0), (, 0.0015), (, -0.0), (, -0.0002), (, -0.0004), (, 0.0), (, -0.0017), (, -0.0003), (, -0.0), (, -0.0021), (, -0.0013), (, -0.0004), (, -0.0), (, -0.0017), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0001), (, 0.0019), (, 0.0025), (, -0.0016), (, 0.0), (, -0.0007), (, -0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0008)] -19:44:40,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.1324 0.1525 0.0639 0.0956 0.1306] probs=[0.1995 0.1973 0.2039 0.2037 0.1956] -19:44:41,771 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=22 avg=-0.0008 std=0.0015474318901151853 min=-0.0067 max=0.0019 -19:44:41,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0003), (, -0.0016), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0017), (, 0.0), (, 0.0015), (, -0.0002), (, 0.0019), (, -0.0008), (, -0.0007), (, -0.0), (, 0.0), (, -0.0002), (, -0.0017), (, -0.0005), (, -0.0067), (, -0.0003), (, -0.0009)] -19:44:42,631 root INFO ContextualMultiArmedBanditAgent - exp=[0.0497 0.0863 0.0857 0.0919 0.1237] probs=[0.1978 0.1973 0.201 0.2024 0.2015] -19:44:44,438 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.000725925925925926 std=0.0014392880422580833 min=-0.0067 max=0.0019 -19:44:44,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, -0.0003), (, -0.0016), (, -0.0004), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0017), (, -0.0017), (, -0.0067), (, -0.0007), (, -0.0), (, 0.0004), (, 0.0015), (, -0.0008), (, -0.0), (, -0.0016), (, -0.0001), (, -0.0009), (, 0.0019), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0005), (, -0.0005)] -19:44:45,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.1127 0.1782 0.1031 0.1697 0.0964] probs=[0.1949 0.2069 0.1971 0.2051 0.1961] -19:44:47,166 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0009038461538461537 std=0.0015663482197653656 min=-0.0067 max=0.0019 -19:44:47,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0005), (, -0.0008), (, -0.0002), (, -0.0017), (, -0.0005), (, 0.0004), (, -0.0), (, 0.0015), (, -0.0067), (, -0.0001), (, -0.0004), (, -0.0017), (, -0.0), (, -0.001), (, -0.0009), (, 0.0), (, -0.0018), (, -0.0003), (, -0.0002), (, -0.0016), (, -0.0004), (, -0.0004), (, -0.0019), (, -0.0), (, -0.0016), (, -0.0035), (, 0.0019), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005)] -19:44:48,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1327 0.1306 0.106 0.1303 0.159 ] probs=[0.2022 0.2001 0.1925 0.21 0.1952] -19:44:49,796 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=22 avg=-0.0013272727272727273 std=0.0015641383972078158 min=-0.0067 max=0.001 -19:44:49,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0019), (, 0.001), (, -0.0067), (, 0.0), (, -0.0017), (, -0.0014), (, -0.0016), (, -0.0005), (, -0.0035), (, -0.0), (, -0.0016), (, -0.0017), (, -0.0003), (, -0.001), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0017), (, -0.0001), (, -0.0005)] -19:44:50,793 root INFO ContextualMultiArmedBanditAgent - exp=[0.0693 0.0709 0.0734 0.1129 0.0902] probs=[0.2036 0.1941 0.1986 0.1992 0.2046] -19:44:52,641 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-0.0015041666666666667 std=0.0014584464241864433 min=-0.0067 max=-0.0001 -19:44:52,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0), (, -0.0017), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0016), (, -0.0067), (, -0.0013), (, -0.0031), (, -0.0006), (, -0.001), (, -0.0), (, -0.0017), (, -0.0001), (, 0.0), (, -0.0035), (, 0.0), (, -0.0017), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0014), (, -0.0), (, -0.0), (, -0.0016), (, -0.0016), (, -0.0019)] -19:44:53,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0429 0.0523 0.0663 0.0627 0.0404] probs=[0.1991 0.2033 0.2001 0.1976 0.1999] -19:44:55,293 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0017000000000000001 std=0.0014625483304997544 min=-0.0067 max=-0.0001 -19:44:55,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0006), (, -0.0067), (, -0.0), (, -0.0005), (, -0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0016), (, -0.0017), (, -0.0035), (, -0.0031), (, 0.0), (, -0.0009), (, -0.0017), (, -0.0014), (, -0.001), (, -0.0005), (, -0.0019), (, -0.0004), (, -0.0016), (, -0.0017), (, -0.0013), (, -0.0004), (, -0.0001), (, 0.0)] -19:44:56,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.1195 0.1292 0.111 0.1158 0.1559] probs=[0.2078 0.1959 0.1934 0.2095 0.1935] -19:44:57,864 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0010608695652173914 std=0.0014484591904727684 min=-0.0035 max=0.0038 -19:44:57,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0017), (, -0.0013), (, -0.0017), (, 0.0005), (, -0.0005), (, -0.0016), (, -0.0016), (, -0.0013), (, -0.0), (, 0.0038), (, 0.0), (, -0.001), (, -0.0019), (, -0.0004), (, -0.0), (, -0.0016), (, -0.0031), (, 0.0), (, -0.0035), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0009), (, 0.0), (, -0.0014), (, -0.0004), (, -0.0001)] -19:44:58,747 root INFO ContextualMultiArmedBanditAgent - exp=[0.0664 0.0602 0.1155 0.0608 0.1015] probs=[0.1944 0.1946 0.2 0.2123 0.1987] -19:45:00,327 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=27 avg=-0.0007518518518518521 std=0.0014250069188578936 min=-0.0035 max=0.0038 -19:45:00,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, 0.0005), (, -0.0031), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0), (, -0.0017), (, -0.0035), (, -0.0001), (, 0.0), (, 0.0), (, 0.0001), (, -0.0013), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0004), (, -0.0005), (, -0.0016), (, 0.0005), (, 0.0038), (, 0.0012), (, -0.001), (, -0.0014), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0016), (, -0.0005), (, -0.0016), (, -0.0004)] -19:45:01,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.0906 0.0669 0.0647 0.0706 0.0557] probs=[0.1965 0.2012 0.2018 0.201 0.1996] -19:45:02,917 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.0007846153846153846 std=0.0012113858267710478 min=-0.0035 max=0.0012 -19:45:02,918 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0014), (, 0.0004), (, -0.0031), (, 0.0), (, -0.0001), (, -0.0017), (, -0.0013), (, 0.0), (, 0.0005), (, -0.0021), (, 0.0012), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0005), (, 0.0), (, -0.0035), (, 0.0005), (, -0.0005), (, -0.0008), (, 0.0002), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0005), (, 0.0005), (, 0.0005), (, -0.001), (, -0.0), (, -0.0013), (, 0.0001)] -19:45:03,865 root INFO ContextualMultiArmedBanditAgent - exp=[0.1004 0.1064 0.0517 0.0998 0.0795] probs=[0.1955 0.2 0.1979 0.2089 0.1976] -19:45:05,421 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0008952380952380953 std=0.0012613206195156805 min=-0.0035 max=0.0012 -19:45:05,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0013), (, -0.0021), (, -0.0005), (, -0.0005), (, -0.0009), (, -0.0005), (, -0.0008), (, 0.0004), (, -0.001), (, -0.0005), (, -0.0), (, 0.0005), (, 0.0005), (, -0.0002), (, 0.0), (, 0.0005), (, 0.0012), (, -0.0), (, 0.0), (, -0.0035), (, 0.0), (, -0.0013), (, -0.0013), (, -0.0031), (, -0.0009), (, -0.0)] -19:45:06,305 root INFO ContextualMultiArmedBanditAgent - exp=[0.0639 0.0531 0.0698 0.0892 0.0567] probs=[0.1957 0.1996 0.2039 0.2007 0.2002] -19:45:07,984 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0011095238095238094 std=0.0010747778339220853 min=-0.0035 max=0.0005 -19:45:07,984 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0), (, -0.0005), (, 0.0004), (, -0.0013), (, -0.0009), (, -0.0031), (, -0.001), (, -0.0016), (, -0.0009), (, -0.0013), (, -0.0002), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0), (, 0.0), (, -0.0014), (, 0.0), (, -0.0035), (, -0.0013), (, -0.0005), (, -0.0013), (, -0.0008), (, 0.0005)] -19:45:08,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0932 0.1136 0.1501 0.1946 0.0918] probs=[0.1938 0.203 0.2032 0.2026 0.1974] -19:45:10,444 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0009280000000000001 std=0.001064526185680747 min=-0.0035 max=0.0013 -19:45:10,444 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0013), (, 0.0006), (, -0.0001), (, -0.0013), (, -0.0005), (, -0.0027), (, -0.0008), (, -0.0014), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0016), (, -0.0035), (, 0.0005), (, -0.0005), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0), (, -0.0005), (, -0.0031), (, -0.0001), (, -0.0002), (, 0.0013)] -19:45:11,409 root INFO ContextualMultiArmedBanditAgent - exp=[0.0521 0.0627 0.0926 0.0755 0.0726] probs=[0.203 0.2003 0.1969 0.1986 0.2013] -19:45:13,138 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=23 avg=-0.0009869565217391304 std=0.0011015026684236507 min=-0.0035 max=0.0013 -19:45:13,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0035), (, -0.0006), (, -0.0031), (, 0.0013), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0016), (, 0.0008), (, -0.0001), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0008), (, -0.0014), (, -0.0013), (, -0.0027), (, 0.0006), (, -0.0005), (, 0.0), (, -0.0013), (, -0.0013)] -19:45:14,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.0807 0.0796 0.1193 0.0867 0.1103] probs=[0.2085 0.2019 0.1952 0.1976 0.1969] -19:45:16,80 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=20 avg=-0.0010600000000000002 std=0.0008862279616441811 min=-0.0035 max=0.0008 -19:45:16,80 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0013), (, -0.0001), (, -0.0014), (, -0.0013), (, -0.0035), (, -0.0013), (, -0.0009), (, -0.0007), (, -0.0007), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0008), (, 0.0), (, -0.0013), (, -0.0027), (, 0.0), (, 0.0), (, -0.0005), (, -0.0016), (, 0.0)] -19:45:16,956 root INFO ContextualMultiArmedBanditAgent - exp=[0.0789 0.1091 0.0821 0.0372 0.0717] probs=[0.1975 0.2039 0.1948 0.2104 0.1935] -19:45:18,493 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.001155 std=0.0008834449615001492 min=-0.0035 max=-0.0001 -19:45:18,493 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0005), (, -0.0006), (, -0.0014), (, -0.0035), (, -0.0013), (, -0.0005), (, -0.0007), (, -0.0005), (, -0.0), (, 0.0), (, -0.0029), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0027), (, -0.0009), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0013), (, 0.0)] -19:45:19,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.1469 0.127 0.1778 0.122 0.0984] probs=[0.2104 0.1924 0.2008 0.1998 0.1966] -19:45:20,630 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0011904761904761904 std=0.0009908653081811454 min=-0.0035 max=-0.0001 -19:45:20,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0029), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0009), (, -0.0031), (, -0.0013), (, -0.0014), (, 0.0), (, -0.0027), (, -0.0005), (, -0.0035), (, -0.0), (, -0.0005)] -19:45:21,504 root INFO ContextualMultiArmedBanditAgent - exp=[0.1384 0.1637 0.1432 0.1811 0.1958] probs=[0.1944 0.2161 0.1974 0.2004 0.1917] -19:45:23,67 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=24 avg=-0.0010083333333333333 std=0.0011870540098168332 min=-0.0035 max=0.0014 -19:45:23,67 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0007), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0029), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0014), (, -0.0), (, -0.0009), (, -0.0014), (, -0.0005), (, -0.0005), (, -0.0035), (, -0.0008), (, 0.0003), (, -0.0005), (, -0.0005), (, -0.0027), (, -0.001), (, -0.0), (, 0.0), (, -0.0031)] -19:45:24,10 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.1033 0.0995 0.1399 0.1292] probs=[0.1951 0.2006 0.1982 0.2059 0.2001] -19:45:25,560 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.001088888888888889 std=0.0012329829332072065 min=-0.0035 max=0.0014 -19:45:25,560 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0035), (, -0.0003), (, -0.0011), (, 0.0004), (, -0.0033), (, -0.0), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0016), (, 0.0), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0014), (, -0.0005), (, -0.0005), (, -0.0029), (, 0.0014), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0031), (, 0.0), (, -0.001), (, -0.0), (, 0.0003), (, -0.0007), (, -0.0027), (, -0.0031), (, -0.0003), (, -0.0014), (, 0.0)] -19:45:26,635 root INFO ContextualMultiArmedBanditAgent - exp=[0.0723 0.0552 0.092 0.0717 0.0577] probs=[0.2013 0.1944 0.1993 0.1997 0.2052] -19:45:28,372 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.0012 std=0.0012935738607954836 min=-0.0035 max=0.0014 -19:45:28,372 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, 0.0), (, -0.001), (, -0.0016), (, -0.0001), (, -0.0), (, -0.0), (, -0.0005), (, 0.0014), (, -0.0002), (, 0.0), (, -0.0031), (, -0.0014), (, -0.0), (, -0.0), (, 0.0003), (, 0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0031), (, -0.0029), (, -0.0012), (, -0.0011), (, -0.0014), (, 0.0), (, -0.0027), (, -0.0035), (, -0.0002), (, 0.0004), (, -0.0014), (, -0.0033), (, -0.0007), (, -0.0007)] -19:45:29,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.176 0.0737 0.1359 0.0911] probs=[0.1955 0.2101 0.1986 0.1948 0.2011] -19:45:31,205 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00114 std=0.0011345483682946268 min=-0.0033 max=0.0014 -19:45:31,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0027), (, -0.0033), (, 0.0014), (, -0.0), (, 0.0), (, -0.0), (, -0.0029), (, -0.0014), (, 0.0), (, -0.0), (, -0.0016), (, -0.0012), (, -0.0014), (, -0.0), (, -0.0014), (, -0.0), (, -0.0), (, -0.0009), (, -0.0014), (, 0.0001), (, -0.0002), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0), (, -0.0003), (, -0.0), (, -0.0004), (, -0.0031), (, -0.001), (, -0.0002), (, -0.0004), (, -0.0031)] -19:45:32,427 root INFO ContextualMultiArmedBanditAgent - exp=[0.0888 0.1385 0.1226 0.1456 0.1107] probs=[0.2056 0.1999 0.1975 0.1964 0.2006] -19:45:34,323 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.0008708333333333334 std=0.0013896879645765407 min=-0.0033 max=0.0021 -19:45:34,324 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0014), (, -0.0004), (, -0.0002), (, -0.0031), (, -0.0015), (, -0.0014), (, -0.0014), (, -0.0009), (, 0.0002), (, -0.0), (, -0.0), (, -0.0033), (, -0.001), (, -0.0029), (, -0.0), (, 0.0017), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0031), (, 0.0), (, -0.0012), (, -0.0), (, -0.0009), (, -0.0), (, -0.0016), (, 0.0021), (, -0.0007), (, -0.0), (, 0.0014), (, -0.0), (, 0.0), (, 0.0003), (, -0.0)] -19:45:35,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.176 0.2198 0.2185 0.1891 0.2369] probs=[0.1937 0.2067 0.2002 0.1968 0.2026] -19:45:37,155 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0009999999999999998 std=0.001127154022516972 min=-0.0033 max=0.0017 -19:45:37,156 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0004), (, -0.0015), (, -0.0005), (, -0.0012), (, -0.0031), (, -0.0), (, -0.0009), (, 0.0017), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0), (, -0.001), (, 0.0), (, -0.0004), (, -0.0033), (, -0.0), (, -0.0031), (, -0.0006), (, -0.0016), (, -0.001), (, -0.0007), (, -0.0), (, -0.0), (, 0.0), (, 0.0002), (, 0.0003), (, -0.0), (, -0.0014)] -19:45:38,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0851 0.0668 0.0839 0.0842 0.0997] probs=[0.2041 0.2003 0.2032 0.1923 0.2002] -19:45:39,715 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=26 avg=-0.0010076923076923077 std=0.0010003549665851606 min=-0.0033 max=0.0017 -19:45:39,715 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0015), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0007), (, -0.0), (, -0.0015), (, 0.0), (, -0.0), (, -0.0007), (, -0.0014), (, 0.0002), (, -0.0007), (, -0.0006), (, 0.0), (, -0.0016), (, 0.0017), (, -0.0007), (, -0.0004), (, -0.0033), (, -0.0031), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0009), (, -0.0013), (, -0.0), (, -0.0007), (, -0.001), (, -0.001), (, -0.0031)] -19:45:40,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1387 0.1377 0.1199 0.1161 0.0881] probs=[0.1914 0.2033 0.2002 0.203 0.2021] -19:45:42,620 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=20 avg=-0.0007300000000000001 std=0.0011450327506233172 min=-0.0033 max=0.0017 -19:45:42,620 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0017), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0015), (, -0.0), (, -0.001), (, 0.0004), (, -0.0033), (, -0.0009), (, -0.0031), (, -0.0006), (, -0.001), (, 0.0), (, -0.0), (, 0.0002), (, 0.001), (, -0.0005)] -19:45:43,647 root INFO ContextualMultiArmedBanditAgent - exp=[0.0555 0.0889 0.1211 0.106 0.0849] probs=[0.2009 0.2012 0.1976 0.2031 0.1973] -19:45:45,137 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=18 avg=-0.0010500000000000002 std=0.001394134538382545 min=-0.0048 max=0.001 -19:45:45,138 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0007), (, -0.0007), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0048), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0), (, 0.0005), (, 0.0), (, -0.0), (, -0.0033), (, 0.001), (, -0.0), (, -0.0), (, -0.0015), (, -0.001), (, -0.0002), (, -0.0), (, -0.0009), (, -0.001), (, 0.0), (, -0.0031), (, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0), (, 0.0)] -19:45:46,366 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1105 0.0754 0.0694 0.1027] probs=[0.1999 0.1975 0.1986 0.2001 0.2039] -19:45:48,134 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=22 avg=-0.0012136363636363638 std=0.0014489166656962127 min=-0.0048 max=0.001 -19:45:48,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0009), (, -0.0048), (, -0.0002), (, -0.0024), (, -0.0), (, 0.0002), (, -0.0015), (, -0.0009), (, 0.0), (, -0.0), (, -0.0002), (, -0.001), (, 0.0), (, 0.0), (, -0.0007), (, 0.0), (, 0.0003), (, -0.0007), (, -0.0009), (, -0.0), (, 0.0), (, -0.0009), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.001), (, -0.0009), (, -0.0033), (, 0.001), (, -0.0), (, -0.0022), (, 0.0), (, -0.0)] -19:45:49,356 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.0421 0.0087 0.0387 0.0248] probs=[0.1906 0.2062 0.2068 0.1962 0.2003] -19:45:51,116 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0009461538461538461 std=0.0013336562725284344 min=-0.0048 max=0.001 -19:45:51,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0024), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0002), (, 0.0), (, -0.0022), (, 0.001), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0003), (, 0.0), (, -0.0048), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0009), (, -0.0007), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0006), (, 0.0), (, -0.001), (, 0.0), (, -0.001), (, 0.0001), (, -0.0007)] -19:45:52,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0563 0.0661 0.0768 0.0499 0.0516] probs=[0.2004 0.1985 0.2017 0.1943 0.2051] -19:45:54,169 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=27 avg=-0.0008814814814814815 std=0.001314600921569127 min=-0.0048 max=0.001 -19:45:54,169 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0003), (, -0.0009), (, 0.0003), (, -0.0), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0), (, -0.001), (, 0.0), (, 0.001), (, -0.0009), (, -0.0003), (, -0.0015), (, -0.0), (, -0.0007), (, -0.0), (, -0.001), (, -0.0009), (, -0.0002), (, -0.0022), (, -0.0048), (, 0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0006), (, -0.0024), (, -0.0007), (, 0.0001), (, 0.0), (, 0.0)] -19:45:55,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.1752 0.1495 0.1105 0.1314 0.147 ] probs=[0.1966 0.2059 0.1964 0.2039 0.1973] -19:45:57,502 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0007900000000000001 std=0.001319179037634139 min=-0.0048 max=0.0011 -19:45:57,502 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0048), (, -0.0007), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0015), (, -0.0022), (, -0.0001), (, 0.0011), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0001), (, -0.0007), (, -0.0), (, 0.0), (, -0.0004), (, -0.0022), (, -0.0009), (, 0.0001), (, 0.0003), (, -0.0004), (, -0.0024), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0003), (, -0.0), (, -0.0006)] -19:45:59,78 root INFO ContextualMultiArmedBanditAgent - exp=[0.0874 0.0898 0.1083 0.1033 0.1139] probs=[0.2019 0.2096 0.1954 0.1951 0.198 ] -19:46:00,943 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0007576923076923075 std=0.001413716617486055 min=-0.0048 max=0.0011 -19:46:00,943 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0), (, -0.0015), (, -0.0006), (, -0.0), (, 0.0), (, -0.0022), (, -0.0001), (, -0.0006), (, -0.0002), (, 0.0001), (, 0.0001), (, 0.0002), (, -0.0022), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0007), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0024), (, 0.0011), (, -0.0048), (, 0.0003)] -19:46:02,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.1665 0.1923 0.1134 0.1395 0.1527] probs=[0.1972 0.1959 0.2006 0.2083 0.198 ] -19:46:04,113 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=23 avg=-0.0008130434782608697 std=0.0014356650777604593 min=-0.0048 max=0.0011 -19:46:04,113 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0015), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0006), (, -0.0048), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0011), (, -0.0024), (, -0.0002), (, -0.0001), (, -0.0022), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0007), (, 0.0001), (, 0.0002)] -19:46:05,421 root INFO ContextualMultiArmedBanditAgent - exp=[0.0649 0.0685 0.0847 0.0692 0.0845] probs=[0.2025 0.1975 0.2049 0.198 0.197 ] -19:46:07,27 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.000672 std=0.001416903666450193 min=-0.0048 max=0.0011 -19:46:07,27 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0001), (, -0.0003), (, 0.0011), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0001), (, 0.0004), (, -0.0008), (, 0.0), (, 0.0002), (, -0.0), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0024), (, -0.0007), (, 0.0005), (, -0.0001), (, -0.0008), (, -0.0048), (, 0.0001), (, -0.0022), (, -0.0006), (, -0.0004), (, 0.0004)] -19:46:08,57 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0495 0.0399 0.0497 0.0581] probs=[0.1956 0.2078 0.2019 0.1969 0.1977] -19:46:09,830 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=24 avg=-0.0006124999999999999 std=0.0014791079800564482 min=-0.0048 max=0.0011 -19:46:09,830 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0009), (, 0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0004), (, -0.0008), (, 0.0005), (, 0.0011), (, -0.0022), (, 0.0001), (, 0.0004), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0024), (, -0.0048), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0001)] -19:46:10,718 root INFO ContextualMultiArmedBanditAgent - exp=[0.1131 0.125 0.1027 0.0658 0.0795] probs=[0.1981 0.2083 0.2003 0.1972 0.1961] -19:46:12,215 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.000518181818181818 std=0.0016383573712816925 min=-0.0048 max=0.0019 -19:46:12,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0048), (, -0.0024), (, -0.0001), (, -0.0008), (, 0.0001), (, 0.0011), (, -0.0005), (, 0.0001), (, -0.0001), (, 0.0019), (, -0.0022), (, 0.0001), (, 0.0009), (, 0.0005), (, 0.0006), (, 0.0002), (, -0.0004), (, 0.0004), (, -0.0001), (, -0.0008), (, -0.0003)] -19:46:13,11 root INFO ContextualMultiArmedBanditAgent - exp=[0.0294 0.0895 0.0427 0.0466 0.0856] probs=[0.197 0.2043 0.1911 0.1966 0.211 ] -19:46:14,651 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0007117647058823529 std=0.0017421698279279666 min=-0.0048 max=0.0011 -19:46:14,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0005), (, 0.0002), (, -0.0024), (, 0.0), (, 0.0004), (, 0.0005), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0001), (, 0.0011), (, -0.0002), (, 0.0009), (, -0.0022), (, -0.0048), (, 0.0001)] -19:46:15,426 root INFO ContextualMultiArmedBanditAgent - exp=[0.0844 0.0787 0.0897 0.0973 0.051 ] probs=[0.2042 0.2059 0.2017 0.1945 0.1937] -19:46:16,872 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=17 avg=-0.0006058823529411764 std=0.0016902734161825083 min=-0.0048 max=0.0011 -19:46:16,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, -0.0001), (, -0.0048), (, 0.0002), (, 0.0005), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0003), (, 0.0005), (, -0.0006), (, -0.0008), (, 0.0), (, 0.0004), (, -0.0001), (, 0.0009), (, -0.0022)] -19:46:17,576 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1289 0.0286 0.06 0.079 ] probs=[0.1976 0.1967 0.2007 0.2091 0.196 ] -19:46:18,921 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=22 avg=-0.0004181818181818182 std=0.001551725246191935 min=-0.0048 max=0.0011 -19:46:18,921 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, 0.0011), (, 0.0005), (, 0.0008), (, 0.0005), (, 0.0002), (, 0.0001), (, 0.0005), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0006), (, -0.0002), (, 0.0009), (, 0.0002), (, -0.0008), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0022), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0003), (, -0.0048)] -19:46:19,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.0974 0.1273 0.1452 0.1071 0.1511] probs=[0.201 0.2028 0.1972 0.1968 0.2021] -19:46:21,255 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0005619047619047619 std=0.0011382845030910875 min=-0.0048 max=0.0006 -19:46:21,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0022), (, -0.0006), (, -0.0008), (, 0.0001), (, -0.0048), (, 0.0006), (, -0.0001), (, 0.0005), (, 0.0), (, 0.0), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0005), (, 0.0), (, -0.0002), (, -0.0005), (, 0.0004)] -19:46:22,85 root INFO ContextualMultiArmedBanditAgent - exp=[0.136 0.1403 0.0682 0.1139 0.1309] probs=[0.1942 0.201 0.1969 0.1999 0.2081] -19:46:23,569 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0005933333333333333 std=0.001230429012806328 min=-0.0048 max=0.0006 -19:46:23,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0006), (, 0.0004), (, -0.0003), (, 0.0), (, -0.0), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0005), (, 0.0002), (, -0.0008), (, -0.0008), (, -0.0002), (, 0.0006), (, -0.0008), (, 0.0), (, -0.0003), (, -0.0048)] -19:46:24,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.1282 0.1102 0.13 0.1378 0.0757] probs=[0.1983 0.2017 0.2004 0.1947 0.2049] -19:46:25,768 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=11 avg=-0.0009272727272727272 std=0.001263538256492392 min=-0.0048 max=0.0002 -19:46:25,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0006), (, -0.0008), (, -0.0002), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0), (, -0.0048), (, -0.0003), (, 0.0), (, -0.0008), (, 0.0), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0)] -19:46:26,565 root INFO ContextualMultiArmedBanditAgent - exp=[0.1244 0.0999 0.1119 0.1014 0.1488] probs=[0.1923 0.2086 0.1989 0.2097 0.1904] -19:46:28,154 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=12 avg=-0.00065 std=0.0013573871960498223 min=-0.0048 max=0.0008 -19:46:28,154 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0002), (, -0.0008), (, -0.0005), (, 0.0004), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0048), (, 0.0), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0008), (, 0.0008), (, -0.0008), (, 0.0)] -19:46:28,894 root INFO ContextualMultiArmedBanditAgent - exp=[0.0977 0.1151 0.02 0.1035 0.0355] probs=[0.2107 0.2074 0.1863 0.1948 0.2009] -19:46:30,365 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=11 avg=-0.0007727272727272728 std=0.0013301339024125005 min=-0.0048 max=0.0002 -19:46:30,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0002), (, -0.0), (, -0.0008), (, 0.0), (, -0.0008), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, -0.0048), (, -0.0), (, -0.0), (, 0.0), (, 0.0002), (, -0.0006), (, 0.0), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0), (, -0.0008)] -19:46:31,182 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1593 0.1883 0.1408 0.1805] probs=[0.2069 0.2031 0.1954 0.2014 0.1932] -19:46:32,619 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=12 avg=-0.0007583333333333332 std=0.0012744007306268394 min=-0.0048 max=0.0002 -19:46:32,619 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0048), (, -0.0006), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0008), (, 0.0), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0002), (, -0.0006), (, 0.0002), (, -0.0005), (, -0.0001), (, 0.0), (, 0.0)] -19:46:33,563 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1427 0.1089 0.1458 0.0781] probs=[0.1968 0.2045 0.1966 0.2032 0.1989] -19:46:36,68 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:46:36,69 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.22483333333333333 std=0.3432146671950046 min=-0.0602 max=1.2147 -19:46:36,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0127), (, -0.0602), (, -0.0044), (, 0.1799), (, 0.0188), (, 0.3006), (, 1.0501), (, 0.0453), (, 0.1566), (, 0.2747), (, 0.1388), (, 0.1306), (, 0.0366), (, -0.0334), (, 0.0465), (, 0.4053), (, 0.1338), (, 1.2147)] -19:46:36,568 root INFO ContextualMultiArmedBanditAgent - exp=[0.1648 0.2409 0.1254 0.089 0.088 ] probs=[0.1924 0.2101 0.189 0.2058 0.2028] -19:46:37,900 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.0794235294117647 std=0.1697613221708358 min=-0.3762 max=0.4053 -19:46:37,901 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0602), (, 0.1338), (, -0.0334), (, 0.4053), (, 0.2747), (, 0.1306), (, 0.0127), (, 0.1566), (, 0.0366), (, 0.0465), (, -0.0602), (, 0.0453), (, 0.1388), (, -0.3762), (, 0.0188), (, 0.3006), (, 0.1799)] -19:46:38,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.1615 0.1978 0.1142 0.1978 0.2966] probs=[0.187 0.1986 0.2179 0.2022 0.1943] -19:46:39,487 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.05365 std=0.14526810175977686 min=-0.3762 max=0.3006 -19:46:39,487 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0485), (, -0.0334), (, 0.0465), (, 0.1338), (, 0.1388), (, -0.3762), (, 0.0366), (, 0.0453), (, 0.0188), (, 0.1566), (, 0.1306), (, 0.3006), (, 0.1799), (, -0.0602), (, 0.2747), (, 0.0046), (, 0.0045), (, 0.0127)] -19:46:39,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.0903 0.1893 0.2355 0.0866 0.1275] probs=[0.191 0.2082 0.2091 0.1993 0.1925] -19:46:41,212 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.03963 std=0.11670260536937467 min=-0.3762 max=0.0453 -19:46:41,212 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0127), (, -0.3762), (, -0.0412), (, -0.0032), (, 0.0366), (, 0.0453), (, -0.0602), (, 0.0045), (, 0.0188), (, -0.0334)] -19:46:41,459 root INFO ContextualMultiArmedBanditAgent - exp=[0.0107 0.1127 0.0615 0.0567 0.0896] probs=[0.2008 0.2003 0.1968 0.198 0.2041] -19:46:42,763 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.030524999999999993 std=0.026791918091096052 min=-0.0602 max=0.0127 -19:46:42,763 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0334), (, -0.0602), (, -0.0412), (, 0.0127)] -19:46:42,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.3475 0.4973 0.2354 0.4006 0.2941] probs=[0.2105 0.1914 0.1984 0.1813 0.2184] -19:46:44,43 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0226 std=0.027901194717550475 min=-0.0602 max=0.0231 -19:46:44,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0061), (, -0.011), (, -0.048), (, -0.0602), (, 0.0231), (, -0.0334)] -19:46:44,228 root INFO ContextualMultiArmedBanditAgent - exp=[0.257 0.1909 0.163 0.2283 0.2808] probs=[0.2212 0.1904 0.1895 0.1846 0.2143] -19:46:45,636 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.028819999999999995 std=0.030769101384343352 min=-0.0602 max=0.0231 -19:46:45,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, -0.0602), (, -0.011), (, -0.048), (, 0.0231)] -19:46:45,779 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0121 0.0608 0.0018 0.0257 -0.0045] probs=[0.2039 0.1995 0.1797 0.2196 0.1973] -19:46:46,998 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010441666666666663 std=0.022299718172110506 min=-0.048 max=0.0231 -19:46:46,999 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, 0.0015), (, -0.048), (, -0.0231), (, -0.0158), (, 0.0012), (, 0.0231), (, -0.0231), (, -0.0213), (, 0.0015), (, 0.0126), (, 0.0141)] -19:46:47,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.2649 0.2206 0.2291 0.2501 0.2056] probs=[0.2005 0.1991 0.1929 0.211 0.1965] -19:46:48,606 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.011286666666666667 std=0.0195860789564652 min=-0.048 max=0.0141 -19:46:48,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.048), (, 0.0141), (, -0.0232), (, 0.0015), (, -0.0231), (, -0.0148), (, -0.005), (, 0.0123), (, -0.0231), (, 0.0015), (, -0.0213), (, 0.0083), (, 0.0126), (, -0.048), (, -0.0131)] -19:46:48,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0644 0.1688 0.0824 0.0856 0.0148] probs=[0.1913 0.2117 0.2023 0.1974 0.1973] -19:46:50,160 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.009377777777777778 std=0.013621084781223702 min=-0.048 max=0.0123 -19:46:50,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0148), (, 0.0015), (, -0.007), (, -0.0232), (, -0.0231), (, -0.048), (, 0.0015), (, 0.0006), (, 0.0007), (, 0.0006), (, 0.0123), (, -0.0148), (, -0.005), (, 0.0001), (, -0.0131), (, -0.0009), (, -0.0231), (, -0.0131)] -19:46:50,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.0379 0.0931 0.0491 0.0627 0.0313] probs=[0.2035 0.1932 0.1947 0.2054 0.2032] -19:46:51,986 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.00850952380952381 std=0.011059574811507804 min=-0.048 max=0.0007 -19:46:51,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0148), (, -0.048), (, -0.0011), (, 0.0007), (, -0.0015), (, -0.0148), (, -0.0131), (, 0.0), (, -0.0076), (, -0.007), (, -0.0008), (, -0.0232), (, -0.0132), (, -0.0015), (, -0.0122), (, -0.005), (, 0.0006), (, -0.0007), (, -0.0011), (, 0.0001), (, -0.0014), (, -0.0131)] -19:46:52,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.0248 0.0888 0.0202 0.038 0.0172] probs=[0.1922 0.2045 0.1944 0.2078 0.2011] -19:46:54,40 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.006059999999999999 std=0.010662082348209471 min=-0.048 max=0.011 -19:46:54,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0007), (, 0.003), (, -0.0148), (, -0.0014), (, -0.0131), (, -0.0022), (, -0.0076), (, -0.0008), (, 0.0007), (, 0.011), (, -0.0006), (, -0.007), (, -0.0011), (, -0.007), (, -0.0122), (, -0.0015), (, -0.0131), (, -0.005), (, 0.0001), (, -0.0132), (, -0.0011), (, 0.0011), (, -0.048), (, -0.0156)] -19:46:54,642 root INFO ContextualMultiArmedBanditAgent - exp=[0.1289 0.1319 0.1303 0.1296 0.1746] probs=[0.1947 0.1989 0.1907 0.207 0.2088] -19:46:56,78 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.007160000000000001 std=0.0109947896751143 min=-0.048 max=0.0055 -19:46:56,78 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0022), (, -0.0156), (, -0.0005), (, -0.048), (, -0.0131), (, 0.0055), (, -0.0), (, -0.0148), (, -0.0132), (, -0.0007), (, -0.007), (, -0.0014), (, -0.0022), (, -0.0122), (, -0.0022), (, -0.003), (, 0.0007), (, -0.005), (, 0.0001), (, -0.007)] -19:46:56,640 root INFO ContextualMultiArmedBanditAgent - exp=[0.0304 0.0912 0.0925 0.0728 0.0459] probs=[0.1907 0.2062 0.195 0.2085 0.1996] -19:46:58,217 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00719375 std=0.012003357277757752 min=-0.048 max=0.0014 -19:46:58,217 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0022), (, -0.0007), (, -0.0148), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0007), (, -0.001), (, 0.0014), (, -0.0132), (, -0.0156), (, 0.0001), (, -0.0005), (, -0.0131), (, -0.048), (, -0.0018)] -19:46:58,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.0408 0.1641 0.1567 0.1839 0.0606] probs=[0.188 0.2045 0.2006 0.2085 0.1984] -19:46:59,984 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.006677777777777779 std=0.01142558316311618 min=-0.048 max=0.0014 -19:46:59,984 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0014), (, -0.0002), (, -0.001), (, -0.0018), (, -0.0148), (, -0.048), (, -0.0007), (, -0.0132), (, -0.0022), (, -0.0), (, -0.0014), (, -0.0018), (, 0.0014), (, -0.0131), (, -0.0007), (, -0.0005), (, -0.0045), (, -0.0156)] -19:47:00,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.0583 0.1086 0.1136 0.1269 0.044 ] probs=[0.2017 0.2102 0.1898 0.2023 0.196 ] -19:47:01,940 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.004236842105263159 std=0.005374913514732933 min=-0.0156 max=0.0014 -19:47:01,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0007), (, 0.0007), (, -0.0132), (, -0.0018), (, -0.0014), (, -0.0005), (, -0.0148), (, -0.0156), (, 0.0), (, -0.0035), (, -0.0002), (, -0.0), (, -0.0022), (, -0.0007), (, -0.0131), (, -0.001), (, -0.0035), (, 0.0014), (, -0.0014)] -19:47:02,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.1194 0.1682 0.1684 0.1985 0.1814] probs=[0.1987 0.2046 0.1944 0.2097 0.1926] -19:47:03,863 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=25 avg=-0.0033799999999999998 std=0.005013741118167152 min=-0.0156 max=0.0026 -19:47:03,863 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0131), (, -0.0007), (, -0.0018), (, -0.0014), (, 0.0), (, -0.0002), (, -0.0007), (, -0.0016), (, -0.0022), (, -0.0035), (, -0.0), (, 0.0026), (, -0.001), (, -0.0132), (, 0.0014), (, 0.0012), (, -0.0014), (, -0.0014), (, -0.0048), (, -0.0156), (, -0.0036), (, -0.0019), (, -0.0035), (, -0.0148), (, -0.0005), (, 0.0007)] -19:47:04,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.0753 0.1468 0.1393 0.0896 0.1139] probs=[0.2006 0.2031 0.2026 0.1993 0.1944] -19:47:06,5 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.003520833333333333 std=0.004552012299216932 min=-0.0156 max=0.0014 -19:47:06,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0014), (, -0.0), (, -0.0035), (, -0.0019), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0022), (, -0.0156), (, -0.0131), (, -0.0036), (, -0.0048), (, -0.0014), (, -0.0017), (, -0.0018), (, -0.0053), (, 0.0007), (, 0.0014), (, 0.0012), (, -0.0148), (, -0.0035), (, -0.0048), (, -0.0011), (, -0.0014)] -19:47:06,623 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.2246 0.1592 0.1522 0.1481] probs=[0.199 0.2095 0.1959 0.196 0.1996] -19:47:08,86 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.0027580645161290325 std=0.0037979429231428125 min=-0.0156 max=0.0014 -19:47:08,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0048), (, -0.0035), (, 0.0012), (, -0.0014), (, 0.0007), (, -0.0014), (, -0.0018), (, -0.0026), (, -0.0156), (, -0.0002), (, 0.0014), (, 0.001), (, -0.0007), (, -0.0035), (, -0.0014), (, -0.0025), (, -0.0053), (, -0.0002), (, -0.0026), (, -0.0148), (, -0.0001), (, -0.0048), (, -0.0048), (, -0.0026), (, -0.0014), (, -0.0019), (, 0.0014), (, -0.0048), (, -0.0035), (, -0.0036), (, -0.0014)] -19:47:08,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.0798 0.1274 0.0497 0.1023 0.0886] probs=[0.1985 0.2059 0.1964 0.1974 0.2017] -19:47:10,212 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0018068965517241376 std=0.0016540297780087982 min=-0.0048 max=0.0012 -19:47:10,213 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0035), (, -0.0014), (, 0.0007), (, -0.0035), (, -0.0014), (, -0.0026), (, -0.0026), (, -0.0048), (, -0.0018), (, -0.0026), (, -0.0001), (, -0.0014), (, -0.0001), (, 0.0007), (, -0.0048), (, -0.0019), (, -0.0035), (, -0.0007), (, -0.0013), (, -0.0036), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0026), (, -0.0014), (, -0.0002), (, -0.0014), (, -0.0048)] -19:47:10,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.167 0.1569 0.2325 0.1911] probs=[0.1925 0.2083 0.1986 0.1985 0.2022] -19:47:12,298 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0020208333333333332 std=0.0017809124923913457 min=-0.0059 max=0.0012 -19:47:12,298 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0017), (, -0.0036), (, -0.0002), (, 0.0012), (, -0.0048), (, -0.0035), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0014), (, -0.0019), (, -0.0026), (, -0.0002), (, -0.0011), (, -0.0026), (, -0.0001), (, -0.0048), (, -0.0007), (, -0.0014), (, -0.0059), (, -0.0016), (, -0.0048), (, -0.0001)] -19:47:12,858 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.1812 0.0773 0.1264 0.1238] probs=[0.1916 0.2083 0.1941 0.2075 0.1984] -19:47:14,176 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00206 std=0.0026567649500849715 min=-0.0059 max=0.0063 -19:47:14,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0013), (, -0.0048), (, -0.0011), (, -0.0026), (, -0.0048), (, -0.0019), (, -0.0026), (, -0.0016), (, -0.0036), (, -0.0041), (, -0.0059), (, -0.0002), (, -0.0014), (, 0.0004), (, 0.0063), (, 0.0012), (, -0.0041), (, -0.0048), (, -0.0017)] -19:47:14,686 root INFO ContextualMultiArmedBanditAgent - exp=[0.0218 0.1589 0.0685 0.1141 0.0441] probs=[0.1881 0.2079 0.1973 0.2082 0.1986] -19:47:16,37 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0028157894736842107 std=0.002315454521231025 min=-0.0059 max=0.0044 -19:47:16,37 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0041), (, -0.0059), (, -0.0011), (, -0.0026), (, -0.0048), (, -0.0013), (, -0.0041), (, -0.0026), (, -0.0026), (, -0.0059), (, -0.0021), (, -0.0036), (, -0.0026), (, -0.0048), (, -0.0032), (, -0.0044), (, 0.0044), (, 0.0004)] -19:47:16,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0306 0.1243 0.0073 0.0552 0.0585] probs=[0.1884 0.2135 0.1919 0.2015 0.2047] -19:47:17,932 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0027210526315789474 std=0.0024577651267528693 min=-0.0059 max=0.0044 -19:47:17,933 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, 0.0), (, 0.0044), (, -0.0026), (, 0.0021), (, -0.0013), (, -0.0015), (, -0.0059), (, -0.0026), (, -0.0021), (, -0.0021), (, -0.0026), (, -0.0041), (, -0.0048), (, -0.0026), (, -0.0041), (, -0.0044), (, -0.0036), (, -0.0032), (, -0.0048)] -19:47:18,454 root INFO ContextualMultiArmedBanditAgent - exp=[0.076 0.1291 0.0752 0.0983 0.1075] probs=[0.2081 0.2018 0.196 0.2008 0.1933] -19:47:19,956 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0024000000000000002 std=0.002575364051935182 min=-0.0059 max=0.0021 -19:47:19,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0059), (, -0.0021), (, -0.0059), (, 0.0021), (, -0.0048), (, -0.0026), (, -0.0044), (, -0.0013), (, -0.0026), (, -0.0059), (, -0.0026), (, 0.002), (, 0.0018), (, -0.0026), (, -0.0021), (, -0.0015)] -19:47:20,373 root INFO ContextualMultiArmedBanditAgent - exp=[-0.012 0.0596 0.0014 0.0251 -0.0046] probs=[0.2056 0.1917 0.2069 0.192 0.2038] -19:47:21,656 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002330769230769231 std=0.0018192917537347057 min=-0.0059 max=0.0021 -19:47:21,657 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.0019), (, -0.0026), (, -0.0034), (, -0.002), (, -0.0002), (, -0.0044), (, 0.0021), (, -0.0059), (, -0.0021), (, -0.0026), (, -0.0021)] -19:47:22,28 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0119 0.0537 0.0016 0.0254 -0.0045] probs=[0.195 0.2083 0.1977 0.2025 0.1965] -19:47:23,448 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002607692307692307 std=0.0028056156703905166 min=-0.0078 max=0.0035 -19:47:23,449 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0026), (, -0.0026), (, 0.0035), (, -0.0044), (, -0.0078), (, -0.0059), (, -0.0019), (, -0.0023), (, -0.0026), (, 0.0021), (, -0.0034), (, -0.0026)] -19:47:23,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.0947 0.1394 0.1516 0.1039 0.0444] probs=[0.1986 0.2112 0.1945 0.196 0.1997] -19:47:25,131 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0043 std=0.0021964618012714093 min=-0.0078 max=-0.0019 -19:47:25,131 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0023), (, -0.0044), (, -0.0026), (, -0.0078), (, -0.0059), (, -0.0034), (, -0.0019), (, -0.0026)] -19:47:25,405 root INFO ContextualMultiArmedBanditAgent - exp=[-0.012 0.0595 0.0014 0.0249 -0.0046] probs=[0.1989 0.2081 0.1953 0.1992 0.1985] -19:47:26,677 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0036500000000000005 std=0.002751454160984696 min=-0.0078 max=0.0015 -19:47:26,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, 0.0015), (, -0.0044), (, -0.0023), (, -0.0059), (, -0.0019), (, -0.0078), (, -0.0019), (, -0.0026), (, -0.0034)] -19:47:26,957 root INFO ContextualMultiArmedBanditAgent - exp=[0.2204 0.1799 0.1417 0.1448 0.1787] probs=[0.2007 0.2105 0.1961 0.1993 0.1935] -19:47:28,383 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0027545454545454544 std=0.0029286557997464345 min=-0.0078 max=0.0015 -19:47:28,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0026), (, -0.0019), (, -0.0078), (, -0.0034), (, 0.0015), (, 0.0012), (, -0.0005), (, -0.0027), (, -0.0044), (, -0.0019)] -19:47:28,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.1736 0.2538 0.0877 0.1252 0.145 ] probs=[0.1878 0.2075 0.2018 0.2058 0.197 ] -19:47:30,139 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.002253846153846154 std=0.002948171632780453 min=-0.0078 max=0.0015 -19:47:30,139 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0001), (, 0.0015), (, -0.0078), (, -0.0005), (, -0.0019), (, -0.0019), (, -0.0027), (, 0.0012), (, -0.0026), (, -0.0034), (, -0.0044), (, 0.0011)] -19:47:30,479 root INFO ContextualMultiArmedBanditAgent - exp=[0.0596 0.1218 0.0413 0.0209 0.0217] probs=[0.1941 0.2104 0.1973 0.1943 0.2039] -19:47:31,877 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0013526315789473685 std=0.002474154490571132 min=-0.0078 max=0.0028 -19:47:31,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0027), (, -0.0034), (, 0.0015), (, -0.0005), (, -0.0044), (, 0.0011), (, -0.0029), (, -0.0019), (, 0.0), (, -0.0032), (, 0.0014), (, 0.0028), (, 0.0012), (, -0.0001), (, -0.0019), (, -0.0001), (, -0.0026), (, -0.0021), (, -0.0078)] -19:47:32,475 root INFO ContextualMultiArmedBanditAgent - exp=[0.1231 0.1061 0.0487 0.1292 0.0542] probs=[0.192 0.2073 0.1926 0.2117 0.1964] -19:47:33,914 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0014133333333333335 std=0.0022682935338168993 min=-0.0078 max=0.0015 -19:47:33,915 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0021), (, -0.0001), (, 0.0014), (, -0.0019), (, -0.0032), (, -0.0019), (, -0.0018), (, 0.001), (, -0.0078), (, -0.0001), (, 0.0015), (, -0.0005), (, -0.0029), (, -0.0027)] -19:47:34,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.2212 0.2408 0.1239 0.1322 0.1297] probs=[0.1973 0.2131 0.2004 0.1961 0.1931] -19:47:35,676 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0013473684210526314 std=0.0027159118699469167 min=-0.0078 max=0.0026 -19:47:35,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0019), (, -0.0019), (, 0.0018), (, -0.0029), (, -0.0001), (, -0.0005), (, 0.0015), (, -0.0021), (, -0.0032), (, 0.0014), (, -0.0027), (, -0.0078), (, 0.0015), (, -0.0021), (, -0.0018), (, 0.0026), (, -0.0001), (, -0.0072)] -19:47:36,181 root INFO ContextualMultiArmedBanditAgent - exp=[0.0259 0.0706 0.0483 0.0589 0.0365] probs=[0.1952 0.2044 0.1936 0.2021 0.2047] -19:47:37,604 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0013 std=0.0034589319921495693 min=-0.0078 max=0.0053 -19:47:37,604 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0018), (, -0.0032), (, 0.0018), (, -0.0019), (, 0.0026), (, 0.0053), (, -0.0002), (, -0.0078), (, -0.0001), (, -0.0021), (, -0.0001), (, 0.0031), (, 0.0023), (, -0.0072), (, -0.0029), (, -0.0027), (, -0.0021), (, -0.0005)] -19:47:38,128 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.1172 0.117 0.0421 0.1138] probs=[0.1993 0.2121 0.1987 0.1985 0.1913] -19:47:39,612 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010894736842105262 std=0.0034225098111184743 min=-0.0078 max=0.0053 -19:47:39,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0021), (, 0.0009), (, -0.0001), (, -0.0032), (, -0.0002), (, -0.0001), (, -0.0018), (, 0.0023), (, -0.0072), (, -0.0005), (, -0.0029), (, -0.0027), (, 0.0026), (, -0.0078), (, 0.0053), (, 0.0018), (, 0.0013), (, 0.0009)] -19:47:40,159 root INFO ContextualMultiArmedBanditAgent - exp=[0.0278 0.1046 0.0377 0.0474 0.0247] probs=[0.2 0.2107 0.2021 0.1985 0.1887] -19:47:41,525 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0009608695652173911 std=0.0032511856205865125 min=-0.0078 max=0.0053 -19:47:41,526 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0018), (, -0.0001), (, 0.0013), (, -0.0029), (, -0.0027), (, -0.0032), (, 0.0029), (, 0.0009), (, -0.0002), (, 0.0026), (, -0.0005), (, 0.0053), (, -0.0072), (, 0.0023), (, -0.0011), (, -0.0001), (, -0.0018), (, -0.0021), (, -0.0078), (, -0.0031), (, -0.0001), (, 0.0009)] -19:47:42,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0777 0.1191 0.0531 0.0534 0.0914] probs=[0.1949 0.2067 0.2015 0.1982 0.1987] -19:47:43,687 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0011699999999999996 std=0.003292886271950491 min=-0.0078 max=0.0053 -19:47:43,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0029), (, -0.0002), (, -0.0018), (, -0.0017), (, -0.0031), (, -0.0011), (, 0.0009), (, -0.0072), (, 0.0009), (, -0.0032), (, -0.0001), (, -0.0078), (, 0.0053), (, 0.0026), (, 0.0026), (, 0.0009), (, -0.0001), (, -0.0001), (, -0.0001)] -19:47:44,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0132 0.08 0.0393 0.0548 0.0272] probs=[0.1946 0.1977 0.2052 0.2026 0.2 ] -19:47:45,627 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00194375 std=0.0032718436603083587 min=-0.0078 max=0.0053 -19:47:45,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0078), (, -0.0031), (, -0.0017), (, -0.0001), (, 0.0008), (, -0.0072), (, -0.0002), (, 0.0053), (, -0.001), (, -0.0001), (, -0.0025), (, -0.0001), (, -0.0029), (, -0.0001), (, -0.0032)] -19:47:46,99 root INFO ContextualMultiArmedBanditAgent - exp=[0.1453 0.1909 0.1313 0.1848 0.1169] probs=[0.1954 0.2088 0.1979 0.2012 0.1967] -19:47:47,331 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.001575 std=0.003409637077461471 min=-0.0078 max=0.0053 -19:47:47,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0008), (, -0.0017), (, -0.0001), (, 0.002), (, -0.0029), (, -0.0001), (, -0.0025), (, -0.0072), (, -0.0031), (, 0.0053), (, 0.0005), (, -0.001), (, -0.0001), (, -0.0078), (, -0.0001)] -19:47:47,797 root INFO ContextualMultiArmedBanditAgent - exp=[0.0989 0.1236 0.1519 0.1079 0.1455] probs=[0.1933 0.2098 0.1984 0.2041 0.1944] -19:47:49,63 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0011705882352941175 std=0.0034884287219458686 min=-0.0078 max=0.0053 -19:47:49,63 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0031), (, 0.0008), (, -0.0025), (, -0.0078), (, 0.002), (, -0.0001), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0072), (, 0.0008), (, 0.0027), (, 0.0053), (, -0.001), (, 0.0005)] -19:47:49,534 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.1578 0.0342 0.0944 0.0364] probs=[0.1952 0.2092 0.1978 0.2013 0.1966] -19:47:51,20 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0019473684210526314 std=0.0033543951405585436 min=-0.0078 max=0.0053 -19:47:51,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0028), (, -0.0028), (, -0.0034), (, -0.0072), (, -0.0001), (, 0.0008), (, -0.0005), (, -0.0001), (, -0.0028), (, 0.0008), (, -0.0001), (, -0.0072), (, -0.0007), (, -0.0019), (, -0.0001), (, -0.0078), (, 0.0053), (, 0.0008)] -19:47:51,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.1336 0.1018 0.0967 0.121 ] probs=[0.1894 0.2051 0.1994 0.1979 0.2082] -19:47:52,956 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0010625 std=0.003136586852509162 min=-0.0072 max=0.0053 -19:47:52,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0019), (, -0.0072), (, 0.0008), (, 0.0008), (, 0.0015), (, 0.0053), (, -0.0034), (, -0.0019), (, -0.0005), (, -0.0001), (, -0.0028), (, -0.0001), (, -0.0001), (, -0.0019), (, 0.0008), (, -0.0001), (, -0.0001), (, -0.0028), (, -0.0007), (, -0.0028), (, 0.0008), (, 0.0053), (, -0.0072)] -19:47:53,605 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.1559 0.0784 0.1262 0.037 ] probs=[0.1907 0.2155 0.1925 0.1977 0.2037] -19:47:55,239 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=28 avg=-0.0010249999999999999 std=0.0028914436582045703 min=-0.0072 max=0.0053 -19:47:55,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0001), (, -0.0005), (, 0.0008), (, -0.0001), (, 0.0008), (, -0.0028), (, 0.0015), (, -0.0028), (, 0.0041), (, -0.0028), (, 0.0008), (, -0.0072), (, -0.0001), (, -0.0034), (, -0.0072), (, -0.0007), (, -0.0019), (, -0.0013), (, -0.0008), (, -0.0001), (, -0.0019), (, 0.0008), (, 0.0053), (, 0.0022), (, -0.0021), (, -0.0001), (, -0.0019)] -19:47:55,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.1162 0.1227 0.1284 0.1188 0.1302] probs=[0.1902 0.2142 0.2075 0.1908 0.1973] -19:47:57,566 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0020416666666666665 std=0.0028384145613743993 min=-0.0072 max=0.0041 -19:47:57,566 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0006), (, -0.0028), (, -0.0019), (, -0.0019), (, -0.0008), (, 0.0008), (, -0.0007), (, -0.0028), (, -0.0019), (, 0.0008), (, -0.0021), (, 0.0008), (, -0.0034), (, -0.0044), (, -0.0005), (, -0.0047), (, 0.0008), (, -0.0072), (, -0.0028), (, 0.0041), (, 0.0014), (, -0.0048), (, -0.0072)] -19:47:58,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.0724 0.1577 0.0441 0.1057 0.0706] probs=[0.205 0.1958 0.1965 0.2058 0.1969] -19:47:59,905 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.0021160000000000003 std=0.00310595299384907 min=-0.0072 max=0.0044 -19:47:59,905 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, -0.0019), (, 0.0041), (, -0.0011), (, 0.0044), (, -0.0044), (, 0.0008), (, -0.0038), (, -0.0026), (, -0.0013), (, -0.0048), (, 0.002), (, -0.0052), (, -0.0028), (, -0.0028), (, -0.0006), (, -0.0021), (, -0.0072), (, -0.0047), (, 0.0008), (, -0.0019), (, 0.0008), (, -0.0072), (, -0.0008), (, -0.0034)] -19:48:00,614 root INFO ContextualMultiArmedBanditAgent - exp=[0.0628 0.1218 0.0618 0.089 0.0498] probs=[0.1927 0.2036 0.1991 0.2051 0.1994] -19:48:02,19 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0022952380952380954 std=0.003453290520576155 min=-0.0072 max=0.0043 -19:48:02,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0072), (, 0.0008), (, -0.0044), (, 0.0008), (, -0.0047), (, -0.0072), (, -0.0048), (, -0.0068), (, 0.002), (, 0.0008), (, -0.0034), (, -0.0026), (, -0.0038), (, -0.0005), (, -0.0072), (, 0.0008), (, -0.0001), (, 0.0043), (, -0.0052), (, 0.0023), (, -0.0021)] -19:48:02,595 root INFO ContextualMultiArmedBanditAgent - exp=[0.1037 0.13 0.0935 0.1114 0.0881] probs=[0.2006 0.2157 0.194 0.2028 0.1869] -19:48:04,33 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.003313333333333333 std=0.0029594744278146567 min=-0.0072 max=0.0008 -19:48:04,34 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0072), (, -0.0005), (, -0.0003), (, 0.0006), (, -0.0052), (, -0.0047), (, 0.0008), (, -0.0044), (, -0.0026), (, -0.0005), (, -0.0001), (, -0.0068), (, -0.0048), (, -0.0072)] -19:48:04,490 root INFO ContextualMultiArmedBanditAgent - exp=[0.124 0.1163 0.1109 0.1082 0.1608] probs=[0.1992 0.204 0.2095 0.1965 0.1908] -19:48:05,708 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.002868421052631579 std=0.0026594523835950547 min=-0.0072 max=0.0008 -19:48:05,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, -0.0072), (, -0.0005), (, -0.0072), (, -0.0068), (, -0.0052), (, -0.0003), (, -0.0005), (, -0.0023), (, -0.0005), (, -0.0048), (, -0.0044), (, -0.0026), (, -0.0008), (, -0.0005), (, -0.0022), (, -0.0024), (, 0.0008), (, -0.0003)] -19:48:06,260 root INFO ContextualMultiArmedBanditAgent - exp=[0.0688 0.1778 0.1032 0.1334 0.1213] probs=[0.2024 0.214 0.1865 0.1962 0.2009] -19:48:07,862 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.003 std=0.002443972176601035 min=-0.0072 max=-0.0003 -19:48:07,862 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.0022), (, -0.0005), (, -0.0005), (, -0.0044), (, -0.0003), (, -0.0048), (, -0.0023), (, -0.0067), (, -0.0072), (, -0.0026), (, -0.0005), (, -0.0005), (, -0.0068), (, -0.0052), (, -0.0008), (, -0.0005), (, -0.0072), (, -0.0024), (, -0.0023)] -19:48:08,458 root INFO ContextualMultiArmedBanditAgent - exp=[0.1466 0.1257 0.1784 0.2182 0.146 ] probs=[0.1938 0.2044 0.187 0.2094 0.2054] -19:48:09,985 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0026611111111111106 std=0.0031367249177887027 min=-0.0072 max=0.0046 -19:48:09,985 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0005), (, -0.0072), (, -0.0005), (, 0.0046), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0023), (, -0.0005), (, -0.0005), (, -0.0072), (, -0.0068), (, -0.0024), (, -0.0022), (, -0.0023), (, -0.0044), (, -0.0003), (, -0.0067)] -19:48:10,509 root INFO ContextualMultiArmedBanditAgent - exp=[0.1277 0.1163 0.1414 0.0912 0.0988] probs=[0.1959 0.2038 0.1941 0.1964 0.2098] -19:48:11,991 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.00205 std=0.002976995129320839 min=-0.0072 max=0.0046 -19:48:11,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0012), (, -0.0003), (, -0.0023), (, -0.0022), (, 0.0046), (, -0.0067), (, -0.0005), (, -0.0005), (, -0.0024), (, -0.0005), (, -0.0072), (, 0.0006), (, -0.0005), (, -0.0), (, -0.0023), (, -0.0012), (, -0.0068), (, -0.0008)] -19:48:12,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.0674 0.0787 0.0368 0.0506 0.0593] probs=[0.2067 0.211 0.1934 0.2015 0.1873] -19:48:14,95 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0018380952380952383 std=0.002505133052350179 min=-0.0068 max=0.0046 -19:48:14,95 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0022), (, -0.0005), (, -0.0008), (, -0.0067), (, -0.0005), (, -0.0012), (, -0.002), (, 0.0046), (, -0.0005), (, -0.003), (, -0.0024), (, -0.0023), (, -0.0005), (, -0.0003), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0068), (, -0.0023), (, -0.0023), (, 0.0002)] -19:48:14,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1031 0.1107 0.1296 0.1169 0.0815] probs=[0.2051 0.2099 0.1915 0.2002 0.1932] -19:48:16,373 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.001468181818181818 std=0.0030210453283645144 min=-0.0068 max=0.0067 -19:48:16,374 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0023), (, -0.0012), (, 0.0001), (, -0.0015), (, -0.0023), (, 0.0046), (, -0.0012), (, -0.003), (, -0.002), (, -0.0008), (, 0.0002), (, -0.0023), (, -0.0024), (, -0.0012), (, -0.0067), (, -0.0003), (, -0.0012), (, 0.0067), (, -0.0068), (, -0.0016), (, -0.0004)] -19:48:17,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.0438 0.0829 0.0737 0.0839 0.0476] probs=[0.1927 0.2059 0.1998 0.2014 0.2002] -19:48:18,511 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.001108 std=0.0024589298485316736 min=-0.0067 max=0.0046 -19:48:18,512 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0023), (, -0.0012), (, 0.0002), (, -0.0023), (, -0.0013), (, -0.0015), (, -0.0008), (, -0.0024), (, -0.0015), (, 0.0014), (, 0.0042), (, -0.0067), (, -0.0008), (, -0.003), (, -0.0012), (, 0.0046), (, -0.0004), (, -0.0004), (, 0.0014), (, -0.002), (, -0.0012), (, -0.0023), (, -0.0016), (, 0.0001)] -19:48:19,217 root INFO ContextualMultiArmedBanditAgent - exp=[0.0301 0.0626 0.1025 0.0828 0.0505] probs=[0.1967 0.221 0.2015 0.1931 0.1877] -19:48:20,758 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0010153846153846155 std=0.002552026692001161 min=-0.0067 max=0.0046 -19:48:20,759 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0004), (, 0.0001), (, 0.0042), (, -0.0001), (, -0.0019), (, -0.002), (, 0.0046), (, 0.0002), (, -0.0023), (, -0.0018), (, 0.0042), (, -0.0013), (, -0.003), (, -0.002), (, -0.0067), (, -0.0018), (, -0.0004), (, -0.0022), (, -0.0012), (, -0.0008), (, -0.0006), (, -0.0015), (, 0.0001), (, -0.0008), (, -0.0023)] -19:48:21,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1002 0.184 0.1416 0.0959 0.1179] probs=[0.1931 0.2092 0.1925 0.1995 0.2056] -19:48:22,935 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0015 std=0.0025385034961567412 min=-0.0067 max=0.0042 -19:48:22,936 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0001), (, -0.0008), (, -0.0067), (, -0.002), (, -0.0022), (, -0.0013), (, -0.003), (, -0.0018), (, 0.0042), (, -0.0008), (, -0.0006), (, -0.0023), (, -0.0013), (, 0.0042), (, -0.0018), (, -0.0023), (, -0.0018), (, -0.0006), (, -0.0023)] -19:48:23,546 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.0851 0.0998 0.1108 0.0773] probs=[0.2033 0.1998 0.1929 0.2004 0.2036] -19:48:25,86 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012304347826086958 std=0.0022225005076751407 min=-0.0067 max=0.0042 -19:48:25,86 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0005), (, -0.0067), (, 0.0002), (, -0.001), (, -0.0018), (, -0.0023), (, -0.0018), (, -0.0023), (, -0.0005), (, -0.0018), (, 0.0001), (, -0.0013), (, -0.0011), (, -0.0001), (, -0.0008), (, -0.0006), (, 0.0042), (, -0.001), (, 0.0024), (, -0.0014), (, -0.0013), (, -0.0022)] -19:48:25,731 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.092 0.0697 0.0514 0.0659] probs=[0.1993 0.2073 0.2025 0.1926 0.1982] -19:48:27,217 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0013249999999999998 std=0.0018936846798415692 min=-0.0067 max=0.0024 -19:48:27,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0024), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0022), (, -0.0011), (, -0.0014), (, -0.0008), (, -0.0013), (, 0.0003), (, 0.0002), (, -0.0018), (, -0.0018), (, 0.0002), (, -0.0067), (, -0.0015), (, -0.0018), (, 0.0001), (, -0.001), (, -0.0006), (, -0.0023), (, -0.0011), (, -0.001)] -19:48:27,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.0671 0.076 0.0908 0.0748 0.0928] probs=[0.2079 0.1993 0.195 0.1955 0.2023] -19:48:29,303 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0012384615384615388 std=0.0018626030014011043 min=-0.0067 max=0.0024 -19:48:29,304 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0008), (, -0.0011), (, -0.001), (, -0.0022), (, -0.0067), (, 0.0003), (, -0.0014), (, -0.0023), (, -0.0013), (, -0.0005), (, -0.0011), (, 0.0002), (, -0.0018), (, -0.001), (, -0.0015), (, -0.0009), (, 0.0004), (, 0.0001), (, 0.0024), (, -0.0002), (, -0.0018), (, 0.0002), (, -0.0002), (, -0.0015), (, -0.0018)] -19:48:30,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.1241 0.0613 0.0837 0.0634] probs=[0.2038 0.2002 0.2021 0.1922 0.2017] -19:48:31,676 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0012882352941176471 std=0.002300353515783575 min=-0.0067 max=0.0024 -19:48:31,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, 0.0004), (, -0.0011), (, 0.0024), (, 0.0003), (, -0.0009), (, -0.0018), (, -0.0067), (, -0.0018), (, -0.0005), (, -0.0015), (, -0.0015), (, 0.0015), (, -0.0002), (, -0.0002), (, -0.0022), (, -0.0), (, -0.0014)] -19:48:32,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.0615 0.1009 0.1898 0.1249] probs=[0.1978 0.2082 0.2046 0.1952 0.1943] -19:48:33,792 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0010210526315789473 std=0.0023255059319071147 min=-0.0067 max=0.0024 -19:48:33,792 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0067), (, -0.0015), (, -0.0011), (, -0.0016), (, 0.0015), (, 0.0011), (, 0.0006), (, -0.0002), (, -0.0021), (, -0.0015), (, 0.0024), (, -0.0067), (, 0.0003), (, -0.0009), (, -0.0022), (, 0.0015), (, -0.0014), (, -0.0007), (, -0.0002)] -19:48:34,344 root INFO ContextualMultiArmedBanditAgent - exp=[0.1928 0.2031 0.1419 0.1897 0.0825] probs=[0.1964 0.2004 0.2044 0.2016 0.1972] -19:48:35,701 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.0007666666666666667 std=0.002006212573205763 min=-0.0067 max=0.0015 -19:48:35,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0021), (, -0.0007), (, 0.0015), (, -0.0002), (, -0.0015), (, -0.0), (, 0.0003), (, -0.0011), (, 0.0006), (, 0.0009), (, -0.0014), (, -0.0016), (, 0.0015), (, 0.0011), (, -0.0067)] -19:48:36,220 root INFO ContextualMultiArmedBanditAgent - exp=[0.0732 0.0779 0.0508 0.1113 0.1121] probs=[0.1984 0.2036 0.1992 0.1999 0.1989] -19:48:37,636 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.0009399999999999999 std=0.002289191997190275 min=-0.0067 max=0.0015 -19:48:37,636 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0009), (, -0.0015), (, 0.0011), (, 0.0006), (, -0.0067), (, -0.0007), (, -0.0021), (, 0.0015), (, -0.0004)] -19:48:37,968 root INFO ContextualMultiArmedBanditAgent - exp=[0.1502 0.1509 0.1696 0.1856 0.0608] probs=[0.191 0.1977 0.2041 0.2108 0.1964] -19:48:39,325 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008142857142857144 std=0.002454982438941306 min=-0.0067 max=0.0009 -19:48:39,326 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0067), (, 0.0006), (, -0.0003), (, 0.0006), (, -0.0004), (, 0.0009)] -19:48:39,627 root INFO ContextualMultiArmedBanditAgent - exp=[0.1056 0.1297 0.0917 0.1402 0.0534] probs=[0.2082 0.2082 0.1786 0.1938 0.2112] -19:48:41,82 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0017333333333333335 std=0.0022610223842815494 min=-0.0067 max=-0.0003 -19:48:41,82 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0067), (, -0.0004), (, -0.0012), (, -0.0014), (, -0.0003)] -19:48:41,268 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0875 0.0505 0.0689 0.0109 -0.0006] probs=[0.1978 0.2046 0.199 0.2001 0.1985] -19:48:42,504 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0016857142857142858 std=0.002096547210076995 min=-0.0067 max=-0.0003 -19:48:42,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0012), (, -0.0067), (, -0.0014), (, -0.0003)] -19:48:42,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1881 0.0555 0.1775 0.1811 0.1256] probs=[0.1873 0.2101 0.2029 0.1832 0.2164] -19:48:43,957 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0015374999999999998 std=0.001999960937118523 min=-0.0067 max=-0.0003 -19:48:43,958 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0012), (, -0.0003), (, -0.0014), (, -0.0067), (, -0.0005), (, -0.0004)] -19:48:44,185 root INFO ContextualMultiArmedBanditAgent - exp=[0.1775 0.248 0.2983 0.2768 0.105 ] probs=[0.1918 0.2227 0.1893 0.2093 0.1869] -19:48:45,602 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=8 avg=-0.0007624999999999999 std=0.0004470388685561916 min=-0.0014 max=-0.0004 -19:48:45,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0005), (, -0.0004), (, -0.0012), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0)] -19:48:45,934 root INFO ContextualMultiArmedBanditAgent - exp=[0.0678 0.1573 0.2244 0.1161 0.1637] probs=[0.1859 0.2189 0.2101 0.1944 0.1906] -19:48:47,247 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=9 avg=-0.0007333333333333333 std=0.00042946995755750413 min=-0.0014 max=-0.0004 -19:48:47,248 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0014), (, -0.0005), (, -0.0012), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0004)] -19:48:47,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.1213 0.2361 0.1538 0.1768 0.168 ] probs=[0.1838 0.1998 0.2088 0.2108 0.1968] -19:48:49,29 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000775 std=0.00043803538669838076 min=-0.0014 max=-0.0004 -19:48:49,29 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0014), (, -0.0012), (, -0.0005), (, -0.0005)] -19:48:49,299 root INFO ContextualMultiArmedBanditAgent - exp=[0.0022 0.1481 0.0204 0.0081 0.0979] probs=[0.1873 0.2031 0.192 0.2091 0.2085] -19:48:50,562 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000575 std=0.0005309190145398825 min=-0.0014 max=0.0003 -19:48:50,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0004), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0004), (, 0.0003)] -19:48:50,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0208 0.0943 0.1176 0.0793 0.0104] probs=[0.1972 0.2057 0.1987 0.2004 0.198 ] -19:48:52,221 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0008 std=0.0004898979485566356 min=-0.0014 max=-0.0004 -19:48:52,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0004)] -19:48:52,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.1808 0.0716 0.0186 0.171 0.1767] probs=[0.2089 0.1956 0.1849 0.2152 0.1954] -19:48:54,115 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:48:54,116 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.5326235294117647 std=0.5469034698452001 min=-0.0539 max=1.9463 -19:48:54,116 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 1.9463), (, -0.0297), (, 0.0751), (, 0.0146), (, 0.0394), (, 0.1219), (, 0.6345), (, 0.1506), (, 0.53), (, 0.3611), (, 1.2032), (, 0.6531), (, 0.9719), (, -0.0539), (, 0.3482), (, 1.3051), (, 0.7832)] -19:48:54,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0423 0.1158 0.0431 0.0474 0.0278] probs=[0.2017 0.2004 0.2066 0.1995 0.1919] -19:48:55,989 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.27748 std=0.4496509938459679 min=-0.6777 max=1.3051 -19:48:55,989 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0539), (, 0.1506), (, 0.7832), (, 0.3482), (, 0.6345), (, -0.0539), (, 0.6531), (, 0.0146), (, -0.0297), (, 0.1219), (, 0.0751), (, 1.3051), (, -0.6777), (, 0.53), (, 0.3611)] -19:48:56,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1463 0.1445 0.1149 0.1633 0.0817] probs=[0.1928 0.211 0.1999 0.2008 0.1956] -19:48:57,735 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.11135625 std=0.35008013005730204 min=-0.6777 max=0.6531 -19:48:57,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0751), (, 0.6531), (, -0.0539), (, -0.0083), (, 0.0622), (, -0.5219), (, 0.3611), (, -0.6777), (, 0.1219), (, 0.53), (, 0.6345), (, -0.0297), (, 0.3482), (, 0.1219), (, 0.1506), (, 0.0146)] -19:48:58,53 root INFO ContextualMultiArmedBanditAgent - exp=[0.304 0.3201 0.2952 0.2296 0.1876] probs=[0.2034 0.2022 0.1927 0.1945 0.2072] -19:48:59,550 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.0317 std=0.06101854909233203 min=-0.0539 max=0.1219 -19:48:59,550 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0622), (, 0.0146), (, -0.0297), (, 0.0751), (, 0.1219), (, -0.0539)] -19:48:59,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0085 0.0442 0.0008 0.0152 -0.0034] probs=[0.2038 0.2129 0.196 0.2027 0.1847] -19:49:00,902 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.041800000000000004 std=0.012100000000000001 min=-0.0539 max=-0.0297 -19:49:00,902 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0297), (, -0.0539)] -19:49:00,950 root INFO ContextualMultiArmedBanditAgent - exp=[0.2301 0.336 0.1261 0.3547 0.2169] probs=[0.1951 0.2093 0.1975 0.2018 0.1963] -19:49:02,190 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.02419333333333333 std=0.024014786185922118 min=-0.0595 max=0.0305 -19:49:02,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0532), (, 0.0305), (, -0.049), (, -0.049), (, -0.0595), (, -0.0162), (, -0.0123), (, -0.0297), (, -0.0264), (, -0.0244), (, 0.0116), (, -0.0162), (, -0.01), (, -0.0138), (, -0.0453)] -19:49:02,530 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.1107 0.0734 0.0371 0.038 ] probs=[0.1976 0.209 0.2006 0.2001 0.1927] -19:49:03,805 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.022333333333333334 std=0.02310405722632846 min=-0.0595 max=0.0453 -19:49:03,805 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.01), (, -0.0244), (, -0.0162), (, -0.0188), (, -0.0453), (, -0.0281), (, -0.0439), (, -0.0093), (, -0.0138), (, -0.0299), (, -0.0532), (, 0.0453), (, -0.01), (, -0.0162), (, -0.049), (, -0.0595), (, -0.0103), (, -0.0162), (, 0.0088), (, -0.049), (, -0.02)] -19:49:04,248 root INFO ContextualMultiArmedBanditAgent - exp=[0.088 0.1503 0.0488 0.1417 0.1265] probs=[0.1922 0.2032 0.2002 0.2028 0.2017] -19:49:05,687 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.021927272727272726 std=0.01588244261664667 min=-0.0595 max=0.0125 -19:49:05,688 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.02), (, -0.0244), (, 0.0125), (, -0.0188), (, -0.0306), (, -0.0079), (, -0.0093), (, -0.0103), (, -0.01), (, -0.0093), (, -0.0439), (, -0.0453), (, -0.0138), (, -0.049), (, -0.0162), (, -0.0281), (, -0.0162), (, -0.0299), (, -0.0595), (, -0.0162), (, -0.0162), (, -0.02)] -19:49:06,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.0881 0.1019 0.0711 0.0672 0.1178] probs=[0.2003 0.2079 0.2002 0.1951 0.1964] -19:49:07,669 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.014337037037037035 std=0.015407986100243435 min=-0.049 max=0.0154 -19:49:07,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0204), (, -0.0067), (, -0.0453), (, -0.0162), (, -0.02), (, 0.0154), (, -0.0281), (, -0.0144), (, -0.0079), (, -0.0306), (, -0.049), (, -0.0093), (, -0.01), (, -0.0188), (, -0.0093), (, -0.0162), (, -0.0093), (, -0.0112), (, 0.0099), (, -0.0188), (, 0.0105), (, 0.0016), (, -0.0299), (, 0.0105), (, -0.0162), (, -0.0168)] -19:49:08,298 root INFO ContextualMultiArmedBanditAgent - exp=[0.0585 0.1019 0.119 0.0783 0.0775] probs=[0.2021 0.2004 0.1972 0.2017 0.1986] -19:49:09,740 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=30 avg=-0.01334 std=0.015171126084330942 min=-0.049 max=0.0154 -19:49:09,741 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0093), (, -0.0107), (, -0.0067), (, -0.0281), (, 0.0009), (, -0.0113), (, -0.0247), (, 0.0099), (, -0.0063), (, 0.0105), (, -0.0093), (, -0.0204), (, -0.0453), (, -0.01), (, -0.0064), (, 0.0009), (, -0.0219), (, -0.0079), (, 0.0154), (, -0.0093), (, -0.0209), (, -0.0168), (, -0.049), (, -0.0306), (, 0.0105), (, -0.0299), (, -0.02), (, -0.0117), (, -0.0112)] -19:49:10,513 root INFO ContextualMultiArmedBanditAgent - exp=[0.0855 0.1933 0.1786 0.1555 0.165 ] probs=[0.1915 0.2117 0.2002 0.1973 0.1993] -19:49:12,110 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=34 avg=-0.010188235294117646 std=0.010838134327887921 min=-0.0306 max=0.0105 -19:49:12,110 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0306), (, -0.0107), (, -0.0093), (, 0.0056), (, -0.0045), (, -0.0112), (, -0.0117), (, -0.0247), (, 0.0089), (, -0.0113), (, -0.0209), (, -0.0081), (, -0.01), (, -0.0007), (, -0.0093), (, -0.0299), (, -0.0158), (, -0.0067), (, -0.0064), (, -0.0219), (, -0.0069), (, 0.0094), (, -0.0093), (, -0.0079), (, -0.009), (, -0.0107), (, -0.0009), (, -0.0005), (, -0.0168), (, -0.0), (, -0.02), (, -0.0306), (, 0.0105), (, 0.0009), (, -0.0254)] -19:49:13,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.1034 0.1679 0.1286 0.152 0.1568] probs=[0.1982 0.2057 0.1972 0.2017 0.1973] -19:49:14,571 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=35 avg=-0.007762857142857141 std=0.0094231352293714 min=-0.0306 max=0.0089 -19:49:14,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, -0.0117), (, -0.0093), (, -0.0085), (, 0.0052), (, -0.0081), (, -0.009), (, 0.0046), (, -0.0047), (, -0.0306), (, 0.0009), (, -0.0005), (, -0.0247), (, -0.0079), (, -0.0), (, 0.0012), (, -0.0113), (, -0.0093), (, -0.0209), (, -0.0107), (, 0.0021), (, 0.0089), (, -0.0093), (, -0.02), (, -0.0007), (, 0.0005), (, -0.0107), (, -0.0037), (, 0.0056), (, -0.0219), (, -0.0013), (, -0.0254), (, -0.0009), (, -0.0093), (, -0.0045), (, -0.0168)] -19:49:15,688 root INFO ContextualMultiArmedBanditAgent - exp=[0.0475 0.062 0.0714 0.0605 0.0838] probs=[0.1981 0.2058 0.1991 0.1993 0.1977] -19:49:17,464 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=34 avg=-0.006291176470588236 std=0.008816440780024649 min=-0.0306 max=0.0159 -19:49:17,464 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093), (, -0.0008), (, -0.0093), (, -0.0009), (, 0.0005), (, 0.0046), (, 0.0159), (, -0.0047), (, -0.0117), (, -0.0079), (, -0.0002), (, 0.0009), (, -0.0219), (, -0.0113), (, -0.0107), (, -0.0005), (, 0.0008), (, -0.02), (, -0.0085), (, -0.0003), (, -0.0107), (, -0.0306), (, 0.0025), (, -0.009), (, -0.0081), (, 0.0012), (, -0.0093), (, -0.0095), (, -0.0048), (, -0.0034), (, -0.0032), (, -0.0254), (, -0.007), (, -0.0013)] -19:49:18,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0709 0.0624 0.0543 0.0871 0.0711] probs=[0.2019 0.2073 0.1935 0.1934 0.2039] -19:49:19,979 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=28 avg=-0.005507142857142857 std=0.00689243522024735 min=-0.0306 max=0.0012 -19:49:19,980 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0095), (, -0.0085), (, 0.0012), (, -0.0117), (, 0.0), (, -0.0037), (, -0.0013), (, -0.007), (, -0.0093), (, 0.0008), (, -0.0002), (, -0.0018), (, -0.0002), (, -0.0023), (, 0.0), (, -0.0008), (, -0.0002), (, -0.0067), (, -0.0034), (, -0.0219), (, -0.0306), (, -0.0005), (, -0.0013), (, -0.0025), (, -0.0079), (, -0.0081), (, -0.0009), (, -0.0093), (, -0.0032)] -19:49:20,805 root INFO ContextualMultiArmedBanditAgent - exp=[0.1284 0.1014 0.1009 0.1029 0.1363] probs=[0.2057 0.2013 0.1949 0.2009 0.1971] -19:49:22,266 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=31 avg=-0.004396774193548387 std=0.006646633097264855 min=-0.0306 max=0.0012 -19:49:22,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0081), (, -0.0306), (, -0.0007), (, -0.0005), (, -0.0093), (, -0.0013), (, -0.0034), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0085), (, -0.0023), (, -0.0018), (, -0.0013), (, -0.0013), (, -0.0219), (, -0.0032), (, -0.0067), (, -0.0064), (, -0.0008), (, -0.0002), (, -0.0001), (, -0.0019), (, -0.0003), (, -0.0093), (, -0.0025), (, -0.0023), (, -0.0095), (, -0.0003), (, 0.0008)] -19:49:23,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0878 0.0807 0.1007 0.1077 0.0994] probs=[0.2035 0.2034 0.1928 0.1958 0.2044] -19:49:24,634 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.005751999999999999 std=0.006518780254004578 min=-0.0306 max=0.0043 -19:49:24,634 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0032), (, -0.0002), (, -0.0093), (, -0.0067), (, -0.0081), (, -0.0023), (, -0.0025), (, 0.0043), (, -0.0034), (, -0.0032), (, 0.0012), (, -0.0095), (, -0.0034), (, 0.0), (, -0.0049), (, -0.0306), (, -0.0064), (, -0.0002), (, -0.0088), (, -0.0023), (, -0.0107), (, -0.0085), (, -0.0003), (, -0.0135), (, -0.0079)] -19:49:25,327 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0032 0.0157 -0.0002 0.0022 -0.0011] probs=[0.1962 0.2012 0.2003 0.2033 0.199 ] -19:49:26,939 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0051620689655172405 std=0.004512619377968429 min=-0.0135 max=0.006 -19:49:26,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0135), (, -0.0093), (, -0.0095), (, -0.0079), (, -0.0023), (, -0.0067), (, -0.0049), (, -0.006), (, -0.0093), (, -0.0085), (, 0.0007), (, -0.0025), (, -0.0013), (, -0.0032), (, 0.006), (, 0.0043), (, -0.0033), (, -0.0035), (, -0.0031), (, -0.0088), (, -0.0068), (, -0.0034), (, -0.0135), (, -0.0032), (, -0.0008), (, -0.0107), (, -0.0064), (, -0.0042), (, -0.0081)] -19:49:27,699 root INFO ContextualMultiArmedBanditAgent - exp=[0.1269 0.0958 0.1346 0.115 0.1282] probs=[0.2041 0.2006 0.1992 0.206 0.1901] -19:49:29,217 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=27 avg=-0.004355555555555555 std=0.004207694304250808 min=-0.0135 max=0.0034 -19:49:29,217 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0043), (, -0.0031), (, 0.0021), (, -0.0033), (, 0.0027), (, -0.0095), (, -0.0049), (, -0.0031), (, -0.0107), (, -0.006), (, -0.0042), (, -0.0135), (, -0.0034), (, -0.0093), (, 0.0005), (, -0.0085), (, -0.0016), (, -0.0013), (, 0.0034), (, -0.0093), (, -0.0049), (, -0.0079), (, 0.0004), (, -0.0023), (, -0.0035), (, -0.0088)] -19:49:29,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.026 0.0329 0.0259 0.0156 0.0382] probs=[0.2029 0.1953 0.2076 0.1948 0.1994] -19:49:31,535 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.004403846153846153 std=0.0038356105490552172 min=-0.0135 max=0.0027 -19:49:31,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0021), (, -0.0034), (, -0.0031), (, -0.0043), (, -0.0107), (, -0.0093), (, -0.0018), (, -0.0012), (, -0.0093), (, -0.0095), (, -0.0135), (, -0.0033), (, -0.0031), (, 0.0027), (, -0.0088), (, -0.0013), (, -0.0033), (, -0.0026), (, -0.0031), (, -0.0005), (, -0.0079), (, -0.0016), (, -0.0049), (, -0.0043), (, -0.0042)] -19:49:32,204 root INFO ContextualMultiArmedBanditAgent - exp=[0.0969 0.0646 0.0444 0.0857 0.0288] probs=[0.1921 0.2034 0.1946 0.2078 0.2021] -19:49:33,809 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.003172 std=0.003878816314289709 min=-0.0135 max=0.0049 -19:49:33,810 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0031), (, -0.0012), (, -0.0033), (, -0.0001), (, -0.0095), (, -0.0016), (, -0.0033), (, 0.0027), (, -0.0043), (, -0.0018), (, -0.0001), (, -0.0009), (, -0.0107), (, -0.0042), (, 0.0049), (, -0.0043), (, -0.0031), (, -0.0007), (, -0.0135), (, -0.0031), (, -0.0012), (, -0.0079), (, -0.0013), (, -0.0034)] -19:49:34,501 root INFO ContextualMultiArmedBanditAgent - exp=[0.1281 0.0945 0.111 0.114 0.097 ] probs=[0.196 0.1913 0.2079 0.2078 0.197 ] -19:49:35,971 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.0024846153846153846 std=0.003784451215951549 min=-0.0135 max=0.0049 -19:49:35,971 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0011), (, 0.0049), (, -0.0009), (, -0.0013), (, -0.0043), (, -0.0033), (, -0.0007), (, -0.0033), (, -0.0079), (, -0.0011), (, 0.002), (, 0.0027), (, -0.0018), (, 0.0023), (, -0.0012), (, -0.0135), (, -0.0017), (, -0.0031), (, -0.0034), (, -0.0043), (, -0.0107), (, -0.0042), (, -0.0016), (, -0.0031), (, -0.0031)] -19:49:36,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.016 0.0517 0.011 0.008 0.0138] probs=[0.2002 0.1965 0.206 0.1997 0.1976] -19:49:38,378 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0024478260869565216 std=0.003227715515347523 min=-0.0135 max=0.0027 -19:49:38,378 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0135), (, -0.0031), (, -0.0007), (, -0.0017), (, -0.0011), (, 0.0001), (, -0.0013), (, 0.0001), (, -0.0079), (, 0.002), (, -0.0017), (, -0.0043), (, -0.0036), (, -0.0016), (, -0.0031), (, -0.0031), (, -0.0009), (, -0.0042), (, -0.0043), (, 0.0027), (, -0.0033)] -19:49:38,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.0971 0.1106 0.1255 0.1112 0.1307] probs=[0.2021 0.1937 0.1976 0.2006 0.206 ] -19:49:40,547 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0024285714285714284 std=0.0033781007424069434 min=-0.0135 max=0.0027 -19:49:40,547 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0017), (, -0.0033), (, -0.0036), (, -0.0009), (, -0.0043), (, 0.0027), (, -0.0016), (, -0.0043), (, -0.0006), (, -0.0037), (, 0.0), (, -0.0079), (, -0.0009), (, -0.0042), (, -0.001), (, -0.0017), (, -0.0135), (, 0.0001), (, 0.002), (, 0.0001), (, -0.0018)] -19:49:41,118 root INFO ContextualMultiArmedBanditAgent - exp=[0.1044 0.0612 0.0372 0.1159 0.057 ] probs=[0.209 0.1924 0.2028 0.1988 0.197 ] -19:49:42,594 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0014954545454545455 std=0.0022446861033292246 min=-0.0043 max=0.0034 -19:49:42,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0009), (, -0.0009), (, 0.002), (, -0.0017), (, -0.0034), (, -0.0036), (, -0.0043), (, -0.001), (, -0.0037), (, -0.0006), (, -0.0009), (, -0.0017), (, -0.0043), (, 0.0034), (, -0.0033), (, -0.0036), (, -0.0018), (, 0.0033), (, -0.0043), (, 0.0001), (, 0.0), (, 0.0)] -19:49:43,280 root INFO ContextualMultiArmedBanditAgent - exp=[0.1058 0.1653 0.1678 0.1037 0.0527] probs=[0.196 0.2084 0.1945 0.203 0.1981] -19:49:44,827 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=20 avg=-0.002105 std=0.001871757195792232 min=-0.0043 max=0.0027 -19:49:44,827 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, 0.0001), (, -0.0014), (, -0.0043), (, -0.0009), (, -0.0037), (, -0.0043), (, -0.0007), (, -0.0036), (, -0.0033), (, 0.0001), (, -0.001), (, -0.0036), (, 0.0027), (, -0.0043), (, -0.0037), (, -0.0034), (, 0.0), (, -0.0009), (, -0.0017), (, 0.0), (, -0.0008)] -19:49:45,442 root INFO ContextualMultiArmedBanditAgent - exp=[0.1733 0.1299 0.1442 0.172 0.1223] probs=[0.1942 0.1957 0.209 0.2052 0.196 ] -19:49:46,962 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0023150000000000002 std=0.0015030884870825137 min=-0.0043 max=0.0001 -19:49:46,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0025), (, -0.0025), (, -0.0036), (, 0.0001), (, -0.0008), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0043), (, -0.001), (, -0.0036), (, -0.0009), (, -0.0037), (, -0.0043), (, -0.0034), (, -0.0015), (, -0.0037), (, -0.0007), (, -0.0043)] -19:49:47,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.039 0.0795 0.0684 0.0917 0.096 ] probs=[0.199 0.2023 0.1995 0.1998 0.1994] -19:49:49,115 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0019739130434782612 std=0.0014359415609110306 min=-0.0043 max=0.0004 -19:49:49,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0009), (, -0.0009), (, -0.0025), (, -0.0002), (, -0.001), (, -0.0043), (, -0.0014), (, -0.0037), (, -0.0007), (, -0.0007), (, -0.0043), (, -0.0015), (, -0.0036), (, -0.0025), (, -0.0034), (, -0.001), (, -0.0008), (, -0.0036), (, -0.0037), (, 0.0004), (, -0.0007), (, -0.001)] -19:49:49,751 root INFO ContextualMultiArmedBanditAgent - exp=[0.1755 0.1491 0.2573 0.2448 0.2143] probs=[0.2051 0.194 0.2038 0.1993 0.1978] -19:49:51,181 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0018809523809523814 std=0.0013383070498346739 min=-0.0043 max=0.0004 -19:49:51,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0034), (, -0.0037), (, -0.0025), (, -0.0024), (, -0.0014), (, -0.0003), (, -0.0036), (, -0.0036), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0015), (, -0.001), (, -0.0019), (, -0.0043), (, 0.0004), (, -0.0005), (, -0.0025), (, -0.0008), (, -0.0034), (, -0.001)] -19:49:51,769 root INFO ContextualMultiArmedBanditAgent - exp=[0.1218 0.2619 0.1408 0.2502 0.1804] probs=[0.1956 0.2028 0.2207 0.1984 0.1825] -19:49:53,330 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0012565217391304348 std=0.001117382845510192 min=-0.0037 max=0.0004 -19:49:53,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0024), (, -0.0019), (, 0.0004), (, -0.0007), (, -0.0037), (, -0.0003), (, -0.0005), (, -0.0034), (, -0.0007), (, -0.0015), (, -0.0025), (, 0.0004), (, -0.0008), (, -0.0007), (, -0.0005), (, -0.0025), (, -0.0024), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.002), (, -0.0005), (, -0.0014)] -19:49:53,980 root INFO ContextualMultiArmedBanditAgent - exp=[0.1067 0.1806 0.1248 0.051 0.0874] probs=[0.206 0.201 0.1937 0.1916 0.2078] -19:49:55,396 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0012789473684210525 std=0.0008853063385175724 min=-0.0034 max=-0.0003 -19:49:55,397 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.002), (, -0.0007), (, -0.0025), (, -0.0005), (, -0.0003), (, -0.0034), (, -0.0005), (, -0.0008), (, -0.0015), (, -0.0008), (, -0.0005), (, -0.0007), (, -0.0019), (, -0.0014), (, -0.0007), (, -0.0024), (, -0.0025)] -19:49:55,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1077 0.1221 0.1154 0.1642 0.1549] probs=[0.2017 0.2012 0.1991 0.2025 0.1955] -19:49:57,446 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.0012157894736842102 std=0.0009571136202115503 min=-0.0034 max=0.0003 -19:49:57,446 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0019), (, -0.0025), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0007), (, -0.0001), (, -0.0008), (, -0.0034), (, -0.0008), (, -0.0025), (, -0.0), (, -0.0015), (, -0.0005), (, -0.0007), (, -0.0007), (, -0.0014), (, -0.0024), (, -0.002)] -19:49:58,35 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.0396 0.046 0.0622 0.0338] probs=[0.2023 0.203 0.2045 0.1956 0.1946] -19:49:59,438 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0015166666666666668 std=0.0018756480361612502 min=-0.0083 max=0.0003 -19:49:59,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0003), (, -0.0007), (, -0.0008), (, -0.0008), (, -0.0007), (, -0.0025), (, -0.0024), (, -0.0005), (, -0.0), (, -0.0083), (, -0.0014), (, -0.0008), (, -0.002), (, -0.0004), (, -0.0034), (, -0.0005), (, 0.0), (, -0.0004), (, -0.0015)] -19:50:00,5 root INFO ContextualMultiArmedBanditAgent - exp=[0.1024 0.0605 0.0669 0.094 0.0938] probs=[0.2007 0.1992 0.1996 0.2006 0.1999] -19:50:01,678 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0013772727272727272 std=0.0022785425601351203 min=-0.0083 max=0.0005 -19:50:01,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0004), (, -0.0012), (, -0.0014), (, -0.0005), (, 0.0005), (, -0.0083), (, 0.0003), (, -0.0004), (, -0.0008), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.002), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.0024), (, -0.0008), (, -0.0005), (, -0.0007), (, -0.0002)] -19:50:02,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1022 0.123 0.0584 0.0941 0.1362] probs=[0.2014 0.2025 0.2037 0.1928 0.1996] -19:50:03,868 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0011277777777777777 std=0.0018582565172630546 min=-0.0083 max=0.0002 -19:50:03,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.0005), (, -0.0004), (, 0.0002), (, 0.0002), (, -0.0008), (, -0.0003), (, -0.0008), (, -0.0008), (, -0.0024), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0012), (, -0.0083), (, -0.002)] -19:50:04,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.0541 0.0799 0.0058 0.0855] probs=[0.2086 0.2101 0.192 0.1958 0.1936] -19:50:05,840 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0012 std=0.0019567191929349497 min=-0.0083 max=0.0002 -19:50:05,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0024), (, -0.0008), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.002), (, -0.0012), (, -0.0008), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.0083), (, 0.0002), (, -0.0003), (, -0.0003)] -19:50:06,323 root INFO ContextualMultiArmedBanditAgent - exp=[0.0645 0.1341 0.1591 0.1648 0.1927] probs=[0.2039 0.1909 0.1991 0.2081 0.198 ] -19:50:07,960 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00115 std=0.0021390084485240217 min=-0.0083 max=0.0004 -19:50:07,961 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0003), (, -0.002), (, -0.0012), (, -0.0006), (, -0.0004), (, -0.0003), (, -0.0024), (, 0.0001), (, -0.0003), (, 0.0002), (, -0.0083), (, 0.0002), (, 0.0004)] -19:50:08,408 root INFO ContextualMultiArmedBanditAgent - exp=[0.1982 0.1627 0.306 0.134 0.2157] probs=[0.192 0.1921 0.2017 0.1989 0.2153] -19:50:09,886 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0010599999999999997 std=0.0020924626639440905 min=-0.0083 max=0.0004 -19:50:09,887 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0004), (, -0.0004), (, -0.0003), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.002), (, 0.0002), (, -0.0006), (, 0.0002), (, -0.0002), (, -0.0012), (, -0.0024), (, -0.0083)] -19:50:10,348 root INFO ContextualMultiArmedBanditAgent - exp=[0.2305 0.1987 0.2293 0.2998 0.1921] probs=[0.1992 0.2011 0.2029 0.2042 0.1926] -19:50:11,796 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0007062499999999998 std=0.0020172595116890635 min=-0.0083 max=0.0005 -19:50:11,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0012), (, 0.0004), (, 0.0005), (, -0.0003), (, 0.0002), (, 0.0001), (, 0.0001), (, -0.0004), (, -0.0083), (, 0.0001), (, -0.0002), (, -0.0003), (, 0.0001), (, -0.0006), (, -0.0003)] -19:50:12,266 root INFO ContextualMultiArmedBanditAgent - exp=[0.1931 0.2085 0.2382 0.2167 0.2502] probs=[0.1887 0.2069 0.2109 0.205 0.1884] -19:50:13,766 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-9.523809523809524e-05 std=0.002372757325194264 min=-0.0083 max=0.0061 -19:50:13,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0004), (, -0.0006), (, 0.0002), (, 0.0024), (, 0.0001), (, -0.0006), (, 0.0061), (, -0.0001), (, -0.0002), (, -0.0012), (, 0.0014), (, 0.0001), (, -0.0003), (, -0.0083), (, 0.0002), (, 0.0005), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0003)] -19:50:14,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.0828 0.1391 0.1677 0.1698 0.131 ] probs=[0.2015 0.203 0.1981 0.2008 0.1966] -19:50:16,3 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=27 avg=0.00048148148148148155 std=0.002759500362322329 min=-0.0083 max=0.0061 -19:50:16,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0007), (, -0.0012), (, 0.0002), (, 0.0024), (, 0.0037), (, 0.0002), (, 0.0), (, 0.0001), (, 0.0004), (, 0.0061), (, -0.0052), (, -0.0001), (, -0.0001), (, 0.0019), (, 0.0007), (, 0.0001), (, -0.0006), (, 0.003), (, -0.0006), (, -0.0083), (, -0.0003), (, -0.0003), (, 0.0028), (, 0.0001), (, 0.0018), (, 0.0056), (, 0.0005)] -19:50:16,784 root INFO ContextualMultiArmedBanditAgent - exp=[0.0811 0.1158 0.1203 0.1158 0.0983] probs=[0.2027 0.2011 0.2015 0.2015 0.1932] -19:50:18,325 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0001 std=0.0019336831267771381 min=-0.0083 max=0.0019 -19:50:18,325 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0005), (, -0.0001), (, 0.0018), (, 0.0019), (, 0.0001), (, 0.0007), (, 0.0007), (, -0.002), (, -0.0004), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0016), (, 0.0008), (, 0.0001), (, 0.0006), (, -0.0002), (, 0.0008), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0083), (, -0.0006)] -19:50:19,83 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.1352 0.1007 0.0742 0.1171] probs=[0.1946 0.2054 0.2023 0.2016 0.1961] -19:50:20,757 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0006533333333333333 std=0.0008163877074582205 min=-0.002 max=0.0002 -19:50:20,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0015), (, 0.0001), (, 0.0001), (, -0.0), (, -0.002), (, -0.0015), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0017), (, 0.0002), (, -0.0001), (, -0.0006), (, 0.0002), (, 0.0001)] -19:50:21,252 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.1103 0.0558 0.109 0.1191] probs=[0.1903 0.2031 0.1931 0.2101 0.2035] -19:50:22,700 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0006583333333333334 std=0.0010625898654806672 min=-0.002 max=0.0013 -19:50:22,700 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0001), (, -0.002), (, -0.0005), (, -0.0001), (, -0.0015), (, -0.0006), (, 0.0013), (, -0.0017), (, 0.001)] -19:50:23,115 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0139 -0.0003 0.0015 -0.001 ] probs=[0.1941 0.2091 0.2041 0.1949 0.1978] -19:50:24,467 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.00048125 std=0.0009862927747378058 min=-0.002 max=0.0013 -19:50:24,467 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.002), (, -0.0015), (, -0.0019), (, -0.0017), (, 0.001), (, -0.0001), (, 0.0008), (, -0.0001), (, -0.0001), (, 0.0013), (, -0.0006), (, -0.0015), (, -0.0005), (, -0.0), (, -0.0002)] -19:50:24,934 root INFO ContextualMultiArmedBanditAgent - exp=[0.0701 0.1511 0.1256 0.0538 0.115 ] probs=[0.2055 0.2058 0.1987 0.197 0.193 ] -19:50:26,705 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0006090909090909091 std=0.0009723023710895938 min=-0.002 max=0.0013 -19:50:26,706 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0017), (, -0.0), (, 0.001), (, 0.0008), (, -0.0001), (, -0.0011), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.002), (, -0.0001), (, -0.0015), (, -0.0005), (, 0.0013), (, -0.0019), (, -0.0001), (, -0.0018), (, -0.0019), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0019)] -19:50:27,434 root INFO ContextualMultiArmedBanditAgent - exp=[0.074 0.1393 0.1423 0.0906 0.0898] probs=[0.2018 0.1921 0.1999 0.1909 0.2153] -19:50:28,868 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.00036538461538461545 std=0.0010611830508708766 min=-0.002 max=0.0013 -19:50:28,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0011), (, 0.0005), (, 0.0013), (, -0.0001), (, -0.0001), (, 0.0013), (, -0.0019), (, -0.0006), (, -0.0018), (, 0.0008), (, -0.0001), (, -0.0), (, -0.0015), (, 0.0008), (, 0.0001), (, -0.002), (, -0.0002), (, -0.0001), (, -0.0017), (, 0.001), (, 0.0001), (, 0.0011), (, -0.0019), (, -0.0005), (, -0.0005), (, -0.0019)] -19:50:29,656 root INFO ContextualMultiArmedBanditAgent - exp=[0.1395 0.1183 0.1196 0.0629 0.1 ] probs=[0.1988 0.2062 0.1948 0.2014 0.1989] -19:50:31,289 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0004136363636363636 std=0.0011286739824580374 min=-0.002 max=0.0013 -19:50:31,289 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.002), (, -0.0017), (, 0.0008), (, -0.0005), (, 0.0013), (, -0.0018), (, 0.0005), (, -0.0019), (, 0.001), (, 0.0008), (, -0.0019), (, -0.0001), (, -0.0019), (, 0.0001), (, -0.0005), (, -0.0015), (, 0.0008), (, -0.0001), (, 0.0013), (, -0.0002), (, -0.0011)] -19:50:31,920 root INFO ContextualMultiArmedBanditAgent - exp=[0.1168 0.1492 0.2679 0.1398 0.2652] probs=[0.2095 0.1974 0.1989 0.2008 0.1933] -19:50:33,432 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0006600000000000001 std=0.0010594338110519223 min=-0.002 max=0.0013 -19:50:33,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0015), (, 0.0013), (, -0.0), (, -0.002), (, 0.0008), (, 0.0001), (, -0.0019), (, 0.0009), (, 0.0001), (, -0.0005), (, -0.0019), (, -0.0007), (, -0.0011), (, -0.0013), (, 0.0008), (, -0.0005), (, -0.0018), (, -0.0019), (, 0.0001), (, -0.0017)] -19:50:34,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0196 0.0105 0.0296 0.0053] probs=[0.1959 0.2033 0.1972 0.2026 0.201 ] -19:50:35,606 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0006130434782608697 std=0.0009812610997770815 min=-0.002 max=0.0009 -19:50:35,606 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0002), (, -0.0017), (, 0.0006), (, -0.0), (, 0.0002), (, -0.0019), (, 0.0006), (, -0.0005), (, -0.0019), (, -0.0013), (, -0.0002), (, 0.0001), (, -0.0019), (, 0.0009), (, -0.0015), (, -0.002), (, 0.0001), (, -0.0018), (, -0.0007), (, -0.0008), (, -0.0013), (, 0.0009), (, 0.0003)] -19:50:36,333 root INFO ContextualMultiArmedBanditAgent - exp=[0.1062 0.1101 0.1035 0.1073 0.1032] probs=[0.1995 0.2098 0.1933 0.1948 0.2026] -19:50:37,916 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=18 avg=-0.0006777777777777777 std=0.0009372273266013935 min=-0.002 max=0.0009 -19:50:37,916 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.002), (, -0.0002), (, 0.0003), (, -0.0005), (, -0.0), (, -0.0019), (, -0.0005), (, -0.0), (, -0.0019), (, 0.0002), (, 0.0006), (, -0.0018), (, -0.0013), (, 0.0009), (, 0.0001), (, -0.0007), (, -0.0013), (, -0.0), (, -0.0), (, -0.0019), (, 0.0002)] -19:50:38,533 root INFO ContextualMultiArmedBanditAgent - exp=[0.0756 0.0871 0.0686 0.0387 0.1017] probs=[0.2021 0.1985 0.2014 0.2016 0.1963] -19:50:40,153 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0006800000000000002 std=0.0006431174076325411 min=-0.002 max=0.0001 -19:50:40,153 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0001), (, -0.0013), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.001), (, -0.0), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0003), (, -0.0), (, -0.002), (, -0.0018), (, -0.0013), (, -0.0005), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0002)] -19:50:40,830 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1237 0.1335 0.0585 0.078 ] probs=[0.195 0.2031 0.2 0.2006 0.2013] -19:50:42,374 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.0005133333333333333 std=0.0006661998365522332 min=-0.002 max=0.0003 -19:50:42,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0002), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0018), (, 0.0003), (, 0.0001), (, 0.0001), (, -0.0005), (, -0.001), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0), (, -0.0), (, -0.002)] -19:50:42,866 root INFO ContextualMultiArmedBanditAgent - exp=[0.1794 0.1481 0.1887 0.1499 0.1345] probs=[0.1965 0.2016 0.2048 0.1954 0.2017] -19:50:44,327 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=15 avg=-0.00037333333333333326 std=0.0005847696602556905 min=-0.002 max=0.0001 -19:50:44,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.002), (, 0.0001), (, 0.0001), (, -0.0006), (, 0.0001), (, -0.0005), (, -0.0005), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0), (, -0.001)] -19:50:44,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1243 0.1171 0.1262 0.2229 0.1349] probs=[0.2038 0.1934 0.1949 0.1958 0.2122] -19:50:46,229 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=6 avg=-0.00046666666666666666 std=0.0004496912521077347 min=-0.001 max=0.0001 -19:50:46,229 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0001), (, 0.0001), (, -0.0), (, -0.0), (, -0.0005), (, -0.0005), (, -0.001)] -19:50:46,474 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0138 -0.0003 0.0006 -0.001 ] probs=[0.199 0.2024 0.1995 0.1997 0.1994] -19:50:47,750 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=4 avg=-0.0006000000000000001 std=0.0004527692569068709 min=-0.001 max=0.0001 -19:50:47,750 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0005), (, -0.001), (, 0.0001), (, -0.0), (, -0.0)] -19:50:47,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.333 0.3359 0.156 0.4793 0.4074] probs=[0.1785 0.2289 0.2036 0.1942 0.1948] -19:50:49,233 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=3 avg=-0.0008333333333333334 std=0.00023570226039551585 min=-0.001 max=-0.0005 -19:50:49,233 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0), (, -0.001), (, -0.0), (, -0.0005)] -19:50:49,399 root INFO ContextualMultiArmedBanditAgent - exp=[0.1455 0.012 0.1032 0.1105 0.0302] probs=[0.1884 0.1988 0.2071 0.2014 0.2044] -19:50:50,624 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=5 avg=-0.0006200000000000001 std=0.0004955804677345547 min=-0.001 max=0.0003 -19:50:50,625 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0009), (, -0.0005), (, -0.0), (, -0.001), (, 0.0003), (, -0.0)] -19:50:50,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.0481 0.108 0.0884 0.0463 0.0688] probs=[0.199 0.2024 0.1995 0.1997 0.1994] -19:50:52,152 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=7 avg=-0.0003857142857142857 std=0.0006243363823832045 min=-0.001 max=0.0004 -19:50:52,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, 0.0003), (, -0.0009), (, -0.001), (, -0.0), (, -0.0), (, 0.0003), (, 0.0004)] -19:50:52,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.0276 0.1603 0.1001 0.1697 0.0734] probs=[0.199 0.2024 0.1995 0.1997 0.1994] -19:50:54,20 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.0002875 std=0.0006392133837772798 min=-0.001 max=0.0004 -19:50:54,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, -0.0009), (, 0.0004), (, 0.0003), (, -0.0), (, 0.0004), (, -0.001), (, -0.0009), (, -0.0)] -19:50:54,316 root INFO ContextualMultiArmedBanditAgent - exp=[0.125 0.1372 0.0716 0.1138 0.1026] probs=[0.2005 0.2045 0.1941 0.2015 0.1995] -19:50:55,829 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0003222222222222222 std=0.0006106058517348482 min=-0.001 max=0.0004 -19:50:55,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0003), (, -0.0009), (, 0.0004), (, -0.001), (, -0.0009), (, 0.0003), (, 0.0004), (, -0.0006)] -19:50:56,89 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0138 -0.0003 0.0006 -0.001 ] probs=[0.2007 0.2066 0.1995 0.197 0.1962] -19:50:57,395 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0003909090909090909 std=0.0005567022142689041 min=-0.001 max=0.0005 -19:50:57,396 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0006), (, 0.0005), (, -0.0009), (, -0.0006), (, -0.0009), (, 0.0004), (, -0.001), (, 0.0004), (, -0.0001), (, -0.0006)] -19:50:57,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0324 0.0785 0.0174 0.1598 0.1097] probs=[0.199 0.2024 0.1995 0.1997 0.1994] -19:50:59,282 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00035 std=0.00047622023716523663 min=-0.0009 max=0.0005 -19:50:59,282 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0005), (, 0.0004), (, -0.0006), (, -0.0006), (, 0.0004), (, -0.0006), (, -0.0002), (, -0.0006), (, -0.0001), (, -0.0006)] -19:50:59,753 root INFO ContextualMultiArmedBanditAgent - exp=[0.1442 0.096 0.1731 0.0998 0.0473] probs=[0.1988 0.198 0.2033 0.2064 0.1934] -19:51:01,230 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0003466666666666666 std=0.00044701478971307225 min=-0.0009 max=0.0005 -19:51:01,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0009), (, 0.0005), (, -0.0002), (, -0.0006), (, 0.0004), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0009), (, -0.0001)] -19:51:01,654 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.1207 0.1178 0.1085 0.0852] probs=[0.203 0.2027 0.1975 0.1998 0.197 ] -19:51:03,252 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0003611111111111111 std=0.0004244458987758679 min=-0.0009 max=0.0005 -19:51:03,252 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0009), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0006), (, -0.0009), (, 0.0003), (, -0.0007), (, 0.0004), (, -0.0006), (, -0.0006), (, 0.0005), (, -0.0001), (, -0.0002), (, -0.0006)] -19:51:03,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.097 0.0328 0.0299 0.0779 0.1002] probs=[0.1962 0.2095 0.1989 0.1953 0.2 ] -19:51:05,421 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0006083333333333332 std=0.00017539637649874323 min=-0.0009 max=-0.0001 -19:51:05,421 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0006), (, -0.0007), (, -0.0006), (, -0.0007)] -19:51:05,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.0027 0.0365 0.0299 0.0708 0.0514] probs=[0.2003 0.1909 0.2099 0.1972 0.2018] -19:51:07,166 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0006666666666666665 std=9.428090415820635e-05 min=-0.0009 max=-0.0006 -19:51:07,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0007), (, -0.0009)] -19:51:07,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.1546 0.0176 0.1649 0.0615 0.1596] probs=[0.1936 0.2154 0.2111 0.1852 0.1948] -19:51:08,664 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.000675 std=9.682458365518544e-05 min=-0.0009 max=-0.0006 -19:51:08,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0007), (, -0.0007), (, -0.0006), (, -0.0009), (, -0.0006), (, -0.0006), (, -0.0006)] -19:51:08,905 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.2068 0.1701 0.1559 0.0952] probs=[0.2054 0.1983 0.1973 0.194 0.2049] -19:51:11,132 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:51:11,133 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.2169066666666666 std=0.33050297520933486 min=-0.091 max=1.2017 -19:51:11,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0814), (, 0.5349), (, 0.16), (, -0.0051), (, 0.1339), (, 0.1239), (, -0.0339), (, 1.2017), (, 0.2704), (, -0.091), (, 0.0378), (, 0.6505), (, 0.1119), (, 0.1239), (, 0.1161)] -19:51:11,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.1424 0.2449 0.1041 0.1847 0.2153] probs=[0.1845 0.2032 0.1997 0.2053 0.2072] -19:51:12,962 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.059653846153846155 std=0.10844320466978671 min=-0.091 max=0.2704 -19:51:12,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0814), (, 0.2704), (, 0.0378), (, -0.0051), (, 0.1239), (, -0.091), (, 0.1339), (, 0.1119), (, 0.1161), (, 0.1239), (, -0.0339), (, 0.16)] -19:51:13,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.129 0.1478 0.1545 0.1025 0.1023] probs=[0.1887 0.2174 0.1956 0.1993 0.199 ] -19:51:14,563 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=0.042091666666666666 std=0.0934362390290239 min=-0.091 max=0.16 -19:51:14,563 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0051), (, 0.0378), (, 0.16), (, -0.091), (, 0.1161), (, 0.1339), (, -0.0339), (, 0.1239), (, 0.1119), (, -0.0814), (, 0.1239)] -19:51:14,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.0736 0.1291 0.0701 0.1362 0.0726] probs=[0.1856 0.2127 0.2075 0.1937 0.2005] -19:51:16,333 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.074325 std=0.0236661546306112 min=-0.091 max=-0.0339 -19:51:16,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0339), (, -0.0814), (, -0.091)] -19:51:16,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.2695 0.1168 0.3019 0.195 0.1417] probs=[0.195 0.2094 0.1974 0.2019 0.1962] -19:51:17,684 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.0389 std=0.057043784353190775 min=-0.091 max=0.0653 -19:51:17,684 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.091), (, -0.0014), (, 0.0653), (, -0.0814), (, -0.0339)] -19:51:17,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.256 0.3213 0.1459 0.1762 0.3728] probs=[0.2053 0.2065 0.1887 0.1914 0.2081] -19:51:19,181 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04182 std=0.038250563394543614 min=-0.091 max=-0.0014 -19:51:19,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0814), (, -0.0339), (, -0.0014), (, -0.091)] -19:51:19,306 root INFO ContextualMultiArmedBanditAgent - exp=[-0.008 0.0417 0.0006 0.0145 -0.0032] probs=[0.2114 0.2197 0.2007 0.1844 0.1837] -19:51:20,460 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.05793333333333334 std=0.04016676348536049 min=-0.091 max=-0.0014 -19:51:20,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.091), (, -0.0814)] -19:51:20,666 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0086 0.046 0.0007 0.016 -0.0035] probs=[0.1838 0.2317 0.1804 0.2147 0.1893] -19:51:22,425 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0462 std=0.0448 min=-0.091 max=-0.0014 -19:51:22,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.091), (, -0.0014)] -19:51:22,488 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0371 0.0005 0.0122 -0.0029] probs=[0.233 0.2315 0.1854 0.1838 0.1663] -19:51:23,892 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.008433333333333333 std=0.009595253456208902 min=-0.022 max=-0.0014 -19:51:23,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0019), (, -0.022)] -19:51:24,12 root INFO ContextualMultiArmedBanditAgent - exp=[0.2575 0.1605 0.1425 0.0663 0.0189] probs=[0.199 0.2024 0.1995 0.1997 0.1994] -19:51:25,475 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.005528571428571429 std=0.014650374377051089 min=-0.022 max=0.0232 -19:51:25,475 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.022), (, -0.0019), (, -0.0143), (, -0.0014), (, 0.0232), (, -0.0003)] -19:51:25,714 root INFO ContextualMultiArmedBanditAgent - exp=[0.2024 0.1927 0.2207 0.0721 0.0126] probs=[0.2059 0.2008 0.1904 0.1879 0.2149] -19:51:27,150 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00852 std=0.013114404294515249 min=-0.022 max=0.0232 -19:51:27,151 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.0143), (, -0.0014), (, -0.0003), (, -0.0143), (, 0.0232), (, -0.0143), (, -0.0019), (, -0.022), (, -0.0179)] -19:51:27,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.18 0.1863 0.1909 0.1509 0.0745] probs=[0.1917 0.2103 0.1918 0.2079 0.1982] -19:51:29,130 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00848125 std=0.012622708641076208 min=-0.022 max=0.0232 -19:51:29,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.022), (, -0.0014), (, -0.0143), (, -0.022), (, -0.0179), (, 0.0143), (, -0.0004), (, -0.0143), (, 0.0232), (, -0.0003), (, -0.0179), (, -0.0019), (, -0.0143), (, -0.0179), (, -0.0143), (, -0.0143)] -19:51:29,538 root INFO ContextualMultiArmedBanditAgent - exp=[0.0291 0.0201 0.0019 0.0091 0.0477] probs=[0.2023 0.192 0.1955 0.2054 0.2047] -19:51:31,114 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.006816 std=0.010154434696230017 min=-0.022 max=0.0232 -19:51:31,115 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0143), (, -0.0014), (, -0.0179), (, -0.0013), (, -0.0004), (, -0.0041), (, -0.0179), (, -0.0033), (, -0.019), (, -0.0002), (, -0.0143), (, -0.0004), (, -0.0143), (, -0.0143), (, -0.0019), (, -0.0179), (, -0.0143), (, 0.0232), (, 0.0016), (, -0.0143), (, -0.022), (, 0.0), (, -0.0068), (, -0.0031), (, 0.0086)] -19:51:31,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0766 0.0958 0.0485 0.0638 0.0465] probs=[0.1942 0.1971 0.1977 0.2052 0.2058] -19:51:33,498 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=31 avg=-0.006680645161290324 std=0.009627293839939712 min=-0.022 max=0.015 -19:51:33,498 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0086), (, -0.0013), (, -0.0), (, 0.0016), (, 0.015), (, -0.0179), (, -0.0179), (, -0.0179), (, -0.0033), (, -0.0011), (, -0.0004), (, -0.0143), (, 0.0028), (, -0.019), (, -0.0004), (, 0.0062), (, 0.0008), (, 0.0), (, -0.0143), (, -0.0005), (, -0.0143), (, -0.0143), (, 0.0021), (, -0.0143), (, -0.0068), (, -0.0143), (, 0.0021), (, -0.0), (, -0.0166), (, -0.0179), (, -0.0019), (, -0.0143), (, -0.022)] -19:51:34,314 root INFO ContextualMultiArmedBanditAgent - exp=[0.1246 0.1968 0.1161 0.1226 0.117 ] probs=[0.2017 0.2035 0.1985 0.1971 0.1993] -19:51:36,42 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=35 avg=-0.004211428571428572 std=0.008603978197108971 min=-0.022 max=0.0086 -19:51:36,43 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0062), (, -0.0033), (, 0.0008), (, 0.0021), (, -0.0179), (, 0.003), (, -0.0004), (, -0.0179), (, -0.0), (, 0.0086), (, 0.0021), (, -0.0047), (, 0.0062), (, -0.0003), (, -0.0011), (, 0.0015), (, -0.0011), (, -0.0013), (, -0.0005), (, 0.0004), (, -0.0166), (, -0.0004), (, 0.0021), (, -0.019), (, -0.0143), (, 0.0016), (, 0.0021), (, 0.0022), (, -0.0004), (, -0.0033), (, -0.0179), (, -0.0068), (, -0.0179), (, -0.0179), (, 0.0), (, -0.022)] -19:51:36,935 root INFO ContextualMultiArmedBanditAgent - exp=[0.0571 0.0992 0.058 0.0798 0.1068] probs=[0.2003 0.207 0.1974 0.1957 0.1996] -19:51:38,836 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=35 avg=-0.0024342857142857144 std=0.007201941914993398 min=-0.022 max=0.0077 -19:51:38,836 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0179), (, -0.0005), (, 0.0077), (, -0.0179), (, 0.0021), (, 0.0007), (, 0.0021), (, 0.0008), (, 0.0013), (, -0.022), (, 0.0021), (, 0.0013), (, -0.0004), (, 0.0015), (, 0.0018), (, 0.0062), (, -0.0003), (, -0.0004), (, -0.0021), (, -0.0068), (, -0.0005), (, -0.0073), (, -0.0179), (, 0.0008), (, 0.0014), (, 0.0016), (, -0.0), (, -0.0013), (, -0.0), (, -0.0011), (, -0.0041), (, 0.0004), (, -0.0179), (, -0.0003), (, 0.0014), (, 0.0016)] -19:51:39,816 root INFO ContextualMultiArmedBanditAgent - exp=[0.1176 0.1148 0.1137 0.1261 0.1372] probs=[0.1966 0.2025 0.1996 0.2052 0.1961] -19:51:41,734 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.0014468749999999998 std=0.004671923076675706 min=-0.022 max=0.0021 -19:51:41,734 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0077), (, 0.0013), (, 0.0016), (, -0.0), (, -0.0), (, 0.0004), (, -0.0024), (, -0.0005), (, 0.0008), (, -0.0009), (, -0.0013), (, 0.0021), (, 0.0018), (, -0.0004), (, -0.0), (, 0.0002), (, 0.0014), (, -0.0064), (, -0.0021), (, 0.0016), (, -0.0001), (, -0.0041), (, -0.001), (, 0.0021), (, 0.0015), (, -0.022), (, -0.0004), (, 0.0016), (, -0.0011), (, 0.0007), (, -0.0107), (, -0.0004), (, 0.0013), (, -0.0021)] -19:51:42,651 root INFO ContextualMultiArmedBanditAgent - exp=[0.0643 0.0905 0.1035 0.0767 0.0498] probs=[0.191 0.2019 0.2006 0.2037 0.2028] -19:51:44,681 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00246 std=0.0047542682577518345 min=-0.022 max=0.0014 -19:51:44,682 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0107), (, -0.022), (, -0.0004), (, -0.0008), (, 0.0004), (, -0.0004), (, -0.001), (, 0.0002), (, -0.0005), (, -0.0013), (, 0.0004), (, -0.0007), (, 0.0), (, -0.0029), (, -0.0004), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0), (, -0.0021), (, -0.0077), (, 0.0014), (, -0.0041), (, -0.0107), (, 0.0014), (, -0.0011), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0064), (, -0.0021), (, 0.0007), (, -0.0005), (, -0.0002)] -19:51:45,625 root INFO ContextualMultiArmedBanditAgent - exp=[0.2111 0.1685 0.1446 0.1863 0.1314] probs=[0.1958 0.2084 0.1959 0.2028 0.1972] -19:51:47,648 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=38 avg=-0.0021842105263157894 std=0.003228208425719937 min=-0.0107 max=0.0014 -19:51:47,648 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0107), (, 0.0014), (, -0.0002), (, -0.0069), (, -0.0003), (, -0.0087), (, -0.0004), (, 0.0007), (, -0.0005), (, -0.0107), (, -0.0006), (, -0.0007), (, -0.0021), (, 0.0002), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0005), (, -0.0028), (, -0.0005), (, -0.0029), (, -0.0005), (, -0.0064), (, -0.0011), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, -0.0009), (, -0.0084), (, -0.0045), (, 0.0005), (, -0.0007), (, -0.0002), (, -0.0013), (, -0.0002), (, -0.0008), (, -0.0), (, -0.0077), (, -0.0), (, -0.0009)] -19:51:48,835 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0808 0.0483 0.0944 0.0585] probs=[0.2003 0.2034 0.199 0.2003 0.197 ] -19:51:50,548 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=41 avg=-0.0019073170731707316 std=0.003358236343453062 min=-0.0107 max=0.0028 -19:51:50,548 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0084), (, -0.0005), (, -0.0022), (, -0.0069), (, -0.0045), (, -0.0006), (, -0.0), (, -0.0008), (, -0.0021), (, -0.0011), (, -0.0), (, -0.0084), (, 0.0), (, -0.0009), (, -0.0081), (, -0.0007), (, -0.0009), (, -0.0013), (, 0.0009), (, -0.0011), (, 0.0008), (, -0.0107), (, -0.0006), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0087), (, 0.001), (, 0.0014), (, -0.0028), (, -0.0005), (, -0.0002), (, -0.0007), (, 0.0002), (, 0.0028), (, -0.0005), (, -0.0064), (, 0.0014), (, -0.0012), (, 0.0019), (, -0.0002), (, 0.0005), (, 0.0007), (, -0.0077)] -19:51:51,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0647 0.0877 0.1025 0.0992 0.0475] probs=[0.1941 0.2058 0.2008 0.202 0.1973] -19:51:53,568 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.002105714285714286 std=0.0034476445671247045 min=-0.0107 max=0.0022 -19:51:53,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0084), (, -0.0012), (, 0.0), (, 0.0), (, -0.0013), (, 0.0014), (, -0.0), (, 0.0019), (, -0.0011), (, 0.0008), (, 0.0003), (, -0.0028), (, -0.0002), (, -0.0011), (, -0.0007), (, -0.0069), (, -0.0009), (, -0.0), (, -0.0087), (, -0.0003), (, -0.0022), (, -0.0081), (, -0.0011), (, -0.0006), (, 0.001), (, 0.0022), (, 0.0005), (, -0.0021), (, -0.0007), (, 0.0018), (, -0.0064), (, 0.0), (, -0.005), (, 0.0015), (, -0.0009), (, -0.0005), (, -0.0107), (, -0.0045), (, -0.0006), (, -0.0)] -19:51:54,720 root INFO ContextualMultiArmedBanditAgent - exp=[0.0675 0.1355 0.0815 0.0815 0.1137] probs=[0.1915 0.2049 0.2027 0.2079 0.1929] -19:51:56,664 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=38 avg=-0.0018921052631578948 std=0.003427472720836384 min=-0.0107 max=0.0022 -19:51:56,665 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, 0.0015), (, -0.0029), (, 0.0015), (, -0.0017), (, 0.0014), (, 0.0008), (, 0.0012), (, -0.0), (, -0.0009), (, -0.0007), (, -0.0084), (, 0.0003), (, -0.0015), (, -0.0012), (, -0.0028), (, -0.0006), (, -0.0007), (, -0.0009), (, -0.0045), (, -0.0087), (, -0.0), (, -0.0081), (, -0.0064), (, -0.0022), (, -0.0011), (, -0.0107), (, -0.0), (, -0.0003), (, -0.0069), (, 0.0), (, 0.0), (, -0.0016), (, 0.0002), (, 0.001), (, 0.0007), (, -0.0002), (, -0.005), (, -0.0), (, 0.0019), (, 0.0022), (, 0.0018), (, 0.0002), (, -0.0005)] -19:51:57,847 root INFO ContextualMultiArmedBanditAgent - exp=[0.0941 0.0917 0.0886 0.0993 0.07 ] probs=[0.2011 0.2108 0.1973 0.1938 0.197 ] -19:51:59,677 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=33 avg=-0.0022272727272727266 std=0.003555045303148472 min=-0.0107 max=0.0019 -19:51:59,678 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0107), (, -0.0002), (, -0.0), (, -0.0), (, 0.0018), (, 0.001), (, -0.0084), (, -0.0), (, 0.0016), (, -0.0), (, -0.0007), (, -0.0015), (, -0.0069), (, 0.0005), (, -0.0006), (, -0.0009), (, -0.0023), (, -0.0), (, -0.0016), (, -0.0), (, 0.0014), (, 0.0015), (, 0.0007), (, 0.0), (, -0.0012), (, -0.0081), (, 0.0002), (, -0.0029), (, -0.0043), (, -0.0081), (, -0.0001), (, 0.0), (, -0.0), (, -0.0009), (, -0.0015), (, -0.0022), (, -0.0011), (, 0.0019), (, -0.0033), (, -0.0087), (, 0.0002)] -19:52:00,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1379 0.1064 0.1044 0.0649] probs=[0.1948 0.1999 0.2075 0.1939 0.204 ] -19:52:02,639 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=30 avg=-0.0027399999999999994 std=0.0034092618947019404 min=-0.0107 max=0.0015 -19:52:02,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0), (, -0.0001), (, -0.0), (, -0.0029), (, 0.0), (, -0.0107), (, -0.0009), (, -0.0015), (, -0.0081), (, -0.0015), (, -0.0), (, 0.0015), (, -0.0011), (, -0.0002), (, -0.0015), (, 0.0003), (, -0.0016), (, -0.0087), (, 0.0001), (, -0.0033), (, -0.0), (, -0.0011), (, 0.0007), (, -0.0022), (, -0.0012), (, -0.0081), (, -0.0069), (, -0.0011), (, 0.0007), (, -0.0), (, 0.0), (, -0.0084), (, 0.0), (, -0.0), (, 0.0012), (, -0.0043), (, -0.0009), (, -0.0), (, -0.0023)] -19:52:03,760 root INFO ContextualMultiArmedBanditAgent - exp=[0.0786 0.1189 0.1092 0.0926 0.0561] probs=[0.2017 0.2015 0.1995 0.1989 0.1984] -19:52:05,641 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=26 avg=-0.002665384615384614 std=0.0034583168769362032 min=-0.0107 max=0.0009 -19:52:05,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.0), (, -0.0), (, -0.0015), (, 0.0007), (, 0.0009), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0011), (, -0.0033), (, -0.0107), (, -0.0), (, -0.0), (, -0.0006), (, -0.0014), (, -0.0087), (, -0.0), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0084), (, -0.0029), (, 0.0), (, 0.0), (, -0.0081), (, -0.0009), (, -0.0), (, -0.0022), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0015), (, -0.0), (, -0.0001), (, -0.0081), (, -0.0008), (, 0.0002)] -19:52:06,902 root INFO ContextualMultiArmedBanditAgent - exp=[0.1305 0.1052 0.1164 0.1466 0.0836] probs=[0.2017 0.2015 0.2035 0.1948 0.1985] -19:52:08,740 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=27 avg=-0.002085185185185185 std=0.002991185037517641 min=-0.0107 max=0.0007 -19:52:08,740 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0002), (, -0.0084), (, -0.0009), (, 0.0), (, -0.0), (, 0.0), (, -0.0029), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0015), (, -0.0008), (, -0.0009), (, -0.0), (, 0.0), (, -0.0), (, 0.0007), (, -0.0033), (, -0.0001), (, -0.0), (, -0.0), (, -0.0009), (, -0.0081), (, -0.0015), (, 0.0), (, -0.0012), (, -0.0012), (, -0.0), (, -0.0001), (, -0.0022), (, -0.0081), (, 0.0002), (, -0.0), (, -0.0107), (, -0.0006), (, -0.0), (, 0.0005), (, -0.0022), (, 0.0), (, -0.0), (, 0.0001)] -19:52:10,77 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.1112 0.1512 0.1103 0.1205] probs=[0.1971 0.2057 0.198 0.2032 0.1959] -19:52:11,881 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.001419354838709677 std=0.0019398069998507932 min=-0.0081 max=0.0007 -19:52:11,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0002), (, -0.0081), (, -0.001), (, 0.0), (, -0.0015), (, 0.0001), (, -0.0002), (, -0.0007), (, -0.0012), (, -0.0), (, -0.0006), (, -0.0015), (, -0.0001), (, -0.0013), (, -0.0081), (, -0.0001), (, -0.0018), (, -0.0029), (, -0.0009), (, -0.0017), (, -0.0), (, -0.0022), (, 0.0), (, 0.0002), (, 0.0), (, -0.0006), (, -0.0013), (, 0.0007), (, -0.0009), (, -0.0023), (, -0.0009), (, -0.0022), (, 0.0005), (, -0.0012), (, -0.0008), (, -0.0)] -19:52:12,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.116 0.0853 0.0834 0.0983 0.1293] probs=[0.1973 0.2 0.2036 0.1956 0.2036] -19:52:14,669 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.001161764705882353 std=0.002900001491468415 min=-0.0081 max=0.0092 -19:52:14,670 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0092), (, -0.0017), (, -0.0012), (, -0.0009), (, 0.0), (, -0.0012), (, -0.001), (, -0.0018), (, -0.0002), (, -0.0013), (, -0.0001), (, 0.0012), (, -0.0023), (, -0.0008), (, -0.0017), (, -0.0015), (, 0.0), (, 0.0001), (, 0.0), (, -0.0011), (, 0.0024), (, -0.0081), (, -0.0), (, -0.0017), (, -0.0009), (, 0.0007), (, -0.0017), (, -0.0002), (, -0.0081), (, -0.0013), (, -0.0009), (, -0.0022), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0081), (, -0.0006), (, -0.0012)] -19:52:15,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0528 0.145 0.1238 0.0931 0.0732] probs=[0.1929 0.2075 0.2012 0.1997 0.1988] -19:52:17,524 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0012515151515151515 std=0.002361576413936534 min=-0.0081 max=0.0022 -19:52:17,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0081), (, -0.0002), (, -0.0023), (, -0.0006), (, -0.001), (, -0.0018), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0012), (, -0.0012), (, -0.0006), (, -0.0081), (, 0.0012), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, -0.0081), (, 0.0005), (, 0.0), (, -0.0007), (, -0.0017), (, -0.0009), (, -0.0001), (, 0.0007), (, 0.0001), (, -0.0012), (, -0.001), (, 0.0009), (, 0.0022), (, 0.0), (, -0.0017), (, -0.0011), (, -0.0022), (, -0.0)] -19:52:18,609 root INFO ContextualMultiArmedBanditAgent - exp=[0.0801 0.1562 0.0813 0.1171 0.1087] probs=[0.2032 0.2038 0.1937 0.2016 0.1976] -19:52:20,405 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0011300000000000001 std=0.002630608294672546 min=-0.0081 max=0.0037 -19:52:20,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0081), (, -0.0018), (, 0.0), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0006), (, -0.0001), (, -0.0022), (, -0.0081), (, -0.0012), (, -0.0002), (, -0.0012), (, 0.0005), (, 0.0037), (, -0.0019), (, 0.0), (, 0.0001), (, -0.0), (, -0.0012), (, -0.0081), (, -0.0023), (, 0.0009), (, -0.0011), (, -0.0008), (, 0.0022), (, -0.0003), (, -0.001), (, -0.0006), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0007), (, 0.0017), (, 0.0002)] -19:52:21,632 root INFO ContextualMultiArmedBanditAgent - exp=[0.1308 0.1487 0.205 0.0881 0.1309] probs=[0.1987 0.2016 0.1945 0.2097 0.1955] -19:52:23,542 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0012033333333333334 std=0.002486561659981286 min=-0.0081 max=0.0031 -19:52:23,543 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0031), (, -0.0), (, -0.0008), (, -0.0), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0008), (, -0.0019), (, -0.001), (, -0.0007), (, -0.0019), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0019), (, -0.0012), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0081), (, -0.0081), (, -0.0081), (, -0.0012), (, 0.0005), (, 0.0003), (, -0.001), (, 0.0001), (, 0.0009), (, -0.0012), (, -0.0005), (, 0.0005)] -19:52:24,801 root INFO ContextualMultiArmedBanditAgent - exp=[0.0776 0.1205 0.0802 0.1323 0.0815] probs=[0.2001 0.2059 0.1939 0.2055 0.1946] -19:52:26,733 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0007068965517241378 std=0.0023381293782206436 min=-0.0081 max=0.0036 -19:52:26,733 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.001), (, 0.0), (, -0.0006), (, -0.0012), (, -0.0007), (, -0.0081), (, -0.0), (, -0.0), (, -0.0006), (, -0.0), (, 0.0036), (, -0.0081), (, -0.0019), (, -0.0012), (, 0.0002), (, -0.001), (, 0.0003), (, -0.0012), (, -0.0008), (, 0.0009), (, -0.0019), (, -0.0005), (, 0.0005), (, 0.0001), (, 0.0031), (, 0.0005), (, 0.0), (, 0.0), (, -0.0006), (, 0.0), (, 0.0005), (, 0.0003), (, 0.0004), (, -0.0008), (, 0.0001)] -19:52:27,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.137 0.1217 0.1507 0.1387 0.1723] probs=[0.2051 0.1985 0.2025 0.1963 0.1975] -19:52:29,708 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0007692307692307691 std=0.0028554629465383113 min=-0.0083 max=0.0025 -19:52:29,708 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0005), (, -0.0006), (, 0.0017), (, 0.0), (, -0.0), (, -0.0012), (, 0.0005), (, 0.0003), (, -0.0), (, -0.0008), (, -0.0), (, -0.0081), (, -0.0007), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0083), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0081), (, 0.0), (, 0.0025), (, 0.0016), (, -0.0006), (, 0.0005), (, 0.0008), (, 0.0), (, 0.0019), (, 0.0002), (, 0.0011), (, 0.0), (, 0.0), (, 0.0004), (, 0.0011), (, -0.0)] -19:52:30,805 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1096 0.0801 0.0597 0.0827] probs=[0.197 0.205 0.199 0.2053 0.1937] -19:52:32,716 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=19 avg=-0.002121052631578947 std=0.003336651165050059 min=-0.0083 max=0.0011 -19:52:32,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0011), (, 0.0008), (, 0.0004), (, -0.0008), (, -0.0005), (, 0.0), (, 0.0002), (, 0.0011), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, -0.0083), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0081), (, -0.0008), (, -0.0006), (, -0.0043), (, 0.0), (, 0.0006), (, -0.0), (, -0.0012), (, -0.0), (, -0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0), (, -0.0081), (, 0.0), (, -0.0012)] -19:52:33,736 root INFO ContextualMultiArmedBanditAgent - exp=[0.1306 0.0971 0.1144 0.0654 0.0685] probs=[0.2 0.2029 0.2017 0.1939 0.2015] -19:52:35,502 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=19 avg=-0.0014210526315789475 std=0.0025885535378435865 min=-0.0083 max=0.0011 -19:52:35,503 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0008), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0008), (, 0.0), (, 0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0043), (, 0.0), (, -0.0), (, 0.0), (, 0.0004), (, -0.0006), (, 0.0), (, -0.0083), (, 0.0007), (, -0.0011), (, 0.0), (, -0.0), (, 0.0), (, -0.0008), (, -0.0006), (, -0.0012), (, -0.0006), (, -0.0004), (, -0.0005), (, 0.0011)] -19:52:36,484 root INFO ContextualMultiArmedBanditAgent - exp=[0.0543 0.0654 0.0658 0.0617 0.1137] probs=[0.2024 0.2029 0.2005 0.1988 0.1953] -19:52:38,264 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=20 avg=-0.0014999999999999998 std=0.0024390571949013413 min=-0.0083 max=0.0004 -19:52:38,265 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0083), (, -0.0012), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0043), (, 0.0004), (, 0.0), (, 0.0001), (, 0.0001), (, -0.0008), (, -0.0008), (, -0.0012), (, -0.0006), (, 0.0), (, -0.0006), (, -0.0)] -19:52:39,245 root INFO ContextualMultiArmedBanditAgent - exp=[0.0891 0.1221 0.0889 0.1044 0.0631] probs=[0.206 0.2004 0.1971 0.2014 0.1951] -19:52:40,905 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.001156 std=0.0023299922746653047 min=-0.0083 max=0.0014 -19:52:40,906 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0043), (, -0.0005), (, -0.0007), (, -0.0004), (, -0.0008), (, -0.0008), (, -0.0002), (, -0.0083), (, -0.0), (, -0.0), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0014), (, -0.0008), (, -0.0012), (, -0.0009), (, 0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0), (, 0.0014), (, -0.0), (, 0.0001), (, -0.0006), (, 0.0001), (, 0.0004), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0012), (, -0.0006)] -19:52:41,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.0493 0.0777 0.0776 0.092 ] probs=[0.2036 0.2057 0.1948 0.1949 0.201 ] -19:52:43,522 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.000684 std=0.0019207665136606272 min=-0.0083 max=0.0014 -19:52:43,523 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0006), (, -0.0008), (, 0.0014), (, -0.0004), (, -0.0002), (, 0.0005), (, 0.0001), (, 0.0002), (, 0.0005), (, 0.0), (, -0.0014), (, 0.0014), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0), (, -0.0009), (, -0.0012), (, -0.0), (, -0.0), (, 0.0), (, -0.0083), (, -0.0006), (, -0.0), (, -0.0012), (, -0.0), (, 0.0005), (, 0.0014), (, -0.0012), (, -0.0008), (, -0.0004), (, -0.0043), (, -0.0), (, -0.0005), (, -0.0), (, 0.0)] -19:52:44,715 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.0939 0.0695 0.0757 0.0958] probs=[0.1977 0.1985 0.2055 0.1958 0.2025] -19:52:46,405 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=21 avg=-0.0004666666666666665 std=0.0024282726240082548 min=-0.0083 max=0.0052 -19:52:46,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0005), (, 0.0001), (, 0.0052), (, -0.0012), (, -0.0002), (, -0.0043), (, -0.0009), (, -0.0083), (, -0.0), (, -0.0), (, -0.0), (, -0.0008), (, 0.0005), (, -0.0012), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0), (, 0.0014), (, -0.0014), (, 0.0014), (, -0.0), (, 0.0002), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0005), (, -0.0), (, 0.0014), (, -0.0004)] -19:52:47,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.1206 0.0908 0.0735 0.0943] probs=[0.1986 0.2016 0.1988 0.1983 0.2028] -19:52:49,108 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=20 avg=-0.0005399999999999999 std=0.002717425251961864 min=-0.0083 max=0.0052 -19:52:49,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0004), (, 0.0012), (, 0.0005), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0052), (, -0.0), (, -0.0009), (, -0.0004), (, -0.0043), (, 0.0005), (, 0.0052), (, -0.0), (, 0.0005), (, -0.0), (, -0.0002), (, 0.0014), (, 0.0), (, -0.0083), (, 0.0014), (, -0.0), (, 0.0014), (, 0.0), (, -0.0005), (, -0.0003)] -19:52:50,125 root INFO ContextualMultiArmedBanditAgent - exp=[0.1636 0.1357 0.1103 0.0611 0.1447] probs=[0.1987 0.2009 0.2007 0.1983 0.2014] -19:52:51,944 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=19 avg=-0.0004421052631578947 std=0.002377374887841781 min=-0.0083 max=0.0014 -19:52:51,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0014), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, 0.0), (, 0.0003), (, -0.0004), (, 0.0014), (, -0.0014), (, -0.0083), (, 0.0014), (, 0.0005), (, 0.0005), (, -0.0013), (, -0.0052), (, 0.0012), (, 0.0), (, 0.0009), (, 0.0005), (, -0.0), (, 0.0014), (, -0.0004)] -19:52:53,145 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.0645 0.0949 0.0754 0.0435] probs=[0.1859 0.2098 0.1992 0.2059 0.1992] -19:52:54,974 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=22 avg=4.9999999999999975e-05 std=0.002561027847635327 min=-0.0083 max=0.0042 -19:52:54,974 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, 0.0014), (, 0.0014), (, -0.0083), (, -0.0), (, 0.0012), (, 0.0005), (, 0.0014), (, 0.0009), (, -0.0), (, -0.0), (, 0.0), (, 0.0007), (, -0.0), (, 0.0005), (, 0.0005), (, 0.0007), (, -0.0013), (, -0.0014), (, -0.0052), (, 0.0), (, -0.0), (, -0.0), (, 0.0035), (, 0.0013), (, 0.0009), (, -0.0), (, -0.0015), (, 0.0042), (, 0.0)] -19:52:56,80 root INFO ContextualMultiArmedBanditAgent - exp=[0.1082 0.1079 0.1079 0.1421 0.1127] probs=[0.2001 0.2014 0.2026 0.1987 0.1972] -19:52:57,898 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=19 avg=-0.0007368421052631578 std=0.0020011077264765103 min=-0.0083 max=0.0014 -19:52:57,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0), (, 0.0005), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0014), (, 0.0013), (, 0.0), (, 0.0014), (, -0.0083), (, -0.0), (, 0.0007), (, 0.0005), (, -0.0003), (, 0.0), (, -0.0014), (, -0.0007), (, -0.0004), (, -0.0014), (, 0.0005), (, 0.0), (, -0.0), (, -0.0015), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0)] -19:52:58,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0526 0.0742 0.0465 0.0276 0.0469] probs=[0.1973 0.1977 0.2065 0.1976 0.2009] -19:53:00,535 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=20 avg=-0.000965 std=0.001775183089148835 min=-0.0083 max=0.0005 -19:53:00,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0014), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0), (, 0.0), (, 0.0005), (, -0.0), (, -0.0004), (, 0.0), (, -0.0), (, -0.0083), (, 0.0005), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0007), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0011), (, -0.0), (, -0.001), (, -0.0014), (, -0.0)] -19:53:01,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1861 0.2026 0.195 0.1797 0.2396] probs=[0.2043 0.1999 0.1947 0.2046 0.1966] -19:53:03,337 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=18 avg=-0.0010166666666666666 std=0.0018279466318492149 min=-0.0083 max=0.0001 -19:53:03,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0), (, -0.001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0007), (, 0.0), (, -0.0), (, -0.0008), (, -0.0083), (, -0.0002), (, -0.0011), (, -0.0014), (, 0.0001)] -19:53:04,359 root INFO ContextualMultiArmedBanditAgent - exp=[0.0838 0.0702 0.0802 0.0699 0.0471] probs=[0.2012 0.2035 0.1966 0.1969 0.2019] -19:53:06,133 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=18 avg=-0.0007833333333333334 std=0.0005814254514170803 min=-0.0026 max=-0.0001 -19:53:06,133 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0015), (, -0.0004), (, -0.0007), (, -0.0011), (, -0.0007), (, -0.001), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0011), (, -0.0), (, -0.0004), (, -0.0003), (, -0.001), (, -0.0026), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0003)] -19:53:07,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0701 0.0717 0.0724 0.0575 0.0548] probs=[0.1956 0.2011 0.2 0.2015 0.2018] -19:53:08,811 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0007434782608695654 std=0.0007412246546478638 min=-0.0026 max=0.0007 -19:53:08,811 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0011), (, -0.0), (, -0.0001), (, 0.0007), (, -0.0005), (, -0.0011), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0012), (, -0.001), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0015), (, -0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.001), (, -0.0002), (, -0.0), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0003), (, -0.0)] -19:53:09,907 root INFO ContextualMultiArmedBanditAgent - exp=[0.1319 0.1565 0.1444 0.1219 0.1127] probs=[0.1972 0.202 0.2008 0.2015 0.1985] -19:53:11,782 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.000788 std=0.0007050219854727937 min=-0.0026 max=0.0007 -19:53:11,782 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.0), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0007), (, -0.0004), (, -0.0003), (, -0.0012), (, -0.0007), (, -0.0002), (, -0.001), (, -0.0015), (, -0.0), (, -0.0008), (, -0.0026), (, -0.0011), (, -0.001), (, -0.0005), (, -0.0002), (, -0.0003), (, -0.0014), (, 0.0007), (, -0.0004), (, -0.0), (, -0.0006), (, -0.0011)] -19:53:12,804 root INFO ContextualMultiArmedBanditAgent - exp=[0.1352 0.1242 0.12 0.1382 0.1052] probs=[0.1962 0.2024 0.1995 0.1955 0.2063] -19:53:14,674 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0007269230769230769 std=0.0007398324614437496 min=-0.0026 max=0.0007 -19:53:14,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0008), (, -0.0012), (, -0.0003), (, -0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0002), (, -0.0007), (, 0.0003), (, -0.0002), (, -0.0007), (, 0.0007), (, -0.001), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0007), (, -0.0007), (, -0.0011), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0026), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0002), (, -0.0), (, -0.001), (, -0.0015)] -19:53:15,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0437 0.1082 0.0988 0.0796 0.0793] probs=[0.1976 0.1974 0.2 0.2049 0.2002] -19:53:17,611 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0006428571428571428 std=0.0007518684209680438 min=-0.0026 max=0.0007 -19:53:17,612 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0026), (, -0.001), (, -0.0005), (, -0.0011), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0), (, 0.0007), (, -0.0007), (, -0.0003), (, -0.0006), (, -0.0007), (, -0.0014), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0004), (, -0.0008), (, -0.0), (, -0.001), (, -0.0003), (, -0.0007), (, -0.0007), (, 0.0), (, 0.0007), (, -0.0002), (, -0.0015), (, -0.0), (, -0.0002), (, -0.0012), (, -0.0), (, -0.0), (, -0.0), (, 0.0003)] -19:53:18,928 root INFO ContextualMultiArmedBanditAgent - exp=[0.1593 0.158 0.1643 0.218 0.1045] probs=[0.1964 0.2042 0.1941 0.2044 0.201 ] -19:53:20,840 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=27 avg=-0.0006518518518518519 std=0.000780489101340554 min=-0.0026 max=0.0007 -19:53:20,840 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0015), (, -0.0002), (, -0.0001), (, 0.0007), (, 0.0007), (, -0.0), (, -0.0003), (, 0.0), (, -0.0012), (, -0.0011), (, -0.0), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0014), (, 0.0), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0007), (, 0.0), (, -0.001), (, -0.0003), (, -0.0006), (, -0.0003), (, -0.0026), (, -0.0007), (, 0.0)] -19:53:22,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.0927 0.146 0.1047 0.1259 0.1057] probs=[0.2021 0.2032 0.2007 0.1936 0.2004] -19:53:23,675 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=23 avg=-0.0007086956521739129 std=0.0008080642696556629 min=-0.0026 max=0.0007 -19:53:23,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0003), (, -0.0006), (, -0.0007), (, 0.0), (, -0.0007), (, -0.001), (, 0.0003), (, -0.0), (, -0.0012), (, 0.0007), (, 0.0), (, -0.0), (, -0.0004), (, -0.0), (, -0.0008), (, 0.0007), (, -0.0015), (, -0.0001), (, -0.0026), (, -0.0005), (, -0.001), (, -0.0), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0014)] -19:53:24,757 root INFO ContextualMultiArmedBanditAgent - exp=[0.0983 0.1133 0.0689 0.1105 0.0841] probs=[0.1951 0.2005 0.1991 0.2021 0.2032] -19:53:26,592 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=22 avg=-0.0006772727272727273 std=0.000830077662402642 min=-0.0026 max=0.0007 -19:53:26,592 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, 0.0), (, -0.001), (, -0.0001), (, -0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0012), (, -0.0026), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0006), (, 0.0007), (, 0.0007), (, -0.0015), (, -0.0007), (, -0.0004), (, 0.0), (, 0.0), (, -0.0014), (, -0.0001), (, -0.0), (, 0.0), (, -0.0011), (, -0.0), (, -0.0008), (, 0.0003), (, -0.0005)] -19:53:27,679 root INFO ContextualMultiArmedBanditAgent - exp=[0.0614 0.0386 0.0576 0.0593 0.051 ] probs=[0.1971 0.2028 0.1995 0.2018 0.1988] -19:53:29,585 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=20 avg=-0.000405 std=0.0007552979544524134 min=-0.0026 max=0.0007 -19:53:29,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0014), (, 0.0007), (, -0.0004), (, 0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.0006), (, -0.0007), (, -0.0), (, -0.0015), (, -0.0006), (, -0.0006), (, 0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0003), (, 0.0), (, -0.0026), (, 0.0007), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0005)] -19:53:30,724 root INFO ContextualMultiArmedBanditAgent - exp=[0.0862 0.0921 0.1372 0.1182 0.0583] probs=[0.1997 0.1987 0.204 0.1972 0.2005] -19:53:32,524 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=22 avg=-0.0004181818181818181 std=0.0007023573058806798 min=-0.0026 max=0.0007 -19:53:32,525 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0), (, 0.0), (, 0.0007), (, -0.0003), (, -0.0026), (, 0.0003), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0016), (, -0.0), (, 0.0006), (, -0.0003), (, -0.0004), (, 0.0), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0006), (, -0.0007), (, -0.0001)] -19:53:34,40 root INFO ContextualMultiArmedBanditAgent - exp=[0.1061 0.1202 0.1415 0.1549 0.1382] probs=[0.202 0.2022 0.1969 0.2036 0.1954] -19:53:35,893 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.000517391304347826 std=0.0007111852775858205 min=-0.0026 max=0.0007 -19:53:35,894 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0), (, 0.0003), (, 0.0), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0007), (, 0.0003), (, -0.0003), (, -0.0005), (, 0.0001), (, -0.0016), (, -0.0008), (, 0.0), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0026), (, 0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0), (, -0.0007), (, 0.0)] -19:53:37,146 root INFO ContextualMultiArmedBanditAgent - exp=[0.1236 0.1841 0.1456 0.1517 0.1213] probs=[0.1992 0.1986 0.1984 0.2049 0.1989] -19:53:38,897 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=19 avg=-0.0006263157894736842 std=0.0005892386749581887 min=-0.0026 max=0.0001 -19:53:38,898 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0016), (, -0.0), (, -0.0007), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0), (, 0.0), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0), (, -0.0), (, -0.0005), (, -0.0007), (, -0.0026), (, 0.0), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0), (, -0.0005), (, 0.0), (, -0.0003), (, 0.0), (, 0.0), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0001)] -19:53:40,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1116 0.096 0.0693 0.0647 0.0913] probs=[0.1953 0.2055 0.1956 0.2028 0.2008] -19:53:42,329 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=21 avg=-0.0005238095238095238 std=0.000635388716347464 min=-0.0026 max=0.0003 -19:53:42,329 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0), (, 0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, -0.0016), (, -0.0003), (, -0.0006), (, 0.0), (, 0.0), (, -0.0009), (, -0.0003), (, 0.0003), (, 0.0), (, 0.0003), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0004), (, -0.0), (, -0.0026), (, -0.0007), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0006), (, -0.0), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, 0.0)] -19:53:43,524 root INFO ContextualMultiArmedBanditAgent - exp=[0.0436 0.0449 0.0437 0.0876 0.0605] probs=[0.2006 0.2003 0.1966 0.1948 0.2078] -19:53:45,311 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.00035263157894736846 std=0.0008261313907558795 min=-0.0026 max=0.0009 -19:53:45,312 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0026), (, -0.0009), (, -0.0), (, 0.0002), (, -0.0005), (, -0.0003), (, 0.0), (, 0.0003), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0), (, -0.0003), (, 0.0), (, -0.0016), (, 0.0009), (, -0.0009), (, 0.0006), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0007), (, 0.0), (, -0.0), (, 0.0), (, 0.0009)] -19:53:46,616 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.0713 0.0916 0.1268 0.0496] probs=[0.1896 0.2037 0.2108 0.2041 0.1918] -19:53:48,417 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=20 avg=-0.00052 std=0.000764591394144611 min=-0.0026 max=0.0009 -19:53:48,418 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0005), (, -0.001), (, -0.0), (, -0.0009), (, 0.0), (, 0.0002), (, -0.0003), (, 0.0005), (, -0.0), (, -0.0016), (, 0.0009), (, -0.0007), (, -0.0005), (, 0.0007), (, -0.0026), (, -0.0003), (, -0.0009), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.001), (, -0.0004), (, -0.0005), (, -0.0009)] -19:53:49,445 root INFO ContextualMultiArmedBanditAgent - exp=[0.0617 0.0537 0.0147 0.0159 0.0056] probs=[0.2071 0.1997 0.1971 0.2077 0.1884] -19:53:51,331 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=24 avg=-0.0003416666666666666 std=0.000774013709324468 min=-0.0026 max=0.0009 -19:53:51,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0), (, -0.0009), (, 0.0009), (, -0.001), (, -0.001), (, -0.0009), (, 0.0007), (, -0.0026), (, 0.0), (, 0.0005), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0005), (, -0.0009), (, -0.0005), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0009), (, 0.0002), (, -0.0005), (, 0.0), (, -0.0), (, 0.0009), (, -0.0007)] -19:53:52,526 root INFO ContextualMultiArmedBanditAgent - exp=[0.0844 0.0731 0.1326 0.1564 0.0833] probs=[0.2017 0.1994 0.2001 0.202 0.1968] -19:53:54,264 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.00024 std=0.0005973273809227231 min=-0.001 max=0.001 -19:53:54,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0), (, 0.0001), (, -0.0009), (, 0.0), (, -0.0), (, -0.0009), (, -0.0006), (, -0.0005), (, 0.0), (, -0.0001), (, -0.0008), (, 0.0002), (, -0.001), (, -0.0005), (, -0.0), (, 0.0), (, 0.0002), (, -0.0009), (, -0.0003), (, 0.0009), (, -0.0007), (, 0.0006), (, 0.0007), (, -0.0005), (, -0.0), (, -0.0004), (, 0.0005), (, -0.0003), (, 0.001), (, -0.001), (, -0.0003)] -19:53:55,544 root INFO ContextualMultiArmedBanditAgent - exp=[0.0669 0.0809 0.0715 0.1306 0.0698] probs=[0.1955 0.2012 0.2006 0.2039 0.1988] -19:53:57,341 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=26 avg=-0.00038846153846153837 std=0.000696323821153151 min=-0.002 max=0.001 -19:53:57,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.002), (, -0.0009), (, -0.0007), (, 0.001), (, 0.0), (, 0.0002), (, 0.001), (, 0.0), (, -0.0005), (, -0.0003), (, 0.0), (, 0.0), (, 0.0005), (, -0.001), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0006), (, -0.001), (, -0.0006), (, -0.0), (, 0.0005), (, -0.0008), (, -0.0009), (, -0.0005), (, 0.0001), (, 0.0002), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009)] -19:53:58,691 root INFO ContextualMultiArmedBanditAgent - exp=[0.0798 0.0675 0.0804 0.0576 0.0761] probs=[0.2026 0.2011 0.1905 0.202 0.2038] -19:54:00,459 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.0005038461538461538 std=0.0007234961959555352 min=-0.002 max=0.001 -19:54:00,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0002), (, -0.0007), (, -0.0009), (, 0.0002), (, 0.001), (, -0.0008), (, 0.0005), (, -0.0014), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.001), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0), (, -0.001), (, -0.0009), (, -0.0), (, -0.0003), (, 0.0), (, 0.0001), (, -0.0009), (, -0.0006), (, -0.002), (, -0.0), (, -0.0006), (, -0.0001), (, -0.001), (, -0.0), (, -0.0007), (, -0.0)] -19:54:01,717 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.177 0.08 0.083 0.1334] probs=[0.1977 0.2014 0.2 0.2011 0.1997] -19:54:03,650 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=24 avg=-0.0006833333333333334 std=0.0006374863832968425 min=-0.002 max=0.0005 -19:54:03,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0), (, -0.0), (, 0.0), (, -0.0009), (, 0.0001), (, -0.001), (, -0.0001), (, -0.0011), (, -0.0006), (, -0.0), (, -0.0009), (, -0.0), (, -0.0007), (, -0.0006), (, -0.0007), (, 0.0), (, -0.0), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0003), (, 0.0005), (, -0.0003), (, -0.002), (, -0.0014), (, -0.0005), (, 0.0), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0018)] -19:54:04,918 root INFO ContextualMultiArmedBanditAgent - exp=[0.1696 0.1678 0.1286 0.1602 0.1056] probs=[0.1947 0.2036 0.1964 0.2085 0.1969] -19:54:06,602 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=21 avg=-0.0006476190476190477 std=0.0006107131254050056 min=-0.002 max=0.0004 -19:54:06,602 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0005), (, -0.0006), (, 0.0), (, -0.0018), (, 0.0004), (, -0.0), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0), (, -0.0006), (, -0.002), (, -0.0), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0007), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0003), (, -0.0003), (, -0.0011), (, -0.0), (, -0.0005), (, 0.0)] -19:54:07,776 root INFO ContextualMultiArmedBanditAgent - exp=[0.0709 0.08 0.0691 0.0725 0.072 ] probs=[0.2076 0.2019 0.1924 0.199 0.1991] -19:54:09,447 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0004928571428571428 std=0.0006307187348168592 min=-0.002 max=0.0005 -19:54:09,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.002), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0), (, 0.0004), (, -0.001), (, -0.0005), (, 0.0), (, 0.0001), (, -0.0003), (, 0.0005), (, 0.0005), (, -0.0), (, -0.0003), (, -0.0), (, -0.0), (, 0.0002), (, -0.0011), (, -0.0003), (, -0.0006), (, -0.0006), (, -0.0006), (, -0.0018), (, -0.0002), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0004)] -19:54:10,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0939 0.1008 0.056 0.0859 0.0532] probs=[0.1985 0.2023 0.198 0.1999 0.2013] -19:54:13,72 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=18 avg=-0.000661111111111111 std=0.0006717629284939483 min=-0.002 max=0.0005 -19:54:13,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, 0.0001), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0006), (, -0.001), (, 0.0), (, -0.0), (, -0.0003), (, 0.0), (, -0.002), (, -0.0006), (, 0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0003), (, 0.0), (, -0.0004), (, -0.0018), (, -0.0006), (, -0.0011), (, -0.0003)] -19:54:14,177 root INFO ContextualMultiArmedBanditAgent - exp=[0.0972 0.0931 0.0604 0.0977 0.0795] probs=[0.1978 0.1989 0.2005 0.2001 0.2027] -19:54:15,991 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00075625 std=0.0007331172740428369 min=-0.002 max=0.0002 -19:54:15,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0018), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0018), (, -0.0), (, 0.0), (, -0.002), (, -0.0003), (, -0.001), (, -0.0002), (, 0.0001), (, -0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0003), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0006)] -19:54:17,64 root INFO ContextualMultiArmedBanditAgent - exp=[0.0846 0.0525 0.0814 0.0983 0.1115] probs=[0.2158 0.1951 0.198 0.1932 0.1979] -19:54:18,952 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0006533333333333333 std=0.0008317585119625901 min=-0.002 max=0.0006 -19:54:18,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0002), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0018), (, -0.002), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0003), (, 0.0006), (, -0.0), (, -0.0011), (, 0.0), (, -0.0), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0002), (, -0.001)] -19:54:19,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.062 0.0921 0.0911 0.0864 0.0595] probs=[0.1908 0.2103 0.2013 0.2017 0.1959] -19:54:21,711 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.0005882352941176471 std=0.0008006485260610532 min=-0.002 max=0.0006 -19:54:21,712 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0), (, -0.0018), (, 0.0001), (, -0.0), (, 0.0), (, -0.002), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, 0.0002), (, -0.001), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0002), (, -0.0018), (, 0.0002), (, -0.0002), (, 0.0), (, 0.0), (, -0.0003), (, 0.0006), (, -0.0)] -19:54:22,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1134 0.1595 0.1036 0.0944] probs=[0.2045 0.2041 0.2038 0.1931 0.1946] -19:54:24,903 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=18 avg=-0.0005111111111111111 std=0.0008325922630815217 min=-0.002 max=0.0006 -19:54:24,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0001), (, 0.0001), (, 0.0004), (, 0.0004), (, -0.0002), (, -0.002), (, -0.001), (, 0.0), (, -0.0018), (, -0.0002), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0006), (, -0.0011), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0018), (, -0.0003), (, -0.0003), (, -0.0)] -19:54:25,821 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.1396 0.0958 0.1367 0.0949] probs=[0.2002 0.1998 0.1944 0.2048 0.2008] -19:54:27,724 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.0005529411764705882 std=0.0008416493940009375 min=-0.002 max=0.0006 -19:54:27,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0018), (, 0.0004), (, -0.0), (, -0.0003), (, 0.0), (, 0.0003), (, -0.002), (, -0.0018), (, -0.0011), (, -0.0003), (, 0.0), (, 0.0), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.001), (, -0.0003), (, 0.0006)] -19:54:28,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.1339 0.1656 0.1755 0.1828 0.1461] probs=[0.203 0.1982 0.1933 0.204 0.2014] -19:54:30,588 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0005666666666666667 std=0.0008013876853447539 min=-0.002 max=0.0004 -19:54:30,589 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0018), (, -0.0003), (, -0.0004), (, -0.0018), (, -0.0003), (, 0.0), (, 0.0004), (, -0.002)] -19:54:31,414 root INFO ContextualMultiArmedBanditAgent - exp=[0.0983 0.1412 0.1706 0.1294 0.1412] probs=[0.1934 0.1918 0.2165 0.2096 0.1887] -19:54:32,982 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=12 avg=-0.0005499999999999999 std=0.0007815582725128903 min=-0.002 max=0.0001 -19:54:32,982 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0018), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, 0.0001), (, -0.0003), (, 0.0001), (, 0.0001), (, -0.002), (, -0.0003), (, -0.0)] -19:54:33,627 root INFO ContextualMultiArmedBanditAgent - exp=[0.1016 0.0532 0.0914 0.0786 0.0444] probs=[0.2038 0.1984 0.2042 0.1979 0.1958] -19:54:35,431 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:54:35,433 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.126125 std=0.3130635788062865 min=-0.1206 max=1.2046 -19:54:35,433 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0323), (, -0.0268), (, 0.0016), (, 0.2729), (, -0.0869), (, 0.4059), (, 1.2046), (, -0.1206), (, 0.0191), (, -0.0103), (, 0.2808), (, -0.051), (, 0.1389), (, -0.0152), (, 0.0442), (, -0.0715)] -19:54:35,983 root INFO ContextualMultiArmedBanditAgent - exp=[0.0852 0.1364 0.1293 0.1611 0.0643] probs=[0.1981 0.1992 0.1966 0.2039 0.2022] -19:54:37,517 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.0557 std=0.04408212033617862 min=-0.1206 max=0.0016 -19:54:37,517 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1206), (, -0.0268), (, -0.0103), (, -0.0152), (, -0.0715), (, 0.0016), (, -0.051), (, -0.1206), (, -0.0869)] -19:54:37,756 root INFO ContextualMultiArmedBanditAgent - exp=[0.2306 0.3021 0.2192 0.3752 0.3318] probs=[0.2148 0.1944 0.2084 0.1937 0.1887] -19:54:39,130 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.053925 std=0.03537681974118081 min=-0.1206 max=-0.0103 -19:54:39,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1206), (, -0.0869), (, -0.0715), (, -0.0491), (, -0.0103), (, -0.051), (, -0.0268), (, -0.0152)] -19:54:39,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.1409 0.1962 0.1452 0.2307 0.1221] probs=[0.1963 0.2072 0.1982 0.201 0.1973] -19:54:40,638 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.07642499999999999 std=0.029809677539349533 min=-0.1206 max=-0.0491 -19:54:40,638 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0869), (, -0.1206), (, -0.0491)] -19:54:40,740 root INFO ContextualMultiArmedBanditAgent - exp=[0.204 0.2842 0.1139 0.202 0.0654] probs=[0.1887 0.2052 0.2234 0.2004 0.1822] -19:54:42,205 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0491 std=0.0 min=-0.0491 max=-0.0491 -19:54:42,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491)] -19:54:42,249 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0627 0.0011 0.0232 -0.0048] probs=[0.1949 0.2099 0.1973 0.2017 0.1962] -19:54:43,669 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.048033333333333324 std=0.13736727735850662 min=-0.0491 max=0.2423 -19:54:43,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, 0.2423), (, -0.0491)] -19:54:43,771 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0626 0.0011 0.0232 -0.0048] probs=[0.1949 0.2099 0.1973 0.2018 0.1962] -19:54:45,200 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.04803333333333334 std=0.13736727735850662 min=-0.0491 max=0.2423 -19:54:45,200 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0491), (, 0.2423)] -19:54:45,257 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0625 0.0011 0.0232 -0.0048] probs=[0.1879 0.252 0.1852 0.1907 0.1842] -19:54:46,725 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0491 std=0.0 min=-0.0491 max=-0.0491 -19:54:46,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0491)] -19:54:46,765 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0115 0.0625 0.0011 0.0232 -0.0048] probs=[0.1949 0.2098 0.1974 0.2018 0.1962] -19:54:48,11 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.02735 std=0.02175 min=-0.0491 max=-0.0056 -19:54:48,11 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0491), (, -0.0056)] -19:54:48,64 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0374 0.0005 0.0118 -0.0029] probs=[0.197 0.206 0.1985 0.2007 0.1978] -19:54:49,201 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -19:54:49,201 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -19:54:49,258 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:54:50,401 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 -19:54:50,401 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015)] -19:54:50,452 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.0976 0.4379 0.1306 0.361 ] probs=[0.197 0.206 0.1985 0.2008 0.1978] -19:54:51,795 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 -19:54:51,796 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015)] -19:54:51,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.6072 0.6128 0.5115 0.4146 0.5196] probs=[0.2129 0.1886 0.1543 0.2248 0.2194] -19:54:53,262 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 -19:54:53,262 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0015), (, -0.0056)] -19:54:53,337 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.2051 0.4273 0.0997 0.3441] probs=[0.2214 0.2072 0.185 0.1872 0.1991] -19:54:54,677 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0020499999999999997 std=0.00355 min=-0.0056 max=0.0015 -19:54:54,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0015), (, -0.0056)] -19:54:54,744 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0072 0.0372 0.0005 0.0118 -0.0029] probs=[0.197 0.2059 0.1985 0.2008 0.1978] -19:54:55,909 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:54:55,909 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:54:55,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.8252 0.717 0.796 0.7845 0.9853] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:54:57,347 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=-0.0011000000000000003 std=0.013859292911256331 min=-0.0109 max=0.0185 -19:54:57,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, 0.0), (, 0.0185)] -19:54:57,473 root INFO ContextualMultiArmedBanditAgent - exp=[0.2243 0.3938 0.2912 0.2537 0.0859] probs=[0.2287 0.1918 0.194 0.1893 0.1963] -19:54:59,33 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.0245 std=0.04178684003367568 min=-0.0109 max=0.0913 -19:54:59,33 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0285), (, 0.0), (, -0.0109), (, 0.0913)] -19:54:59,191 root INFO ContextualMultiArmedBanditAgent - exp=[0.1478 0.0216 0.1504 0.1729 0.1355] probs=[0.2285 0.2006 0.1904 0.1724 0.2081] -19:55:00,694 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:00,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, -0.0), (, -0.0109)] -19:55:00,833 root INFO ContextualMultiArmedBanditAgent - exp=[0.0283 0.0292 0.2383 0.0494 0.239 ] probs=[0.2068 0.2028 0.1862 0.2151 0.1891] -19:55:02,390 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:02,390 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:02,462 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:03,888 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:03,889 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0)] -19:55:03,973 root INFO ContextualMultiArmedBanditAgent - exp=[0.2058 0.4825 0.1697 0.4755 0.3182] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:05,256 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:05,256 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0)] -19:55:05,372 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.183 0.2191 0.2112 0.185 0.2017] -19:55:06,648 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:06,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0)] -19:55:06,752 root INFO ContextualMultiArmedBanditAgent - exp=[0.3083 0.1007 0.281 0.2863 0.1081] probs=[0.2332 0.2184 0.1804 0.2106 0.1573] -19:55:08,69 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.00395 std=0.0069500000000000004 min=-0.0109 max=0.003 -19:55:08,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0), (, 0.003)] -19:55:08,149 root INFO ContextualMultiArmedBanditAgent - exp=[0.3025 0.1934 0.2356 0.4716 0.3128] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:09,570 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:09,570 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:09,618 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:10,988 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0 std=0.0109 min=-0.0109 max=0.0109 -19:55:10,988 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0109)] -19:55:11,62 root INFO ContextualMultiArmedBanditAgent - exp=[0.0238 0.0407 0.4674 0.4161 0.476 ] probs=[0.1743 0.1733 0.2168 0.2424 0.1932] -19:55:12,460 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:12,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, -0.0), (, -0.0)] -19:55:12,560 root INFO ContextualMultiArmedBanditAgent - exp=[0.173 0.1808 0.2902 0.2216 0.0781] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:13,812 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:13,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0), (, -0.0109), (, 0.0), (, -0.0)] -19:55:13,952 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.2055 0.1868 0.2143 0.2136 0.1798] -19:55:15,350 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=-0.0045249999999999995 std=0.006446074386787667 min=-0.0109 max=0.0032 -19:55:15,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0), (, 0.0032), (, 0.0005), (, -0.0109)] -19:55:15,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0425 0.0329 0.0554 0.1195 0.0561] probs=[0.1982 0.2037 0.1992 0.2001 0.1988] -19:55:16,767 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:16,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:16,815 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.3485 0.1387 0.2088 0.1664 0.1376] -19:55:18,198 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:18,199 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] -19:55:18,312 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:19,709 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.051333333333333335 std=0.07418743529436474 min=-0.0109 max=0.1556 -19:55:19,709 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0093), (, 0.1556)] -19:55:19,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.0775 0.2449 0.267 0.302 0.2211] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:21,178 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.07235 std=0.08324999999999999 min=-0.0109 max=0.1556 -19:55:21,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.1556)] -19:55:21,261 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0125 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:22,592 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:22,593 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:22,650 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:24,101 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:24,102 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:24,139 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.2492 0.1517 0.2253 0.1768 0.197 ] -19:55:25,572 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=1.9799499999999997 std=3.4416747039050626 min=-0.0109 max=7.9411 -19:55:25,572 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 7.9411), (, -0.0109), (, 0.0005)] -19:55:25,686 root INFO ContextualMultiArmedBanditAgent - exp=[-0.005 0.0249 0.0001 0.006 -0.0019] probs=[0.198 0.2041 0.199 0.2002 0.1986] -19:55:27,167 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=1.9799499999999997 std=3.4416747039050626 min=-0.0109 max=7.9411 -19:55:27,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 7.9411), (, -0.0109), (, 0.0005)] -19:55:27,314 root INFO ContextualMultiArmedBanditAgent - exp=[-0.005 0.0269 0.0001 0.006 -0.0019] probs=[0.198 0.2044 0.199 0.2001 0.1986] -19:55:28,631 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:28,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] -19:55:28,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.4468 0.0761 0.2562 0.2183 0.3843] probs=[0.2148 0.2022 0.2106 0.1831 0.1893] -19:55:29,960 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:29,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] -19:55:30,31 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:31,267 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:31,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109)] -19:55:31,300 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:32,679 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:32,679 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] -19:55:32,758 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:34,247 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0036333333333333335 std=0.010276618553244491 min=-0.0109 max=0.0109 -19:55:34,247 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, 0.0109), (, -0.0109)] -19:55:34,329 root INFO ContextualMultiArmedBanditAgent - exp=[0.3154 0.3863 0.2752 0.2674 0.319 ] probs=[0.1914 0.2025 0.2612 0.1799 0.165 ] -19:55:35,723 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0109 std=0.0 min=-0.0109 max=-0.0109 -19:55:35,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109)] -19:55:35,795 root INFO ContextualMultiArmedBanditAgent - exp=[0.4412 0.1215 0.2332 0.4675 0.0781] probs=[0.2083 0.2101 0.2248 0.1594 0.1974] -19:55:37,7 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0092 std=0.0024041630560342614 min=-0.0109 max=-0.0058 -19:55:37,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0109), (, -0.0109), (, -0.0058)] -19:55:37,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1005 0.2743 0.3259 0.0527 0.1049] probs=[0.1904 0.2068 0.1891 0.1909 0.2228] -19:55:38,274 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0058 std=0.0 min=-0.0058 max=-0.0058 -19:55:38,275 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0058)] -19:55:38,335 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:39,562 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0014999999999999998 std=0.0030539591789456957 min=-0.0058 max=0.001 -19:55:39,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.001), (, -0.0058)] -19:55:39,653 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1918 0.206 0.1948 0.229 0.1784] -19:55:41,48 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0002 std=0.003910498689425684 min=-0.0058 max=0.0048 -19:55:41,48 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0058), (, 0.0003), (, 0.003), (, -0.0033), (, 0.0048)] -19:55:41,206 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0028 0.0126 -0.0002 0.0004 -0.001 ] probs=[0.1991 0.2022 0.1996 0.1997 0.1994] -19:55:42,559 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0008285714285714285 std=0.0034845431287798016 min=-0.0058 max=0.0048 -19:55:42,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, 0.0048), (, 0.0003), (, 0.003), (, -0.0015), (, -0.0058)] -19:55:42,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.0478 0.1166 0.0366 0.1199] probs=[0.1962 0.2287 0.1861 0.1885 0.2006] -19:55:44,73 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0024599999999999995 std=0.0040400990086877815 min=-0.009 max=0.003 -19:55:44,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0033), (, 0.003), (, 0.0003), (, -0.009)] -19:55:44,251 root INFO ContextualMultiArmedBanditAgent - exp=[0.0284 0.1928 0.0826 0.0934 0.1709] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:55:45,717 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.009 std=0.0 min=-0.009 max=-0.009 -19:55:45,717 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009)] -19:55:45,786 root INFO ContextualMultiArmedBanditAgent - exp=[0.2015 0.164 0.5096 0.5905 0.6767] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:55:47,142 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.004266666666666666 std=0.006693944195232649 min=-0.009 max=0.0052 -19:55:47,142 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0052), (, -0.009)] -19:55:47,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.1952 0.2888 0.1436 0.0601 0.1548] probs=[0.152 0.175 0.2105 0.2522 0.2103] -19:55:48,611 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0008666666666666666 std=0.005978479925718762 min=-0.009 max=0.0052 -19:55:48,611 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0012), (, 0.0052)] -19:55:48,740 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:55:50,56 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0034 std=0.005644466316668034 min=-0.009 max=0.0032 -19:55:50,56 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0012), (, 0.0032), (, -0.009)] -19:55:50,227 root INFO ContextualMultiArmedBanditAgent - exp=[0.1385 0.1065 0.0509 0.1171 0.0176] probs=[0.196 0.2138 0.1827 0.2266 0.181 ] -19:55:51,622 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00135 std=0.00463761792302902 min=-0.009 max=0.0032 -19:55:51,622 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0032), (, -0.0008), (, 0.0012)] -19:55:51,802 root INFO ContextualMultiArmedBanditAgent - exp=[0.007 0.1593 0.0746 0.1688 0.1432] probs=[0.1806 0.229 0.2089 0.1924 0.1891] -19:55:53,258 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.009 std=0.0 min=-0.009 max=-0.009 -19:55:53,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009)] -19:55:53,313 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:55:54,677 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.004274999999999999 std=0.004782977629050757 min=-0.009 max=0.0015 -19:55:54,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.009), (, 0.0015), (, -0.0006), (, -0.009)] -19:55:54,885 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.2651 0.3151 0.1748 0.237 ] probs=[0.2039 0.1827 0.1985 0.2122 0.2027] -19:55:56,338 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0013999999999999998 std=0.003925812017914255 min=-0.009 max=0.0017 -19:55:56,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0006), (, 0.0015), (, -0.009), (, 0.0017)] -19:55:56,569 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.184 0.1988 0.2107 0.1944 0.2122] -19:55:57,911 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=0.007899999999999999 std=0.023177845024937065 min=-0.009 max=0.0686 -19:55:57,911 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.002), (, 0.0017), (, -0.0006), (, -0.009), (, 0.0686), (, 0.0015), (, -0.0004)] -19:55:58,242 root INFO ContextualMultiArmedBanditAgent - exp=[0.1004 0.0967 0.0238 0.0633 0.0352] probs=[0.1883 0.1863 0.2288 0.1991 0.1975] -19:55:59,860 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.009914285714285714 std=0.02393917462304524 min=-0.0684 max=0.0038 -19:55:59,860 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0684), (, 0.0038), (, -0.0006), (, -0.0014), (, -0.002), (, -0.0004)] -19:56:00,140 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.1219 0.2041 0.1504 0.0564] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:01,746 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:01,746 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] -19:56:01,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.3876 0.8491 0.9762 0.801 0.8886] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:03,235 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0017333333333333333 std=0.00152825245151302 min=-0.0004 max=0.0031 -19:56:03,235 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031), (, 0.0025)] -19:56:03,395 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:04,849 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0007666666666666667 std=0.001649915822768611 min=-0.0004 max=0.0031 -19:56:04,849 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0031)] -19:56:04,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.2251 0.3824 0.3614 0.4868 0.2149] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:06,603 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.002466666666666667 std=0.0021296843793284386 min=-0.0004 max=0.0047 -19:56:06,603 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031), (, 0.0047)] -19:56:06,726 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:07,946 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0013499999999999999 std=0.00175 min=-0.0004 max=0.0031 -19:56:07,947 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0031)] -19:56:08,66 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:09,555 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:09,556 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] -19:56:09,619 root INFO ContextualMultiArmedBanditAgent - exp=[0.565 0.7697 0.0232 0.9843 0.7449] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:10,910 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0011 std=0.0021213203435596424 min=-0.0004 max=0.0041 -19:56:10,910 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0041)] -19:56:11,26 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:12,280 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0018333333333333333 std=0.001837268503936089 min=-0.0004 max=0.0041 -19:56:12,280 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0041), (, 0.0018)] -19:56:12,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.1716 0.2072 0.0599 0.2055 0.063 ] probs=[0.2173 0.1825 0.1714 0.2034 0.2253] -19:56:13,591 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0018333333333333335 std=0.0018372685039360894 min=-0.0004 max=0.0041 -19:56:13,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0018), (, 0.0041), (, 0.0)] -19:56:13,748 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:15,96 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.001075 std=0.0018376275465937053 min=-0.0004 max=0.0041 -19:56:15,96 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0041), (, -0.0004), (, 0.001)] -19:56:15,269 root INFO ContextualMultiArmedBanditAgent - exp=[0.1762 0.126 0.1378 0.1689 0.2465] probs=[0.2071 0.187 0.2089 0.2031 0.1939] -19:56:16,552 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:16,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] -19:56:16,606 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:17,793 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:17,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0004)] -19:56:17,912 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:19,139 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.00145 std=0.0018834808201837363 min=-0.0004 max=0.0038 -19:56:19,140 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0), (, 0.0028), (, 0.0038)] -19:56:19,343 root INFO ContextualMultiArmedBanditAgent - exp=[0.2737 0.2169 0.125 0.2052 0.3207] probs=[0.2198 0.1888 0.2048 0.1949 0.1917] -19:56:20,694 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00068 std=0.0022824548188299367 min=-0.0024 max=0.0038 -19:56:20,695 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0038), (, -0.0024), (, -0.0004), (, 0.0028)] -19:56:20,926 root INFO ContextualMultiArmedBanditAgent - exp=[0.1284 0.0137 0.1791 0.0378 0.1071] probs=[0.194 0.2013 0.2054 0.1903 0.209 ] -19:56:22,380 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0010666666666666667 std=0.0009428090415820633 min=-0.0024 max=-0.0004 -19:56:22,380 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0024), (, -0.0004)] -19:56:22,532 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.1804 0.1844 0.2213 0.1894 0.2245] -19:56:23,907 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:23,907 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] -19:56:23,963 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:25,303 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0004 std=0.0 min=-0.0004 max=-0.0004 -19:56:25,304 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004)] -19:56:25,361 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0129 -0.0002 0.0012 -0.0009] probs=[0.199 0.2022 0.1995 0.1998 0.1994] -19:56:27,651 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:56:27,652 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.6937529411764706 std=1.2711629756748908 min=-0.0553 max=5.5401 -19:56:27,652 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.5937), (, 0.301), (, 0.3781), (, 0.0425), (, 0.0012), (, 0.2664), (, 0.9868), (, 0.7138), (, 5.5401), (, 0.9868), (, 0.1096), (, 0.6157), (, -0.0143), (, 1.1959), (, 0.1356), (, -0.0553), (, -0.0038)] -19:56:28,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.114 0.1014 0.1755 0.1517] probs=[0.1922 0.2015 0.1943 0.21 0.202 ] -19:56:29,509 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.36461176470588236 std=0.3986642578032636 min=-0.0553 max=1.1959 -19:56:29,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0553), (, 0.7138), (, 1.1959), (, 0.3781), (, 0.0012), (, -0.0143), (, -0.0038), (, 0.9868), (, 0.9868), (, 0.6157), (, 0.2664), (, -0.0553), (, 0.1096), (, 0.0425), (, 0.1356), (, 0.301), (, 0.5937)] -19:56:29,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0987 0.0452 0.0748 0.0173] probs=[0.199 0.2141 0.1927 0.1963 0.198 ] -19:56:31,399 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=0.03142 std=0.413848254315516 min=-0.9868 max=0.6157 -19:56:31,399 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3781), (, 0.0012), (, -0.0143), (, -0.2088), (, 0.1096), (, 0.0425), (, 0.1356), (, -0.7035), (, -0.0553), (, -0.9868), (, 0.6157), (, 0.2664), (, -0.0038), (, 0.5937), (, 0.301)] -19:56:31,737 root INFO ContextualMultiArmedBanditAgent - exp=[0.0976 0.143 0.1099 0.1424 0.1493] probs=[0.1933 0.2069 0.1959 0.2048 0.1991] -19:56:33,97 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.16848571428571427 std=0.3368221125612214 min=-0.9868 max=0.0425 -19:56:33,97 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0012), (, -0.0757), (, 0.0425), (, -0.9868), (, -0.0553), (, -0.0143), (, -0.091)] -19:56:33,309 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0066 0.1417 0.0794 0.1405 0.0285] probs=[0.1942 0.2129 0.1965 0.2012 0.1953] -19:56:34,607 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.24462 std=0.3719821468834224 min=-0.9868 max=-0.0143 -19:56:34,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.9868), (, -0.091), (, -0.0143), (, -0.0553), (, -0.0757)] -19:56:34,739 root INFO ContextualMultiArmedBanditAgent - exp=[0.2902 0.3678 0.2135 0.1803 0.336 ] probs=[0.2004 0.2098 0.1879 0.2006 0.2013] -19:56:36,45 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.027683333333333338 std=0.05242755053934483 min=-0.091 max=0.0611 -19:56:36,45 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0757), (, -0.0143), (, -0.091), (, 0.0091), (, -0.0553), (, 0.0611)] -19:56:36,211 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0107 0.0797 0.0012 0.0253 -0.0048] probs=[0.2002 0.2084 0.2097 0.1823 0.1994] -19:56:37,508 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.02933333333333334 std=0.026318603475277504 min=-0.0757 max=0.0091 -19:56:37,508 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0449), (, -0.0189), (, -0.0757), (, -0.0296), (, 0.0091), (, -0.016)] -19:56:37,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.008 0.1041 0.0696 0.0643 0.0951] probs=[0.1958 0.2092 0.1975 0.2008 0.1967] -19:56:38,979 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.017877777777777777 std=0.028909543898080814 min=-0.0757 max=0.0255 -19:56:38,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0757), (, -0.0449), (, 0.0255), (, 0.0091), (, -0.016), (, -0.0296), (, -0.0189), (, 0.0085)] -19:56:39,292 root INFO ContextualMultiArmedBanditAgent - exp=[-0.009 0.0652 0.0009 0.0198 -0.004 ] probs=[0.1898 0.2199 0.1999 0.1895 0.2009] -19:56:40,640 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.02678333333333334 std=0.022938716664674647 min=-0.0757 max=-0.0063 -19:56:40,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0296), (, -0.0142), (, -0.0757), (, -0.016), (, -0.0189)] -19:56:40,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0081 0.0579 0.0007 0.017 -0.0036] probs=[0.1902 0.2182 0.228 0.1846 0.1791] -19:56:42,153 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.01129 std=0.009066802082322079 min=-0.0296 max=0.0008 -19:56:42,153 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, -0.0063), (, -0.0189), (, -0.0019), (, -0.0068), (, -0.0024), (, -0.0176), (, -0.0296), (, -0.0142), (, -0.016)] -19:56:42,403 root INFO ContextualMultiArmedBanditAgent - exp=[0.0339 0.0659 0.01 0.0248 0.0616] probs=[0.1849 0.2031 0.2088 0.1974 0.2057] -19:56:43,866 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.009815384615384616 std=0.008792115887267861 min=-0.0296 max=0.0025 -19:56:43,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0068), (, 0.0025), (, -0.0019), (, -0.0024), (, -0.0104), (, -0.0296), (, -0.0063), (, -0.016), (, -0.0176), (, 0.0008), (, -0.0142), (, -0.0068), (, -0.0189)] -19:56:44,219 root INFO ContextualMultiArmedBanditAgent - exp=[0.1594 0.2354 0.202 0.1676 0.1719] probs=[0.2051 0.1861 0.2006 0.2031 0.205 ] -19:56:45,692 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.00832 std=0.008303589585233606 min=-0.0296 max=0.0025 -19:56:45,693 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0176), (, -0.0142), (, 0.0008), (, -0.0068), (, -0.0068), (, -0.0063), (, 0.0025), (, -0.0068), (, -0.0296), (, -0.0019), (, -0.0189), (, -0.0047), (, -0.0017), (, -0.0104), (, -0.0024)] -19:56:46,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.0345 0.0513 0.0599 0.0443 0.061 ] probs=[0.1987 0.2147 0.1955 0.1896 0.2014] -19:56:47,503 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.006621052631578946 std=0.006980844387726386 min=-0.0189 max=0.0045 -19:56:47,504 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0104), (, 0.0011), (, 0.0008), (, -0.0068), (, -0.0068), (, -0.0104), (, -0.0142), (, 0.0025), (, -0.0104), (, -0.0189), (, -0.0024), (, -0.0181), (, -0.0047), (, -0.0068), (, 0.0008), (, 0.0045), (, -0.0063), (, -0.0017), (, -0.0176)] -19:56:48,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1566 0.1492 0.182 0.0846 0.1574] probs=[0.2006 0.2068 0.1983 0.2044 0.1899] -19:56:49,631 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007894117647058824 std=0.006282325402010581 min=-0.0189 max=0.0011 -19:56:49,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0176), (, -0.0065), (, 0.0011), (, -0.0024), (, -0.0068), (, -0.0142), (, -0.0104), (, -0.0017), (, -0.0014), (, 0.0008), (, -0.0047), (, -0.0104), (, -0.0181), (, -0.0082), (, -0.0044), (, -0.0104), (, -0.0189)] -19:56:50,134 root INFO ContextualMultiArmedBanditAgent - exp=[0.1079 0.1161 0.1321 0.0967 0.0355] probs=[0.1941 0.2196 0.1933 0.2052 0.1878] -19:56:51,772 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.006405263157894738 std=0.006511970652026404 min=-0.0181 max=0.0076 -19:56:51,773 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0044), (, -0.0109), (, -0.0017), (, 0.0011), (, 0.0035), (, -0.0082), (, -0.0068), (, -0.0017), (, 0.0), (, -0.0066), (, -0.0068), (, -0.0181), (, -0.0104), (, 0.0076), (, -0.0104), (, -0.0014), (, -0.0065), (, -0.0176), (, -0.0142)] -19:56:52,238 root INFO ContextualMultiArmedBanditAgent - exp=[0.0087 0.1007 0.0709 0.0566 0.0817] probs=[0.192 0.2097 0.1942 0.2022 0.202 ] -19:56:53,607 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.005873333333333332 std=0.0066127620721013565 min=-0.0181 max=0.0076 -19:56:53,607 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0176), (, -0.0044), (, -0.0082), (, -0.0024), (, -0.0181), (, 0.0076), (, -0.0001), (, -0.0068), (, -0.0066), (, -0.0023), (, 0.0035), (, -0.0068), (, -0.0109), (, -0.0068)] -19:56:53,944 root INFO ContextualMultiArmedBanditAgent - exp=[0.0066 0.1003 0.035 0.0221 0.0606] probs=[0.1967 0.2112 0.1975 0.192 0.2026] -19:56:55,271 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00549 std=0.006122981299987777 min=-0.0181 max=0.0076 -19:56:55,271 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0082), (, -0.0068), (, -0.0066), (, -0.0181), (, 0.0076), (, -0.0027), (, -0.0068), (, -0.0023), (, -0.0028), (, -0.0082)] -19:56:55,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0044 0.0272 0. 0.0055 -0.0018] probs=[0.1953 0.2217 0.1959 0.1912 0.1959] -19:56:56,827 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.005253846153846154 std=0.006000591686801893 min=-0.0181 max=0.0076 -19:56:56,828 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0047), (, -0.007), (, -0.0066), (, -0.0137), (, -0.0066), (, -0.0004), (, -0.0082), (, -0.0027), (, -0.0028), (, -0.0181), (, -0.0023), (, 0.0076)] -19:56:57,152 root INFO ContextualMultiArmedBanditAgent - exp=[0.0682 0.0316 0.0249 0.0391 0.1373] probs=[0.2078 0.1948 0.1888 0.2004 0.2081] -19:56:58,626 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007147058823529412 std=0.00667965459190279 min=-0.0181 max=0.0076 -19:56:58,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0137), (, -0.014), (, -0.0028), (, -0.0147), (, -0.0144), (, -0.007), (, 0.0008), (, 0.0076), (, -0.0004), (, -0.0066), (, -0.0082), (, -0.0027), (, -0.0066), (, -0.0023), (, -0.0181), (, -0.0137), (, -0.0047)] -19:56:59,73 root INFO ContextualMultiArmedBanditAgent - exp=[0.1867 0.1619 0.1072 0.0951 0.1706] probs=[0.1997 0.2023 0.2012 0.2029 0.1939] -19:57:00,472 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.005854999999999999 std=0.007629120198292855 min=-0.0147 max=0.0117 -19:57:00,472 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0082), (, -0.0028), (, 0.0117), (, -0.0147), (, 0.0076), (, -0.0007), (, -0.0137), (, -0.0004), (, -0.0038), (, -0.0066), (, -0.0023), (, -0.0066), (, 0.0008), (, -0.0147), (, -0.0144), (, -0.014), (, -0.0145), (, -0.0047), (, -0.0004)] -19:57:00,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.0631 0.0601 0.0251 0.0536 0.0662] probs=[0.1979 0.2065 0.1989 0.1982 0.1984] -19:57:02,391 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0064736842105263155 std=0.006560715790959909 min=-0.0147 max=0.0029 -19:57:02,391 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0147), (, -0.0147), (, -0.0147), (, -0.0011), (, 0.0029), (, 0.0008), (, -0.0067), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0144), (, -0.014), (, -0.0137), (, 0.0013), (, -0.0028), (, -0.0042), (, -0.0082), (, -0.0038), (, 0.0001), (, -0.0145)] -19:57:02,892 root INFO ContextualMultiArmedBanditAgent - exp=[0.0729 0.1259 0.0754 0.0632 0.1049] probs=[0.2168 0.203 0.2022 0.1934 0.1845] -19:57:04,368 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.005638095238095238 std=0.006058640126414994 min=-0.0147 max=0.0033 -19:57:04,369 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, 0.0001), (, -0.0042), (, 0.0001), (, -0.0), (, -0.0145), (, -0.0137), (, -0.0147), (, -0.0007), (, -0.0001), (, 0.0033), (, -0.0147), (, -0.0007), (, -0.0067), (, -0.0075), (, 0.0008), (, -0.0058), (, -0.0028), (, -0.0038), (, -0.014), (, -0.0144), (, -0.0002)] -19:57:04,919 root INFO ContextualMultiArmedBanditAgent - exp=[0.1422 0.157 0.1697 0.1108 0.1629] probs=[0.2016 0.1966 0.2008 0.2016 0.1994] -19:57:06,456 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.007036842105263157 std=0.005385478576819802 min=-0.0147 max=0.0001 -19:57:06,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0042), (, -0.0144), (, -0.0042), (, -0.0002), (, -0.0067), (, -0.014), (, -0.0075), (, -0.0002), (, -0.0058), (, -0.0147), (, -0.0038), (, -0.004), (, -0.0145), (, 0.0001), (, -0.0007), (, -0.0063), (, -0.0042), (, -0.0147), (, -0.0137)] -19:57:07,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.1503 0.1315 0.093 0.084 0.0966] probs=[0.1968 0.2013 0.2017 0.2033 0.1969] -19:57:08,851 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=18 avg=-0.0059611111111111115 std=0.005907447172744369 min=-0.0147 max=0.0057 -19:57:08,851 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.003), (, -0.0009), (, -0.0063), (, -0.0144), (, -0.0145), (, -0.0147), (, -0.0038), (, 0.0), (, 0.0057), (, -0.0042), (, -0.0067), (, -0.004), (, -0.0137), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0147), (, -0.0002)] -19:57:09,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0913 0.1281 0.0548 0.0881 0.1319] probs=[0.2029 0.211 0.1885 0.2017 0.1958] -19:57:10,883 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=20 avg=-0.0031450000000000007 std=0.004746733087082104 min=-0.0147 max=0.0057 -19:57:10,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0), (, 0.0017), (, 0.0), (, -0.0005), (, 0.0002), (, -0.003), (, -0.0038), (, -0.0007), (, -0.0038), (, 0.0057), (, -0.0147), (, -0.0037), (, -0.0147), (, -0.0063), (, -0.0007), (, -0.0037), (, 0.0), (, -0.004), (, 0.0007), (, -0.0002), (, -0.0042), (, -0.0009)] -19:57:11,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.0831 0.0873 0.0501 0.0673] probs=[0.1998 0.1986 0.21 0.1989 0.1927] -19:57:13,113 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.002856521739130435 std=0.00442530530383341 min=-0.0147 max=0.0021 -19:57:13,114 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0008), (, 0.0002), (, -0.0063), (, -0.0037), (, -0.0042), (, -0.004), (, -0.0038), (, 0.0007), (, 0.0), (, 0.0019), (, -0.0009), (, -0.0147), (, 0.0017), (, -0.0007), (, -0.0036), (, 0.0), (, -0.0037), (, -0.0038), (, -0.003), (, 0.0), (, 0.0), (, -0.0005), (, 0.001), (, 0.0021), (, -0.0147), (, -0.0002)] -19:57:13,793 root INFO ContextualMultiArmedBanditAgent - exp=[0.0313 0.0474 0.05 0.0452 0.0157] probs=[0.199 0.2074 0.2081 0.1917 0.1938] -19:57:15,346 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.001737037037037037 std=0.002343177353453931 min=-0.0063 max=0.0021 -19:57:15,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0036), (, 0.0002), (, -0.0063), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0005), (, 0.0021), (, -0.0009), (, -0.0007), (, 0.0), (, 0.001), (, 0.0008), (, -0.0), (, -0.0), (, 0.0), (, -0.0042), (, 0.0021), (, -0.0038), (, -0.0006), (, 0.0007), (, 0.0), (, -0.0037), (, -0.0), (, -0.0021), (, -0.0), (, -0.004), (, 0.0002), (, -0.003), (, -0.0027), (, -0.0037), (, -0.0038), (, -0.0003), (, -0.0037)] -19:57:16,333 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.1324 0.0964 0.1548 0.1324] probs=[0.199 0.2031 0.2015 0.1967 0.1997] -19:57:17,875 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.002004 std=0.0022163898574032504 min=-0.0063 max=0.0032 -19:57:17,875 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, 0.0), (, -0.0037), (, -0.0027), (, -0.0012), (, -0.0036), (, -0.0003), (, -0.0008), (, -0.0063), (, -0.0038), (, -0.0001), (, 0.0001), (, -0.0), (, 0.0), (, -0.0014), (, -0.0042), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, -0.0002), (, -0.0037), (, -0.0), (, 0.0007), (, -0.0005), (, -0.004), (, 0.0), (, -0.0001), (, 0.0), (, -0.0037), (, -0.0009), (, -0.0012), (, -0.0038), (, 0.0), (, 0.0032), (, -0.0)] -19:57:18,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.0891 0.1011 0.1246 0.1127 0.1377] probs=[0.2045 0.1937 0.2026 0.1997 0.1995] -19:57:20,609 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0020347826086956518 std=0.002018309386300321 min=-0.0063 max=0.001 -19:57:20,609 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0038), (, -0.0038), (, -0.0036), (, -0.0037), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0012), (, -0.0001), (, -0.0), (, -0.0037), (, 0.0), (, -0.0), (, -0.0012), (, 0.0), (, 0.0001), (, -0.0037), (, -0.004), (, -0.0005), (, -0.0008), (, 0.001), (, -0.0), (, -0.0), (, -0.0009), (, 0.0), (, -0.0003), (, -0.0016), (, -0.0063), (, -0.0004)] -19:57:21,453 root INFO ContextualMultiArmedBanditAgent - exp=[0.1358 0.1357 0.2068 0.1996 0.1614] probs=[0.1995 0.196 0.204 0.1981 0.2024] -19:57:23,220 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=21 avg=-0.0014666666666666667 std=0.0022033164036522703 min=-0.0063 max=0.0014 -19:57:23,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0), (, 0.0), (, -0.0014), (, -0.0038), (, -0.0004), (, -0.0037), (, 0.0014), (, 0.0), (, -0.0011), (, -0.0), (, -0.0063), (, -0.0009), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0012), (, -0.0006), (, 0.0), (, -0.0003), (, 0.001), (, 0.0001), (, -0.0001), (, -0.0037), (, 0.0), (, -0.0038), (, 0.0), (, -0.0001), (, 0.0014), (, -0.0)] -19:57:24,46 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.1083 0.0908 0.048 0.0421] probs=[0.2042 0.1907 0.2008 0.2036 0.2007] -19:57:25,690 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=22 avg=-0.0009045454545454546 std=0.002034358793939589 min=-0.0063 max=0.0014 -19:57:25,690 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, -0.0005), (, -0.0014), (, -0.0004), (, 0.0014), (, -0.0003), (, -0.0011), (, 0.0), (, -0.0006), (, 0.0), (, -0.0009), (, 0.0014), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0014), (, -0.0005), (, -0.0003), (, -0.0012), (, -0.0037), (, -0.0014), (, 0.001), (, 0.0), (, -0.0063), (, 0.0005)] -19:57:26,398 root INFO ContextualMultiArmedBanditAgent - exp=[0.0196 0.0953 0.0985 0.072 0.0369] probs=[0.1957 0.2042 0.2042 0.1958 0.2001] -19:57:27,951 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=11 avg=-0.0008454545454545454 std=0.001887453135535549 min=-0.0063 max=0.0014 -19:57:27,951 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, 0.0014), (, -0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0005), (, -0.0), (, -0.0014), (, -0.0009), (, 0.0001), (, -0.0005), (, -0.0011), (, 0.0), (, -0.0063)] -19:57:28,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.2191 0.1808 0.1416 0.1861 0.0925] probs=[0.207 0.1966 0.1929 0.2084 0.1951] -19:57:29,942 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=6 avg=-0.0016499999999999998 std=0.0020910523666326486 min=-0.0063 max=-0.0003 -19:57:29,942 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0063), (, -0.0003), (, -0.0), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0)] -19:57:30,216 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0029 0.0141 -0.0002 0.0005 -0.0011] probs=[0.1862 0.2197 0.2222 0.1876 0.1842] -19:57:31,754 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=8 avg=-0.0007375000000000001 std=0.0002057759704144291 min=-0.0009 max=-0.0003 -19:57:31,755 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0003), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0006), (, -0.0)] -19:57:32,127 root INFO ContextualMultiArmedBanditAgent - exp=[0.0663 0.0883 0.0036 0.0498 0.0723] probs=[0.1935 0.201 0.2048 0.2035 0.1972] -19:57:33,492 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=12 avg=-0.0007416666666666666 std=0.00020598678490513792 min=-0.0009 max=-0.0003 -19:57:33,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0004), (, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0006), (, -0.0003), (, -0.0009)] -19:57:34,27 root INFO ContextualMultiArmedBanditAgent - exp=[0.0086 0.12 0.0954 0.1025 0.1192] probs=[0.1989 0.2045 0.1961 0.1933 0.2072] -19:57:35,629 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=15 avg=-0.0006666666666666665 std=0.00024404006956964166 min=-0.0009 max=-0.0002 -19:57:35,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0005), (, 0.0), (, -0.0009), (, -0.0009), (, -0.0008), (, -0.0004), (, 0.0), (, -0.0006), (, -0.0003), (, -0.0009), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0009), (, -0.0009)] -19:57:36,312 root INFO ContextualMultiArmedBanditAgent - exp=[0.1416 0.1011 0.0828 0.0745 0.1478] probs=[0.1989 0.2004 0.193 0.2075 0.2001] -19:57:37,978 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=14 avg=-0.0006642857142857144 std=0.0002868726518289029 min=-0.0009 max=0.0001 -19:57:37,979 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0005), (, 0.0001), (, -0.0006)] -19:57:38,532 root INFO ContextualMultiArmedBanditAgent - exp=[0.0946 0.2113 0.1775 0.0712 0.1631] probs=[0.2011 0.209 0.1949 0.1947 0.2002] -19:57:39,940 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=12 avg=-0.0006416666666666667 std=0.0003174332825790152 min=-0.0009 max=0.0002 -19:57:39,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0006), (, -0.0009), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0003)] -19:57:40,392 root INFO ContextualMultiArmedBanditAgent - exp=[0.1398 0.1291 0.1837 0.1754 0.1519] probs=[0.2064 0.2013 0.197 0.1961 0.1992] -19:57:41,880 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=17 avg=-0.0005823529411764705 std=0.0003311926649472764 min=-0.0009 max=0.0002 -19:57:41,880 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0009), (, -0.0008), (, 0.0), (, -0.0005), (, 0.0002), (, -0.0), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0006), (, -0.0006), (, 0.0002), (, 0.0), (, -0.0008), (, -0.0008), (, -0.0), (, 0.0), (, -0.0005), (, -0.0005), (, -0.0)] -19:57:42,591 root INFO ContextualMultiArmedBanditAgent - exp=[0.2049 0.0753 0.1637 0.1491 0.146 ] probs=[0.1962 0.2061 0.1947 0.2019 0.201 ] -19:57:44,160 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0003166666666666667 std=0.0005550275268448905 min=-0.0008 max=0.0011 -19:57:44,160 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0005), (, -0.0008), (, -0.0008), (, 0.0), (, 0.0009), (, 0.0002), (, -0.0003), (, -0.0008), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0008), (, -0.0006), (, 0.0002), (, 0.0011), (, -0.0006), (, -0.0003)] -19:57:44,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.0747 0.1429 0.1159 0.1188 0.1174] probs=[0.1968 0.1995 0.2051 0.2038 0.1948] -19:57:46,331 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.0004866666666666667 std=0.0004030991055421593 min=-0.0008 max=0.0009 -19:57:46,331 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0), (, 0.0), (, -0.0005), (, -0.0008), (, -0.0008), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0009), (, -0.0005), (, -0.0006), (, 0.0), (, -0.0008), (, -0.0006), (, -0.0), (, -0.0), (, -0.0003), (, -0.0006)] -19:57:46,951 root INFO ContextualMultiArmedBanditAgent - exp=[0.1013 0.2199 0.1374 0.1538 0.1554] probs=[0.2032 0.1962 0.1979 0.2025 0.2002] -19:57:48,581 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=18 avg=-0.0005 std=0.00028674417556808754 min=-0.0009 max=0.0003 -19:57:48,581 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0003), (, -0.0005), (, -0.0005), (, -0.0006), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0008), (, -0.0006), (, -0.0008), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0), (, -0.0007), (, 0.0), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0005), (, 0.0)] -19:57:49,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1219 0.1521 0.146 0.127 0.1577] probs=[0.2018 0.198 0.1989 0.1974 0.204 ] -19:57:50,874 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=18 avg=-0.00046111111111111114 std=0.000321694970928965 min=-0.0009 max=0.0003 -19:57:50,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0008), (, -0.0009), (, -0.0005), (, -0.0005), (, -0.0007), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0005), (, 0.0), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0002), (, -0.0006), (, -0.0)] -19:57:51,615 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1249 0.095 0.1227 0.064 ] probs=[0.201 0.2009 0.2007 0.2071 0.1902] -19:57:53,231 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004043478260869565 std=0.0003861496228030351 min=-0.0011 max=0.0004 -19:57:53,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0003), (, -0.0), (, -0.0009), (, -0.0005), (, -0.0005), (, 0.0004), (, -0.0006), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0), (, -0.0006), (, -0.0005), (, -0.0), (, -0.0008), (, 0.0001), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0002), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0008), (, -0.0011), (, 0.0)] -19:57:54,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.043 0.0908 0.0709 0.0774 0.065 ] probs=[0.1955 0.2087 0.2003 0.1988 0.1967] -19:57:55,669 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=20 avg=-0.00035 std=0.0005133225107084239 min=-0.0011 max=0.0006 -19:57:55,669 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0005), (, -0.0005), (, -0.0008), (, -0.0), (, 0.0), (, -0.0007), (, 0.0003), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0009), (, -0.0008), (, -0.0), (, 0.0002), (, -0.0), (, 0.0006), (, 0.0004), (, -0.0), (, -0.0), (, 0.0), (, -0.0005), (, 0.0005), (, -0.0001), (, -0.0005), (, -0.0008), (, -0.0002)] -19:57:56,698 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.0472 0.058 0.0569 0.063 ] probs=[0.2009 0.2009 0.197 0.2014 0.1999] -19:57:58,406 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=-0.00018181818181818183 std=0.0005859230197935281 min=-0.0011 max=0.0007 -19:57:58,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0011), (, -0.0), (, 0.0004), (, 0.0003), (, -0.0), (, 0.0005), (, -0.0), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0008), (, 0.0004), (, -0.0002), (, -0.0005), (, 0.0006), (, -0.0), (, -0.0008), (, 0.0004), (, 0.0007), (, -0.0), (, 0.0002), (, -0.0009), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0008), (, 0.0005)] -19:57:59,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.0958 0.0932 0.1129 0.0951 0.093 ] probs=[0.1981 0.2031 0.2004 0.2086 0.1899] -19:58:01,108 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=23 avg=-0.0002695652173913044 std=0.0005543776633061426 min=-0.0011 max=0.0006 -19:58:01,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0004), (, -0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0004), (, 0.0003), (, -0.0), (, -0.0), (, -0.0011), (, -0.0), (, 0.0), (, 0.0004), (, -0.0008), (, 0.0005), (, -0.0), (, -0.0002), (, -0.0008), (, -0.0007), (, 0.0), (, 0.0002), (, -0.0003), (, 0.0006), (, -0.0008), (, 0.0004), (, -0.0), (, -0.0009), (, -0.0011), (, -0.0), (, -0.0005)] -19:58:02,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.0943 0.1124 0.0842 0.0686 0.0697] probs=[0.2031 0.1957 0.2062 0.1993 0.1957] -19:58:03,880 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=19 avg=-0.0004210526315789474 std=0.00048620869178446306 min=-0.0011 max=0.0004 -19:58:03,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0005), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0002), (, -0.0011), (, -0.0007), (, -0.0008), (, -0.0004), (, 0.0), (, 0.0004), (, -0.0), (, -0.0008), (, -0.0), (, 0.0002), (, -0.0004), (, -0.0)] -19:58:04,818 root INFO ContextualMultiArmedBanditAgent - exp=[0.0835 0.0892 0.0889 0.0919 0.0958] probs=[0.2001 0.2024 0.203 0.1984 0.196 ] -19:58:06,643 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=16 avg=-0.00048750000000000003 std=0.0004456385867493972 min=-0.0011 max=0.0002 -19:58:06,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0), (, -0.0), (, -0.0), (, 0.0002), (, -0.0004), (, -0.0011), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0009), (, -0.0), (, -0.0003), (, -0.0), (, -0.0002), (, -0.0011), (, -0.0002), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0008), (, 0.0001), (, -0.0008), (, -0.0), (, 0.0002)] -19:58:07,506 root INFO ContextualMultiArmedBanditAgent - exp=[0.1962 0.1129 0.1017 0.1155 0.1504] probs=[0.2057 0.2024 0.1991 0.1956 0.1973] -19:58:09,251 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=17 avg=-0.00043529411764705884 std=0.00038339225263059584 min=-0.0011 max=0.0002 -19:58:09,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, 0.0), (, -0.0003), (, -0.0002), (, -0.0), (, 0.0), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0011), (, 0.0), (, -0.0004), (, -0.0002), (, -0.0), (, 0.0001), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0), (, -0.0011), (, -0.0009), (, -0.0)] -19:58:10,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.1273 0.0893 0.0983 0.1039 0.1464] probs=[0.2009 0.1989 0.1946 0.2097 0.1959] -19:58:12,109 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=22 avg=-0.0003954545454545454 std=0.0002976838969096899 min=-0.0011 max=0.0002 -19:58:12,109 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0001), (, -0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0003), (, -0.0), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0009), (, -0.0004), (, -0.0), (, 0.0), (, -0.0011), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0), (, -0.0004)] -19:58:13,440 root INFO ContextualMultiArmedBanditAgent - exp=[0.0629 0.0741 0.0749 0.0476 0.049 ] probs=[0.2029 0.2017 0.1967 0.1976 0.2011] -19:58:15,459 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=24 avg=-0.00035 std=0.00027233557730613656 min=-0.0011 max=0.0002 -19:58:15,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, 0.0002), (, -0.0002), (, -0.0011), (, -0.0001), (, -0.0002), (, -0.0005), (, -0.0), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0004)] -19:58:16,643 root INFO ContextualMultiArmedBanditAgent - exp=[0.062 0.0981 0.1164 0.0898 0.0907] probs=[0.2018 0.1971 0.1973 0.2023 0.2015] -19:58:18,453 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=23 avg=-0.0003391304347826088 std=0.00033197581163167087 min=-0.0011 max=0.0003 -19:58:18,454 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0004), (, -0.0), (, 0.0), (, -0.0003), (, -0.0005), (, 0.0002), (, -0.0007), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0003), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0011), (, -0.0003), (, -0.0011), (, -0.0003), (, 0.0003)] -19:58:19,517 root INFO ContextualMultiArmedBanditAgent - exp=[0.0478 0.1027 0.102 0.0741 0.0675] probs=[0.196 0.1992 0.2009 0.2048 0.1992] -19:58:21,172 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=21 avg=-0.00022380952380952386 std=0.00034627921833710177 min=-0.0011 max=0.0003 -19:58:21,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0007), (, 0.0001), (, -0.0), (, 0.0003), (, -0.0005), (, 0.0003), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0005), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0), (, -0.0), (, -0.0004), (, -0.0), (, 0.0), (, 0.0), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0004)] -19:58:22,439 root INFO ContextualMultiArmedBanditAgent - exp=[0.1098 0.0974 0.1457 0.101 0.1434] probs=[0.1964 0.2078 0.2057 0.1951 0.1949] -19:58:24,277 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=22 avg=-0.0003 std=0.00038963852712248806 min=-0.0011 max=0.0003 -19:58:24,278 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0001), (, -0.0), (, -0.0), (, 0.0002), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0007), (, -0.0003), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0011), (, 0.0002), (, -0.0003), (, 0.0), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0001), (, -0.0)] -19:58:25,474 root INFO ContextualMultiArmedBanditAgent - exp=[0.0934 0.0751 0.0591 0.0676 0.0778] probs=[0.1937 0.2042 0.1983 0.1967 0.2071] -19:58:27,341 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=27 avg=-0.0004703703703703704 std=0.0005974109664425225 min=-0.0029 max=0.0003 -19:58:27,341 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0003), (, 0.0003), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0001), (, -0.0007), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0008), (, -0.0), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0004), (, -0.0006), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, -0.0), (, -0.0029), (, 0.0), (, -0.0002)] -19:58:28,633 root INFO ContextualMultiArmedBanditAgent - exp=[0.0608 0.0676 0.0624 0.0577 0.0367] probs=[0.2046 0.2013 0.1947 0.198 0.2014] -19:58:30,302 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0005838709677419355 std=0.0008273926298897264 min=-0.003 max=0.0003 -19:58:30,302 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0), (, 0.0003), (, -0.0008), (, -0.0004), (, 0.0), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0003), (, -0.0003), (, -0.003), (, -0.0004), (, -0.0002), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0011), (, -0.0003), (, -0.0007), (, -0.0008), (, -0.0), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0029), (, -0.0004)] -19:58:31,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.1758 0.1696 0.1381 0.1072 0.1686] probs=[0.2022 0.2039 0.188 0.2015 0.2043] -19:58:33,767 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.0006000000000000001 std=0.0007985280576307444 min=-0.003 max=0.0002 -19:58:33,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0006), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0), (, -0.0012), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0007), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0029), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0001), (, -0.0007), (, 0.0), (, 0.0002), (, 0.0001), (, -0.003), (, -0.0), (, -0.0007), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0011)] -19:58:35,188 root INFO ContextualMultiArmedBanditAgent - exp=[0.1762 0.2142 0.2207 0.2287 0.2007] probs=[0.2026 0.2016 0.2026 0.1974 0.1958] -19:58:37,177 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=38 avg=-0.0005473684210526317 std=0.0008090725171145902 min=-0.003 max=0.0007 -19:58:37,178 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0008), (, 0.0007), (, -0.0006), (, -0.0), (, 0.0006), (, -0.0007), (, -0.0002), (, 0.0), (, 0.0001), (, 0.0001), (, 0.0), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.003), (, -0.0003), (, 0.0001), (, -0.0007), (, -0.0007), (, -0.0007), (, -0.0012), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0004), (, -0.0011), (, -0.0029), (, -0.0006), (, -0.0003), (, -0.0005), (, -0.0007), (, -0.0008), (, -0.0006), (, -0.0004), (, 0.0)] -19:58:38,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.1055 0.1345 0.1224 0.1319 0.0757] probs=[0.1977 0.2036 0.1991 0.2004 0.1991] -19:58:40,719 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=36 avg=-0.0004250000000000001 std=0.0008817202252163412 min=-0.003 max=0.0007 -19:58:40,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0001), (, -0.0004), (, -0.0), (, 0.0005), (, 0.0001), (, -0.0007), (, -0.0012), (, -0.0001), (, -0.0006), (, -0.0005), (, -0.0007), (, 0.0), (, 0.0001), (, -0.0002), (, -0.0006), (, -0.0003), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0007), (, -0.003), (, -0.0006), (, -0.0007), (, -0.0029), (, 0.0003), (, 0.0005), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.0003), (, -0.0004), (, 0.0007), (, 0.0005), (, 0.0007), (, -0.0004), (, 0.0004), (, 0.0001)] -19:58:42,141 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.0662 0.0917 0.0709 0.0611] probs=[0.1999 0.2061 0.1995 0.1958 0.1987] -19:58:44,38 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=34 avg=-0.00029705882352941177 std=0.0008569732283956432 min=-0.003 max=0.0013 -19:58:44,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.003), (, -0.0002), (, 0.0007), (, -0.0002), (, -0.0009), (, 0.0), (, 0.0), (, -0.0005), (, 0.0001), (, 0.0003), (, -0.0006), (, 0.0005), (, 0.0005), (, -0.0001), (, 0.0004), (, -0.0), (, 0.0), (, 0.0003), (, -0.0004), (, -0.0002), (, 0.0013), (, -0.0006), (, -0.0001), (, -0.0007), (, -0.0001), (, -0.0029), (, 0.0002), (, -0.0007), (, -0.0012), (, 0.0001), (, -0.0007), (, 0.0003), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0005), (, -0.0014)] -19:58:45,548 root INFO ContextualMultiArmedBanditAgent - exp=[0.1497 0.1174 0.1268 0.1296 0.1052] probs=[0.2005 0.1957 0.2009 0.2012 0.2017] -19:58:47,404 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=31 avg=-0.00038387096774193544 std=0.0008864924627860537 min=-0.003 max=0.0007 -19:58:47,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0007), (, 0.0005), (, -0.003), (, -0.0006), (, -0.0011), (, 0.0003), (, -0.0005), (, -0.0), (, 0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0029), (, 0.0004), (, -0.0002), (, -0.0001), (, -0.0012), (, -0.0009), (, -0.0004), (, -0.0014), (, 0.0005), (, -0.0002), (, 0.0005), (, -0.0001), (, 0.0003), (, 0.0007), (, 0.0), (, -0.0), (, 0.0007), (, -0.0003), (, -0.0)] -19:58:48,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0398 0.0753 0.0389 0.0319 0.0389] probs=[0.1978 0.2025 0.2025 0.1985 0.1988] -19:58:50,586 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005848484848484848 std=0.0010546064071552267 min=-0.0031 max=0.0007 -19:58:50,586 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0003), (, -0.0002), (, -0.003), (, 0.0001), (, -0.0005), (, -0.0009), (, 0.0005), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0029), (, -0.0031), (, -0.0014), (, -0.0006), (, 0.0005), (, 0.0005), (, 0.0007), (, -0.0012), (, -0.0002), (, 0.0002), (, -0.0001), (, 0.0007), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0012), (, -0.0009), (, -0.0014), (, -0.0), (, -0.0011), (, 0.0), (, -0.001), (, -0.0002), (, -0.0027), (, -0.0002)] -19:58:52,324 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0469 0.042 0.0437 0.0636] probs=[0.1968 0.2049 0.2025 0.1991 0.1968] -19:58:54,410 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=30 avg=-0.0007 std=0.0011120551545074852 min=-0.0031 max=0.0007 -19:58:54,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0012), (, -0.001), (, -0.0004), (, -0.0031), (, -0.0), (, -0.0002), (, -0.0014), (, -0.0014), (, -0.0001), (, 0.0005), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0009), (, 0.0001), (, -0.0004), (, 0.0004), (, -0.0), (, 0.0), (, -0.0027), (, 0.0002), (, 0.0), (, 0.0), (, 0.0), (, -0.0011), (, -0.0002), (, 0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.003), (, 0.0001), (, 0.0007), (, -0.0029), (, 0.0003)] -19:58:56,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.1039 0.0856 0.0948 0.0894 0.0624] probs=[0.1986 0.2046 0.1954 0.2042 0.1971] -19:58:58,173 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=30 avg=-0.0007433333333333333 std=0.0009752549524212745 min=-0.0031 max=0.0008 -19:58:58,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0004), (, -0.0), (, -0.001), (, -0.0007), (, 0.0), (, -0.0031), (, -0.0), (, 0.0003), (, -0.0009), (, 0.0), (, -0.0001), (, 0.0003), (, 0.0003), (, -0.0012), (, 0.0008), (, -0.0011), (, -0.0029), (, -0.0027), (, -0.0), (, -0.0014), (, -0.0004), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0014), (, -0.0007), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0004), (, -0.0002), (, -0.0002), (, -0.0002)] -19:58:59,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.1085 0.1442 0.1026 0.1335 0.1138] probs=[0.1992 0.2037 0.2029 0.2051 0.1892] -19:59:01,873 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=29 avg=-0.0005 std=0.0008917244046189963 min=-0.0031 max=0.001 -19:59:01,873 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0006), (, -0.0002), (, 0.0), (, -0.0004), (, 0.0003), (, 0.0003), (, 0.0003), (, -0.0), (, -0.0027), (, 0.0), (, -0.0011), (, -0.0031), (, -0.0012), (, -0.0003), (, -0.0012), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0001), (, 0.0008), (, 0.0002), (, 0.0003), (, 0.001), (, -0.0001), (, -0.0014), (, -0.0007), (, -0.0011), (, -0.0003), (, -0.0002), (, -0.0014), (, -0.0002), (, -0.0007)] -19:59:03,499 root INFO ContextualMultiArmedBanditAgent - exp=[0.0866 0.1149 0.0932 0.1044 0.1372] probs=[0.197 0.1971 0.2024 0.2026 0.2009] -19:59:05,692 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0005842105263157895 std=0.0007740958446673783 min=-0.0027 max=0.001 -19:59:05,692 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0003), (, -0.0002), (, -0.0), (, -0.0), (, -0.0004), (, 0.0003), (, 0.0), (, -0.0011), (, -0.0011), (, -0.0003), (, -0.0004), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0012), (, -0.0027), (, 0.0), (, -0.0012), (, 0.001), (, -0.001), (, -0.0006), (, -0.0002), (, -0.0014)] -19:59:06,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.08 0.0864 0.0604 0.041 0.1118] probs=[0.2055 0.1984 0.2004 0.1947 0.201 ] -19:59:08,825 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.000525 std=0.0006883857929969212 min=-0.0027 max=0.0004 -19:59:08,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0006), (, -0.0), (, 0.0003), (, -0.0002), (, -0.0003), (, -0.0002), (, 0.0004), (, -0.001), (, -0.0003), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0003), (, -0.0012), (, -0.0014), (, -0.0005), (, -0.0027), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0012), (, -0.0), (, -0.0004)] -19:59:09,964 root INFO ContextualMultiArmedBanditAgent - exp=[0.0883 0.1199 0.1295 0.1482 0.1402] probs=[0.2008 0.2027 0.1913 0.2039 0.2012] -19:59:12,18 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=17 avg=-0.0003588235294117647 std=0.0006945661561930006 min=-0.0027 max=0.0004 -19:59:12,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0012), (, 0.0004), (, -0.0027), (, 0.0003), (, -0.0003), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0004), (, 0.0001), (, -0.0003), (, 0.0004), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0004)] -19:59:12,780 root INFO ContextualMultiArmedBanditAgent - exp=[0.2248 0.1567 0.1282 0.1472 0.1623] probs=[0.2014 0.2009 0.2039 0.1954 0.1984] -19:59:14,600 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.000291304347826087 std=0.0006665374796065312 min=-0.0027 max=0.0005 -19:59:14,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0001), (, -0.0), (, -0.0003), (, -0.0027), (, -0.0), (, -0.0003), (, 0.0), (, -0.0002), (, -0.0003), (, -0.0), (, -0.0012), (, -0.0003), (, -0.0), (, -0.0002), (, 0.0003), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0005), (, -0.0001), (, -0.0004), (, 0.0004), (, -0.0004), (, 0.0003), (, 0.0003), (, -0.0006)] -19:59:15,960 root INFO ContextualMultiArmedBanditAgent - exp=[0.0711 0.0768 0.0904 0.0771 0.0952] probs=[0.1953 0.2121 0.198 0.1972 0.1974] -19:59:17,873 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.00037142857142857143 std=0.0006741081283499577 min=-0.0027 max=0.0005 -19:59:17,874 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, -0.0006), (, 0.0004), (, -0.0), (, -0.0003), (, -0.0005), (, 0.0005), (, -0.0005), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0003), (, 0.0003), (, -0.0), (, -0.0002), (, -0.0), (, -0.0012), (, -0.0), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0027), (, 0.0001), (, -0.0003), (, -0.0004)] -19:59:19,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.0893 0.1029 0.0547 0.0584 0.0366] probs=[0.1945 0.2031 0.2022 0.2004 0.1998] -19:59:21,193 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=16 avg=-0.0005187499999999999 std=0.0007028680085905176 min=-0.0027 max=0.0005 -19:59:21,194 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0012), (, 0.0003), (, 0.0), (, -0.0), (, -0.0012), (, -0.0004), (, -0.0005), (, -0.0027), (, -0.0001), (, 0.0005), (, -0.0006), (, -0.0002), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0), (, -0.0003), (, -0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0004), (, -0.0)] -19:59:22,117 root INFO ContextualMultiArmedBanditAgent - exp=[0.0833 0.1049 0.1143 0.1386 0.1264] probs=[0.205 0.199 0.1865 0.2035 0.2059] -19:59:23,885 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=18 avg=-0.0003111111111111111 std=0.0007014975163406488 min=-0.0027 max=0.0006 -19:59:23,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0001), (, -0.0), (, -0.0), (, 0.0005), (, 0.0006), (, -0.0027), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0002), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0005), (, -0.0), (, -0.0002), (, -0.0012), (, 0.0), (, -0.0005), (, -0.0004), (, -0.0002), (, 0.0003), (, -0.0)] -19:59:25,60 root INFO ContextualMultiArmedBanditAgent - exp=[0.0771 0.0652 0.0682 0.0667 0.0354] probs=[0.1969 0.2013 0.1974 0.2036 0.2008] -19:59:27,32 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=15 avg=-0.0003133333333333334 std=0.0003442221504913489 min=-0.0012 max=0.0002 -19:59:27,32 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0008), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0), (, -0.0002), (, -0.0012), (, 0.0001), (, -0.0), (, -0.0005), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0)] -19:59:28,476 root INFO ContextualMultiArmedBanditAgent - exp=[0.1669 0.1828 0.2 0.1673 0.1378] probs=[0.202 0.1977 0.2028 0.2009 0.1966] -19:59:30,681 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=21 avg=-0.00027619047619047615 std=0.0003379275237944795 min=-0.0012 max=0.0002 -19:59:30,681 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0002), (, 0.0), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0005), (, -0.0002), (, -0.0005), (, 0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0), (, -0.0001)] -19:59:32,168 root INFO ContextualMultiArmedBanditAgent - exp=[0.1072 0.1389 0.1062 0.1428 0.1166] probs=[0.1996 0.1982 0.2051 0.2036 0.1936] -19:59:34,213 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=18 avg=-0.0002611111111111111 std=0.0003401615447742585 min=-0.0012 max=0.0002 -19:59:34,213 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0008), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0), (, -0.0005), (, 0.0002), (, -0.0001), (, -0.0003), (, -0.0005), (, 0.0), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0012), (, -0.0)] -19:59:35,601 root INFO ContextualMultiArmedBanditAgent - exp=[0.1148 0.0682 0.0744 0.0653 0.0732] probs=[0.1961 0.1972 0.2006 0.201 0.2051] -19:59:38,9 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0002190476190476191 std=0.00038124988383329703 min=-0.0012 max=0.0002 -19:59:38,10 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0002), (, -0.001), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0012), (, -0.0002), (, -0.0008), (, -0.0002), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0002)] -19:59:39,510 root INFO ContextualMultiArmedBanditAgent - exp=[0.0497 0.0629 0.0458 0.0357 0.0306] probs=[0.1969 0.1991 0.1991 0.2047 0.2002] -19:59:41,524 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=15 avg=-0.00044 std=0.00042394968254892386 min=-0.0012 max=0.0002 -19:59:41,524 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.001), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0), (, -0.0008), (, 0.0), (, -0.0002), (, 0.0), (, -0.0012), (, -0.001), (, -0.0), (, -0.0004)] -19:59:42,537 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0024 0.0438 0.04 0.0064 0.0102] probs=[0.1909 0.206 0.1912 0.2082 0.2038] -19:59:44,263 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=16 avg=-0.00029375 std=0.0004307968633822675 min=-0.001 max=0.0006 -19:59:44,264 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, 0.0006), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0002), (, -0.001), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0008), (, 0.0), (, 0.0001), (, -0.001), (, -0.0001)] -19:59:45,393 root INFO ContextualMultiArmedBanditAgent - exp=[0.2317 0.2497 0.1583 0.1726 0.2137] probs=[0.202 0.2007 0.1958 0.1965 0.205 ] -19:59:48,642 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -19:59:48,643 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.27668235294117643 std=0.4175499874763769 min=-0.0796 max=1.2002 -19:59:48,643 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.007), (, 0.4607), (, 0.1154), (, 0.1368), (, 0.0414), (, -0.0323), (, 0.8325), (, 0.1368), (, -0.0796), (, 1.2002), (, 0.0079), (, -0.0713), (, 0.6501), (, 0.1137), (, -0.0135), (, 1.1911)] -19:59:49,92 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.3073 0.0934 0.1418 0.2077] probs=[0.2007 0.199 0.2036 0.2032 0.1934] -19:59:50,439 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.14945294117647057 std=0.2740433437543327 min=-0.0796 max=0.9762 -19:59:50,439 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0796), (, -0.0135), (, 0.2904), (, 0.3346), (, 0.1137), (, 0.9762), (, -0.0796), (, 0.1154), (, 0.6501), (, 0.1368), (, 0.0067), (, 0.1368), (, 0.007), (, 0.0079), (, -0.0323), (, -0.0713), (, 0.0414)] -19:59:50,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.0853 0.1343 0.1381 0.1161 0.0858] probs=[0.1954 0.2099 0.1969 0.2011 0.1967] -19:59:52,279 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.009618749999999995 std=0.20871712082011262 min=-0.7169 max=0.2904 -19:59:52,279 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1154), (, 0.1368), (, 0.045), (, 0.007), (, -0.0713), (, -0.0135), (, 0.1368), (, 0.2904), (, -0.7169), (, -0.0323), (, 0.0067), (, 0.0079), (, 0.1137), (, -0.1414), (, -0.0796), (, 0.0414)] -19:59:52,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.052 0.1905 0.0882 0.1295 0.0591] probs=[0.1879 0.2278 0.2076 0.1835 0.1932] -19:59:54,44 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.03372 std=0.03710861894492976 min=-0.0796 max=0.0079 -19:59:54,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0713), (, 0.0067), (, -0.0796), (, -0.0323), (, 0.0079)] -19:59:54,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0362 0.1529 0.1364 0.3432 0.3028] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] -19:59:55,718 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.020325 std=0.04022075801125583 min=-0.0796 max=0.0286 -19:59:55,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0323), (, -0.0713), (, 0.0146), (, 0.0067), (, 0.0191), (, -0.0796), (, 0.0286)] -19:59:55,930 root INFO ContextualMultiArmedBanditAgent - exp=[0.0133 0.1158 0.0208 0.1065 0.0799] probs=[0.197 0.2158 0.1922 0.1996 0.1954] -19:59:57,333 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.04642 std=0.03477570416253278 min=-0.0796 max=0.0191 -19:59:57,333 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0484), (, -0.0796), (, 0.0191), (, -0.0519), (, -0.0713)] -19:59:57,446 root INFO ContextualMultiArmedBanditAgent - exp=[0.1683 0.1538 0.0431 0.1997 0.1457] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] -19:59:58,694 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.026642857142857142 std=0.03689606472019387 min=-0.0796 max=0.0191 -19:59:58,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, -0.0519), (, -0.0796), (, 0.0004), (, -0.0713), (, 0.0011), (, 0.0191)] -19:59:58,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.0896 0.1729 0.0936 0.1218 0.0669] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] -20:00:00,191 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.07545 std=0.004150000000000001 min=-0.0796 max=-0.0713 -20:00:00,191 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0796), (, -0.0713)] -20:00:00,254 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0108 0.0814 0.0005 0.0271 -0.0049] probs=[0.2011 0.201 0.1792 0.1907 0.228 ] -20:00:01,737 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.028959999999999996 std=0.039380380902170053 min=-0.0796 max=0.0113 -20:00:01,738 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0113), (, -0.0796), (, -0.0165), (, 0.0113), (, -0.0713)] -20:00:01,873 root INFO ContextualMultiArmedBanditAgent - exp=[0.1149 0.078 0.0399 0.2127 0.0512] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] -20:00:03,251 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.014914285714285715 std=0.028557182162482778 min=-0.0796 max=0.0113 -20:00:03,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0165), (, -0.0796), (, -0.0036), (, -0.0108), (, 0.0113), (, 0.0113), (, -0.0165)] -20:00:03,415 root INFO ContextualMultiArmedBanditAgent - exp=[0.0153 0.0798 0.0725 0.1174 0.0685] probs=[0.191 0.2027 0.1951 0.2079 0.2033] -20:00:04,825 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.01628571428571429 std=0.027102368297751006 min=-0.0796 max=0.0113 -20:00:04,826 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, 0.0113), (, -0.0796), (, -0.0108), (, -0.0036), (, -0.0165), (, -0.004)] -20:00:05,12 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0109 0.0814 0.0005 0.027 -0.005 ] probs=[0.1978 0.2123 0.1869 0.2084 0.1946] -20:00:06,406 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.012137499999999999 std=0.009864068316369266 min=-0.0339 max=-0.001 -20:00:06,406 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0108), (, -0.004), (, -0.0165), (, -0.0165), (, -0.0339), (, -0.001), (, -0.0108), (, -0.0036)] -20:00:06,613 root INFO ContextualMultiArmedBanditAgent - exp=[0.1283 0.1804 0.1263 0.1754 0.1315] probs=[0.1987 0.207 0.193 0.1955 0.2058] -20:00:08,83 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.014244444444444445 std=0.011678005072320178 min=-0.0339 max=-0.001 -20:00:08,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0339), (, -0.001), (, -0.0339), (, -0.0165), (, -0.004), (, -0.0165), (, -0.0036), (, -0.008), (, -0.0108)] -20:00:08,301 root INFO ContextualMultiArmedBanditAgent - exp=[0.2975 0.3189 0.4143 0.2985 0.1327] probs=[0.1838 0.218 0.1863 0.2172 0.1947] -20:00:09,650 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.01274166666666667 std=0.010857290817183118 min=-0.0339 max=-0.001 -20:00:09,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0339), (, -0.0036), (, -0.0165), (, -0.004), (, -0.0165), (, -0.001), (, -0.0054), (, -0.0028), (, -0.0108), (, -0.0339), (, -0.008), (, -0.0165)] -20:00:10,41 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0004 0.1447 0.0082 0.0742 0.0086] probs=[0.1941 0.2129 0.1963 0.2016 0.1952] -20:00:11,552 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.006235714285714286 std=0.013249183648321084 min=-0.0339 max=0.0199 -20:00:11,552 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0054), (, -0.0165), (, 0.0112), (, -0.008), (, 0.003), (, -0.001), (, -0.0195), (, 0.0027), (, 0.0199), (, -0.0028), (, -0.0165), (, -0.004), (, -0.0165), (, -0.0339)] -20:00:11,867 root INFO ContextualMultiArmedBanditAgent - exp=[0.1486 0.1681 0.1486 0.1447 0.1121] probs=[0.2044 0.2078 0.1931 0.2045 0.1902] -20:00:13,320 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.010175 std=0.010513572577070713 min=-0.0339 max=0.0048 -20:00:13,320 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0165), (, -0.001), (, -0.008), (, -0.0028), (, -0.0165), (, 0.0027), (, 0.0048), (, -0.0195), (, -0.0339), (, -0.0095), (, -0.0165), (, -0.0054)] -20:00:13,588 root INFO ContextualMultiArmedBanditAgent - exp=[0.0952 0.1193 0.0949 0.1055 0.1073] probs=[0.1995 0.2113 0.2013 0.1956 0.1923] -20:00:15,25 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.009466666666666667 std=0.010429232420887401 min=-0.0339 max=0.0048 -20:00:15,25 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.008), (, -0.001), (, -0.0095), (, -0.0339), (, -0.0054), (, 0.0027), (, -0.0165), (, -0.0013), (, -0.0165), (, -0.0195), (, 0.0048)] -20:00:15,315 root INFO ContextualMultiArmedBanditAgent - exp=[0.1494 0.2821 0.1806 0.1663 0.116 ] probs=[0.1972 0.2075 0.2008 0.1966 0.1979] -20:00:16,747 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00789375 std=0.009548721691278891 min=-0.0339 max=0.0048 -20:00:16,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.0095), (, -0.0023), (, -0.0054), (, 0.001), (, 0.0048), (, -0.0165), (, -0.0043), (, -0.001), (, -0.0013), (, -0.0339), (, -0.0071), (, -0.0165), (, -0.008), (, 0.0027), (, -0.0195)] -20:00:17,108 root INFO ContextualMultiArmedBanditAgent - exp=[ 0.0115 0.1282 0.0007 0.0349 -0.0036] probs=[0.1986 0.2023 0.1936 0.2037 0.2018] -20:00:18,538 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.007319999999999998 std=0.009591120893826747 min=-0.0339 max=0.0048 -20:00:18,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, -0.001), (, -0.0195), (, -0.0339), (, -0.008), (, 0.0048), (, 0.0027), (, -0.0043), (, -0.0054), (, -0.0071), (, -0.0013), (, -0.0023), (, 0.001), (, -0.0095), (, -0.0165)] -20:00:18,887 root INFO ContextualMultiArmedBanditAgent - exp=[0.1279 0.1613 0.1252 0.0984 0.0794] probs=[0.2004 0.2074 0.1909 0.204 0.1972] -20:00:20,269 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.006041666666666667 std=0.009542663703366873 min=-0.0339 max=0.0048 -20:00:20,270 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.0027), (, -0.008), (, -0.0339), (, -0.0023), (, -0.0095), (, -0.0013), (, 0.0048), (, -0.0071), (, -0.0043), (, 0.0013), (, -0.0054)] -20:00:20,547 root INFO ContextualMultiArmedBanditAgent - exp=[0.0401 0.204 0.1086 0.127 0.1177] probs=[0.1963 0.2077 0.1974 0.2066 0.192 ] -20:00:22,186 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0079 std=0.013816367105719216 min=-0.0339 max=0.005 -20:00:22,186 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.005), (, 0.0003), (, -0.0339), (, -0.0095)] -20:00:22,306 root INFO ContextualMultiArmedBanditAgent - exp=[0.0814 0.1688 0.1266 0.0785 0.0845] probs=[0.1951 0.2108 0.1969 0.2011 0.196 ] -20:00:23,623 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00225 std=0.0072499999999999995 min=-0.0095 max=0.005 -20:00:23,623 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0095), (, 0.005)] -20:00:23,698 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0068 0.0479 0.0001 0.0136 -0.0031] probs=[0.1966 0.2077 0.1979 0.2006 0.1973] -20:00:25,42 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=0.00166 std=0.006031450903389664 min=-0.0095 max=0.0075 -20:00:25,42 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.005), (, 0.0075), (, 0.0049), (, 0.0004), (, -0.0095)] -20:00:25,176 root INFO ContextualMultiArmedBanditAgent - exp=[0.099 0.2939 0.2521 0.2104 0.1883] probs=[0.1961 0.2087 0.1976 0.2008 0.1969] -20:00:26,601 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=0.0013166666666666663 std=0.005559201581362401 min=-0.0095 max=0.0075 -20:00:26,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0075), (, 0.0004), (, 0.005), (, 0.0049), (, -0.0095), (, -0.0004)] -20:00:26,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.0804 0.0883 0.2672 0.071 0.3162] probs=[0.1795 0.2116 0.1966 0.1998 0.2125] -20:00:28,222 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=0.000575 std=0.004993433187697619 min=-0.0095 max=0.0075 -20:00:28,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0004), (, 0.005), (, 0.0049), (, -0.0095), (, -0.001), (, -0.0023), (, 0.0075)] -20:00:28,451 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.1325 0.0473 0.1134 0.0408] probs=[0.1963 0.2115 0.2004 0.1866 0.2052] -20:00:29,903 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.0003499999999999999 std=0.0051704862993173645 min=-0.0095 max=0.0075 -20:00:29,904 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.001), (, 0.0004), (, -0.0095), (, 0.0049), (, 0.0014), (, 0.0004), (, 0.0075), (, 0.0049), (, -0.0074), (, 0.0073), (, -0.0023), (, 0.005), (, -0.0063)] -20:00:30,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0255 0.1103 0.0545 0.0818 0.0716] probs=[0.1977 0.2029 0.19 0.2103 0.1991] -20:00:31,882 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=0.001465 std=0.005712641683144498 min=-0.0095 max=0.0129 -20:00:31,882 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.006), (, 0.005), (, 0.0129), (, -0.0012), (, 0.0049), (, 0.0032), (, -0.0004), (, 0.0049), (, -0.0074), (, -0.0004), (, 0.0075), (, 0.0095), (, -0.001), (, 0.0073), (, -0.0023), (, 0.0014), (, -0.0038), (, -0.001), (, -0.0063), (, -0.0095)] -20:00:32,443 root INFO ContextualMultiArmedBanditAgent - exp=[0.0673 0.1139 0.0682 0.0349 0.0441] probs=[0.1977 0.2058 0.2007 0.2005 0.1953] -20:00:34,135 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=29 avg=-0.0005793103448275862 std=0.00567823304900904 min=-0.0129 max=0.0095 -20:00:34,135 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0049), (, 0.0014), (, 0.0073), (, 0.005), (, -0.001), (, -0.0074), (, 0.0054), (, -0.0129), (, 0.0075), (, -0.0028), (, -0.0055), (, 0.0075), (, 0.0049), (, -0.001), (, -0.0053), (, -0.0038), (, 0.0095), (, -0.0063), (, 0.0049), (, 0.0012), (, -0.0039), (, -0.0014), (, -0.0012), (, -0.0043), (, -0.0129), (, -0.0021), (, -0.0012), (, -0.0023), (, -0.001)] -20:00:34,864 root INFO ContextualMultiArmedBanditAgent - exp=[0.0944 0.1279 0.1134 0.0732 0.0807] probs=[0.1924 0.2176 0.2018 0.1955 0.1927] -20:00:36,555 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.0021916666666666664 std=0.004836830631266258 min=-0.0129 max=0.0073 -20:00:36,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0006), (, 0.0008), (, -0.001), (, -0.0043), (, -0.001), (, -0.0014), (, 0.0012), (, -0.0055), (, -0.0012), (, 0.0069), (, -0.001), (, -0.0129), (, -0.0045), (, -0.0021), (, -0.0039), (, -0.0012), (, -0.0007), (, -0.0059), (, -0.0074), (, 0.0073), (, 0.005), (, -0.0129), (, -0.0053)] -20:00:37,221 root INFO ContextualMultiArmedBanditAgent - exp=[0.1212 0.2605 0.1628 0.1791 0.1775] probs=[0.196 0.2009 0.205 0.2046 0.1935] -20:00:38,790 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=26 avg=-0.00265 std=0.0040280029409507255 min=-0.0129 max=0.005 -20:00:38,790 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0129), (, -0.001), (, 0.0044), (, -0.0007), (, -0.0043), (, -0.0045), (, -0.0062), (, 0.0001), (, 0.0007), (, -0.0053), (, 0.0008), (, -0.0012), (, -0.0015), (, 0.005), (, -0.0021), (, -0.0059), (, -0.0039), (, -0.0129), (, -0.0023), (, -0.001), (, -0.0055), (, -0.001), (, -0.0012), (, -0.001), (, -0.001)] -20:00:39,531 root INFO ContextualMultiArmedBanditAgent - exp=[0.1293 0.1282 0.0557 0.0711 0.096 ] probs=[0.1964 0.2145 0.1926 0.1964 0.2001] -20:00:41,253 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.003117391304347826 std=0.0036797509573000273 min=-0.0129 max=0.0007 -20:00:41,253 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0055), (, -0.0021), (, -0.0045), (, -0.001), (, -0.001), (, -0.0023), (, -0.003), (, -0.0129), (, -0.0012), (, -0.0034), (, -0.0045), (, -0.0062), (, -0.0059), (, 0.0001), (, -0.0012), (, 0.0007), (, 0.0005), (, 0.0007), (, -0.0129), (, -0.0007), (, 0.0001), (, -0.001)] -20:00:41,882 root INFO ContextualMultiArmedBanditAgent - exp=[0.1831 0.2222 0.1867 0.149 0.1451] probs=[0.1983 0.2065 0.2012 0.2017 0.1924] -20:00:43,514 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.003925 std=0.003964766701837575 min=-0.0129 max=0.0007 -20:00:43,514 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0007), (, -0.0023), (, -0.001), (, -0.0034), (, -0.001), (, -0.0045), (, 0.0004), (, -0.006), (, -0.0129), (, -0.0062), (, -0.003), (, -0.001), (, -0.0045), (, -0.0129), (, 0.0007)] -20:00:43,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.12 0.1171 0.1313 0.1428 0.146 ] probs=[0.1976 0.2002 0.1994 0.2027 0.2002] -20:00:45,437 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.004064705882352941 std=0.004086698822575011 min=-0.0129 max=0.0038 -20:00:45,438 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0034), (, -0.006), (, -0.0045), (, -0.0062), (, -0.001), (, 0.0038), (, -0.001), (, -0.005), (, -0.001), (, -0.001), (, -0.0129), (, -0.0023), (, -0.0045), (, -0.0129), (, -0.0045), (, -0.0007)] -20:00:45,915 root INFO ContextualMultiArmedBanditAgent - exp=[0.0088 0.1189 0.1066 0.1143 0.0703] probs=[0.2037 0.1949 0.2078 0.1932 0.2005] -20:00:47,520 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0036052631578947373 std=0.004176686382920585 min=-0.0129 max=0.0038 -20:00:47,520 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0034), (, -0.0023), (, -0.0045), (, -0.001), (, -0.001), (, -0.0129), (, -0.0007), (, -0.0129), (, -0.0045), (, -0.006), (, -0.005), (, -0.0045), (, 0.0038), (, -0.0045), (, -0.001), (, -0.0045), (, -0.001), (, -0.0034)] -20:00:48,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.0767 0.1342 0.0367 0.1049 0.0462] probs=[0.1962 0.2088 0.191 0.2098 0.1941] -20:00:49,644 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0031608695652173913 std=0.0033339804034836274 min=-0.0129 max=0.0038 -20:00:49,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.001), (, 0.0038), (, -0.0023), (, -0.001), (, -0.0045), (, -0.0045), (, -0.001), (, -0.005), (, -0.0013), (, 0.0034), (, -0.001), (, -0.0045), (, -0.0045), (, -0.0045), (, -0.001), (, -0.005), (, -0.005), (, -0.0129), (, -0.006), (, -0.0045), (, -0.0034), (, -0.001)] -20:00:50,259 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.1845 0.1803 0.2135 0.128 ] probs=[0.1946 0.2123 0.1922 0.2033 0.1976] -20:00:51,991 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.002782608695652174 std=0.0026614236422265896 min=-0.006 max=0.0038 -20:00:51,991 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.001), (, -0.001), (, -0.006), (, -0.001), (, -0.0045), (, -0.005), (, -0.005), (, -0.001), (, -0.0045), (, -0.0034), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045), (, -0.0045), (, 0.0034), (, 0.0038), (, -0.0013), (, -0.001), (, -0.001), (, -0.005), (, -0.0045)] -20:00:52,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.0569 0.1207 0.0859 0.0518 0.0474] probs=[0.1972 0.21 0.1944 0.2016 0.1968] -20:00:54,6 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0035045454545454546 std=0.0021035634858123427 min=-0.006 max=0.0017 -20:00:54,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0045), (, -0.0045), (, -0.006), (, -0.005), (, -0.0045), (, -0.001), (, -0.0045), (, -0.005), (, -0.005), (, -0.005), (, -0.0045), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0015), (, -0.0013), (, 0.0004), (, -0.0015), (, -0.005), (, -0.0034), (, 0.0017)] -20:00:54,602 root INFO ContextualMultiArmedBanditAgent - exp=[0.2133 0.1861 0.1742 0.1912 0.1517] probs=[0.2015 0.2099 0.1987 0.1993 0.1906] -20:00:56,204 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0037952380952380963 std=0.002236808140542316 min=-0.006 max=0.0021 -20:00:56,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.005), (, -0.0045), (, -0.005), (, -0.005), (, -0.005), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0015), (, -0.006), (, -0.0045), (, -0.0015), (, -0.0045), (, -0.005), (, -0.0045), (, -0.0045), (, -0.005), (, 0.0017), (, -0.0), (, 0.0021), (, -0.005)] -20:00:56,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.064 0.1044 0.1152 0.142 0.0794] probs=[0.1996 0.2038 0.1985 0.1958 0.2023] -20:00:58,455 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0041 std=0.0015540270267920054 min=-0.006 max=-0.0015 -20:00:58,455 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0015), (, -0.0015), (, -0.005), (, -0.005), (, -0.005), (, -0.0045), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0), (, -0.005), (, -0.005), (, -0.006), (, -0.0045), (, -0.005), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045)] -20:00:59,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.045 0.198 0.0586 0.1301 0.1385] probs=[0.189 0.2148 0.2012 0.2049 0.1901] -20:01:00,488 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.003566666666666667 std=0.0019144397000374197 min=-0.006 max=0.0006 -20:01:00,488 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.005), (, -0.006), (, -0.005), (, -0.0015), (, 0.0006), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0045), (, -0.0015), (, -0.0015), (, -0.005), (, -0.005), (, -0.0045), (, -0.0), (, -0.005), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0045), (, -0.0015)] -20:01:01,84 root INFO ContextualMultiArmedBanditAgent - exp=[0.0321 0.1575 0.0886 0.0907 0.0585] probs=[0.1929 0.2109 0.195 0.2063 0.1949] -20:01:02,693 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.003280952380952381 std=0.001976678080980225 min=-0.006 max=0.0006 -20:01:02,694 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, -0.0015), (, -0.006), (, 0.0006), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0045), (, -0.0), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.005), (, -0.0015), (, -0.0045), (, -0.005), (, -0.0015), (, -0.0015)] -20:01:03,292 root INFO ContextualMultiArmedBanditAgent - exp=[0.1113 0.1382 0.1094 0.1497 0.0384] probs=[0.1978 0.2109 0.2025 0.1974 0.1914] -20:01:04,967 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=22 avg=-0.0030272727272727274 std=0.0019299509692740004 min=-0.006 max=0.0006 -20:01:04,968 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.006), (, 0.0006), (, -0.005), (, -0.005), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.0029), (, -0.0015), (, -0.0015), (, -0.005), (, -0.0023), (, -0.0015), (, -0.006), (, -0.0015), (, -0.005), (, -0.0015), (, -0.0015)] -20:01:05,578 root INFO ContextualMultiArmedBanditAgent - exp=[0.0296 0.0795 0.0447 0.0855 0.0436] probs=[0.2032 0.2002 0.2011 0.2068 0.1887] -20:01:07,175 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0025700000000000002 std=0.0018971294104514853 min=-0.006 max=0.0006 -20:01:07,175 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0015), (, -0.0015), (, -0.0015), (, 0.0006), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.006), (, -0.005), (, -0.0029), (, -0.005), (, -0.0015), (, 0.0006), (, -0.0015), (, -0.005), (, -0.005), (, -0.005), (, -0.0023)] -20:01:07,694 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.1266 0.1244 0.0869 0.0899] probs=[0.1908 0.206 0.1991 0.1932 0.2109] -20:01:09,530 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0025666666666666667 std=0.0015173075568988058 min=-0.006 max=-0.0015 -20:01:09,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.0021), (, -0.0015), (, -0.005), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.005), (, -0.0015), (, -0.005), (, -0.0015), (, -0.006), (, -0.0029)] -20:01:09,984 root INFO ContextualMultiArmedBanditAgent - exp=[0.0964 0.1138 0.1184 0.1131 0.0603] probs=[0.1977 0.2048 0.1939 0.1989 0.2047] -20:01:11,395 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0024928571428571434 std=0.001376052472896025 min=-0.006 max=-0.0015 -20:01:11,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0029), (, -0.006), (, -0.005), (, -0.0015), (, -0.0021), (, -0.0029), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0032), (, -0.0015), (, -0.0015)] -20:01:11,746 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.1233 0.0364 0.069 0.0788] probs=[0.1951 0.2166 0.2028 0.1988 0.1867] -20:01:13,357 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.0020000000000000005 std=0.000807995756707387 min=-0.0032 max=-0.0008 -20:01:13,357 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0032), (, -0.0015), (, -0.0008), (, -0.0009), (, -0.0015), (, -0.0015), (, -0.0015), (, -0.0029), (, -0.0019), (, -0.0021), (, -0.0032), (, -0.0023), (, -0.0015)] -20:01:13,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.0362 0.1303 0.0656 0.0962 0.0703] probs=[0.1951 0.2196 0.1959 0.1982 0.1913] -20:01:15,384 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0017375 std=0.0010246188315661587 min=-0.0032 max=0.0006 -20:01:15,384 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0015), (, -0.0015), (, -0.0023), (, -0.0019), (, -0.0011), (, -0.0009), (, -0.0032), (, -0.0029), (, -0.0032), (, -0.0015), (, -0.0008), (, -0.0021), (, -0.0015), (, 0.0006), (, -0.0008)] -20:01:15,806 root INFO ContextualMultiArmedBanditAgent - exp=[0.1458 0.1121 0.1766 0.1793 0.0848] probs=[0.193 0.2075 0.198 0.2052 0.1964] -20:01:17,351 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.0014722222222222222 std=0.0015534211547261153 min=-0.0033 max=0.0032 -20:01:17,351 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0021), (, -0.0015), (, -0.0023), (, -0.0015), (, -0.0009), (, -0.0012), (, -0.0015), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0032), (, 0.0032), (, -0.0033), (, 0.0006), (, -0.0008), (, -0.0029), (, -0.0032)] -20:01:17,843 root INFO ContextualMultiArmedBanditAgent - exp=[0.0375 0.0928 0.051 0.0321 0.0429] probs=[0.1907 0.2007 0.1979 0.2054 0.2052] -20:01:19,595 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.00138 std=0.0015114893317519644 min=-0.0033 max=0.0032 -20:01:19,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0008), (, 0.0006), (, -0.0021), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0029), (, -0.0008), (, -0.0032), (, -0.0012), (, -0.0023), (, -0.0008), (, -0.0011), (, -0.0015), (, -0.0015), (, -0.0033), (, -0.0009), (, 0.0032), (, -0.0032)] -20:01:20,287 root INFO ContextualMultiArmedBanditAgent - exp=[0.1239 0.1253 0.1543 0.0962 0.1202] probs=[0.1978 0.2078 0.1959 0.207 0.1915] -20:01:21,944 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0015941176470588238 std=0.0010663133786337332 min=-0.0033 max=-0.0002 -20:01:21,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0015), (, -0.0009), (, -0.0012), (, -0.0002), (, -0.0032), (, -0.0007), (, -0.0008), (, -0.0009), (, -0.0033), (, -0.0011), (, -0.0029), (, -0.0032), (, -0.0008), (, -0.0008), (, -0.0008), (, -0.0015)] -20:01:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0751 0.1539 0.0885 0.1136 0.0366] probs=[0.1842 0.2164 0.1929 0.1999 0.2066] -20:01:24,30 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0013619047619047619 std=0.0010776854344805864 min=-0.0033 max=-0.0002 -20:01:24,30 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0032), (, -0.0003), (, -0.0008), (, -0.0007), (, -0.0002), (, -0.0008), (, -0.0008), (, -0.0033), (, -0.0009), (, -0.0011), (, -0.0015), (, -0.0002), (, -0.0032), (, -0.0002), (, -0.0029), (, -0.0008), (, -0.0012), (, -0.0008), (, -0.0009), (, -0.0015)] -20:01:24,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0053 0.1304 0.0527 0.0689 0.041 ] probs=[0.1903 0.2037 0.2036 0.1967 0.2056] -20:01:26,366 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=23 avg=-0.0009478260869565219 std=0.0010627566964461854 min=-0.0033 max=0.0012 -20:01:26,366 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0019), (, -0.0002), (, -0.0008), (, -0.0011), (, -0.0008), (, -0.0008), (, -0.0003), (, -0.0002), (, 0.0012), (, -0.0002), (, -0.0002), (, -0.0008), (, -0.0015), (, -0.0008), (, -0.0007), (, -0.0008), (, -0.0008), (, -0.0002), (, -0.0009), (, -0.0033), (, -0.0032), (, -0.0002)] -20:01:27,23 root INFO ContextualMultiArmedBanditAgent - exp=[0.1575 0.1557 0.1258 0.178 0.1982] probs=[0.1949 0.213 0.1937 0.1969 0.2015] -20:01:28,814 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0010399999999999997 std=0.0010239140588936162 min=-0.0033 max=-0.0002 -20:01:28,814 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0008), (, -0.0008), (, -0.0013), (, -0.0033), (, -0.0008), (, -0.0008), (, -0.0011), (, -0.0002), (, -0.0015), (, -0.0002), (, -0.0009), (, -0.0002), (, -0.0032), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0002), (, -0.0013), (, -0.0002)] -20:01:29,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0845 0.1697 0.1363 0.0925 0.0403] probs=[0.1906 0.2112 0.1947 0.203 0.2005] -20:01:30,923 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0009999999999999998 std=0.0009418380028059028 min=-0.0033 max=-0.0002 -20:01:30,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0032), (, -0.0008), (, -0.0033), (, -0.0013), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0011), (, -0.0013), (, -0.0015), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, -0.0002)] -20:01:31,383 root INFO ContextualMultiArmedBanditAgent - exp=[0.1177 0.1778 0.1412 0.1506 0.1843] probs=[0.2027 0.21 0.1891 0.2114 0.1868] -20:01:32,856 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0009538461538461539 std=0.000808241571480843 min=-0.0032 max=-0.0002 -20:01:32,856 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0011), (, -0.0015), (, -0.0013), (, -0.0032), (, -0.0003), (, -0.0002), (, -0.0002), (, -0.0007), (, -0.0013), (, -0.0009), (, -0.0002), (, -0.0002)] -20:01:33,216 root INFO ContextualMultiArmedBanditAgent - exp=[0.0231 0.1418 0.1006 0.1026 0.1144] probs=[0.1774 0.2188 0.2013 0.206 0.1966] -20:01:34,632 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.0011272727272727272 std=0.0008057643565876487 min=-0.0032 max=-0.0002 -20:01:34,633 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0032), (, -0.0015), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0011), (, -0.0002), (, -0.0002), (, -0.0003)] -20:01:35,11 root INFO ContextualMultiArmedBanditAgent - exp=[0.047 0.0879 0.1119 0.1388 0.1061] probs=[0.1988 0.2164 0.2014 0.1874 0.196 ] -20:01:36,653 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00121 std=0.0007993122043357027 min=-0.0032 max=-0.0002 -20:01:36,653 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0002), (, -0.0032), (, -0.0007), (, -0.0013), (, -0.0013), (, -0.0002), (, -0.0015), (, -0.0013), (, -0.0011)] -20:01:36,942 root INFO ContextualMultiArmedBanditAgent - exp=[0.0325 0.0855 0.0678 0.0709 0.0296] probs=[0.187 0.212 0.2044 0.1972 0.1994] -20:01:38,340 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0011923076923076924 std=0.0008166173555132439 min=-0.0032 max=0.0008 -20:01:38,340 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0007), (, 0.0008), (, -0.0013), (, -0.0015), (, -0.0013), (, -0.0013), (, -0.0011), (, -0.0032), (, -0.0013)] -20:01:38,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.0411 0.0816 0.032 0.0518 0.0581] probs=[0.2009 0.2178 0.1987 0.1994 0.1833] -20:01:40,254 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0011125 std=0.0005988269783501742 min=-0.0021 max=0.0008 -20:01:40,254 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0008), (, -0.0013), (, -0.0013), (, -0.0007), (, -0.0013), (, -0.0013), (, -0.0015), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0007), (, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013)] -20:01:40,729 root INFO ContextualMultiArmedBanditAgent - exp=[0.0254 0.0761 0.0068 0.0814 0.0467] probs=[0.1859 0.2022 0.1999 0.217 0.195 ] -20:01:42,271 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0012058823529411764 std=0.00045305575326987546 min=-0.0021 max=-0.0006 -20:01:42,272 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0013), (, -0.0006), (, -0.0006), (, -0.0013), (, -0.0007), (, -0.0015), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013)] -20:01:42,716 root INFO ContextualMultiArmedBanditAgent - exp=[0.0306 0.1269 0.022 0.0629 0.0509] probs=[0.1975 0.2108 0.1919 0.199 0.2007] -20:01:44,136 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0012199999999999997 std=0.0004578209256903839 min=-0.0021 max=-0.0006 -20:01:44,136 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0021), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0006)] -20:01:44,566 root INFO ContextualMultiArmedBanditAgent - exp=[0.0354 0.1362 0.0683 0.1085 0.0849] probs=[0.2022 0.2032 0.2086 0.1955 0.1905] -20:01:46,3 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012583333333333329 std=0.0004768967975941498 min=-0.0021 max=-0.0006 -20:01:46,3 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0013), (, -0.0006), (, -0.0021), (, -0.0006), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013)] -20:01:46,326 root INFO ContextualMultiArmedBanditAgent - exp=[0.0686 0.1074 0.0566 0.0307 0.0217] probs=[0.1984 0.2049 0.2037 0.2028 0.1903] -20:01:47,671 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.0012666666666666662 std=0.0004784233364802442 min=-0.0021 max=-0.0006 -20:01:47,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0014), (, -0.0013), (, -0.0006), (, -0.0013), (, -0.0021), (, -0.0006), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0006)] -20:01:48,52 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0704 0.0004 0.0216 -0.0045] probs=[0.1954 0.2046 0.1962 0.2039 0.1999] -20:01:49,664 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.0013375 std=0.00037728470681966424 min=-0.0021 max=-0.0006 -20:01:49,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0021), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0006), (, -0.0014)] -20:01:49,914 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0704 0.0004 0.0216 -0.0045] probs=[0.2002 0.2203 0.1983 0.192 0.1892] -20:01:51,412 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.0015 std=0.00030331501776206197 min=-0.0021 max=-0.0013 -20:01:51,412 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013), (, -0.0013)] -20:01:51,582 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0698 0.0004 0.0216 -0.0045] probs=[0.1853 0.2002 0.1868 0.2113 0.2165] -20:01:53,127 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0015500000000000002 std=0.0003201562118716424 min=-0.0021 max=-0.0013 -20:01:53,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0021), (, -0.0014)] -20:01:53,271 root INFO ContextualMultiArmedBanditAgent - exp=[0.1557 0.2015 0.11 0.1048 0.1262] probs=[0.1948 0.2111 0.1969 0.2012 0.196 ] -20:01:54,946 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0015500000000000002 std=0.0003201562118716424 min=-0.0021 max=-0.0013 -20:01:54,946 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0013), (, -0.0014), (, -0.0021)] -20:01:55,104 root INFO ContextualMultiArmedBanditAgent - exp=[0.3929 0.26 0.278 0.3718 0.6186] probs=[0.2172 0.1985 0.1982 0.1973 0.1888] -20:01:56,639 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 -20:01:56,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013)] -20:01:56,761 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0215 -0.0045] probs=[0.2075 0.201 0.1861 0.1838 0.2216] -20:01:58,309 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 -20:01:58,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014), (, -0.0021), (, -0.0013)] -20:01:58,432 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0215 -0.0045] probs=[0.207 0.2213 0.1789 0.183 0.2098] -20:01:59,957 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.00155 std=0.0003201562118716424 min=-0.0021 max=-0.0013 -20:01:59,957 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014), (, -0.0013)] -20:02:00,94 root INFO ContextualMultiArmedBanditAgent - exp=[0.0774 0.072 0.089 0.2163 0.2391] probs=[0.1885 0.2079 0.198 0.2179 0.1877] -20:02:01,456 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00032998316455372216 min=-0.0021 max=-0.0014 -20:02:01,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014)] -20:02:01,541 root INFO ContextualMultiArmedBanditAgent - exp=[0.031 0.1166 0.1919 0.2741 0.1336] probs=[0.2033 0.2042 0.1932 0.1992 0.2001] -20:02:02,963 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0016333333333333332 std=0.00032998316455372216 min=-0.0021 max=-0.0014 -20:02:02,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0021), (, -0.0014)] -20:02:03,55 root INFO ContextualMultiArmedBanditAgent - exp=[0.3601 0.2152 0.47 0.17 0.0559] probs=[0.1808 0.2169 0.2372 0.1764 0.1888] -20:02:04,535 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:04,535 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:04,621 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1774 0.2185 0.178 0.1691 0.257 ] -20:02:05,980 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:05,981 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:06,95 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] -20:02:07,442 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:07,442 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:07,549 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0214 -0.0045] probs=[0.1854 0.2434 0.2319 0.1708 0.1685] -20:02:08,997 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:08,997 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:09,82 root INFO ContextualMultiArmedBanditAgent - exp=[0.3472 0.1083 0.3439 0.2004 0.2829] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] -20:02:10,576 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:10,576 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:10,668 root INFO ContextualMultiArmedBanditAgent - exp=[0.394 0.2879 0.2228 0.111 0.3206] probs=[0.2283 0.1804 0.1552 0.2265 0.2097] -20:02:12,100 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:12,101 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:12,167 root INFO ContextualMultiArmedBanditAgent - exp=[0.1684 0.7206 0.4283 0.0707 0.8319] probs=[0.1948 0.2111 0.197 0.2011 0.196 ] -20:02:13,481 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:13,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0014)] -20:02:13,560 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0698 0.0004 0.0213 -0.0044] probs=[0.1948 0.2111 0.1969 0.2011 0.196 ] -20:02:14,809 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:14,809 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0), (, -0.0)] -20:02:14,955 root INFO ContextualMultiArmedBanditAgent - exp=[0.1123 0.0672 0.0676 0.0986 0.0157] probs=[0.2039 0.2082 0.1948 0.2055 0.1876] -20:02:16,393 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=1 avg=-0.0014 std=0.0 min=-0.0014 max=-0.0014 -20:02:16,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0014), (, -0.0)] -20:02:16,612 root INFO ContextualMultiArmedBanditAgent - exp=[0.0848 0.2948 0.2582 0.2298 0.1487] probs=[0.1872 0.1968 0.212 0.1948 0.2091] -20:02:18,240 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 -20:02:18,240 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:18,427 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0693 0.0004 0.0211 -0.0045] probs=[0.1949 0.211 0.197 0.2011 0.196 ] -20:02:19,865 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 -20:02:19,866 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:20,24 root INFO ContextualMultiArmedBanditAgent - exp=[0.1122 0.0911 0.1172 0.073 0.1228] probs=[0.1949 0.211 0.197 0.2011 0.196 ] -20:02:21,510 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 -20:02:21,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:21,671 root INFO ContextualMultiArmedBanditAgent - exp=[0.1032 0.1956 0.0614 0.084 0.1138] probs=[0.1949 0.2109 0.197 0.2011 0.196 ] -20:02:23,127 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 -20:02:23,127 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:23,305 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0103 0.0684 0.0004 0.021 -0.0045] probs=[0.1874 0.2225 0.2129 0.1824 0.1948] -20:02:24,649 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=1 avg=0.0013 std=0.0 min=0.0013 max=0.0013 -20:02:24,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, 0.0013)] -20:02:24,853 root INFO ContextualMultiArmedBanditAgent - exp=[0.1692 0.1685 0.2738 0.3853 0.2046] probs=[0.1883 0.2175 0.1925 0.2055 0.1962] -20:02:26,487 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=0 -20:02:26,487 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:26,677 root INFO ContextualMultiArmedBanditAgent - exp=[0.2802 0.2787 0.1077 0.1907 0.2513] probs=[0.1952 0.2279 0.1879 0.1971 0.192 ] -20:02:28,129 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=0 -20:02:28,130 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0)] -20:02:28,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.2581 0.3854 0.2997 0.3267 0.3299] probs=[0.195 0.2107 0.1971 0.2012 0.1961] -20:02:30,308 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:02:30,309 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.18403571428571427 std=0.3380417992056664 min=-0.1201 max=1.2059 -20:02:30,309 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1051), (, 0.1158), (, -0.041), (, 0.0307), (, 0.1442), (, 0.1442), (, -0.0891), (, 0.1312), (, -0.1201), (, -0.0439), (, 1.2059), (, 0.3185), (, 0.6378), (, 0.0372)] -20:02:30,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0525 0.0828 0.1372 0.1649 0.1098] probs=[0.1893 0.209 0.1986 0.2034 0.1997] -20:02:32,4 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03769999999999999 std=0.05740153888761752 min=-0.1201 max=0.0372 -20:02:32,4 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, 0.0307), (, -0.0891), (, -0.0439), (, -0.041), (, 0.0372)] -20:02:32,174 root INFO ContextualMultiArmedBanditAgent - exp=[0.0855 0.1495 0.2017 0.1727 0.1951] probs=[0.1963 0.208 0.1978 0.2007 0.1971] -20:02:33,518 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.06391666666666666 std=0.05295515135995322 min=-0.1201 max=0.0307 -20:02:33,518 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, -0.0439), (, -0.1201), (, -0.0891), (, -0.041), (, 0.0307)] -20:02:33,663 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0078 0.0502 0.0002 0.0147 -0.0033] probs=[0.2109 0.1986 0.1907 0.2005 0.1993] -20:02:34,853 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.08284 std=0.034878967874637574 min=-0.1201 max=-0.041 -20:02:34,853 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.1201), (, -0.0891), (, -0.0439), (, -0.041), (, -0.1201)] -20:02:34,980 root INFO ContextualMultiArmedBanditAgent - exp=[0.1441 0.11 0.1384 0.1978 0.0054] probs=[0.1965 0.2074 0.198 0.2006 0.1974] -20:02:36,432 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -20:02:36,432 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -20:02:36,465 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:37,953 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 -20:02:37,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0066)] -20:02:37,996 root INFO ContextualMultiArmedBanditAgent - exp=[0.5496 0.1126 0.4931 0.1724 0.2504] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:39,342 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 -20:02:39,342 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0066)] -20:02:39,370 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:40,650 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0083 std=0.0 min=-0.0083 max=-0.0083 -20:02:40,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083)] -20:02:40,719 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:42,159 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006366666666666666 std=0.002734146220587984 min=-0.0083 max=-0.0025 -20:02:42,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0083), (, -0.0025)] -20:02:42,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.4232 0.2994 0.3195 0.5002 0.2931] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:43,685 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0083 std=0.01951887974927523 min=-0.0083 max=0.0357 -20:02:43,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0025), (, 0.0357)] -20:02:43,780 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:45,136 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.006366666666666666 std=0.002734146220587984 min=-0.0083 max=-0.0025 -20:02:45,137 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0083), (, -0.0025)] -20:02:45,260 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.202 0.1703 0.2021 0.2186 0.207 ] -20:02:46,872 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0083 std=0.0 min=-0.0083 max=-0.0083 -20:02:46,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083)] -20:02:46,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:48,409 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00405 std=0.0010500000000000002 min=0.003 max=0.0051 -20:02:48,410 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0051), (, 0.003)] -20:02:48,477 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:49,877 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00405 std=0.0010500000000000002 min=0.003 max=0.0051 -20:02:49,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, 0.0051)] -20:02:49,944 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.252 0.1377 0.1747 0.2393 0.1964] -20:02:51,562 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0014500000000000001 std=0.0015500000000000002 min=-0.0001 max=0.003 -20:02:51,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.003), (, -0.0001)] -20:02:51,644 root INFO ContextualMultiArmedBanditAgent - exp=[0.0887 0.1863 0.1783 0.4924 0.1888] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:52,995 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0006333333333333333 std=0.000771722460186015 min=-0.0001 max=0.0017 -20:02:52,996 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0003), (, 0.0017), (, -0.0001)] -20:02:53,100 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.1701 0.174 0.2069 0.1983 0.2507] -20:02:54,456 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0376 std=0.0 min=0.0376 max=0.0376 -20:02:54,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0376)] -20:02:54,495 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:02:56,77 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.024 std=0.013600000000000001 min=0.0104 max=0.0376 -20:02:56,77 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0376), (, 0.0104)] -20:02:56,138 root INFO ContextualMultiArmedBanditAgent - exp=[0.0966 0.2983 0.3169 0.138 0.4439] probs=[0.1628 0.2187 0.184 0.1894 0.245 ] -20:02:57,674 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0104 std=0.0 min=0.0104 max=0.0104 -20:02:57,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0104), (, 0.0104)] -20:02:57,763 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0681 0.0004 0.0214 -0.0045] probs=[0.2107 0.2061 0.1864 0.1621 0.2346] -20:02:59,188 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00485 std=0.00425 min=0.0006 max=0.0091 -20:02:59,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0091), (, 0.0006)] -20:02:59,269 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:00,841 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.10295 std=0.10215 min=0.0008 max=0.2051 -20:03:00,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0008), (, 0.2051)] -20:03:00,943 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0065 0.0412 0.0001 0.0114 -0.0027] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] -20:03:02,350 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.10295 std=0.10215 min=0.0008 max=0.2051 -20:03:02,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.2051), (, 0.0008)] -20:03:02,425 root INFO ContextualMultiArmedBanditAgent - exp=[0.014 0.4664 0.3223 0.2248 0.2047] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] -20:03:03,953 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.3152 std=0.0 min=0.3152 max=0.3152 -20:03:03,953 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3152)] -20:03:04,8 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0142 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:05,555 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.3152 std=0.0 min=0.3152 max=0.3152 -20:03:05,555 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.3152)] -20:03:05,595 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0143 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:07,41 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0069 std=0.0002000000000000001 min=0.0067 max=0.0071 -20:03:07,41 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, 0.0071)] -20:03:07,132 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:08,665 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.01615 std=0.016899186370946978 min=0.0054 max=0.0454 -20:03:08,665 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0454), (, 0.0054), (, 0.0071), (, 0.0067)] -20:03:08,809 root INFO ContextualMultiArmedBanditAgent - exp=[0.2989 0.2197 0.3695 0.3428 0.1539] probs=[0.221 0.1908 0.2075 0.2016 0.1791] -20:03:10,417 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0042250000000000005 std=0.003819276763996032 min=-0.0023 max=0.0071 -20:03:10,417 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0071), (, 0.0054), (, 0.0067), (, -0.0023)] -20:03:10,547 root INFO ContextualMultiArmedBanditAgent - exp=[0.248 0.1352 0.0483 0.0055 0.0355] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:12,20 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0024000000000000002 std=0.0047 min=-0.0023 max=0.0071 -20:03:12,20 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0071), (, -0.0023)] -20:03:12,129 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:13,482 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0453 std=0.0 min=0.0453 max=0.0453 -20:03:13,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0453)] -20:03:13,531 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0013 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:15,7 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0453 std=0.0 min=0.0453 max=0.0453 -20:03:15,7 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0453)] -20:03:15,64 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.1667 0.2337 0.2174 0.2359 0.1464] -20:03:16,479 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0026 std=0.0041 min=-0.0015 max=0.0067 -20:03:16,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0015)] -20:03:16,574 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:18,75 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.00010000000000000005 std=0.0014 min=-0.0015 max=0.0013 -20:03:18,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0013)] -20:03:18,158 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:19,579 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0069 std=0.0 min=0.0069 max=0.0069 -20:03:19,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0069)] -20:03:19,628 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:21,9 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.020249999999999997 std=0.013349999999999999 min=0.0069 max=0.0336 -20:03:21,10 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0069), (, 0.0336)] -20:03:21,126 root INFO ContextualMultiArmedBanditAgent - exp=[0.3163 0.1074 0.2177 0.1654 0.2484] probs=[0.2187 0.208 0.1779 0.1756 0.2198] -20:03:22,459 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0003 std=0.0 min=0.0003 max=0.0003 -20:03:22,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0003)] -20:03:22,578 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:23,889 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.00295 std=0.0037500000000000003 min=-0.0008 max=0.0067 -20:03:23,889 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0067), (, -0.0008)] -20:03:23,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.2143 0.0781 0.2177 0.0242 0.3904] probs=[0.189 0.1963 0.2119 0.2217 0.181 ] -20:03:25,267 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -20:03:25,267 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -20:03:25,349 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.1351 0.2894 0.3083 0.1396 0.1277] -20:03:26,785 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.016 std=0.0 min=0.016 max=0.016 -20:03:26,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.016), (, 0.0)] -20:03:26,897 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.2436 0.1927 0.1945 0.1797 0.1895] -20:03:28,291 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=1 avg=0.0051 std=0.0 min=0.0051 max=0.0051 -20:03:28,291 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0051), (, -0.0), (, 0.0)] -20:03:28,438 root INFO ContextualMultiArmedBanditAgent - exp=[0.2039 0.1575 0.1042 0.2457 0.0138] probs=[0.185 0.2001 0.1915 0.2247 0.1987] -20:03:29,816 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0009499999999999999 std=0.00295 min=-0.002 max=0.0039 -20:03:29,816 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.002), (, -0.0), (, 0.0039)] -20:03:29,920 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.2117 0.1887 0.2038 0.2049 0.1909] -20:03:31,443 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0404 std=0.0 min=0.0404 max=0.0404 -20:03:31,443 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404)] -20:03:31,476 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0104 0.0681 0.0008 0.0214 -0.0045] probs=[0.1949 0.2108 0.1971 0.2012 0.196 ] -20:03:32,962 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.023299999999999998 std=0.017099999999999997 min=0.0062 max=0.0404 -20:03:32,962 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404), (, 0.0062)] -20:03:33,47 root INFO ContextualMultiArmedBanditAgent - exp=[0.184 0.4094 0.4513 0.3461 0.2343] probs=[0.1969 0.2066 0.1983 0.2005 0.1977] -20:03:34,353 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.013466666666666667 std=0.01912177351142467 min=-0.0021 max=0.0404 -20:03:34,353 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0404), (, 0.0021), (, -0.0021)] -20:03:34,462 root INFO ContextualMultiArmedBanditAgent - exp=[0.2217 0.1894 0.0191 0.2513 0.2739] probs=[0.1976 0.2052 0.1987 0.2003 0.1982] -20:03:35,886 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.0036 std=0.0 min=0.0036 max=0.0036 -20:03:35,886 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0036)] -20:03:35,941 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.0144 -0.0002 0.0014 -0.0009] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:37,469 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=0.0053 std=0.0015999999999999999 min=0.0037 max=0.0069 -20:03:37,469 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0037), (, 0.0069)] -20:03:37,556 root INFO ContextualMultiArmedBanditAgent - exp=[0.0818 0.1821 0.2581 0.4209 0.3691] probs=[0.199 0.2024 0.1995 0.1998 0.1993] -20:03:39,245 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:03:39,246 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.14073125 std=0.25830814379039135 min=-0.0614 max=0.9033 -20:03:39,246 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0445), (, 0.017), (, -0.0614), (, -0.0061), (, 0.1363), (, 0.1363), (, 0.9033), (, 0.0379), (, -0.0089), (, -0.005), (, -0.021), (, 0.2843), (, 0.65), (, 0.1363), (, -0.0219), (, 0.0301)] -20:03:39,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.1093 0.2272 0.1531 0.1474 0.1313] probs=[0.1981 0.2093 0.1958 0.199 0.1978] -20:03:41,448 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=0.03124375 std=0.08650714543283404 min=-0.0614 max=0.2843 -20:03:41,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.046), (, 0.0452), (, -0.021), (, 0.0445), (, -0.0614), (, -0.0089), (, -0.005), (, 0.0379), (, 0.017), (, 0.1363), (, 0.0301), (, -0.0219), (, 0.2843), (, 0.1363), (, -0.0061)] -20:03:41,831 root INFO ContextualMultiArmedBanditAgent - exp=[0.1556 0.1078 0.0862 0.1503 0.1386] probs=[0.1915 0.2053 0.1907 0.2057 0.2069] -20:03:43,347 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=0.015757142857142855 std=0.06037206916028204 min=-0.0614 max=0.1363 -20:03:43,348 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, 0.0445), (, -0.0089), (, -0.0219), (, 0.0452), (, 0.017), (, 0.0379), (, 0.0301), (, -0.021), (, -0.046), (, -0.0061), (, 0.1363), (, -0.0614), (, 0.1363)] -20:03:43,638 root INFO ContextualMultiArmedBanditAgent - exp=[0.138 0.1321 0.0644 0.1109 0.0688] probs=[0.2079 0.2153 0.1925 0.1964 0.188 ] -20:03:45,251 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=5 avg=-0.03183999999999999 std=0.019062276883940178 min=-0.0614 max=-0.0089 -20:03:45,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0219), (, -0.0089), (, -0.0614), (, -0.046), (, -0.021)] -20:03:45,375 root INFO ContextualMultiArmedBanditAgent - exp=[0.4093 0.3369 0.2809 0.203 0.3432] probs=[0.1927 0.2099 0.1845 0.2231 0.1898] -20:03:46,971 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.03455 std=0.02043263321258423 min=-0.0614 max=-0.0089 -20:03:46,972 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.0219), (, -0.0089), (, -0.046)] -20:03:47,90 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0013 0.2494 0.0443 0.2545 0.032 ] probs=[0.1949 0.2108 0.1971 0.2013 0.196 ] -20:03:48,491 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.027571428571428577 std=0.03572181063582921 min=-0.076 max=0.0275 -20:03:48,492 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0614), (, -0.046), (, -0.076), (, -0.042), (, 0.0275), (, 0.0079), (, -0.003)] -20:03:48,659 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0105 0.0682 0.0009 0.0219 -0.0045] probs=[0.1949 0.2108 0.1971 0.2013 0.196 ] -20:03:50,18 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.026336363636363637 std=0.022980239445198947 min=-0.076 max=-0.0002 -20:03:50,18 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0169), (, -0.007), (, -0.0614), (, -0.0236), (, -0.0236), (, -0.0214), (, -0.0146), (, -0.0002), (, -0.042), (, -0.076), (, -0.003)] -20:03:50,281 root INFO ContextualMultiArmedBanditAgent - exp=[0.1974 0.2623 0.3414 0.2695 0.228 ] probs=[0.1874 0.2247 0.2072 0.1925 0.1882] -20:03:51,845 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.01853846153846154 std=0.021210720745797704 min=-0.076 max=0.0099 -20:03:51,846 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0214), (, -0.042), (, -0.0146), (, -0.076), (, -0.0169), (, -0.0147), (, -0.003), (, 0.0099), (, -0.0236), (, -0.0214), (, -0.0215), (, -0.0002), (, 0.0044)] -20:03:52,164 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0099 0.0641 0.0008 0.0203 -0.0043] probs=[0.1933 0.2038 0.2011 0.2049 0.1969] -20:03:53,813 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.012435294117647058 std=0.020480778396755925 min=-0.076 max=0.0099 -20:03:53,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0214), (, -0.0002), (, -0.0005), (, 0.0099), (, 0.0044), (, -0.0046), (, -0.0044), (, -0.0011), (, -0.042), (, -0.0215), (, -0.0018), (, -0.01), (, -0.0016), (, -0.0236), (, -0.0214), (, -0.076), (, 0.0044)] -20:03:54,295 root INFO ContextualMultiArmedBanditAgent - exp=[0.1399 0.2276 0.122 0.1624 0.1154] probs=[0.1997 0.2123 0.1935 0.1971 0.1973] -20:03:55,793 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.011747368421052631 std=0.019629096781136245 min=-0.076 max=0.0137 -20:03:55,793 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0027), (, -0.0241), (, -0.0046), (, -0.042), (, -0.0005), (, -0.076), (, -0.0046), (, -0.0013), (, -0.0214), (, -0.0044), (, -0.0236), (, 0.0137), (, -0.0002), (, -0.0051), (, -0.0018), (, -0.0016), (, -0.0046), (, -0.0222)] -20:03:56,289 root INFO ContextualMultiArmedBanditAgent - exp=[0.1376 0.2247 0.1394 0.1679 0.1651] probs=[0.1984 0.2114 0.1905 0.2076 0.1921] -20:03:57,914 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.010499999999999999 std=0.020021654943252486 min=-0.076 max=0.0136 -20:03:57,914 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0051), (, -0.0081), (, -0.076), (, 0.0013), (, -0.0222), (, -0.0046), (, -0.0241), (, -0.0013), (, -0.0016), (, 0.0136), (, -0.0214), (, -0.001), (, -0.0051), (, 0.0027), (, -0.0046)] -20:03:58,338 root INFO ContextualMultiArmedBanditAgent - exp=[0.0345 0.0822 0.0873 0.081 0.0786] probs=[0.1994 0.215 0.1947 0.1937 0.1972] -20:03:59,890 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.007288235294117646 std=0.019292177090360046 min=-0.076 max=0.0136 -20:03:59,891 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0081), (, -0.076), (, -0.0051), (, 0.0019), (, 0.0136), (, 0.0025), (, -0.004), (, -0.0016), (, -0.0241), (, -0.0081), (, 0.0027), (, 0.0027), (, -0.001), (, -0.0013), (, -0.0214), (, -0.0016), (, 0.005)] -20:04:00,360 root INFO ContextualMultiArmedBanditAgent - exp=[0.0567 0.1468 0.0745 0.1075 0.1076] probs=[0.1988 0.2076 0.1933 0.2025 0.1978] -20:04:01,992 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00494375 std=0.007491575998246297 min=-0.0241 max=0.0054 -20:04:01,992 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, -0.004), (, -0.0016), (, 0.0022), (, -0.0016), (, -0.0051), (, -0.0033), (, -0.001), (, -0.0241), (, 0.0054), (, -0.0081), (, -0.0016), (, 0.0001), (, -0.0214), (, -0.0051), (, -0.0076)] -20:04:02,498 root INFO ContextualMultiArmedBanditAgent - exp=[0.0726 0.1462 0.1111 0.1431 0.1121] probs=[0.1936 0.2134 0.2002 0.2005 0.1922] -20:04:04,144 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.0038473684210526314 std=0.005538227763373656 min=-0.0241 max=0.0028 -20:04:04,145 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0023), (, 0.0028), (, 0.0005), (, -0.0016), (, -0.0076), (, -0.001), (, -0.004), (, -0.0016), (, -0.0016), (, -0.0241), (, -0.0016), (, -0.0013), (, 0.0001), (, -0.0022), (, -0.0051), (, -0.0017), (, -0.0051), (, -0.0081)] -20:04:04,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.1103 0.1013 0.0623 0.1722 0.1444] probs=[0.2067 0.2047 0.1928 0.1944 0.2014] -20:04:06,446 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=22 avg=-0.0032227272727272725 std=0.005358844161178942 min=-0.0241 max=0.0031 -20:04:06,447 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0013), (, -0.0016), (, -0.0076), (, -0.0016), (, 0.0028), (, -0.001), (, -0.0016), (, -0.0017), (, -0.0029), (, -0.0023), (, -0.0241), (, -0.0001), (, -0.0081), (, -0.0016), (, -0.0051), (, -0.0013), (, 0.0031), (, -0.004), (, 0.0005), (, -0.0016), (, -0.0022)] -20:04:07,28 root INFO ContextualMultiArmedBanditAgent - exp=[0.1498 0.2408 0.1214 0.1338 0.2358] probs=[0.1973 0.205 0.2043 0.199 0.1944] -20:04:08,748 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0023352941176470587 std=0.002564678898940622 min=-0.0081 max=0.0016 -20:04:08,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0013), (, -0.004), (, -0.0016), (, -0.0016), (, -0.0076), (, -0.0032), (, -0.0005), (, 0.0016), (, -0.0081), (, 0.0005), (, 0.0005), (, -0.0017), (, -0.0051), (, -0.0029), (, -0.0016), (, -0.0018)] -20:04:09,240 root INFO ContextualMultiArmedBanditAgent - exp=[0.1133 0.096 0.0561 0.1353 0.0504] probs=[0.2032 0.2074 0.193 0.1981 0.1984] -20:04:10,865 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0022875 std=0.00268115530135798 min=-0.0081 max=0.0016 -20:04:10,865 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0016), (, -0.0029), (, -0.0051), (, 0.0003), (, -0.0081), (, -0.0005), (, 0.0005), (, -0.0017), (, -0.0013), (, -0.0076), (, -0.004), (, -0.0032), (, -0.0018), (, -0.0005), (, -0.0005)] -20:04:11,308 root INFO ContextualMultiArmedBanditAgent - exp=[0.1524 0.1893 0.1714 0.2427 0.1944] probs=[0.1922 0.2032 0.2021 0.204 0.1985] -20:04:12,701 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.003013333333333333 std=0.0022455486832595926 min=-0.0081 max=-0.0005 -20:04:12,702 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0081), (, -0.0014), (, -0.0013), (, -0.0006), (, -0.004), (, -0.0018), (, -0.0051), (, -0.0005), (, -0.0032), (, -0.0027), (, -0.0076), (, -0.0017), (, -0.0021), (, -0.0033)] -20:04:13,111 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0091 0.0572 0.0006 0.0175 -0.0038] probs=[0.1949 0.2116 0.1885 0.1943 0.2107] -20:04:14,545 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.002864705882352941 std=0.002236315556095782 min=-0.0081 max=0.0003 -20:04:14,546 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0032), (, -0.0022), (, -0.0076), (, -0.0081), (, -0.0006), (, -0.0033), (, -0.0027), (, -0.0014), (, -0.0006), (, -0.0013), (, 0.0003), (, -0.0017), (, -0.0051), (, -0.004), (, -0.0018), (, -0.0021)] -20:04:14,997 root INFO ContextualMultiArmedBanditAgent - exp=[0.082 0.126 0.0746 0.0668 0.0856] probs=[0.1999 0.2074 0.1919 0.2003 0.2004] -20:04:16,526 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.002788235294117647 std=0.002167916417137778 min=-0.0081 max=-0.0003 -20:04:16,526 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0022), (, -0.0003), (, -0.0018), (, -0.0012), (, -0.0005), (, -0.0033), (, -0.0027), (, -0.0076), (, -0.0051), (, -0.0017), (, -0.0021), (, -0.0016), (, -0.0032), (, -0.0014), (, -0.0013), (, -0.0081)] -20:04:16,970 root INFO ContextualMultiArmedBanditAgent - exp=[0.0464 0.111 0.0813 0.06 0.0991] probs=[0.1933 0.2025 0.2047 0.2124 0.1869] -20:04:18,531 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.0028000000000000004 std=0.0020940391591371924 min=-0.0081 max=-0.0003 -20:04:18,531 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0033), (, -0.0021), (, -0.0016), (, -0.0033), (, -0.0005), (, -0.0028), (, -0.0081), (, -0.0032), (, -0.0076), (, -0.0018), (, -0.0003), (, -0.0022), (, -0.0017), (, -0.0022), (, -0.0027), (, -0.0014)] -20:04:18,966 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0907 0.1278 0.132 0.082 ] probs=[0.1968 0.2165 0.1947 0.1914 0.2005] -20:04:20,568 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.00258125 std=0.0016845692142206563 min=-0.0076 max=-0.0002 -20:04:20,568 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0028), (, -0.0016), (, -0.0018), (, -0.0049), (, -0.002), (, -0.0021), (, -0.0032), (, -0.0005), (, -0.0022), (, -0.0033), (, -0.0014), (, -0.0027), (, -0.0076), (, -0.0022), (, -0.0002), (, -0.0028)] -20:04:20,991 root INFO ContextualMultiArmedBanditAgent - exp=[0.0365 0.1911 0.1151 0.1532 0.1471] probs=[0.2008 0.2092 0.2014 0.1984 0.1902] -20:04:22,510 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=16 avg=-0.0024874999999999997 std=0.0017298392266335042 min=-0.0076 max=-0.0002 -20:04:22,510 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0076), (, -0.0032), (, -0.0016), (, -0.001), (, -0.002), (, -0.003), (, 0.0), (, -0.0021), (, -0.0022), (, -0.0022), (, -0.0018), (, -0.0033), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0028)] -20:04:23,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.1353 0.2255 0.1275 0.2204 0.1139] probs=[0.1951 0.2067 0.1974 0.2118 0.1891] -20:04:24,508 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=21 avg=-0.0021333333333333334 std=0.0019297997264293993 min=-0.0076 max=0.0014 -20:04:24,508 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, 0.0), (, -0.0049), (, -0.0032), (, -0.0022), (, -0.0033), (, -0.0014), (, -0.0018), (, -0.003), (, -0.0016), (, -0.0008), (, -0.0002), (, -0.0076), (, -0.0022), (, -0.0002), (, -0.002), (, -0.0005), (, 0.0014), (, -0.0021), (, -0.0028), (, -0.0005), (, -0.001)] -20:04:25,130 root INFO ContextualMultiArmedBanditAgent - exp=[0.0512 0.1298 0.0767 0.0426 0.0436] probs=[0.1951 0.2125 0.1935 0.1978 0.2011] -20:04:26,677 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.0018160000000000001 std=0.0019253425669215336 min=-0.0076 max=0.0014 -20:04:26,677 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0033), (, -0.0028), (, -0.0016), (, -0.0018), (, -0.0005), (, 0.0), (, -0.0005), (, -0.0076), (, -0.0008), (, 0.0008), (, -0.0022), (, -0.0032), (, -0.001), (, -0.0002), (, -0.0003), (, -0.0006), (, -0.0005), (, -0.002), (, -0.0049), (, 0.0014), (, -0.0014), (, -0.003), (, -0.0022), (, -0.0021), (, -0.0002)] -20:04:27,369 root INFO ContextualMultiArmedBanditAgent - exp=[0.1402 0.1955 0.1745 0.1744 0.1081] probs=[0.2029 0.2061 0.1969 0.2009 0.1932] -20:04:29,265 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=25 avg=-0.00208 std=0.001912485294061107 min=-0.0076 max=0.0014 -20:04:29,266 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0015), (, -0.0008), (, 0.0007), (, -0.002), (, -0.0022), (, -0.0016), (, 0.0014), (, -0.0006), (, -0.0019), (, -0.0021), (, -0.0032), (, -0.0033), (, -0.0022), (, -0.0028), (, -0.0005), (, -0.001), (, -0.0009), (, 0.0), (, -0.0018), (, -0.0076), (, -0.0049), (, -0.0045), (, -0.0003), (, -0.0005), (, -0.003)] -20:04:29,987 root INFO ContextualMultiArmedBanditAgent - exp=[0.0784 0.1082 0.0986 0.1136 0.1329] probs=[0.2007 0.2082 0.1923 0.2017 0.1972] -20:04:31,631 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0019000000000000002 std=0.0017065092771630277 min=-0.0049 max=0.0031 -20:04:31,631 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0032), (, -0.0009), (, -0.003), (, -0.0018), (, -0.0045), (, -0.0018), (, -0.0028), (, -0.0005), (, -0.0033), (, -0.0049), (, -0.0015), (, -0.0009), (, -0.0022), (, -0.0008), (, -0.0003), (, -0.0019), (, -0.0006), (, -0.0022), (, -0.0021), (, 0.0031), (, -0.0021), (, 0.0), (, -0.0006)] -20:04:32,300 root INFO ContextualMultiArmedBanditAgent - exp=[0.0046 0.0856 0.0297 0.0763 0.0512] probs=[0.1961 0.2108 0.1992 0.1996 0.1943] -20:04:33,944 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=20 avg=-0.0021200000000000004 std=0.0014298951010476258 min=-0.0049 max=-0.0003 -20:04:33,945 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0021), (, -0.0009), (, 0.0), (, -0.0049), (, -0.0006), (, -0.0005), (, -0.0019), (, -0.0018), (, -0.0018), (, -0.0021), (, -0.0015), (, -0.0028), (, -0.0032), (, -0.0009), (, -0.0033), (, -0.0009), (, -0.003), (, -0.0045), (, -0.0005), (, -0.0003)] -20:04:34,514 root INFO ContextualMultiArmedBanditAgent - exp=[0.1306 0.2347 0.1587 0.1369 0.1687] probs=[0.1931 0.2036 0.196 0.2012 0.2061] -20:04:36,481 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.002125 std=0.0017476770296596565 min=-0.0049 max=0.0021 -20:04:36,482 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0028), (, -0.0009), (, -0.0006), (, 0.0021), (, -0.0009), (, -0.0018), (, -0.003), (, -0.0019), (, -0.0049), (, -0.0009), (, -0.0021), (, -0.0021), (, -0.0033), (, -0.0015), (, -0.0045)] -20:04:36,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0494 0.0957 0.0932 0.0476 0.064 ] probs=[0.1897 0.2149 0.1926 0.2058 0.1969] -20:04:38,641 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=20 avg=-0.0016200000000000003 std=0.002360423690780958 min=-0.0065 max=0.0021 -20:04:38,641 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0049), (, -0.0065), (, -0.0003), (, -0.0045), (, -0.0015), (, -0.0006), (, -0.0009), (, -0.0028), (, 0.0012), (, -0.0032), (, -0.0018), (, 0.0018), (, -0.0033), (, 0.0002), (, -0.0049), (, 0.0021), (, -0.0003), (, -0.0019), (, 0.0014), (, -0.0017)] -20:04:39,218 root INFO ContextualMultiArmedBanditAgent - exp=[0.0725 0.1174 0.0895 0.0612 0.0734] probs=[0.1981 0.2145 0.1929 0.1999 0.1946] -20:04:41,7 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0014285714285714288 std=0.0026676443785880162 min=-0.0065 max=0.0021 -20:04:41,8 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0019), (, 0.0012), (, 0.0018), (, -0.0003), (, -0.0038), (, 0.0002), (, 0.0014), (, -0.0049), (, 0.0007), (, -0.0017), (, -0.0045), (, -0.0032), (, -0.0018), (, 0.0012), (, 0.0021), (, -0.0003), (, -0.0065), (, 0.0018), (, -0.0028), (, -0.0022)] -20:04:41,630 root INFO ContextualMultiArmedBanditAgent - exp=[0.0509 0.1528 0.1027 0.0945 0.069 ] probs=[0.2011 0.2038 0.2025 0.2006 0.192 ] -20:04:43,393 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.0007857142857142857 std=0.0022812456318101874 min=-0.0049 max=0.0021 -20:04:43,394 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, 0.0012), (, 0.0021), (, 0.0012), (, -0.0049), (, 0.0014), (, 0.0007), (, 0.0012), (, -0.0018), (, -0.0028), (, -0.0045), (, -0.0007), (, -0.0003), (, 0.0007), (, -0.0032), (, 0.0014), (, -0.0017), (, -0.0022), (, -0.0038), (, 0.0021), (, 0.0012)] -20:04:44,16 root INFO ContextualMultiArmedBanditAgent - exp=[0.0965 0.1225 0.0983 0.1635 0.0716] probs=[0.2034 0.2064 0.2002 0.2007 0.1893] -20:04:45,540 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.0016769230769230772 std=0.0026824655266704076 min=-0.0062 max=0.004 -20:04:45,540 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, -0.0032), (, 0.004), (, -0.0038), (, 0.0007), (, -0.0062), (, 0.0007), (, -0.0049), (, -0.0022), (, -0.0017), (, -0.0018), (, 0.0007)] -20:04:45,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.0563 0.0759 0.0521 0.0795 0.0732] probs=[0.1897 0.1988 0.2026 0.2097 0.1993] -20:04:47,260 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.0026709736052608233 min=-0.0062 max=0.004 -20:04:47,260 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0049), (, -0.0062), (, 0.004), (, -0.0018), (, -0.0022), (, -0.0031), (, -0.0003), (, -0.0032), (, -0.0038)] -20:04:47,567 root INFO ContextualMultiArmedBanditAgent - exp=[0.0005 0.0575 0.0884 0.021 0.0369] probs=[0.1979 0.21 0.2008 0.2001 0.1913] -20:04:48,923 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=-0.00253 std=0.0026709736052608233 min=-0.0062 max=0.004 -20:04:48,924 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0003), (, -0.0038), (, -0.0062), (, -0.0018), (, 0.004), (, -0.0032), (, -0.0049), (, -0.0022), (, -0.0031)] -20:04:49,244 root INFO ContextualMultiArmedBanditAgent - exp=[0.1497 0.1194 0.1633 0.0467 0.1855] probs=[0.1954 0.2027 0.1964 0.1945 0.211 ] -20:04:50,650 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.0021999999999999997 std=0.0029318935860634505 min=-0.0062 max=0.004 -20:04:50,650 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0022), (, -0.0), (, -0.0049), (, 0.0015), (, 0.004), (, -0.0038), (, -0.0032), (, -0.0062), (, -0.0003), (, -0.0031)] -20:04:50,985 root INFO ContextualMultiArmedBanditAgent - exp=[0.0449 0.0899 0.0415 0.0306 0.0428] probs=[0.1818 0.2114 0.1891 0.2073 0.2104] -20:04:52,424 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=12 avg=-0.0024833333333333335 std=0.0031735451609972228 min=-0.0065 max=0.004 -20:04:52,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0038), (, -0.0), (, -0.0022), (, -0.0049), (, 0.0033), (, -0.0031), (, -0.0032), (, -0.0065), (, 0.004), (, -0.0031), (, -0.0038), (, -0.0003), (, -0.0062)] -20:04:52,814 root INFO ContextualMultiArmedBanditAgent - exp=[0.1276 0.1814 0.2327 0.2029 0.1733] probs=[0.1901 0.2172 0.1971 0.2072 0.1884] -20:04:54,218 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.002509090909090909 std=0.0034299362690751777 min=-0.0065 max=0.004 -20:04:54,218 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0038), (, 0.004), (, -0.0032), (, -0.0022), (, -0.0065), (, -0.0031), (, 0.0033), (, -0.0062), (, -0.0003), (, -0.0), (, -0.0031), (, 0.0)] -20:04:54,598 root INFO ContextualMultiArmedBanditAgent - exp=[0.0104 0.0345 0.0703 0.0268 0.0509] probs=[0.1953 0.1988 0.1886 0.2143 0.2031] -20:04:56,350 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=11 avg=-0.0027363636363636357 std=0.003484321435770327 min=-0.0065 max=0.004 -20:04:56,350 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0031), (, -0.0032), (, -0.0003), (, -0.0038), (, 0.004), (, 0.0033), (, -0.0062), (, -0.0047), (, -0.0031), (, -0.0), (, 0.0), (, -0.0065)] -20:04:56,807 root INFO ContextualMultiArmedBanditAgent - exp=[0.161 0.1057 0.1175 0.12 0.1314] probs=[0.2006 0.214 0.1939 0.1975 0.1939] -20:04:58,317 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=13 avg=-0.0021230769230769233 std=0.0035652497692531676 min=-0.0065 max=0.004 -20:04:58,317 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0032), (, -0.0031), (, -0.0003), (, 0.0033), (, -0.0047), (, -0.0031), (, 0.0028), (, -0.0062), (, 0.0), (, -0.0), (, -0.0065), (, -0.0003), (, -0.0), (, 0.004), (, -0.0038)] -20:04:58,851 root INFO ContextualMultiArmedBanditAgent - exp=[0.1528 0.1624 0.1338 0.0646 0.1765] probs=[0.1934 0.2121 0.1905 0.2051 0.1989] -20:05:00,559 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=18 avg=-0.0017277777777777777 std=0.0034547560704299863 min=-0.0065 max=0.004 -20:05:00,559 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, 0.0028), (, -0.0047), (, -0.0031), (, -0.0031), (, 0.0006), (, -0.0062), (, -0.0003), (, -0.0003), (, -0.0032), (, 0.0033), (, -0.0038), (, -0.0), (, -0.0002), (, 0.004), (, -0.0065), (, 0.0), (, -0.006), (, 0.0028), (, -0.0007)] -20:05:01,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.2027 0.1445 0.0977 0.1124] probs=[0.188 0.1958 0.1986 0.2144 0.2033] -20:05:02,986 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0020294117647058824 std=0.0031210414374018233 min=-0.0065 max=0.0033 -20:05:02,986 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0007), (, -0.0065), (, -0.0031), (, 0.0006), (, 0.0007), (, -0.0038), (, -0.0006), (, -0.006), (, -0.0006), (, 0.0002), (, -0.0062), (, -0.0047), (, 0.0033), (, -0.0031), (, -0.0003), (, 0.0028)] -20:05:03,554 root INFO ContextualMultiArmedBanditAgent - exp=[0.1221 0.1546 0.2197 0.1684 0.1711] probs=[0.1968 0.2016 0.1971 0.2073 0.1972] -20:05:05,337 root INFO ContextualMultiArmedBanditAgent - len=15 nonzero=15 avg=-0.0028400000000000005 std=0.002745371863093717 min=-0.0065 max=0.0016 -20:05:05,337 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0006), (, -0.0065), (, -0.0031), (, 0.0016), (, -0.0003), (, 0.0006), (, -0.0038), (, 0.0002), (, -0.0011), (, -0.006), (, -0.0062), (, -0.0047), (, -0.0015), (, -0.0047)] -20:05:05,888 root INFO ContextualMultiArmedBanditAgent - exp=[0.0485 0.139 0.004 0.0906 0.0505] probs=[0.1902 0.2114 0.1988 0.1925 0.2071] -20:05:07,675 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.003353846153846154 std=0.0025554212010533406 min=-0.0065 max=0.0006 -20:05:07,675 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0065), (, -0.0015), (, -0.0062), (, -0.0047), (, -0.0031), (, -0.0065), (, 0.0006), (, -0.0047), (, -0.006), (, -0.0038), (, 0.0002), (, -0.0003), (, -0.0011)] -20:05:08,112 root INFO ContextualMultiArmedBanditAgent - exp=[0.106 0.1671 0.0714 0.1198 0.1389] probs=[0.1974 0.2056 0.1986 0.2003 0.1981] -20:05:09,595 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=17 avg=-0.0026352941176470586 std=0.0023409252008229032 min=-0.0065 max=0.0006 -20:05:09,596 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0011), (, -0.0003), (, -0.0062), (, -0.0047), (, -0.0011), (, -0.0015), (, -0.0047), (, 0.0002), (, -0.0026), (, -0.0031), (, 0.0006), (, -0.0065), (, -0.0031), (, 0.0006), (, -0.0042), (, -0.0011), (, -0.006), (, -0.0)] -20:05:10,150 root INFO ContextualMultiArmedBanditAgent - exp=[0.1471 0.1857 0.1638 0.1201 0.1963] probs=[0.1976 0.2052 0.1987 0.2002 0.1982] -20:05:11,850 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0025166666666666666 std=0.0020567639091003563 min=-0.0065 max=0.0006 -20:05:11,850 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0031), (, 0.0002), (, -0.0), (, -0.0009), (, -0.0033), (, -0.0042), (, -0.0), (, -0.0031), (, -0.0047), (, -0.0025), (, 0.0006), (, -0.0), (, -0.0016), (, -0.0011), (, -0.0011), (, 0.0006), (, -0.0065), (, -0.0026), (, -0.006), (, -0.0045), (, -0.0015)] -20:05:12,455 root INFO ContextualMultiArmedBanditAgent - exp=[0.1018 0.1319 0.085 0.0798 0.0764] probs=[0.1973 0.2054 0.1978 0.2014 0.1981] -20:05:14,106 root INFO ContextualMultiArmedBanditAgent - len=23 nonzero=19 avg=-0.001947368421052631 std=0.002221040159605791 min=-0.0065 max=0.0012 -20:05:14,107 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0012), (, -0.0031), (, -0.0042), (, -0.0026), (, 0.0006), (, -0.0025), (, -0.006), (, -0.0), (, -0.0015), (, -0.0), (, 0.0), (, -0.0065), (, 0.0006), (, -0.0045), (, 0.0002), (, 0.0006), (, -0.0011), (, 0.0003), (, -0.0016), (, -0.0033), (, -0.0011), (, -0.0)] -20:05:14,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.1211 0.1518 0.092 0.1779 0.1212] probs=[0.1975 0.2049 0.1969 0.1971 0.2036] -20:05:16,310 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=16 avg=-0.0019 std=0.0019124591498905278 min=-0.0065 max=0.0012 -20:05:16,311 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.001), (, -0.0045), (, -0.0), (, -0.0011), (, 0.0012), (, 0.0), (, -0.0026), (, 0.0005), (, -0.0011), (, -0.0065), (, 0.0003), (, -0.0001), (, -0.0031), (, -0.0016), (, -0.0025), (, -0.0025), (, -0.0033)] -20:05:16,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0295 0.0672 0.0416 0.0347 0.0095] probs=[0.2016 0.1988 0.2026 0.2039 0.1931] -20:05:18,594 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=21 avg=-0.0012666666666666668 std=0.0019199040981340049 min=-0.0065 max=0.0013 -20:05:18,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.001), (, -0.0045), (, -0.0025), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0031), (, -0.0), (, -0.0033), (, -0.0065), (, -0.0011), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0002), (, 0.0012), (, 0.0013), (, -0.0011), (, -0.0026), (, 0.0), (, 0.0005), (, -0.0025), (, 0.0003)] -20:05:19,231 root INFO ContextualMultiArmedBanditAgent - exp=[0.1064 0.1323 0.1279 0.1127 0.1061] probs=[0.1939 0.2054 0.1974 0.1976 0.2057] -20:05:20,930 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=23 avg=-0.0007043478260869565 std=0.0015952315521904554 min=-0.0045 max=0.0013 -20:05:20,930 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0031), (, 0.0003), (, 0.0), (, 0.0008), (, 0.0005), (, -0.0011), (, -0.0025), (, -0.0026), (, 0.0012), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0), (, -0.0009), (, -0.0025), (, -0.0033), (, -0.001), (, 0.0006), (, 0.0), (, 0.0013), (, 0.0003), (, 0.0), (, -0.0045), (, -0.0002), (, 0.0011), (, -0.0001), (, -0.0), (, 0.0002)] -20:05:21,750 root INFO ContextualMultiArmedBanditAgent - exp=[0.0537 0.0746 0.0905 0.1006 0.0829] probs=[0.1979 0.2057 0.1959 0.2018 0.1987] -20:05:23,499 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0008148148148148148 std=0.0014975792079970145 min=-0.0045 max=0.0013 -20:05:23,499 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0031), (, -0.0008), (, -0.0025), (, 0.0002), (, 0.0001), (, -0.0025), (, 0.0), (, -0.0002), (, 0.0011), (, 0.0005), (, -0.002), (, 0.0008), (, 0.0005), (, 0.0), (, -0.0026), (, 0.0002), (, -0.0025), (, -0.0009), (, 0.0003), (, 0.0002), (, -0.0), (, 0.0013), (, 0.0001), (, -0.0006), (, -0.0001), (, -0.0045), (, -0.001), (, 0.0), (, -0.0033), (, 0.0003)] -20:05:24,346 root INFO ContextualMultiArmedBanditAgent - exp=[0.1063 0.1493 0.1277 0.1259 0.1416] probs=[0.1985 0.1977 0.2013 0.1976 0.205 ] -20:05:26,195 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=27 avg=-0.000911111111111111 std=0.001389733076778184 min=-0.0045 max=0.001 -20:05:26,195 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0), (, 0.0002), (, 0.0002), (, -0.0045), (, 0.0), (, -0.001), (, -0.0006), (, -0.0003), (, -0.0033), (, -0.0009), (, 0.0002), (, 0.0), (, -0.002), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0031), (, 0.0002), (, -0.0025), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0025), (, -0.0002), (, 0.0), (, -0.0002), (, -0.0008), (, -0.0), (, 0.0001), (, 0.0002), (, -0.0025), (, -0.0002), (, 0.001)] -20:05:27,131 root INFO ContextualMultiArmedBanditAgent - exp=[0.1178 0.1061 0.1047 0.118 0.1011] probs=[0.1983 0.2019 0.2021 0.1977 0.2 ] -20:05:28,823 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005636363636363636 std=0.0012328381106870984 min=-0.0045 max=0.001 -20:05:28,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, 0.001), (, 0.001), (, -0.0002), (, -0.0003), (, 0.0004), (, 0.0001), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0002), (, 0.0002), (, 0.0001), (, -0.0005), (, -0.0), (, 0.0002), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0006), (, 0.0005), (, -0.0025), (, -0.0045), (, -0.0002), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0001), (, -0.0008), (, -0.0031), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0025), (, 0.0002), (, -0.0002), (, -0.001), (, 0.0)] -20:05:30,89 root INFO ContextualMultiArmedBanditAgent - exp=[0.16 0.1158 0.1243 0.1286 0.1864] probs=[0.2004 0.2024 0.1961 0.2026 0.1985] -20:05:32,78 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.00046571428571428556 std=0.0009724616355687567 min=-0.003 max=0.001 -20:05:32,79 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.001), (, -0.0003), (, 0.0001), (, -0.0005), (, 0.0002), (, 0.0002), (, 0.001), (, -0.0003), (, -0.0005), (, -0.0002), (, -0.0002), (, -0.0002), (, 0.0004), (, 0.0002), (, 0.0001), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0), (, -0.0006), (, -0.001), (, -0.0006), (, -0.0001), (, -0.003), (, 0.0), (, -0.0), (, -0.0008), (, 0.0), (, -0.0025), (, 0.0002), (, -0.0025), (, -0.0002), (, -0.0025), (, -0.0005), (, -0.0005), (, -0.0004), (, 0.0), (, -0.0001), (, 0.0003), (, -0.0002)] -20:05:33,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.1118 0.0854 0.1112 0.066 0.0795] probs=[0.1997 0.1997 0.199 0.1997 0.202 ] -20:05:35,258 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.00044571428571428567 std=0.001021859050147009 min=-0.003 max=0.001 -20:05:35,258 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0025), (, 0.0004), (, 0.0002), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0006), (, -0.0006), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0002), (, 0.0001), (, 0.0), (, 0.0002), (, 0.001), (, -0.003), (, -0.0), (, 0.0), (, -0.0005), (, 0.0002), (, 0.0001), (, 0.0), (, -0.0003), (, 0.0006), (, 0.0001), (, -0.0022), (, -0.0025), (, 0.0005), (, -0.0014), (, 0.001), (, 0.0002), (, -0.0002), (, -0.001)] -20:05:36,468 root INFO ContextualMultiArmedBanditAgent - exp=[0.1112 0.1746 0.1178 0.1253 0.171 ] probs=[0.2005 0.1972 0.2012 0.1996 0.2015] -20:05:38,471 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=35 avg=-0.00043714285714285714 std=0.0011250614495689213 min=-0.0036 max=0.001 -20:05:38,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.003), (, -0.0), (, 0.0002), (, -0.0001), (, 0.0005), (, 0.0), (, -0.0), (, 0.0002), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0025), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.003), (, 0.0001), (, 0.0006), (, 0.0002), (, -0.0), (, 0.0), (, -0.0004), (, -0.0002), (, 0.0002), (, -0.0006), (, -0.001), (, 0.001), (, 0.001), (, 0.0), (, -0.0004), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0006), (, -0.0022), (, -0.0005), (, 0.001), (, -0.0036), (, 0.0002), (, 0.0001)] -20:05:39,762 root INFO ContextualMultiArmedBanditAgent - exp=[0.0464 0.0894 0.0863 0.0824 0.0794] probs=[0.1983 0.1985 0.2002 0.2003 0.2027] -20:05:41,730 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=34 avg=-0.0005264705882352942 std=0.001376121750669017 min=-0.0041 max=0.0014 -20:05:41,731 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0004), (, -0.0004), (, 0.0014), (, 0.0002), (, 0.0), (, -0.003), (, -0.0004), (, 0.0), (, 0.0002), (, 0.0006), (, -0.0036), (, -0.0001), (, -0.0041), (, -0.001), (, 0.0003), (, 0.0), (, 0.0012), (, 0.0001), (, 0.001), (, -0.0003), (, 0.0003), (, -0.0022), (, 0.0002), (, -0.0002), (, -0.0025), (, -0.0005), (, 0.0), (, 0.0), (, 0.0001), (, -0.0), (, 0.001), (, -0.0007), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0004), (, 0.0001), (, -0.0001), (, 0.0), (, 0.0002), (, -0.0006)] -20:05:42,861 root INFO ContextualMultiArmedBanditAgent - exp=[0.1229 0.1306 0.1343 0.1219 0.1256] probs=[0.1941 0.2093 0.1996 0.1971 0.1999] -20:05:45,69 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.0005405405405405404 std=0.0014398685111625803 min=-0.0041 max=0.0014 -20:05:45,70 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0014), (, -0.0005), (, 0.0), (, 0.001), (, 0.0), (, 0.001), (, -0.0014), (, -0.0003), (, 0.0004), (, -0.0006), (, -0.0041), (, 0.0), (, 0.0002), (, -0.0), (, 0.0001), (, -0.003), (, 0.0), (, -0.0011), (, -0.0022), (, -0.0016), (, 0.0006), (, -0.0025), (, -0.0004), (, -0.0004), (, -0.0007), (, 0.0013), (, 0.0003), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0036), (, -0.0021), (, 0.0002), (, 0.0002), (, 0.0012), (, -0.0001), (, 0.0002), (, -0.0), (, 0.001), (, -0.0002), (, -0.0001), (, 0.0003)] -20:05:46,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.0696 0.1017 0.065 0.0681 0.0898] probs=[0.1975 0.1987 0.2003 0.1991 0.2044] -20:05:48,61 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=39 avg=-0.0005435897435897436 std=0.0014217711727233441 min=-0.0041 max=0.0014 -20:05:48,61 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0006), (, 0.0006), (, 0.0014), (, -0.0007), (, 0.001), (, -0.0014), (, 0.0004), (, -0.0004), (, -0.0001), (, 0.0012), (, 0.0002), (, -0.0036), (, 0.0006), (, 0.0004), (, -0.0007), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0005), (, 0.0007), (, 0.0013), (, -0.003), (, -0.0016), (, -0.0022), (, 0.0003), (, -0.0004), (, 0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0041), (, -0.0016), (, 0.0002), (, 0.0002), (, 0.0), (, -0.0001), (, 0.0), (, 0.0003), (, -0.0025), (, -0.0), (, 0.0001), (, 0.001), (, -0.0011)] -20:05:49,413 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.1096 0.0943 0.0814 0.071 ] probs=[0.1996 0.2067 0.1982 0.1969 0.1986] -20:05:51,643 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=38 avg=-0.0006263157894736842 std=0.0013275787637504672 min=-0.0041 max=0.0013 -20:05:51,644 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, 0.0002), (, -0.0041), (, -0.0025), (, 0.0013), (, -0.0011), (, 0.0002), (, 0.0006), (, -0.0016), (, 0.0003), (, -0.0005), (, 0.0004), (, -0.0004), (, -0.0007), (, -0.0022), (, 0.0001), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0002), (, -0.0029), (, 0.0006), (, 0.0007), (, -0.0016), (, -0.0), (, 0.0006), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0021), (, -0.003), (, 0.0), (, 0.0007), (, 0.0), (, -0.0), (, 0.0008), (, -0.0041), (, -0.0004), (, -0.0007), (, -0.0003)] -20:05:52,958 root INFO ContextualMultiArmedBanditAgent - exp=[0.1866 0.1649 0.1369 0.1948 0.1598] probs=[0.1993 0.1991 0.195 0.2017 0.2049] -20:05:55,154 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=33 avg=-0.0008333333333333334 std=0.0013947230998490436 min=-0.0041 max=0.0007 -20:05:55,155 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, 0.0001), (, 0.0), (, 0.0004), (, 0.0002), (, -0.0004), (, -0.0), (, -0.003), (, 0.0), (, 0.0007), (, 0.0), (, 0.0), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.0003), (, 0.0006), (, 0.0003), (, -0.0007), (, 0.0002), (, 0.0002), (, -0.0016), (, -0.0), (, -0.0022), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0016), (, -0.0007), (, -0.0), (, 0.0005), (, -0.0002), (, 0.0005), (, -0.0002), (, -0.0011), (, -0.0002), (, 0.0), (, -0.0029), (, -0.0041), (, 0.0), (, -0.0001), (, -0.0021), (, -0.0041), (, -0.0), (, 0.0)] -20:05:56,418 root INFO ContextualMultiArmedBanditAgent - exp=[0.0432 0.0911 0.0578 0.0642 0.0881] probs=[0.2001 0.2041 0.1992 0.1991 0.1976] -20:05:58,573 root INFO ContextualMultiArmedBanditAgent - len=45 nonzero=32 avg=-0.0007125 std=0.0013678792892649555 min=-0.0041 max=0.001 -20:05:58,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0041), (, -0.0004), (, -0.0001), (, -0.0), (, -0.0007), (, 0.0), (, -0.0011), (, 0.0002), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0), (, 0.001), (, -0.0007), (, -0.0), (, -0.0016), (, 0.0), (, 0.0005), (, -0.0041), (, -0.0), (, -0.0014), (, -0.0041), (, 0.0), (, -0.0003), (, -0.0), (, 0.0007), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0006), (, -0.0), (, -0.0021), (, -0.0016), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0), (, 0.0005), (, 0.0004), (, 0.0002), (, -0.0), (, -0.0029), (, 0.0001)] -20:05:59,989 root INFO ContextualMultiArmedBanditAgent - exp=[0.0904 0.1081 0.1262 0.0915 0.1158] probs=[0.2021 0.2004 0.1943 0.2028 0.2005] -20:06:02,242 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=33 avg=-0.0005545454545454546 std=0.0012306910867330547 min=-0.0041 max=0.001 -20:06:02,243 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0041), (, -0.0002), (, 0.001), (, -0.0003), (, -0.0005), (, -0.0001), (, -0.0041), (, 0.0004), (, 0.0007), (, -0.0), (, -0.0029), (, -0.0014), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0), (, -0.0), (, -0.0005), (, 0.0005), (, 0.0002), (, -0.0), (, -0.0016), (, 0.0), (, -0.0008), (, 0.0), (, 0.0003), (, -0.0011), (, 0.0006), (, 0.0), (, 0.0006), (, 0.0002), (, 0.0002), (, -0.0002), (, -0.0004), (, 0.0005), (, -0.0011), (, 0.0), (, -0.0001), (, 0.0007), (, -0.0016), (, -0.0), (, -0.0006)] -20:06:03,608 root INFO ContextualMultiArmedBanditAgent - exp=[0.1193 0.0889 0.1067 0.0995 0.0807] probs=[0.2008 0.2013 0.1957 0.205 0.1972] -20:06:05,585 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.0006193548387096775 std=0.0012203699478327713 min=-0.0041 max=0.001 -20:06:05,585 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0), (, -0.0016), (, -0.0001), (, 0.0006), (, 0.0005), (, -0.0001), (, 0.0), (, 0.0003), (, 0.0002), (, -0.0001), (, -0.0041), (, -0.0005), (, 0.0004), (, 0.0005), (, -0.0014), (, 0.0002), (, -0.0), (, -0.0016), (, 0.0001), (, -0.0041), (, -0.0), (, -0.0006), (, -0.0004), (, -0.0011), (, -0.0029), (, 0.0), (, 0.0), (, 0.0), (, 0.0), (, -0.0008), (, 0.001), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0), (, -0.0011), (, -0.0008), (, 0.0001), (, -0.0003), (, 0.0003)] -20:06:06,783 root INFO ContextualMultiArmedBanditAgent - exp=[0.0963 0.0889 0.1115 0.1152 0.0876] probs=[0.2018 0.2034 0.1982 0.1958 0.2008] -20:06:08,970 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=27 avg=-0.0005074074074074076 std=0.0013627113294284075 min=-0.0041 max=0.0014 -20:06:08,970 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0005), (, -0.0016), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0029), (, 0.0003), (, 0.0001), (, 0.0007), (, -0.0023), (, 0.0005), (, 0.0005), (, 0.0002), (, -0.0014), (, -0.0001), (, -0.0001), (, 0.0002), (, 0.0), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0), (, 0.0014), (, -0.0041), (, 0.0), (, 0.0), (, 0.0003), (, 0.0), (, -0.0011), (, 0.0), (, 0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0005), (, -0.0041)] -20:06:10,163 root INFO ContextualMultiArmedBanditAgent - exp=[0.1745 0.1395 0.1765 0.1204 0.1548] probs=[0.2006 0.1945 0.2054 0.1986 0.2008] -20:06:12,120 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=24 avg=-0.0005875 std=0.001327376014297883 min=-0.0041 max=0.0014 -20:06:12,120 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0023), (, 0.0), (, -0.0011), (, -0.0), (, -0.0014), (, -0.0001), (, 0.0), (, 0.0), (, -0.0041), (, -0.0), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0014), (, 0.0003), (, -0.0041), (, -0.0001), (, -0.0023), (, 0.0006), (, -0.0002), (, -0.0001), (, 0.0003), (, 0.0001), (, 0.0001), (, 0.0), (, 0.0), (, 0.0), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0004), (, -0.0001)] -20:06:13,120 root INFO ContextualMultiArmedBanditAgent - exp=[0.1976 0.2464 0.202 0.2239 0.2115] probs=[0.1978 0.2047 0.2002 0.1977 0.1996] -20:06:15,83 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=26 avg=-0.0003846153846153846 std=0.0009944818162441367 min=-0.0041 max=0.0011 -20:06:15,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0004), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0002), (, -0.0001), (, -0.0), (, -0.0023), (, 0.0), (, 0.0), (, -0.0001), (, 0.0011), (, 0.0), (, -0.0), (, -0.0), (, -0.0006), (, 0.0001), (, 0.0005), (, 0.0001), (, 0.0001), (, -0.0003), (, -0.0001), (, 0.0), (, 0.0), (, -0.0014), (, 0.0003), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0041), (, -0.0004), (, -0.0011), (, -0.0003)] -20:06:16,161 root INFO ContextualMultiArmedBanditAgent - exp=[0.0843 0.1173 0.1143 0.096 0.0698] probs=[0.1958 0.2016 0.2001 0.2 0.2025] -20:06:18,158 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=31 avg=-0.000561290322580645 std=0.0009577114587877939 min=-0.0041 max=0.0005 -20:06:18,159 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0001), (, 0.0), (, 0.0001), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0021), (, -0.0003), (, -0.0006), (, -0.0004), (, -0.0001), (, -0.0003), (, 0.0), (, 0.0004), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0023), (, 0.0003), (, 0.0005), (, 0.0005), (, -0.0041), (, 0.0), (, -0.0011), (, -0.0004), (, -0.0013), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0016), (, -0.0007), (, 0.0003)] -20:06:19,257 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.103 0.0807 0.1111 0.1097] probs=[0.198 0.2032 0.1958 0.1995 0.2035] -20:06:21,318 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.0005437500000000001 std=0.0010752724945333623 min=-0.0041 max=0.0013 -20:06:21,318 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, 0.0003), (, -0.0013), (, 0.0005), (, 0.0002), (, 0.0013), (, -0.0013), (, -0.0003), (, -0.0002), (, -0.0011), (, -0.0), (, -0.0023), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0013), (, -0.0002), (, -0.0005), (, 0.0004), (, -0.0007), (, 0.0003), (, -0.0016), (, -0.0014), (, -0.0003), (, -0.0), (, -0.0021), (, 0.0), (, 0.0), (, 0.0006), (, -0.0041), (, -0.0003), (, 0.0004), (, 0.0), (, -0.0003), (, -0.0004)] -20:06:22,429 root INFO ContextualMultiArmedBanditAgent - exp=[0.0639 0.1027 0.0562 0.0653 0.0684] probs=[0.2049 0.2027 0.199 0.2003 0.1931] -20:06:24,629 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=33 avg=-0.00043636363636363637 std=0.0009181068076170863 min=-0.0023 max=0.0013 -20:06:24,629 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0021), (, -0.0014), (, -0.0002), (, -0.0013), (, -0.0013), (, -0.0), (, -0.0003), (, -0.0), (, 0.0008), (, 0.0004), (, 0.0005), (, -0.0021), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0005), (, -0.0009), (, 0.0007), (, -0.0013), (, -0.0001), (, -0.0001), (, -0.0015), (, -0.0023), (, 0.0004), (, 0.0003), (, 0.0004), (, -0.0003), (, -0.0), (, 0.0004), (, 0.0006), (, 0.0013), (, -0.0003), (, -0.0007), (, -0.0004), (, -0.0016), (, -0.0013)] -20:06:25,708 root INFO ContextualMultiArmedBanditAgent - exp=[0.114 0.1061 0.0926 0.1137 0.0929] probs=[0.1974 0.1939 0.1997 0.209 0.2 ] -20:06:27,591 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=36 avg=-0.0005305555555555554 std=0.0007978510876251855 min=-0.0023 max=0.0008 -20:06:27,591 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0013), (, 0.0007), (, -0.0007), (, -0.0002), (, -0.0009), (, -0.0), (, -0.0021), (, -0.0002), (, -0.0), (, -0.0002), (, -0.0015), (, -0.0004), (, -0.0013), (, -0.0021), (, 0.0003), (, -0.0001), (, 0.0005), (, -0.0016), (, 0.0004), (, -0.0005), (, 0.0004), (, -0.0023), (, -0.0004), (, 0.0008), (, 0.0003), (, -0.0004), (, 0.0002), (, -0.0013), (, -0.0005), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0013), (, -0.0007)] -20:06:28,732 root INFO ContextualMultiArmedBanditAgent - exp=[0.0778 0.0976 0.095 0.0994 0.1289] probs=[0.1982 0.2023 0.2046 0.1953 0.1996] -20:06:30,704 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=33 avg=-0.0004424242424242424 std=0.000892402376642144 min=-0.0023 max=0.0013 -20:06:30,704 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0005), (, -0.0001), (, -0.0005), (, 0.0002), (, 0.0007), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0013), (, -0.0004), (, -0.0021), (, -0.0001), (, -0.0023), (, -0.0007), (, -0.0009), (, -0.0013), (, 0.0001), (, 0.0013), (, -0.0003), (, -0.0021), (, 0.0003), (, -0.0005), (, -0.0001), (, 0.0008), (, -0.0015), (, -0.0), (, -0.0013), (, 0.0005), (, -0.0013), (, -0.0), (, -0.0004), (, 0.0007), (, 0.0004), (, -0.0009)] -20:06:31,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.0447 0.0919 0.0463 0.059 0.0788] probs=[0.1966 0.1989 0.2021 0.1993 0.2031] -20:06:33,650 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=28 avg=-0.000617857142857143 std=0.0008498124042687184 min=-0.0023 max=0.0008 -20:06:33,651 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, 0.0005), (, 0.0007), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0005), (, -0.0), (, -0.0021), (, -0.0004), (, -0.0001), (, -0.0015), (, 0.0004), (, -0.0007), (, -0.0023), (, -0.0), (, -0.0013), (, -0.0013), (, -0.0013), (, -0.0001), (, -0.001), (, -0.0013), (, -0.0), (, -0.0021), (, -0.0005), (, 0.0004), (, -0.0001), (, 0.0008), (, -0.0009)] -20:06:34,569 root INFO ContextualMultiArmedBanditAgent - exp=[0.1258 0.0868 0.0912 0.1072 0.1383] probs=[0.1946 0.2028 0.1978 0.1978 0.207 ] -20:06:36,349 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0007333333333333332 std=0.0007180219742846005 min=-0.0023 max=0.0004 -20:06:36,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.001), (, 0.0004), (, -0.0001), (, -0.0001), (, -0.0004), (, -0.0001), (, -0.0021), (, -0.0007), (, -0.001), (, -0.0015), (, -0.0), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0023), (, -0.0), (, -0.0), (, -0.0009), (, -0.0), (, -0.0005), (, -0.0021), (, 0.0)] -20:06:37,272 root INFO ContextualMultiArmedBanditAgent - exp=[0.0945 0.1046 0.0775 0.1308 0.1415] probs=[0.1994 0.2067 0.1929 0.2012 0.1999] -20:06:39,71 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=21 avg=-0.0008142857142857143 std=0.0006735023698376054 min=-0.0023 max=-0.0001 -20:06:39,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0001), (, -0.0012), (, -0.0005), (, -0.0023), (, -0.001), (, -0.0005), (, -0.0021), (, -0.0007), (, -0.0015), (, -0.0003), (, -0.0), (, -0.0021), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0004), (, -0.001), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0009)] -20:06:39,813 root INFO ContextualMultiArmedBanditAgent - exp=[0.1981 0.2168 0.1669 0.2023 0.1783] probs=[0.204 0.1959 0.2062 0.1957 0.1982] -20:06:41,637 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=23 avg=-0.0007304347826086956 std=0.0006279260428680349 min=-0.0021 max=0.0003 -20:06:41,637 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0005), (, -0.0007), (, -0.0021), (, -0.0001), (, -0.0015), (, -0.001), (, -0.0), (, -0.0004), (, -0.0005), (, -0.0003), (, -0.0005), (, 0.0003), (, -0.0009), (, -0.001), (, -0.0021), (, -0.0001), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0012), (, -0.0), (, -0.0014), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, -0.0007), (, 0.0003)] -20:06:42,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.1013 0.0937 0.0794 0.1057 0.0451] probs=[0.1989 0.2019 0.1996 0.1994 0.2002] -20:06:44,338 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=20 avg=-0.0007999999999999998 std=0.0005648008498577176 min=-0.0021 max=0.0003 -20:06:44,338 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0003), (, 0.0003), (, -0.0005), (, -0.0009), (, -0.0007), (, -0.0008), (, -0.0021), (, -0.0015), (, 0.0), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0009), (, -0.0005), (, -0.0009), (, -0.001), (, -0.0012), (, -0.0003), (, -0.0014), (, -0.0), (, -0.0005), (, 0.0003)] -20:06:45,34 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1108 0.0878 0.1059 0.128 ] probs=[0.1949 0.2085 0.1975 0.1986 0.2004] -20:06:46,761 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0006521739130434783 std=0.0005663533734933489 min=-0.0016 max=0.0003 -20:06:46,762 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0003), (, -0.0008), (, -0.0015), (, -0.0002), (, -0.0014), (, -0.0005), (, -0.0), (, -0.0001), (, -0.0009), (, 0.0003), (, -0.0005), (, 0.0), (, -0.0016), (, -0.0007), (, -0.0016), (, -0.0009), (, 0.0003), (, 0.0003), (, -0.001), (, -0.0003), (, -0.0), (, -0.0005), (, -0.0012), (, -0.0003), (, -0.0007), (, -0.0), (, -0.0009)] -20:06:47,577 root INFO ContextualMultiArmedBanditAgent - exp=[0.0834 0.0558 0.0813 0.0755 0.0694] probs=[0.1936 0.201 0.1985 0.2024 0.2045] -20:06:49,436 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=29 avg=-0.0006137931034482758 std=0.0006409713199948074 min=-0.0016 max=0.001 -20:06:49,436 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, -0.0008), (, -0.0012), (, -0.0007), (, 0.0), (, -0.0015), (, -0.0003), (, -0.0005), (, 0.001), (, -0.0016), (, -0.001), (, -0.0004), (, -0.0009), (, -0.0012), (, 0.0003), (, -0.0016), (, -0.001), (, -0.0014), (, 0.0003), (, -0.0002), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0009), (, -0.0005), (, -0.0004), (, 0.0003)] -20:06:50,367 root INFO ContextualMultiArmedBanditAgent - exp=[0.1268 0.1269 0.106 0.1395 0.1285] probs=[0.2033 0.2052 0.1972 0.1955 0.1988] -20:06:52,173 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=34 avg=-0.0006500000000000001 std=0.0005134943724990911 min=-0.0016 max=0.0003 -20:06:52,173 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0012), (, -0.0013), (, 0.0003), (, -0.0003), (, -0.0014), (, -0.0012), (, -0.0002), (, -0.0003), (, -0.0003), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0008), (, 0.0003), (, -0.0004), (, -0.0008), (, -0.0016), (, -0.001), (, -0.0009), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0003), (, -0.0015), (, -0.0009), (, 0.0003), (, -0.0005), (, -0.0009), (, -0.0009), (, -0.0005), (, -0.0016), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0)] -20:06:53,282 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.1371 0.1566 0.1163 0.1488] probs=[0.1976 0.2024 0.2016 0.1992 0.1993] -20:06:55,300 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=36 avg=-0.0005111111111111111 std=0.0006419491922513017 min=-0.0016 max=0.001 -20:06:55,301 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0004), (, -0.0003), (, -0.0002), (, -0.0003), (, 0.0), (, 0.0009), (, -0.0009), (, -0.0003), (, -0.0008), (, 0.0008), (, -0.0007), (, -0.0005), (, -0.0003), (, -0.0002), (, -0.0009), (, 0.0003), (, -0.0016), (, -0.0), (, -0.0003), (, 0.001), (, -0.0012), (, -0.0014), (, -0.001), (, -0.0003), (, -0.0002), (, -0.0007), (, -0.0007), (, -0.0014), (, -0.0009), (, -0.0013), (, -0.0003), (, 0.0005), (, -0.0016), (, -0.0003), (, -0.0008), (, -0.0002), (, -0.0009)] -20:06:56,502 root INFO ContextualMultiArmedBanditAgent - exp=[0.0903 0.1223 0.1185 0.1125 0.117 ] probs=[0.2051 0.2011 0.2 0.1968 0.197 ] -20:06:58,436 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0006275862068965516 std=0.0006028075416113699 min=-0.0016 max=0.001 -20:06:58,437 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0003), (, -0.0009), (, 0.0), (, -0.0012), (, 0.0003), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0001), (, -0.0016), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0014), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0009), (, -0.0004), (, -0.0014), (, 0.001), (, -0.0), (, -0.0002), (, -0.0003), (, -0.0008), (, -0.0003), (, -0.001), (, -0.0007), (, 0.0005), (, -0.0009), (, -0.0003), (, -0.0016), (, -0.0013)] -20:06:59,523 root INFO ContextualMultiArmedBanditAgent - exp=[0.1275 0.1117 0.1195 0.076 0.0835] probs=[0.2012 0.2063 0.1962 0.2025 0.1939] -20:07:01,881 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0006206896551724137 std=0.0005473316528110233 min=-0.0016 max=0.0007 -20:07:01,881 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.0011), (, -0.0012), (, 0.0007), (, -0.0002), (, -0.0), (, -0.0004), (, -0.0008), (, -0.0016), (, 0.0), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0001), (, -0.0014), (, -0.0004), (, -0.0006), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0013), (, -0.0007), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0003), (, -0.0008)] -20:07:03,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.0906 0.121 0.1607 0.1019 0.1325] probs=[0.1975 0.2051 0.2008 0.1975 0.1992] -20:07:05,172 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0006260869565217391 std=0.0005471009693826477 min=-0.0016 max=0.0007 -20:07:05,172 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0002), (, -0.0004), (, 0.0007), (, -0.0016), (, 0.0), (, -0.0013), (, -0.0006), (, -0.0008), (, -0.0003), (, -0.0003), (, -0.0007), (, -0.001), (, -0.0002), (, 0.0), (, -0.0011), (, -0.0008), (, -0.0003), (, -0.0014), (, -0.0001), (, -0.0001), (, -0.0003), (, -0.0016), (, -0.0002), (, -0.001)] -20:07:05,962 root INFO ContextualMultiArmedBanditAgent - exp=[0.1287 0.1195 0.0793 0.0805 0.1259] probs=[0.2048 0.2004 0.195 0.1977 0.202 ] -20:07:07,601 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=23 avg=-0.0007260869565217391 std=0.0005092342002452633 min=-0.0016 max=0.0002 -20:07:07,601 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0008), (, -0.0004), (, -0.001), (, -0.0002), (, -0.0002), (, -0.0003), (, -0.0013), (, -0.001), (, -0.0011), (, -0.0014), (, -0.0012), (, -0.0016), (, -0.0009), (, -0.0003), (, -0.0), (, -0.0011), (, -0.0008), (, -0.0001), (, 0.0002), (, -0.0016), (, -0.0001), (, -0.0007), (, -0.0006), (, 0.0)] -20:07:08,450 root INFO ContextualMultiArmedBanditAgent - exp=[0.0565 0.0998 0.1053 0.045 0.1605] probs=[0.2151 0.1955 0.1957 0.1984 0.1953] -20:07:10,339 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=18 avg=-0.0004666666666666667 std=0.0005312459150169743 min=-0.0012 max=0.0009 -20:07:10,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, -0.001), (, -0.0003), (, 0.0002), (, -0.0002), (, -0.0001), (, -0.0003), (, -0.0), (, 0.0), (, -0.0012), (, -0.0001), (, -0.0011), (, -0.001), (, 0.0009), (, -0.0011), (, -0.0008), (, 0.0), (, -0.0006), (, -0.0009), (, -0.0002)] -20:07:11,124 root INFO ContextualMultiArmedBanditAgent - exp=[0.0635 0.0623 0.0838 0.0244 0.0606] probs=[0.2016 0.204 0.1938 0.2104 0.1901] -20:07:13,891 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:07:13,892 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=0.17001666666666668 std=0.31271147555605383 min=-0.0567 max=1.2077 -20:07:13,892 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.4559), (, 0.0236), (, 0.004), (, 1.2077), (, 0.2765), (, -0.0535), (, 0.1229), (, -0.0014), (, 0.1229), (, 0.0415), (, -0.0567), (, 0.0425), (, 0.1229), (, 0.0075), (, 0.682), (, -0.034), (, 0.1229), (, -0.0269)] -20:07:14,276 root INFO ContextualMultiArmedBanditAgent - exp=[0.099 0.0873 0.1435 0.1117 0.0836] probs=[0.1938 0.2075 0.1913 0.2055 0.2019] -20:07:15,824 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=0.02021578947368421 std=0.13810469050747773 min=-0.4297 max=0.2765 -20:07:15,825 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.034), (, -0.4297), (, 0.1229), (, 0.1229), (, -0.0014), (, -0.0535), (, 0.004), (, 0.1229), (, 0.0425), (, 0.2765), (, 0.0236), (, -0.0269), (, 0.1229), (, 0.0415), (, 0.0236), (, -0.0375), (, 0.1772), (, -0.0567)] -20:07:16,229 root INFO ContextualMultiArmedBanditAgent - exp=[0.0992 0.1231 0.087 0.1009 0.0883] probs=[0.1949 0.2101 0.1959 0.206 0.1932] -20:07:17,948 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.03160588235294118 std=0.07359424106775679 min=-0.0567 max=0.1772 -20:07:17,948 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, 0.1229), (, 0.1229), (, 0.0236), (, 0.1772), (, -0.034), (, 0.0415), (, 0.1229), (, -0.0269), (, 0.1229), (, -0.0567), (, 0.0425), (, -0.0014), (, -0.0535), (, 0.0236), (, 0.004), (, -0.0375)] -20:07:18,322 root INFO ContextualMultiArmedBanditAgent - exp=[0.048 0.0921 0.0985 0.017 0.0531] probs=[0.1905 0.1988 0.2016 0.2087 0.2004] -20:07:20,94 root INFO ContextualMultiArmedBanditAgent - len=12 nonzero=12 avg=-0.014733333333333333 std=0.032494674777398355 min=-0.0567 max=0.0415 -20:07:20,94 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.0375), (, -0.0014), (, -0.0269), (, 0.004), (, 0.0415), (, -0.0535), (, 0.0008), (, 0.02), (, -0.0567), (, 0.0236), (, -0.034)] -20:07:20,365 root INFO ContextualMultiArmedBanditAgent - exp=[0.1525 0.1414 0.1726 0.2332 0.0817] probs=[0.194 0.2154 0.1896 0.1954 0.2057] -20:07:22,98 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.029479999999999996 std=0.03810700198126323 min=-0.0957 max=0.0399 -20:07:22,98 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.034), (, -0.0), (, -0.0014), (, -0.0535), (, 0.02), (, 0.0399), (, -0.0957), (, -0.0567), (, -0.0269), (, -0.0298)] -20:07:22,355 root INFO ContextualMultiArmedBanditAgent - exp=[0.1538 0.0938 0.2048 0.1111 0.0963] probs=[0.2096 0.2011 0.1944 0.2025 0.1924] -20:07:23,867 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=10 avg=-0.04642999999999999 std=0.03279634278391418 min=-0.0957 max=0.012 -20:07:23,867 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0957), (, -0.0692), (, -0.0957), (, -0.0567), (, -0.0), (, -0.0298), (, -0.0535), (, -0.034), (, -0.0148), (, -0.0269), (, 0.012)] -20:07:24,114 root INFO ContextualMultiArmedBanditAgent - exp=[0.1307 0.1836 0.1442 0.0936 0.1284] probs=[0.1821 0.2236 0.193 0.2034 0.1978] -20:07:25,727 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=7 avg=-0.04254285714285714 std=0.03398036648010803 min=-0.0957 max=0.0115 -20:07:25,728 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0535), (, 0.0115), (, -0.0692), (, -0.0194), (, -0.0), (, -0.0148), (, -0.0957), (, -0.0567)] -20:07:25,927 root INFO ContextualMultiArmedBanditAgent - exp=[0.0708 0.1372 0.1139 0.1549 0.1457] probs=[0.2011 0.2038 0.2051 0.1919 0.1981] -20:07:27,327 root INFO ContextualMultiArmedBanditAgent - len=8 nonzero=8 avg=-0.033812499999999995 std=0.03349333655744079 min=-0.0957 max=0.0029 -20:07:27,327 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0567), (, -0.0188), (, -0.0148), (, -0.0194), (, 0.0029), (, -0.0692), (, 0.0012), (, -0.0957)] -20:07:27,511 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0056 0.0345 0.0001 0.0087 -0.0023] probs=[0.1975 0.2056 0.1986 0.2003 0.1981] -20:07:29,4 root INFO ContextualMultiArmedBanditAgent - len=9 nonzero=9 avg=-0.02814444444444444 std=0.03518917482254106 min=-0.0957 max=0.0173 -20:07:29,5 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0173), (, -0.0567), (, -0.0692), (, -0.0035), (, -0.0148), (, -0.0148), (, -0.0188), (, -0.0957), (, 0.0029)] -20:07:29,207 root INFO ContextualMultiArmedBanditAgent - exp=[0.0625 0.2538 0.2348 0.1755 0.1771] probs=[0.2095 0.2012 0.1922 0.2007 0.1964] -20:07:30,877 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.022007142857142854 std=0.030198852018997444 min=-0.0957 max=0.0173 -20:07:30,877 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0035), (, -0.0148), (, -0.0148), (, -0.023), (, 0.0173), (, -0.0692), (, -0.0148), (, -0.0188), (, 0.0029), (, -0.0082), (, -0.0957), (, -0.0189), (, 0.0101), (, -0.0567)] -20:07:31,190 root INFO ContextualMultiArmedBanditAgent - exp=[0.1695 0.0682 0.131 0.2015 0.1108] probs=[0.1964 0.206 0.201 0.1999 0.1967] -20:07:32,902 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=16 avg=-0.01449375 std=0.023870784150033696 min=-0.0957 max=0.0173 -20:07:32,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0189), (, -0.0234), (, -0.0148), (, 0.0173), (, -0.023), (, -0.0035), (, -0.0148), (, -0.0183), (, -0.0009), (, -0.0071), (, 0.0029), (, 0.0101), (, -0.0082), (, -0.0957), (, -0.0188), (, -0.0148)] -20:07:33,267 root INFO ContextualMultiArmedBanditAgent - exp=[0.0225 0.0736 0.1036 0.0853 0.0672] probs=[0.1968 0.1978 0.1915 0.2066 0.2072] -20:07:35,27 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.014252631578947367 std=0.02214001779158351 min=-0.0957 max=0.0113 -20:07:35,27 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0053), (, -0.0183), (, -0.0148), (, -0.0148), (, 0.0082), (, -0.0188), (, -0.023), (, 0.0113), (, -0.0009), (, -0.0957), (, -0.0234), (, -0.0082), (, -0.0082), (, -0.0189), (, -0.0148), (, -0.0148), (, 0.0029), (, 0.0101)] -20:07:35,447 root INFO ContextualMultiArmedBanditAgent - exp=[0.0751 0.1473 0.092 0.1671 0.1053] probs=[0.1949 0.2135 0.1965 0.197 0.1981] -20:07:37,186 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.012647058823529412 std=0.00933709349202913 min=-0.0234 max=0.0082 -20:07:37,186 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.023), (, -0.0148), (, -0.0183), (, 0.0029), (, 0.0082), (, -0.0053), (, -0.0148), (, -0.0234), (, 0.001), (, -0.0148), (, -0.0189), (, -0.0082), (, -0.0082), (, -0.0148), (, -0.0204), (, -0.0188)] -20:07:37,561 root INFO ContextualMultiArmedBanditAgent - exp=[0.0156 0.0563 0.0212 0.0192 0.0101] probs=[0.2011 0.2031 0.2017 0.1943 0.1998] -20:07:39,190 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.011271428571428571 std=0.010523472306598954 min=-0.0234 max=0.0082 -20:07:39,190 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0082), (, -0.002), (, -0.0188), (, 0.001), (, 0.0082), (, -0.0189), (, 0.0029), (, -0.0082), (, -0.0053), (, -0.0234), (, -0.0183), (, -0.023), (, -0.0204)] -20:07:39,558 root INFO ContextualMultiArmedBanditAgent - exp=[0.1623 0.0596 0.0804 0.1565 0.0145] probs=[0.207 0.1988 0.1959 0.1918 0.2066] -20:07:41,362 root INFO ContextualMultiArmedBanditAgent - len=14 nonzero=14 avg=-0.00980714285714286 std=0.009917118265599012 min=-0.0234 max=0.0082 -20:07:41,362 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, 0.0082), (, -0.0053), (, -0.0037), (, 0.0029), (, -0.0183), (, -0.023), (, -0.0053), (, -0.001), (, -0.0234), (, -0.0204), (, -0.0082), (, -0.0082), (, -0.0082)] -20:07:41,703 root INFO ContextualMultiArmedBanditAgent - exp=[0.113 0.1317 0.0748 0.116 0.0688] probs=[0.1888 0.2077 0.2064 0.2057 0.1916] -20:07:43,251 root INFO ContextualMultiArmedBanditAgent - len=19 nonzero=19 avg=-0.005110526315789474 std=0.012257581745569044 min=-0.0234 max=0.0185 -20:07:43,251 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0234), (, -0.0031), (, -0.0053), (, 0.0082), (, -0.001), (, -0.0037), (, -0.0234), (, -0.0183), (, -0.0082), (, -0.0204), (, -0.0008), (, -0.0083), (, 0.0185), (, -0.023), (, -0.0053), (, -0.0082), (, 0.0082), (, 0.0084), (, 0.012)] -20:07:43,735 root INFO ContextualMultiArmedBanditAgent - exp=[0.1606 0.1127 0.1154 0.1489 0.1331] probs=[0.2066 0.1982 0.1988 0.1961 0.2003] -20:07:45,395 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=23 avg=-0.0033739130434782614 std=0.010803228880909083 min=-0.0234 max=0.0185 -20:07:45,395 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0234), (, -0.023), (, -0.0), (, -0.0037), (, -0.0204), (, -0.0005), (, -0.0082), (, -0.0053), (, -0.003), (, 0.0082), (, 0.0185), (, -0.0028), (, -0.0183), (, 0.0084), (, -0.001), (, -0.0083), (, 0.0082), (, 0.007), (, 0.012), (, -0.0082), (, -0.0031), (, 0.0029), (, -0.0053)] -20:07:45,981 root INFO ContextualMultiArmedBanditAgent - exp=[0.2751 0.2105 0.1356 0.2002 0.142 ] probs=[0.197 0.1959 0.2066 0.1985 0.202 ] -20:07:47,766 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=19 avg=-0.005626315789473685 std=0.008202300197618712 min=-0.0234 max=0.0082 -20:07:47,767 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0005), (, -0.0), (, -0.0082), (, -0.0031), (, -0.0082), (, -0.0083), (, -0.0028), (, -0.003), (, 0.0082), (, -0.0183), (, -0.0204), (, -0.0), (, 0.0029), (, 0.0082), (, -0.0012), (, -0.0053), (, -0.0082), (, -0.0234), (, -0.0), (, -0.0005), (, -0.0065)] -20:07:48,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0817 0.1775 0.1903 0.1125 0.2071] probs=[0.2011 0.2043 0.2018 0.1938 0.199 ] -20:07:49,928 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.006024000000000001 std=0.006385876917072549 min=-0.0234 max=0.0061 -20:07:49,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0053), (, -0.0107), (, -0.0066), (, -0.0005), (, 0.0), (, -0.0082), (, -0.0), (, -0.0005), (, 0.0), (, -0.0), (, 0.0061), (, -0.0204), (, -0.0234), (, -0.0065), (, -0.0031), (, -0.0082), (, -0.0094), (, -0.0083), (, -0.0082), (, -0.0053), (, -0.0082), (, -0.0054), (, 0.0029), (, -0.0053), (, -0.0028), (, -0.0083), (, 0.0045), (, -0.0), (, -0.0012)] -20:07:50,674 root INFO ContextualMultiArmedBanditAgent - exp=[0.1081 0.0978 0.081 0.1359 0.1493] probs=[0.1993 0.2021 0.2018 0.1965 0.2003] -20:07:52,347 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=32 avg=-0.005475000000000001 std=0.00604147126120782 min=-0.0234 max=0.0045 -20:07:52,347 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0083), (, -0.0082), (, -0.0), (, 0.0034), (, -0.0093), (, -0.0098), (, -0.0234), (, -0.0012), (, 0.0029), (, -0.0), (, -0.0083), (, -0.0204), (, -0.0064), (, -0.0082), (, -0.0017), (, -0.0053), (, -0.0028), (, 0.0007), (, -0.0094), (, -0.0065), (, 0.0045), (, -0.0066), (, -0.0005), (, -0.0002), (, 0.0015), (, -0.0082), (, -0.0054), (, -0.0083), (, -0.0053), (, -0.0058), (, -0.0007), (, -0.0082), (, -0.0), (, 0.0009), (, -0.0107)] -20:07:53,233 root INFO ContextualMultiArmedBanditAgent - exp=[0.0863 0.1508 0.0989 0.0943 0.1257] probs=[0.1988 0.2052 0.203 0.1952 0.1978] -20:07:55,221 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=34 avg=-0.004576470588235295 std=0.004099143298123001 min=-0.0107 max=0.0045 -20:07:55,222 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0093), (, 0.0031), (, -0.0083), (, -0.0094), (, -0.0064), (, -0.0019), (, -0.0098), (, -0.0), (, -0.0078), (, -0.0), (, -0.0107), (, -0.0083), (, -0.0058), (, -0.0054), (, -0.0037), (, -0.0082), (, -0.0007), (, -0.0007), (, -0.0066), (, -0.0017), (, -0.0), (, 0.0045), (, -0.0005), (, -0.0057), (, 0.0009), (, 0.0015), (, -0.0054), (, -0.0083), (, -0.0093), (, -0.0014), (, 0.002), (, -0.0037), (, -0.0065), (, -0.0035), (, -0.0022), (, -0.0082), (, -0.0082)] -20:07:56,200 root INFO ContextualMultiArmedBanditAgent - exp=[0.0922 0.096 0.098 0.1389 0.1 ] probs=[0.2021 0.2081 0.2017 0.1953 0.1928] -20:07:58,231 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.00414375 std=0.004671384798697277 min=-0.0107 max=0.0099 -20:07:58,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, 0.0015), (, -0.0093), (, 0.0), (, -0.0008), (, -0.0098), (, -0.0019), (, 0.0002), (, 0.0099), (, -0.0078), (, 0.0009), (, -0.0004), (, -0.0047), (, -0.0014), (, -0.0034), (, -0.0057), (, -0.0058), (, -0.0083), (, -0.0083), (, -0.0107), (, -0.0), (, -0.0007), (, -0.0029), (, -0.0), (, -0.0101), (, 0.0), (, -0.0054), (, -0.0083), (, 0.0017), (, -0.0065), (, -0.0017), (, -0.0059), (, -0.0094), (, -0.0008), (, -0.0101), (, 0.0011), (, -0.0)] -20:07:59,224 root INFO ContextualMultiArmedBanditAgent - exp=[0.2361 0.2997 0.2514 0.2221 0.1703] probs=[0.2053 0.1939 0.1932 0.2054 0.2021] -20:08:01,283 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=37 avg=-0.0032459459459459454 std=0.004941145211090053 min=-0.0101 max=0.0099 -20:08:01,284 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0017), (, -0.0094), (, -0.0014), (, -0.0093), (, -0.0022), (, -0.0057), (, -0.0014), (, 0.0034), (, -0.0004), (, 0.0002), (, -0.0047), (, -0.0), (, -0.0078), (, -0.0004), (, -0.0008), (, -0.0007), (, -0.0034), (, -0.0083), (, -0.0083), (, 0.0), (, -0.0098), (, -0.0065), (, -0.0029), (, 0.0015), (, -0.0058), (, 0.0046), (, 0.0099), (, -0.0008), (, -0.0083), (, -0.0091), (, 0.0021), (, -0.0), (, -0.0054), (, -0.0059), (, -0.0101), (, -0.0), (, 0.0), (, -0.0101), (, 0.0011), (, 0.0063), (, -0.0008)] -20:08:02,351 root INFO ContextualMultiArmedBanditAgent - exp=[0.1699 0.1482 0.1638 0.172 0.1538] probs=[0.1957 0.2018 0.1998 0.2006 0.2021] -20:08:04,99 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.003287096774193548 std=0.004393231005541833 min=-0.0101 max=0.0046 -20:08:04,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0026), (, -0.0047), (, -0.0091), (, -0.0007), (, 0.0), (, -0.001), (, -0.0083), (, -0.0008), (, 0.0016), (, -0.0098), (, 0.0021), (, -0.0059), (, 0.0022), (, 0.0045), (, -0.0014), (, 0.0), (, 0.0046), (, -0.0078), (, -0.0101), (, 0.0008), (, -0.0093), (, -0.0014), (, -0.0016), (, -0.0017), (, -0.0), (, 0.0), (, -0.0022), (, -0.0029), (, -0.0063), (, -0.0), (, 0.0034), (, 0.0), (, -0.0083), (, -0.0), (, 0.0), (, -0.0083), (, -0.0), (, -0.0), (, -0.0057), (, -0.0034)] -20:08:05,165 root INFO ContextualMultiArmedBanditAgent - exp=[0.0996 0.0527 0.0946 0.0941 0.1102] probs=[0.1979 0.2017 0.2027 0.1952 0.2026] -20:08:07,69 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=32 avg=-0.0031625 std=0.0043711232824069374 min=-0.0101 max=0.0046 -20:08:07,69 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0078), (, -0.0057), (, -0.0022), (, -0.0003), (, -0.0063), (, 0.0), (, 0.0), (, -0.0016), (, -0.0), (, -0.0026), (, 0.0), (, -0.0101), (, 0.0022), (, -0.0092), (, 0.0002), (, -0.0059), (, 0.0046), (, -0.0098), (, -0.0093), (, -0.0038), (, -0.0026), (, -0.0009), (, -0.0078), (, 0.0005), (, -0.0083), (, 0.0016), (, 0.0), (, -0.0007), (, 0.0021), (, 0.0), (, -0.0014), (, -0.0), (, 0.0008), (, 0.0), (, -0.0091), (, 0.0002), (, -0.0083), (, 0.0), (, -0.0047), (, 0.0042), (, 0.0008)] -20:08:08,162 root INFO ContextualMultiArmedBanditAgent - exp=[0.1166 0.1439 0.1627 0.1646 0.1607] probs=[0.2037 0.2032 0.2026 0.1917 0.1989] -20:08:09,871 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0022055555555555557 std=0.003803503096156113 min=-0.0101 max=0.0027 -20:08:09,871 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, -0.0047), (, -0.0078), (, 0.0), (, 0.0008), (, -0.0091), (, 0.0008), (, -0.0001), (, -0.0038), (, -0.0011), (, -0.0014), (, 0.0015), (, -0.0014), (, -0.0), (, 0.0016), (, 0.0021), (, 0.0005), (, 0.0021), (, -0.0026), (, 0.0), (, -0.0), (, -0.0), (, 0.0002), (, -0.0063), (, -0.0092), (, -0.0003), (, -0.0029), (, -0.0), (, 0.0012), (, -0.0083), (, 0.002), (, 0.0027), (, -0.0022), (, 0.0), (, -0.0023), (, -0.0057), (, -0.0003), (, -0.0101), (, 0.0017), (, -0.0026), (, 0.0001), (, 0.0006), (, -0.0059), (, 0.0)] -20:08:11,22 root INFO ContextualMultiArmedBanditAgent - exp=[0.0995 0.0938 0.104 0.1018 0.1191] probs=[0.2006 0.2039 0.1965 0.1984 0.2006] -20:08:12,899 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0019454545454545456 std=0.003854166648053012 min=-0.0101 max=0.0027 -20:08:12,899 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0092), (, 0.0), (, 0.0016), (, 0.0), (, 0.0001), (, -0.0), (, 0.0012), (, -0.0023), (, 0.0003), (, -0.0078), (, -0.0063), (, 0.0016), (, -0.0026), (, -0.0083), (, -0.0), (, 0.0011), (, -0.0003), (, 0.0), (, 0.002), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0047), (, -0.0013), (, -0.0091), (, -0.0003), (, 0.0016), (, 0.0015), (, -0.0047), (, -0.0092), (, 0.0013), (, -0.0101), (, -0.0011), (, 0.0005), (, -0.0014), (, -0.0), (, -0.0017), (, 0.0011), (, 0.0027)] -20:08:14,17 root INFO ContextualMultiArmedBanditAgent - exp=[0.1197 0.1807 0.0883 0.0981 0.1122] probs=[0.2011 0.2005 0.1991 0.204 0.1953] -20:08:15,770 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.0021371428571428574 std=0.0032842555768206523 min=-0.0101 max=0.0027 -20:08:15,771 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, 0.0001), (, -0.0083), (, -0.0013), (, -0.0009), (, -0.0), (, -0.0008), (, -0.0001), (, -0.0009), (, -0.0092), (, -0.0026), (, -0.0047), (, -0.0002), (, -0.0014), (, -0.0003), (, 0.0), (, 0.0), (, -0.0015), (, -0.0091), (, -0.0023), (, 0.0009), (, 0.0), (, -0.0003), (, -0.0101), (, -0.0078), (, -0.0002), (, -0.0032), (, 0.0011), (, -0.0063), (, 0.0), (, -0.0017), (, -0.0009), (, 0.0005), (, 0.0027), (, 0.0005), (, 0.0018), (, -0.0), (, -0.0011), (, -0.0005), (, 0.0003), (, -0.0023)] -20:08:16,911 root INFO ContextualMultiArmedBanditAgent - exp=[0.1521 0.1743 0.1053 0.115 0.1545] probs=[0.2042 0.2004 0.1938 0.2002 0.2014] -20:08:18,605 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=40 avg=-0.0018325000000000001 std=0.0029041683405064524 min=-0.0092 max=0.0027 -20:08:18,605 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0047), (, 0.0027), (, -0.0008), (, -0.0), (, 0.0018), (, -0.0026), (, -0.0023), (, 0.0011), (, 0.0003), (, -0.0014), (, -0.004), (, -0.002), (, -0.0047), (, -0.0002), (, 0.0), (, -0.0009), (, 0.0011), (, 0.0005), (, -0.0009), (, -0.0009), (, 0.0002), (, 0.0005), (, -0.0013), (, -0.0092), (, -0.0007), (, 0.0021), (, -0.0063), (, -0.0075), (, -0.0091), (, -0.0003), (, -0.0078), (, 0.0009), (, -0.0008), (, -0.0002), (, -0.0026), (, -0.0), (, -0.0023), (, -0.0015), (, 0.0), (, -0.0017), (, -0.0001), (, -0.0041), (, -0.0004), (, -0.0032)] -20:08:19,899 root INFO ContextualMultiArmedBanditAgent - exp=[0.0607 0.1024 0.0607 0.06 0.0706] probs=[0.1948 0.2079 0.1978 0.2004 0.1991] -20:08:21,829 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=39 avg=-0.001405128205128205 std=0.002801643173343624 min=-0.0092 max=0.0037 -20:08:21,829 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0018), (, -0.0023), (, -0.0041), (, -0.0092), (, 0.0018), (, -0.0013), (, 0.0004), (, -0.0047), (, -0.0011), (, 0.0037), (, 0.0006), (, -0.0002), (, -0.0075), (, -0.0002), (, -0.002), (, -0.0026), (, 0.0), (, -0.0009), (, -0.004), (, 0.0), (, -0.0023), (, 0.0005), (, 0.0006), (, 0.0001), (, -0.0078), (, -0.0001), (, 0.0013), (, -0.0005), (, -0.0), (, -0.0007), (, 0.0004), (, 0.0005), (, 0.0009), (, 0.0009), (, -0.0032), (, -0.0004), (, 0.0017), (, -0.0009), (, -0.0017), (, 0.0003), (, -0.0015), (, -0.0)] -20:08:23,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1363 0.1222 0.0834 0.1616 0.1344] probs=[0.2006 0.2018 0.2 0.2033 0.1943] -20:08:25,13 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=36 avg=-0.0014611111111111112 std=0.002817630779551597 min=-0.0092 max=0.0037 -20:08:25,13 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0003), (, -0.0023), (, -0.0075), (, -0.0078), (, -0.0004), (, 0.0), (, -0.0092), (, -0.0047), (, -0.0015), (, -0.0015), (, 0.0005), (, 0.001), (, 0.0003), (, 0.002), (, -0.0017), (, -0.0009), (, -0.002), (, -0.0001), (, -0.0), (, -0.0002), (, -0.002), (, -0.0009), (, -0.004), (, -0.0005), (, -0.0007), (, 0.0005), (, 0.0005), (, -0.0018), (, 0.0004), (, 0.0), (, 0.0006), (, -0.0), (, 0.0006), (, -0.0), (, -0.0013), (, -0.0005), (, -0.0041), (, -0.0002), (, -0.0), (, 0.0037), (, 0.0009)] -20:08:26,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.0444 0.0574 0.068 0.0737 0.0266] probs=[0.1965 0.2091 0.2013 0.1979 0.1952] -20:08:28,374 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=35 avg=-0.001365714285714286 std=0.0029828024078174596 min=-0.0092 max=0.0039 -20:08:28,375 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0018), (, -0.002), (, -0.0075), (, -0.0005), (, -0.0009), (, -0.0), (, -0.0), (, -0.0017), (, 0.0004), (, -0.0092), (, -0.0004), (, -0.0002), (, 0.002), (, 0.001), (, -0.0009), (, 0.0), (, 0.0039), (, -0.0004), (, -0.0013), (, -0.0001), (, 0.0037), (, 0.0), (, -0.004), (, 0.0014), (, -0.0006), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0031), (, -0.0015), (, -0.0007), (, 0.0005), (, 0.0), (, 0.0006), (, -0.0001), (, 0.0003), (, -0.0041), (, -0.0047), (, -0.0078)] -20:08:29,689 root INFO ContextualMultiArmedBanditAgent - exp=[0.0534 0.0635 0.0381 0.1006 0.0633] probs=[0.2031 0.1958 0.2022 0.1989 0.2001] -20:08:31,562 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=34 avg=-0.0009323529411764705 std=0.0024465727034117713 min=-0.0075 max=0.0037 -20:08:31,562 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0), (, 0.0014), (, 0.0), (, 0.001), (, -0.0047), (, -0.0007), (, -0.0004), (, 0.0005), (, 0.0004), (, -0.0), (, -0.0005), (, -0.0041), (, -0.0009), (, 0.0), (, -0.002), (, 0.0004), (, 0.0003), (, -0.0018), (, -0.0015), (, 0.0005), (, 0.0008), (, -0.0009), (, 0.002), (, -0.0017), (, -0.001), (, -0.004), (, -0.0001), (, -0.0013), (, 0.001), (, 0.0), (, -0.0075), (, 0.0006), (, 0.0001), (, 0.0037), (, 0.0029), (, -0.0018), (, -0.0018), (, -0.0031), (, -0.0), (, -0.0)] -20:08:32,870 root INFO ContextualMultiArmedBanditAgent - exp=[0.187 0.1502 0.1442 0.15 0.1791] probs=[0.2017 0.2013 0.1966 0.1984 0.202 ] -20:08:34,648 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0008333333333333334 std=0.0024641264561542273 min=-0.0075 max=0.0037 -20:08:34,649 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, 0.0004), (, -0.0009), (, -0.0001), (, 0.0009), (, 0.0005), (, -0.0018), (, -0.0002), (, 0.0), (, 0.0037), (, -0.002), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0), (, -0.0047), (, -0.0011), (, 0.002), (, -0.0), (, -0.0029), (, -0.0018), (, 0.0008), (, -0.0), (, 0.0002), (, -0.0041), (, -0.0007), (, 0.0), (, 0.0), (, -0.0031), (, 0.0), (, 0.0005), (, 0.0019), (, 0.0001), (, -0.0015), (, -0.0075), (, 0.0006), (, -0.0018), (, 0.0031), (, -0.0007), (, 0.001)] -20:08:35,937 root INFO ContextualMultiArmedBanditAgent - exp=[0.0532 0.0618 0.0503 0.0695 0.0344] probs=[0.2014 0.2022 0.2003 0.1973 0.1988] -20:08:37,594 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=33 avg=-0.000990909090909091 std=0.002461259056509633 min=-0.0075 max=0.0037 -20:08:37,594 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0075), (, -0.0004), (, 0.0001), (, -0.002), (, 0.0002), (, 0.0), (, -0.0), (, -0.0011), (, 0.0037), (, 0.0), (, 0.0008), (, -0.0009), (, -0.0018), (, 0.0005), (, 0.0004), (, 0.0009), (, 0.0), (, -0.0002), (, -0.0001), (, 0.0005), (, -0.0029), (, 0.0001), (, 0.0004), (, 0.0003), (, -0.0015), (, 0.0006), (, -0.0075), (, 0.001), (, 0.0001), (, 0.0), (, -0.0018), (, 0.0001), (, -0.0), (, -0.0063), (, -0.0031), (, -0.0047), (, 0.002), (, -0.001), (, -0.0016)] -20:08:38,824 root INFO ContextualMultiArmedBanditAgent - exp=[0.0837 0.1153 0.1062 0.1008 0.0912] probs=[0.2033 0.1973 0.2008 0.1922 0.2064] -20:08:40,658 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.0010406249999999999 std=0.00222918978765268 min=-0.0075 max=0.0012 -20:08:40,658 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, -0.0007), (, -0.0016), (, -0.0004), (, 0.0007), (, -0.0063), (, 0.0), (, 0.001), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0004), (, -0.0075), (, 0.0005), (, -0.001), (, -0.0029), (, 0.0004), (, -0.0018), (, -0.0016), (, 0.0009), (, 0.0006), (, -0.0), (, 0.0003), (, -0.0047), (, -0.001), (, 0.0001), (, 0.0005), (, 0.0004), (, 0.0012), (, -0.0001), (, 0.0), (, -0.0005), (, 0.0008), (, -0.0031), (, 0.0), (, 0.0001)] -20:08:41,853 root INFO ContextualMultiArmedBanditAgent - exp=[0.0797 0.0656 0.0811 0.0801 0.052 ] probs=[0.2024 0.2078 0.1915 0.1998 0.1985] -20:08:43,668 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0007354838709677419 std=0.0021036908252995575 min=-0.0075 max=0.0012 -20:08:43,668 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0003), (, 0.0), (, 0.0003), (, 0.0002), (, 0.0), (, 0.0), (, -0.0018), (, 0.0012), (, -0.0016), (, -0.0075), (, 0.0), (, -0.0016), (, -0.0006), (, 0.0004), (, 0.0009), (, 0.0008), (, -0.0001), (, -0.0001), (, 0.0006), (, -0.0004), (, -0.0006), (, 0.0), (, 0.0002), (, -0.0063), (, 0.0007), (, -0.001), (, -0.0005), (, 0.001), (, -0.0007), (, 0.0004), (, 0.0008), (, -0.0009), (, 0.0004), (, -0.0006), (, 0.0), (, 0.0002)] -20:08:44,978 root INFO ContextualMultiArmedBanditAgent - exp=[0.0492 0.102 0.088 0.037 0.0585] probs=[0.1974 0.2003 0.1984 0.204 0.1999] -20:08:46,867 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=29 avg=-0.0009896551724137932 std=0.002090263937728869 min=-0.0075 max=0.001 -20:08:46,868 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0063), (, -0.0001), (, 0.0009), (, -0.0004), (, 0.001), (, -0.0005), (, -0.0003), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0009), (, 0.0), (, -0.0003), (, 0.0), (, -0.0003), (, -0.0018), (, -0.0016), (, -0.001), (, -0.0001), (, 0.0), (, -0.0075), (, 0.0003), (, -0.0006), (, -0.0004), (, -0.0063), (, 0.0002), (, -0.0006), (, 0.0008), (, -0.0016), (, -0.001), (, 0.0008), (, 0.001), (, -0.0), (, -0.0015)] -20:08:48,61 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.0612 0.0659 0.1252 0.0861] probs=[0.1981 0.1991 0.2022 0.1972 0.2033] -20:08:49,902 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=29 avg=-0.0010379310344827586 std=0.0018473492273139776 min=-0.0075 max=0.001 -20:08:49,903 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.001), (, -0.0001), (, 0.0009), (, 0.0008), (, -0.0005), (, -0.0006), (, 0.0008), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0063), (, -0.0011), (, -0.0017), (, -0.0032), (, 0.0), (, -0.0005), (, 0.0), (, 0.001), (, -0.0006), (, -0.0075), (, -0.0005), (, -0.001), (, -0.0012), (, -0.0016), (, -0.0005), (, -0.0015), (, -0.0004), (, -0.001), (, 0.001), (, -0.0018), (, -0.001), (, -0.0006)] -20:08:51,113 root INFO ContextualMultiArmedBanditAgent - exp=[0.0328 0.0553 0.0508 0.0535 0.038 ] probs=[0.1952 0.2006 0.2117 0.1952 0.1973] -20:08:52,927 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=30 avg=-0.0012966666666666667 std=0.0017548947420160433 min=-0.0075 max=0.0009 -20:08:52,928 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0011), (, -0.0006), (, -0.0016), (, -0.0005), (, -0.0005), (, -0.0012), (, 0.0003), (, -0.0017), (, 0.0), (, -0.0022), (, 0.0), (, -0.0011), (, -0.0003), (, -0.0018), (, -0.0063), (, 0.0001), (, -0.0006), (, -0.001), (, -0.0005), (, -0.0004), (, -0.001), (, -0.0032), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0015), (, -0.0004), (, -0.0011), (, 0.0004), (, 0.0009), (, -0.0075), (, -0.0003)] -20:08:54,65 root INFO ContextualMultiArmedBanditAgent - exp=[0.0441 0.1074 0.1092 0.0827 0.0565] probs=[0.1914 0.2002 0.196 0.208 0.2044] -20:08:55,859 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0010878787878787878 std=0.0013456456320762177 min=-0.0063 max=0.0013 -20:08:55,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, -0.0012), (, -0.0003), (, -0.0011), (, -0.0017), (, -0.001), (, -0.0022), (, -0.0018), (, -0.0003), (, -0.0063), (, 0.0013), (, -0.0004), (, -0.0), (, -0.0011), (, -0.0006), (, 0.0004), (, -0.0004), (, -0.0015), (, 0.0), (, -0.0026), (, -0.0), (, 0.0003), (, -0.0005), (, -0.0032), (, -0.0011), (, -0.0006), (, -0.001), (, -0.0004), (, -0.0005), (, -0.0015), (, -0.0001), (, 0.0), (, -0.0015), (, -0.0016), (, 0.0006), (, -0.0003), (, -0.0005)] -20:08:57,357 root INFO ContextualMultiArmedBanditAgent - exp=[0.1412 0.1012 0.1409 0.1013 0.1203] probs=[0.2019 0.2005 0.1994 0.1989 0.1993] -20:08:59,201 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=36 avg=-0.0007750000000000001 std=0.0013833082327040014 min=-0.0063 max=0.0013 -20:08:59,202 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0032), (, 0.0), (, -0.0009), (, 0.0006), (, -0.0001), (, -0.0015), (, -0.0006), (, 0.0008), (, -0.0004), (, -0.001), (, -0.0011), (, -0.0005), (, -0.0015), (, 0.0006), (, 0.0002), (, 0.0003), (, -0.0), (, 0.0), (, -0.0011), (, 0.0013), (, -0.0006), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0015), (, -0.0032), (, -0.0005), (, -0.0063), (, -0.0011), (, -0.0), (, -0.0003), (, -0.0026), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0004), (, -0.0022), (, 0.0001), (, -0.0004), (, 0.0002), (, 0.0), (, -0.001)] -20:09:00,737 root INFO ContextualMultiArmedBanditAgent - exp=[0.169 0.1791 0.1656 0.1278 0.1457] probs=[0.2043 0.1972 0.2036 0.1965 0.1983] -20:09:02,719 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=34 avg=-0.0005411764705882354 std=0.0009677498604430503 min=-0.0032 max=0.0013 -20:09:02,719 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0005), (, 0.0), (, 0.0003), (, -0.0), (, -0.0005), (, -0.0011), (, 0.0002), (, 0.0), (, 0.0), (, -0.0), (, 0.0003), (, -0.001), (, 0.0001), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0011), (, 0.0), (, -0.0), (, -0.0001), (, -0.0015), (, 0.0004), (, 0.0002), (, -0.0001), (, -0.0005), (, -0.0022), (, -0.0015), (, 0.0006), (, -0.001), (, -0.0032), (, -0.0015), (, 0.0001), (, -0.0011), (, 0.0006), (, -0.0004), (, -0.0), (, 0.0013), (, -0.0006), (, 0.0), (, -0.0026), (, 0.0011), (, -0.0003)] -20:09:04,255 root INFO ContextualMultiArmedBanditAgent - exp=[0.1151 0.0925 0.1137 0.1153 0.1189] probs=[0.2077 0.1986 0.1948 0.1988 0.2 ] -20:09:06,414 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00048709677419354837 std=0.00100474420929838 min=-0.0032 max=0.0013 -20:09:06,414 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0006), (, -0.0006), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0012), (, 0.0), (, 0.0002), (, -0.0011), (, -0.0005), (, 0.0008), (, 0.0002), (, 0.0011), (, 0.0), (, -0.0015), (, 0.0001), (, 0.0013), (, 0.0), (, 0.0), (, -0.001), (, 0.0004), (, -0.0009), (, 0.0), (, -0.0015), (, 0.0002), (, 0.0), (, -0.0005), (, 0.0003), (, -0.0), (, -0.0022), (, 0.0006), (, 0.0006), (, -0.0026), (, -0.0006), (, -0.0004), (, -0.0005), (, -0.0032), (, -0.0004)] -20:09:07,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.1274 0.1185 0.1382 0.0949 0.1192] probs=[0.1999 0.2025 0.1957 0.1988 0.203 ] -20:09:10,38 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=29 avg=-0.0006689655172413794 std=0.0010847225764113407 min=-0.0032 max=0.0013 -20:09:10,38 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0003), (, 0.0), (, -0.0005), (, 0.0003), (, 0.0), (, 0.0), (, -0.0022), (, -0.0), (, -0.0015), (, -0.0026), (, -0.0012), (, -0.0005), (, 0.0), (, 0.0008), (, -0.0023), (, -0.0006), (, 0.0), (, -0.0004), (, -0.0), (, -0.001), (, 0.0006), (, -0.0015), (, -0.0), (, -0.0022), (, 0.0001), (, 0.0013), (, -0.0001), (, 0.0006), (, -0.0009), (, -0.0004), (, -0.0005), (, 0.0011), (, -0.0004), (, -0.0032), (, -0.0006), (, -0.0004), (, 0.0)] -20:09:11,593 root INFO ContextualMultiArmedBanditAgent - exp=[0.1135 0.1408 0.0781 0.0902 0.0724] probs=[0.2001 0.2033 0.1985 0.2001 0.1979] -20:09:13,670 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=33 avg=-0.0006272727272727273 std=0.001232458181052841 min=-0.0032 max=0.0035 -20:09:13,671 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0006), (, -0.0011), (, 0.0005), (, -0.0003), (, -0.0), (, -0.0), (, 0.0003), (, -0.0004), (, -0.0009), (, 0.0001), (, -0.0022), (, 0.0008), (, -0.0005), (, -0.0008), (, -0.0011), (, 0.0008), (, -0.0003), (, -0.0001), (, -0.0012), (, -0.0003), (, -0.0004), (, 0.0006), (, -0.0015), (, 0.0035), (, -0.0006), (, -0.0), (, 0.0003), (, -0.0015), (, -0.0005), (, -0.0003), (, -0.0032), (, -0.0022), (, 0.0), (, 0.0), (, -0.0023), (, -0.0026), (, -0.0005)] -20:09:15,74 root INFO ContextualMultiArmedBanditAgent - exp=[0.0657 0.1092 0.0996 0.1031 0.0622] probs=[0.1957 0.1999 0.1989 0.2031 0.2024] -20:09:17,203 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=32 avg=-0.000659375 std=0.0008905263103215985 min=-0.0032 max=0.0005 -20:09:17,203 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0006), (, -0.0), (, -0.0022), (, 0.0002), (, -0.0004), (, -0.0003), (, -0.0006), (, 0.0005), (, -0.0003), (, 0.0001), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0004), (, -0.0032), (, -0.0001), (, 0.0005), (, -0.0013), (, -0.0013), (, -0.0003), (, -0.0022), (, -0.0023), (, -0.0005), (, -0.0006), (, -0.0005), (, 0.0001), (, -0.0009), (, -0.0012), (, -0.0003), (, -0.0005), (, 0.0003), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0), (, 0.0)] -20:09:18,606 root INFO ContextualMultiArmedBanditAgent - exp=[0.0533 0.0582 0.0669 0.0849 0.0644] probs=[0.2056 0.1983 0.198 0.1955 0.2026] -20:09:20,676 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=33 avg=-0.0005303030303030304 std=0.0008847135638108062 min=-0.0032 max=0.0007 -20:09:20,676 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0), (, 0.0), (, -0.0032), (, -0.0013), (, -0.0023), (, -0.0003), (, -0.0005), (, 0.0), (, -0.0003), (, -0.0003), (, 0.0003), (, -0.0006), (, -0.0005), (, 0.0), (, 0.0003), (, -0.0009), (, -0.0022), (, -0.0001), (, 0.0003), (, 0.0007), (, -0.0001), (, -0.0002), (, 0.0003), (, 0.0007), (, 0.0001), (, -0.0003), (, -0.0003), (, 0.0002), (, -0.0004), (, -0.0006), (, -0.0009), (, -0.0013), (, -0.0012), (, -0.0001), (, 0.0001), (, -0.0004)] -20:09:22,371 root INFO ContextualMultiArmedBanditAgent - exp=[0.1487 0.1808 0.1188 0.1047 0.1098] probs=[0.197 0.2009 0.1936 0.2018 0.2067] -20:09:24,457 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=26 avg=-0.0005846153846153847 std=0.000818860515825924 min=-0.0023 max=0.0012 -20:09:24,457 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0022), (, -0.0013), (, 0.0003), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0005), (, 0.0003), (, 0.0001), (, -0.0023), (, -0.0001), (, -0.0), (, -0.0006), (, 0.0001), (, -0.0004), (, 0.0012), (, -0.0008), (, 0.0), (, -0.0009), (, -0.0013), (, 0.0), (, -0.0004), (, 0.0004), (, -0.0022)] -20:09:25,628 root INFO ContextualMultiArmedBanditAgent - exp=[0.1139 0.1781 0.1454 0.1256 0.1542] probs=[0.1953 0.2003 0.2073 0.2043 0.1928] -20:09:27,539 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.0004565217391304348 std=0.0007341520319723628 min=-0.0022 max=0.0012 -20:09:27,539 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0009), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0013), (, -0.0022), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0001), (, -0.0013), (, 0.0012), (, 0.0009), (, -0.0004), (, 0.0001), (, 0.0), (, 0.0004), (, -0.0005), (, -0.0009), (, -0.0005)] -20:09:28,579 root INFO ContextualMultiArmedBanditAgent - exp=[0.1506 0.2058 0.2117 0.1835 0.1719] probs=[0.1998 0.2 0.2012 0.2048 0.1943] -20:09:30,299 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.00035333333333333327 std=0.0007172788083366808 min=-0.0022 max=0.0013 -20:09:30,300 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, 0.0005), (, -0.0009), (, -0.0004), (, -0.0001), (, -0.0002), (, 0.0012), (, 0.0005), (, -0.0013), (, -0.0022), (, -0.0002), (, -0.0009), (, 0.0004), (, 0.0), (, 0.0001), (, -0.0009), (, -0.0), (, -0.0004), (, 0.0002), (, -0.0009), (, -0.0004), (, -0.0009), (, 0.0001), (, -0.0005), (, -0.0005), (, -0.0013), (, 0.0), (, -0.0008), (, 0.0013), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0001)] -20:09:31,881 root INFO ContextualMultiArmedBanditAgent - exp=[0.1627 0.1607 0.1849 0.2155 0.1713] probs=[0.1951 0.1993 0.208 0.1975 0.2001] -20:09:33,866 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=27 avg=-0.0006185185185185184 std=0.0011652489916837633 min=-0.0055 max=0.0005 -20:09:33,866 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0), (, -0.0), (, 0.0003), (, 0.0001), (, 0.0), (, -0.0009), (, 0.0005), (, -0.0009), (, -0.0004), (, -0.0009), (, -0.0013), (, -0.0005), (, 0.0005), (, 0.0005), (, -0.0002), (, 0.0001), (, -0.0004), (, 0.0), (, -0.0015), (, -0.0), (, -0.0009), (, -0.0055), (, -0.0009), (, -0.0022), (, -0.0005), (, -0.0001), (, 0.0), (, -0.0013), (, -0.0003), (, 0.0002), (, -0.0004), (, 0.0004), (, -0.0002)] -20:09:35,48 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.1327 0.0929 0.0962 0.0571] probs=[0.2094 0.1899 0.202 0.1998 0.1989] -20:09:36,768 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0008571428571428571 std=0.0017197927418238315 min=-0.0055 max=0.001 -20:09:36,768 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0013), (, -0.0002), (, -0.0009), (, -0.0022), (, -0.0015), (, 0.0007), (, 0.001), (, 0.0), (, 0.0004), (, -0.0013), (, -0.0009), (, 0.0005), (, -0.0), (, -0.0009), (, 0.0004), (, -0.0008), (, 0.0004), (, -0.0055), (, -0.0), (, -0.0003), (, -0.0009), (, 0.0003), (, 0.0), (, 0.0005)] -20:09:37,825 root INFO ContextualMultiArmedBanditAgent - exp=[0.094 0.1613 0.1286 0.136 0.1027] probs=[0.1964 0.2037 0.2029 0.1972 0.1999] -20:09:39,666 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=12 avg=-0.0014083333333333335 std=0.0020130649655576336 min=-0.0055 max=0.0012 -20:09:39,666 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0015), (, 0.0), (, -0.0008), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0022), (, -0.0013), (, 0.0012), (, 0.0), (, 0.0), (, -0.0002), (, -0.0055), (, -0.0), (, -0.0003)] -20:09:40,331 root INFO ContextualMultiArmedBanditAgent - exp=[0.0216 0.0663 0.0506 0.0478 0.0881] probs=[0.1959 0.2097 0.1956 0.1917 0.207 ] -20:09:41,872 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=14 avg=-0.0009214285714285714 std=0.002194206192755487 min=-0.0055 max=0.0029 -20:09:41,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.0), (, -0.0002), (, 0.0005), (, 0.0029), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0008), (, 0.0), (, -0.0055), (, 0.0), (, -0.0015), (, 0.0), (, -0.0008), (, -0.0003), (, -0.0), (, -0.0003), (, 0.0012), (, -0.0022)] -20:09:42,649 root INFO ContextualMultiArmedBanditAgent - exp=[0.1169 0.0674 0.0758 0.0478 0.0943] probs=[0.2048 0.2008 0.1911 0.2048 0.1985] -20:09:44,244 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=13 avg=-0.0007384615384615384 std=0.0024190075719468292 min=-0.0055 max=0.0029 -20:09:44,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.002), (, -0.0008), (, -0.0022), (, -0.0), (, -0.0), (, 0.0005), (, 0.0012), (, 0.0), (, -0.0055), (, -0.0003), (, 0.0001), (, 0.0003), (, -0.0008), (, -0.0015), (, 0.0029)] -20:09:44,890 root INFO ContextualMultiArmedBanditAgent - exp=[0.0365 0.0525 0.0363 0.0903 0.0505] probs=[0.2037 0.2137 0.1898 0.1932 0.1997] -20:09:46,425 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=15 avg=-0.0004533333333333332 std=0.0022449548374571414 min=-0.0055 max=0.0029 -20:09:46,425 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0055), (, -0.0), (, 0.0005), (, -0.0003), (, -0.0055), (, -0.0), (, 0.0004), (, 0.0012), (, -0.0008), (, 0.002), (, -0.0), (, -0.0008), (, 0.0), (, 0.0029), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0003), (, -0.0015), (, 0.0004)] -20:09:47,132 root INFO ContextualMultiArmedBanditAgent - exp=[0.0681 0.1278 0.0672 0.0952 0.1255] probs=[0.2007 0.2007 0.195 0.1959 0.2077] -20:09:48,658 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-1.7647058823529363e-05 std=0.0016681216255973266 min=-0.0055 max=0.0029 -20:09:48,658 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.002), (, 0.0005), (, -0.0002), (, 0.0012), (, 0.0), (, -0.0008), (, 0.0), (, -0.0002), (, 0.0001), (, 0.0004), (, -0.0007), (, 0.0), (, -0.0004), (, 0.0029), (, -0.0008), (, -0.0), (, 0.0004), (, -0.0055), (, -0.0), (, 0.0003), (, 0.0007)] -20:09:49,497 root INFO ContextualMultiArmedBanditAgent - exp=[0.0612 0.1178 0.0615 0.0967 0.0896] probs=[0.202 0.1993 0.1976 0.2022 0.1989] -20:09:51,292 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=0.00023181818181818188 std=0.0012729301786309497 min=-0.0017 max=0.0037 -20:09:51,293 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, 0.0012), (, -0.0007), (, 0.0004), (, 0.0005), (, -0.0), (, -0.0), (, 0.0), (, 0.0005), (, 0.0), (, -0.0002), (, 0.0037), (, 0.0), (, -0.0013), (, 0.0007), (, -0.0005), (, -0.0002), (, -0.0014), (, -0.0004), (, -0.0), (, 0.0004), (, 0.0029), (, -0.0), (, -0.0002), (, 0.0003), (, 0.002), (, -0.0005), (, -0.0002), (, -0.0017)] -20:09:52,362 root INFO ContextualMultiArmedBanditAgent - exp=[0.1704 0.1379 0.1393 0.0994 0.1162] probs=[0.1914 0.2038 0.2024 0.2016 0.2008] -20:09:54,108 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=24 avg=-3.749999999999998e-05 std=0.0008654538789945231 min=-0.0017 max=0.002 -20:09:54,108 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0004), (, 0.0004), (, 0.0005), (, -0.0004), (, 0.0), (, -0.0013), (, 0.0004), (, -0.0), (, -0.0005), (, -0.0014), (, 0.0012), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0005), (, -0.0005), (, 0.0), (, 0.002), (, -0.0002), (, 0.0005), (, -0.0003), (, 0.0007), (, -0.0), (, 0.0), (, -0.0017), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0006), (, 0.0009)] -20:09:55,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.0791 0.1073 0.0822 0.1387 0.0935] probs=[0.1982 0.2076 0.1953 0.2015 0.1974] -20:09:57,148 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=25 avg=-0.00044399999999999995 std=0.0007621443432841315 min=-0.0019 max=0.0011 -20:09:57,148 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0016), (, -0.0017), (, 0.0005), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0003), (, 0.0), (, -0.0014), (, -0.0001), (, 0.0), (, -0.0), (, 0.0004), (, -0.0), (, -0.0), (, -0.0), (, 0.0003), (, -0.0001), (, -0.0006), (, 0.0004), (, -0.001), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.0019), (, -0.0013), (, 0.0011), (, -0.0), (, 0.0005), (, -0.0), (, -0.0)] -20:09:58,575 root INFO ContextualMultiArmedBanditAgent - exp=[0.0978 0.1139 0.0913 0.0911 0.1371] probs=[0.2012 0.1981 0.1976 0.1973 0.2058] -20:10:00,479 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=28 avg=-0.0006357142857142857 std=0.0007751563370951536 min=-0.0022 max=0.0007 -20:10:00,479 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0016), (, 0.0007), (, -0.0004), (, 0.0), (, -0.0019), (, -0.0022), (, -0.0), (, -0.0017), (, -0.0005), (, 0.0), (, -0.0), (, -0.0), (, -0.0016), (, 0.0004), (, -0.0013), (, -0.0007), (, -0.0002), (, -0.0018), (, -0.0005), (, -0.0001), (, 0.0003), (, -0.0005), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0004), (, -0.0003), (, 0.0), (, 0.0005), (, -0.0), (, 0.0), (, -0.0014), (, -0.0005), (, -0.0002), (, -0.0005), (, -0.0004), (, -0.001), (, -0.0)] -20:10:01,906 root INFO ContextualMultiArmedBanditAgent - exp=[0.1877 0.2381 0.2392 0.2325 0.1711] probs=[0.1974 0.2055 0.1983 0.2003 0.1986] -20:10:03,747 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.0007464285714285714 std=0.0006930688189170698 min=-0.0023 max=0.0001 -20:10:03,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0023), (, -0.0018), (, -0.0003), (, -0.0013), (, -0.0005), (, -0.0002), (, 0.0001), (, -0.0014), (, -0.0005), (, -0.0019), (, 0.0), (, 0.0), (, -0.0004), (, -0.0007), (, -0.0002), (, -0.0016), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, -0.001), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0022), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0013), (, -0.0), (, -0.0006)] -20:10:05,71 root INFO ContextualMultiArmedBanditAgent - exp=[0.1199 0.1299 0.1441 0.1448 0.1612] probs=[0.1983 0.2014 0.2039 0.1946 0.2017] -20:10:06,758 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=32 avg=-0.000721875 std=0.0007144641239243577 min=-0.0023 max=0.0004 -20:10:06,758 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, 0.0), (, -0.0001), (, -0.0007), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0022), (, -0.0019), (, -0.0016), (, -0.0014), (, 0.0), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0005), (, -0.0013), (, -0.0016), (, -0.0001), (, -0.0006), (, -0.0018), (, 0.0001), (, -0.0006), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0002), (, 0.0004), (, -0.0002), (, 0.0001), (, 0.0), (, -0.001), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0002), (, -0.0023)] -20:10:08,68 root INFO ContextualMultiArmedBanditAgent - exp=[0.13 0.1479 0.1515 0.1448 0.1517] probs=[0.1955 0.2092 0.2028 0.1982 0.1943] -20:10:09,810 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=30 avg=-0.0007766666666666667 std=0.0007605626572186907 min=-0.0023 max=0.0004 -20:10:09,811 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.001), (, -0.0002), (, 0.0001), (, 0.0004), (, 0.0), (, -0.0007), (, -0.0001), (, -0.0005), (, -0.0004), (, -0.0019), (, -0.0003), (, -0.0018), (, -0.0022), (, -0.0003), (, -0.0013), (, -0.0001), (, 0.0), (, -0.0016), (, -0.0021), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0016), (, -0.0003), (, -0.0004), (, -0.0005), (, -0.0023), (, -0.0), (, 0.0)] -20:10:11,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1554 0.1244 0.1154 0.121 0.0871] probs=[0.2007 0.2011 0.1955 0.2016 0.2011] -20:10:13,323 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0007419354838709677 std=0.0008063354755084731 min=-0.0023 max=0.0007 -20:10:13,323 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0009), (, -0.0003), (, -0.0016), (, -0.0006), (, -0.0013), (, 0.0007), (, 0.0003), (, 0.0001), (, -0.0), (, -0.0022), (, 0.0), (, -0.0018), (, -0.0001), (, -0.0004), (, -0.0019), (, -0.0001), (, 0.0), (, -0.0001), (, -0.001), (, 0.0001), (, -0.0002), (, -0.0021), (, -0.0007), (, -0.0023), (, -0.001), (, -0.0006), (, -0.0014), (, -0.0005), (, 0.0001), (, -0.0003), (, -0.0002), (, -0.0016), (, -0.0), (, 0.0), (, 0.0002), (, -0.0)] -20:10:14,710 root INFO ContextualMultiArmedBanditAgent - exp=[0.0679 0.1256 0.0751 0.0748 0.095 ] probs=[0.2013 0.2028 0.2033 0.192 0.2007] -20:10:16,629 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=33 avg=-0.0005636363636363636 std=0.0008664865250375364 min=-0.0023 max=0.001 -20:10:16,630 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0013), (, -0.0023), (, 0.0003), (, -0.0014), (, -0.0009), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0004), (, -0.0007), (, -0.0022), (, -0.001), (, -0.0016), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0), (, 0.0002), (, 0.0), (, -0.0017), (, 0.0), (, -0.0), (, 0.0), (, -0.001), (, -0.0013), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0001), (, 0.001), (, -0.0), (, -0.001), (, -0.0001), (, 0.0001), (, 0.0001), (, -0.0016), (, 0.0007), (, 0.0001)] -20:10:18,284 root INFO ContextualMultiArmedBanditAgent - exp=[0.0419 0.0574 0.0756 0.0322 0.0372] probs=[0.1967 0.203 0.1946 0.2048 0.201 ] -20:10:20,257 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=28 avg=-0.0006714285714285714 std=0.0008688486399734267 min=-0.0023 max=0.001 -20:10:20,257 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, 0.0007), (, 0.0), (, -0.0009), (, -0.0023), (, -0.0017), (, 0.0), (, -0.0016), (, -0.0014), (, -0.0001), (, 0.0002), (, 0.0002), (, -0.0), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0007), (, -0.0001), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0021), (, -0.0004), (, 0.0), (, -0.0013), (, -0.0013), (, -0.0022), (, -0.001), (, -0.001), (, 0.001), (, -0.0016), (, -0.0), (, -0.0)] -20:10:21,733 root INFO ContextualMultiArmedBanditAgent - exp=[0.0812 0.1066 0.0887 0.1017 0.1177] probs=[0.2041 0.2007 0.2008 0.1978 0.1966] -20:10:23,640 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.000716 std=0.0008771225684019309 min=-0.0023 max=0.0007 -20:10:23,640 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0), (, -0.0001), (, 0.0), (, -0.0022), (, -0.0), (, -0.0009), (, 0.0007), (, -0.0016), (, -0.001), (, -0.0016), (, -0.0014), (, -0.0013), (, 0.0002), (, -0.0006), (, -0.0), (, 0.0001), (, -0.0007), (, 0.0), (, 0.0002), (, -0.0), (, 0.0002), (, -0.0002), (, 0.0007), (, -0.0), (, 0.0), (, -0.0013), (, -0.0001), (, -0.0004), (, -0.0023), (, -0.0), (, -0.0001), (, -0.0017), (, 0.0), (, -0.0021)] -20:10:24,975 root INFO ContextualMultiArmedBanditAgent - exp=[0.0774 0.1073 0.1395 0.1001 0.1083] probs=[0.2021 0.197 0.2062 0.1998 0.1948] -20:10:26,929 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0007714285714285713 std=0.0008663788114317888 min=-0.0023 max=0.0007 -20:10:26,930 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0), (, -0.0023), (, -0.0001), (, -0.0002), (, -0.0022), (, -0.0013), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0009), (, -0.0007), (, -0.0021), (, -0.0016), (, -0.0014), (, -0.0013), (, 0.0007), (, -0.0), (, -0.0003), (, -0.0017), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0)] -20:10:28,66 root INFO ContextualMultiArmedBanditAgent - exp=[0.1941 0.1845 0.117 0.159 0.1755] probs=[0.1988 0.2028 0.2035 0.1977 0.1971] -20:10:29,871 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=26 avg=-0.000573076923076923 std=0.0007673920331514907 min=-0.0023 max=0.0007 -20:10:29,872 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0021), (, -0.0013), (, -0.0002), (, -0.0004), (, -0.0006), (, -0.0016), (, 0.0), (, -0.0005), (, -0.0005), (, 0.0007), (, -0.0001), (, -0.0007), (, 0.0007), (, -0.0013), (, 0.0), (, -0.0009), (, -0.0005), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, -0.0023), (, 0.0007), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0009), (, 0.0004), (, -0.0014), (, 0.0), (, -0.0), (, -0.0001)] -20:10:31,146 root INFO ContextualMultiArmedBanditAgent - exp=[0.0889 0.1312 0.1737 0.133 0.1535] probs=[0.2047 0.1962 0.1992 0.1975 0.2025] -20:10:33,175 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=22 avg=-0.0008090909090909089 std=0.0006059621132089266 min=-0.0023 max=-0.0001 -20:10:33,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0006), (, -0.0007), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0023), (, 0.0), (, -0.0014), (, -0.0009), (, -0.0013), (, -0.0021), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, -0.0004), (, -0.0004), (, -0.0009), (, -0.0001), (, -0.0), (, -0.0009), (, -0.0006), (, -0.0016), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0002)] -20:10:34,487 root INFO ContextualMultiArmedBanditAgent - exp=[0.0949 0.1057 0.1173 0.1168 0.1606] probs=[0.2058 0.2044 0.1967 0.1986 0.1945] -20:10:36,263 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=24 avg=-0.0005875 std=0.0005622221536012255 min=-0.0021 max=0.0001 -20:10:36,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0002), (, -0.0016), (, -0.0006), (, -0.0002), (, -0.0013), (, 0.0), (, -0.0013), (, -0.0005), (, -0.0021), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0), (, -0.0001), (, 0.0), (, -0.0009), (, -0.0009), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006)] -20:10:37,537 root INFO ContextualMultiArmedBanditAgent - exp=[0.1109 0.137 0.1248 0.1044 0.1146] probs=[0.2005 0.206 0.198 0.197 0.1985] -20:10:39,355 root INFO ContextualMultiArmedBanditAgent - len=32 nonzero=25 avg=-0.000476 std=0.0005427927781391348 min=-0.0021 max=0.0004 -20:10:39,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0013), (, -0.0013), (, -0.0), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0005), (, -0.0001), (, -0.0004), (, -0.0002), (, -0.0005), (, -0.0014), (, -0.0001), (, -0.0004), (, -0.0021), (, -0.0), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0001), (, -0.0003), (, 0.0001)] -20:10:40,543 root INFO ContextualMultiArmedBanditAgent - exp=[0.0507 0.0578 0.0963 0.0645 0.0639] probs=[0.1993 0.2077 0.1962 0.1976 0.1992] -20:10:42,462 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=25 avg=-0.00045200000000000004 std=0.0005315035277399389 min=-0.0018 max=0.0002 -20:10:42,463 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, -0.0004), (, 0.0), (, -0.0), (, -0.0014), (, -0.0018), (, -0.0017), (, -0.0005), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0002), (, -0.0006), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.0006), (, -0.0), (, -0.0006), (, -0.0013), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0002), (, -0.0005)] -20:10:43,545 root INFO ContextualMultiArmedBanditAgent - exp=[0.0434 0.0576 0.0435 0.0544 0.0452] probs=[0.1936 0.2031 0.1998 0.2046 0.199 ] -20:10:45,404 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=21 avg=-0.0005857142857142857 std=0.0006205110906385494 min=-0.0018 max=0.0003 -20:10:45,404 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0005), (, -0.0001), (, -0.0017), (, -0.0002), (, 0.0003), (, -0.0002), (, -0.0006), (, 0.0), (, -0.0001), (, -0.0013), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0), (, -0.0005), (, -0.0006), (, -0.0014), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0), (, -0.0003), (, 0.0), (, 0.0002), (, -0.0001), (, -0.0018)] -20:10:46,350 root INFO ContextualMultiArmedBanditAgent - exp=[0.1038 0.081 0.1149 0.1029 0.1192] probs=[0.1968 0.2031 0.1949 0.2052 0.2 ] -20:10:48,176 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=19 avg=-0.0005473684210526316 std=0.0006385579321306568 min=-0.0018 max=0.0003 -20:10:48,176 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0002), (, 0.0), (, 0.0), (, -0.0018), (, -0.0002), (, -0.0004), (, -0.0005), (, -0.0017), (, -0.0001), (, -0.0007), (, -0.0005), (, 0.0003), (, -0.0004), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0006), (, 0.0002), (, -0.0014), (, -0.0001), (, 0.0)] -20:10:49,91 root INFO ContextualMultiArmedBanditAgent - exp=[0.0825 0.1094 0.0742 0.1383 0.0877] probs=[0.1971 0.1937 0.2006 0.2054 0.2031] -20:10:51,81 root INFO ContextualMultiArmedBanditAgent - len=26 nonzero=17 avg=-0.0005823529411764706 std=0.0006021874772738695 min=-0.0018 max=0.0001 -20:10:51,82 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0005), (, -0.0017), (, -0.0001), (, -0.0001), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, -0.0004), (, -0.0), (, -0.0007), (, -0.0008), (, 0.0), (, -0.0001), (, 0.0), (, -0.0018), (, -0.0005)] -20:10:52,98 root INFO ContextualMultiArmedBanditAgent - exp=[0.0988 0.1436 0.0921 0.1239 0.1092] probs=[0.202 0.2055 0.1984 0.1984 0.1958] -20:10:53,940 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=15 avg=-0.0007066666666666666 std=0.0005182877793487149 min=-0.0018 max=0.0001 -20:10:53,940 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, 0.0), (, 0.0), (, -0.0), (, -0.0018), (, -0.0003), (, 0.0), (, -0.0004), (, 0.0), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0017), (, 0.0001), (, -0.0008), (, -0.0011), (, -0.0009), (, 0.0), (, -0.0007), (, -0.0008)] -20:10:54,659 root INFO ContextualMultiArmedBanditAgent - exp=[0.0759 0.0749 0.0653 0.0636 0.0747] probs=[0.2012 0.201 0.1994 0.2008 0.1976] -20:10:56,166 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=20 avg=-0.0007049999999999999 std=0.0004994747240852133 min=-0.0018 max=0.0005 -20:10:56,166 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0007), (, -0.0018), (, -0.0017), (, 0.0), (, -0.0), (, 0.0), (, 0.0), (, -0.0007), (, -0.0002), (, -0.0007), (, 0.0), (, -0.0007), (, 0.0005), (, -0.0011), (, -0.0004), (, -0.0008), (, -0.0011), (, -0.0009), (, -0.0007), (, -0.0008), (, -0.0004), (, -0.0001), (, -0.0007), (, -0.0003)] -20:10:57,4 root INFO ContextualMultiArmedBanditAgent - exp=[0.1152 0.149 0.1742 0.1046 0.1361] probs=[0.1995 0.2072 0.1926 0.1988 0.2018] -20:10:58,768 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0008 std=0.0 min=-0.0008 max=-0.0008 -20:10:58,769 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008)] -20:10:58,825 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0026 0.013 -0.0002 0.001 -0.0009] probs=[0.1991 0.2022 0.1995 0.1998 0.1994] -20:11:01,239 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:11:01,240 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.4147235294117647 std=0.43767899266795673 min=-0.0344 max=1.2366 -20:11:01,241 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1192), (, -0.0095), (, 0.3446), (, 0.97), (, 0.1294), (, 0.6915), (, -0.0344), (, 0.0338), (, 0.003), (, 0.97), (, 0.4975), (, 0.0804), (, 0.1294), (, 0.6512), (, 1.2366), (, 0.0363), (, 1.2013)] -20:11:01,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0577 0.115 0.1109 0.0733 0.1457] probs=[0.1944 0.2074 0.1849 0.2087 0.2045] -20:11:03,72 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=0.225076923076923 std=0.29504095453355456 min=-0.0344 max=0.97 -20:11:03,73 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0344), (, -0.0344), (, 0.97), (, 0.003), (, 0.0338), (, 0.1192), (, 0.1294), (, 0.4975), (, 0.3446), (, 0.0363), (, 0.0804), (, 0.1294), (, 0.6512)] -20:11:03,339 root INFO ContextualMultiArmedBanditAgent - exp=[0.0071 0.0901 0.0418 0.0292 0.01 ] probs=[0.1982 0.2182 0.1944 0.1952 0.194 ] -20:11:04,736 root INFO ContextualMultiArmedBanditAgent - len=10 nonzero=10 avg=0.14145000000000002 std=0.15321513143289733 min=-0.0344 max=0.4975 -20:11:04,736 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1294), (, 0.1294), (, -0.0344), (, 0.1091), (, 0.4975), (, 0.3446), (, 0.0363), (, 0.003), (, 0.1192), (, 0.0804)] -20:11:04,990 root INFO ContextualMultiArmedBanditAgent - exp=[0.1423 0.2018 0.1307 0.2201 0.207 ] probs=[0.1882 0.2126 0.195 0.203 0.2012] -20:11:06,368 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.001633333333333333 std=0.028879327477549677 min=-0.0344 max=0.0363 -20:11:06,368 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0344), (, 0.0363), (, 0.003)] -20:11:06,477 root INFO ContextualMultiArmedBanditAgent - exp=[0.1223 0.3556 0.1854 0.246 0.1879] probs=[0.1948 0.2105 0.1973 0.2014 0.196 ] -20:11:07,859 root INFO ContextualMultiArmedBanditAgent - len=11 nonzero=11 avg=-0.03278181818181818 std=0.03840018508908561 min=-0.0996 max=0.0241 -20:11:07,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0404), (, -0.0351), (, 0.0199), (, -0.0538), (, -0.0024), (, -0.0344), (, -0.0344), (, 0.0241), (, -0.0996), (, -0.0101), (, -0.0944)] -20:11:08,105 root INFO ContextualMultiArmedBanditAgent - exp=[0.0627 0.0905 0.0421 0.0371 0.0075] probs=[0.1895 0.2035 0.1928 0.2112 0.2029] -20:11:09,557 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.01921176470588235 std=0.041884096130279796 min=-0.0996 max=0.069 -20:11:09,557 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, 0.0026), (, -0.0344), (, 0.069), (, -0.0595), (, -0.0101), (, -0.0046), (, -0.0147), (, -0.0538), (, 0.0243), (, 0.0199), (, -0.0344), (, -0.0351), (, 0.0241), (, -0.0235), (, -0.0944), (, -0.0024)] -20:11:09,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.0108 0.0539 0.0556 0.0577 0.0452] probs=[0.1983 0.2141 0.1915 0.1925 0.2036] -20:11:11,276 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.026261111111111107 std=0.036522795604463684 min=-0.0996 max=0.0241 -20:11:11,276 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, -0.011), (, -0.0314), (, 0.0241), (, -0.0042), (, -0.0351), (, -0.0944), (, -0.0595), (, -0.0217), (, 0.0013), (, -0.001), (, -0.0049), (, -0.0101), (, -0.0235), (, -0.0018), (, -0.0996), (, 0.0043), (, -0.0046)] -20:11:11,704 root INFO ContextualMultiArmedBanditAgent - exp=[0.0288 0.1059 0.0969 0.06 0.0951] probs=[0.2018 0.201 0.1984 0.199 0.1998] -20:11:13,249 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.015615999999999998 std=0.02852878798687389 min=-0.0996 max=0.0241 -20:11:13,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0996), (, 0.0011), (, -0.006), (, -0.0996), (, -0.0143), (, -0.0231), (, -0.0049), (, -0.0235), (, -0.0046), (, 0.003), (, -0.011), (, 0.0013), (, 0.0043), (, -0.0351), (, -0.0101), (, -0.0243), (, -0.0018), (, -0.0286), (, 0.0189), (, 0.0241), (, 0.0017), (, -0.0235), (, -0.0016), (, -0.0286), (, -0.0046)] -20:11:13,881 root INFO ContextualMultiArmedBanditAgent - exp=[0.0672 0.1503 0.1027 0.1608 0.1036] probs=[0.1998 0.203 0.2008 0.1984 0.198 ] -20:11:15,532 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.013762500000000002 std=0.021045363949098148 min=-0.0996 max=0.0057 -20:11:15,532 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0231), (, -0.0286), (, -0.011), (, -0.0049), (, -0.0046), (, -0.0016), (, -0.0286), (, -0.0187), (, -0.0016), (, -0.0143), (, 0.003), (, 0.0011), (, -0.006), (, -0.0235), (, -0.0018), (, 0.0057), (, 0.0043), (, -0.0046), (, -0.0235), (, -0.0231), (, -0.0243), (, 0.0017), (, -0.0027), (, -0.0996)] -20:11:16,88 root INFO ContextualMultiArmedBanditAgent - exp=[0.1366 0.1264 0.0843 0.1137 0.1393] probs=[0.1978 0.2028 0.1986 0.2018 0.199 ] -20:11:17,724 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.013876190476190478 std=0.021764319966007816 min=-0.0996 max=0.01 -20:11:17,725 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0286), (, -0.0046), (, -0.0027), (, -0.0235), (, -0.0143), (, -0.0286), (, -0.0046), (, -0.0243), (, -0.0046), (, -0.0148), (, -0.0049), (, -0.0996), (, -0.0017), (, -0.0051), (, -0.0033), (, 0.01), (, -0.0046), (, 0.0017), (, -0.0235), (, -0.0071)] -20:11:18,256 root INFO ContextualMultiArmedBanditAgent - exp=[0.1432 0.2056 0.1464 0.1668 0.1008] probs=[0.1968 0.2065 0.2071 0.1956 0.194 ] -20:11:19,951 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=25 avg=-0.011804000000000002 std=0.020574712245861423 min=-0.0996 max=0.01 -20:11:19,952 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0046), (, -0.0029), (, 0.01), (, -0.0286), (, -0.0017), (, -0.0049), (, -0.0148), (, -0.0033), (, -0.0046), (, -0.0046), (, -0.0129), (, 0.0017), (, -0.0996), (, -0.0051), (, -0.0027), (, -0.0071), (, -0.0017), (, -0.0299), (, 0.0012), (, -0.0046), (, -0.0046), (, -0.0276), (, -0.0109), (, -0.0286)] -20:11:20,770 root INFO ContextualMultiArmedBanditAgent - exp=[0.1379 0.1189 0.1191 0.1493 0.1556] probs=[0.1956 0.1957 0.2076 0.2009 0.2002] -20:11:22,469 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=24 avg=-0.014516666666666666 std=0.020835059928452863 min=-0.0996 max=0.0046 -20:11:22,470 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0029), (, 0.0046), (, -0.0071), (, -0.0996), (, -0.0286), (, -0.0148), (, -0.0129), (, -0.0046), (, -0.0276), (, -0.0043), (, -0.0109), (, -0.0069), (, 0.0009), (, -0.0049), (, -0.0286), (, -0.0299), (, -0.0027), (, -0.027), (, -0.0046), (, 0.0001), (, 0.0012), (, -0.0046), (, -0.0051)] -20:11:23,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.1414 0.2344 0.2723 0.2611 0.185 ] probs=[0.2002 0.1962 0.2006 0.2069 0.1961] -20:11:24,878 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.0156 std=0.023623617295360312 min=-0.0996 max=0.002 -20:11:24,878 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, 0.002), (, -0.0062), (, -0.0016), (, -0.0276), (, 0.0009), (, -0.0011), (, -0.0996), (, -0.0129), (, -0.0071), (, -0.0027), (, -0.0299), (, -0.0069), (, -0.0148), (, -0.0043), (, 0.0012)] -20:11:25,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0331 0.0719 0.0559 0.0712 0.0706] probs=[0.1944 0.206 0.2041 0.1974 0.1982] -20:11:26,962 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=-0.013552941176470589 std=0.02454884968305533 min=-0.0996 max=0.002 -20:11:26,963 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, 0.002), (, -0.0027), (, -0.0996), (, -0.0148), (, -0.0299), (, 0.0015), (, 0.0009), (, 0.0012), (, -0.0276), (, 0.0018), (, 0.0012), (, -0.0043), (, 0.0018), (, -0.0011), (, -0.0062)] -20:11:27,358 root INFO ContextualMultiArmedBanditAgent - exp=[0.1325 0.1574 0.0879 0.148 0.1039] probs=[0.2023 0.2033 0.1995 0.1964 0.1985] -20:11:29,84 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=21 avg=-0.011676190476190475 std=0.022623731845793815 min=-0.0996 max=0.002 -20:11:29,84 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0299), (, 0.0004), (, -0.0996), (, -0.0062), (, 0.0006), (, -0.0043), (, -0.0027), (, 0.0018), (, 0.0018), (, -0.027), (, 0.0012), (, -0.0276), (, 0.0009), (, -0.0156), (, 0.002), (, -0.0011), (, -0.0002), (, 0.0015), (, 0.0012), (, -0.0148)] -20:11:29,599 root INFO ContextualMultiArmedBanditAgent - exp=[0.1174 0.1445 0.1357 0.1206 0.1159] probs=[0.2026 0.2025 0.1964 0.1972 0.2013] -20:11:31,170 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=24 avg=-0.004283333333333333 std=0.011903244188968914 min=-0.0299 max=0.0164 -20:11:31,171 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0027), (, 0.0164), (, -0.0299), (, 0.0067), (, -0.0156), (, -0.0011), (, 0.0018), (, -0.0002), (, -0.0043), (, 0.0067), (, 0.0009), (, -0.0276), (, -0.0), (, 0.0004), (, -0.0062), (, -0.027), (, 0.0012), (, -0.0026), (, 0.0015), (, -0.0003), (, 0.0013), (, 0.0022), (, 0.0012), (, 0.002)] -20:11:31,822 root INFO ContextualMultiArmedBanditAgent - exp=[0.0884 0.0934 0.087 0.1063 0.0895] probs=[0.1939 0.209 0.2029 0.1956 0.1985] -20:11:33,382 root INFO ContextualMultiArmedBanditAgent - len=22 nonzero=17 avg=-0.0075352941176470584 std=0.012236778756080357 min=-0.0299 max=0.0067 -20:11:33,383 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.027), (, -0.0036), (, -0.0276), (, -0.0002), (, 0.0012), (, 0.0009), (, -0.0156), (, -0.0027), (, -0.0), (, 0.0067), (, -0.0299), (, -0.0003), (, 0.0), (, -0.0), (, 0.0004), (, 0.0046), (, -0.0), (, -0.0), (, -0.0008), (, -0.0055), (, -0.0011)] -20:11:33,948 root INFO ContextualMultiArmedBanditAgent - exp=[0.1349 0.1824 0.1444 0.1285 0.1702] probs=[0.2007 0.2075 0.189 0.2061 0.1968] -20:11:35,457 root INFO ContextualMultiArmedBanditAgent - len=18 nonzero=18 avg=-0.006849999999999999 std=0.01228970888363286 min=-0.0299 max=0.0067 -20:11:35,458 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0276), (, -0.0036), (, 0.0066), (, -0.0008), (, 0.0067), (, 0.0004), (, 0.0004), (, -0.0055), (, -0.0276), (, -0.027), (, -0.0009), (, -0.0156), (, -0.001), (, -0.0007), (, -0.0299), (, -0.0037), (, 0.0019), (, 0.0046)] -20:11:35,931 root INFO ContextualMultiArmedBanditAgent - exp=[0.166 0.1377 0.1194 0.1239 0.0914] probs=[0.2171 0.2037 0.1872 0.1972 0.1949] -20:11:37,459 root INFO ContextualMultiArmedBanditAgent - len=13 nonzero=13 avg=-0.005984615384615384 std=0.009854467643885118 min=-0.0299 max=0.0007 -20:11:37,459 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0007), (, -0.0047), (, -0.0036), (, -0.0299), (, -0.0276), (, 0.0007), (, -0.0009), (, 0.0004), (, -0.0007), (, -0.0037), (, -0.0026), (, -0.0008)] -20:11:37,794 root INFO ContextualMultiArmedBanditAgent - exp=[0.1383 0.1886 0.1944 0.1697 0.1872] probs=[0.2023 0.2011 0.1903 0.206 0.2003] -20:11:39,328 root INFO ContextualMultiArmedBanditAgent - len=16 nonzero=15 avg=-0.00562 std=0.009209502339069866 min=-0.0299 max=0.0007 -20:11:39,328 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, 0.0007), (, -0.0047), (, -0.0012), (, -0.0019), (, -0.0037), (, -0.0007), (, -0.0009), (, -0.0037), (, -0.0), (, -0.0026), (, -0.0001), (, -0.0299), (, -0.0007), (, -0.0276), (, -0.0036)] -20:11:39,773 root INFO ContextualMultiArmedBanditAgent - exp=[0.0836 0.1349 0.1157 0.1019 0.0976] probs=[0.2013 0.2064 0.195 0.2068 0.1907] -20:11:41,247 root INFO ContextualMultiArmedBanditAgent - len=21 nonzero=19 avg=-0.002989473684210526 std=0.0059677990950417524 min=-0.0276 max=0.0007 -20:11:41,248 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0014), (, -0.0011), (, -0.0037), (, -0.0007), (, -0.0004), (, -0.0009), (, -0.0037), (, -0.0026), (, -0.0), (, -0.0019), (, -0.0011), (, 0.0), (, -0.0047), (, -0.0007), (, 0.0007), (, -0.0002), (, -0.0001), (, -0.0276), (, -0.0012), (, -0.0036)] -20:11:41,772 root INFO ContextualMultiArmedBanditAgent - exp=[0.1134 0.1151 0.071 0.0553 0.0742] probs=[0.2008 0.2185 0.1957 0.1894 0.1957] -20:11:43,181 root INFO ContextualMultiArmedBanditAgent - len=20 nonzero=19 avg=-0.0035421052631578946 std=0.0059919521280388365 min=-0.0276 max=-0.0002 -20:11:43,181 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0037), (, -0.0012), (, -0.0048), (, -0.0007), (, -0.0011), (, -0.0002), (, -0.0037), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0011), (, -0.0004), (, -0.0047), (, -0.0019), (, -0.0037), (, -0.0014), (, -0.0005), (, -0.0276), (, -0.0076)] -20:11:43,693 root INFO ContextualMultiArmedBanditAgent - exp=[0.0599 0.0991 0.0752 0.0905 0.0161] probs=[0.1918 0.2027 0.2053 0.1982 0.202 ] -20:11:45,348 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=26 avg=-0.003696153846153847 std=0.005403096033346264 min=-0.0276 max=0.0002 -20:11:45,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0076), (, -0.0005), (, -0.0014), (, -0.0037), (, -0.0037), (, -0.0091), (, -0.0011), (, -0.0009), (, -0.0008), (, -0.0004), (, -0.0012), (, -0.0076), (, -0.0037), (, -0.0002), (, 0.0002), (, -0.0009), (, -0.0053), (, -0.0002), (, -0.0037), (, -0.0019), (, -0.0005), (, -0.0048), (, -0.0276), (, -0.0037), (, 0.0), (, -0.0011), (, -0.0047)] -20:11:45,993 root INFO ContextualMultiArmedBanditAgent - exp=[0.081 0.1057 0.0989 0.1078 0.0759] probs=[0.1968 0.2001 0.2024 0.2012 0.1995] -20:11:47,721 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.0026999999999999997 std=0.002877019530575061 min=-0.0091 max=0.0018 -20:11:47,721 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0053), (, 0.0), (, -0.0005), (, -0.0019), (, -0.0009), (, -0.0008), (, -0.0076), (, -0.0047), (, -0.0091), (, -0.0037), (, 0.0002), (, -0.0037), (, -0.0005), (, -0.0002), (, -0.0014), (, -0.0074), (, -0.0007), (, -0.0037), (, 0.0018), (, -0.0037), (, -0.0037), (, 0.0), (, -0.0008), (, -0.0011), (, -0.0012), (, -0.0004), (, -0.0037), (, 0.0014), (, -0.0048), (, -0.0011)] -20:11:48,490 root INFO ContextualMultiArmedBanditAgent - exp=[0.1453 0.1345 0.1831 0.161 0.1509] probs=[0.1882 0.2029 0.1993 0.2024 0.2072] -20:11:50,356 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=29 avg=-0.002968965517241379 std=0.003573185910435543 min=-0.0091 max=0.0076 -20:11:50,356 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0014), (, 0.0), (, 0.0014), (, -0.0037), (, -0.0047), (, -0.0009), (, -0.0005), (, -0.0037), (, -0.0008), (, -0.0074), (, -0.0015), (, -0.0037), (, -0.0005), (, 0.0018), (, -0.0), (, -0.0019), (, -0.0037), (, -0.0074), (, 0.0076), (, -0.0008), (, -0.003), (, 0.0001), (, -0.0007), (, -0.0037), (, -0.0076), (, -0.0037), (, -0.0074), (, -0.0091), (, -0.0048), (, -0.0053)] -20:11:51,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0953 0.1 0.0858 0.1332 0.1017] probs=[0.2087 0.2002 0.1923 0.2006 0.1982] -20:11:52,913 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=27 avg=-0.0029222222222222223 std=0.003327031079276107 min=-0.0091 max=0.002 -20:11:52,913 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0091), (, -0.0037), (, 0.0014), (, -0.0037), (, 0.0), (, 0.0002), (, 0.0018), (, -0.0005), (, -0.0015), (, -0.0013), (, -0.0076), (, 0.002), (, -0.0019), (, -0.0074), (, 0.0008), (, -0.0053), (, -0.0074), (, -0.0037), (, -0.0013), (, -0.0009), (, -0.0048), (, -0.0037), (, 0.0002), (, -0.0), (, -0.0014), (, -0.0074), (, -0.0037), (, 0.0001)] -20:11:53,683 root INFO ContextualMultiArmedBanditAgent - exp=[0.0898 0.0927 0.1551 0.1104 0.0759] probs=[0.2023 0.2026 0.2015 0.1943 0.1994] -20:11:55,354 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=32 avg=-0.00196875 std=0.0034428764772352783 min=-0.0091 max=0.0043 -20:11:55,355 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0091), (, -0.0013), (, -0.0011), (, -0.0091), (, 0.0043), (, -0.0048), (, 0.0011), (, -0.0037), (, -0.0017), (, 0.0002), (, 0.0014), (, 0.0), (, -0.0014), (, 0.0008), (, 0.0), (, -0.0002), (, 0.0002), (, -0.0076), (, -0.0019), (, 0.0001), (, 0.0018), (, -0.0013), (, -0.0053), (, -0.0), (, -0.0013), (, -0.0074), (, -0.0005), (, -0.0074), (, 0.0009), (, -0.0074), (, 0.0004), (, -0.0009), (, -0.0019), (, 0.0), (, -0.0009), (, 0.002)] -20:11:56,328 root INFO ContextualMultiArmedBanditAgent - exp=[0.0728 0.0766 0.0611 0.0392 0.0975] probs=[0.1986 0.2023 0.1961 0.2057 0.1972] -20:11:58,103 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=37 avg=-0.0015621621621621624 std=0.0029068745499899215 min=-0.0091 max=0.002 -20:11:58,103 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.0002), (, -0.0074), (, -0.0019), (, 0.0018), (, -0.0011), (, -0.0053), (, 0.002), (, -0.0074), (, -0.0009), (, -0.0048), (, 0.0002), (, -0.0002), (, -0.0013), (, -0.0074), (, 0.0014), (, 0.0), (, 0.0009), (, -0.0091), (, -0.0008), (, -0.0014), (, -0.0), (, 0.0009), (, 0.0), (, -0.0005), (, 0.0002), (, 0.0006), (, 0.0009), (, -0.0007), (, -0.0012), (, -0.0037), (, -0.0012), (, -0.0009), (, -0.0076), (, 0.0003), (, 0.0001), (, 0.0), (, 0.0008), (, -0.0003), (, 0.0004), (, -0.0017)] -20:11:59,317 root INFO ContextualMultiArmedBanditAgent - exp=[0.1408 0.1657 0.1051 0.1434 0.1231] probs=[0.194 0.2051 0.1957 0.1988 0.2064] -20:12:01,71 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=37 avg=-0.001378378378378378 std=0.002514942923981349 min=-0.0091 max=0.002 -20:12:01,72 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0017), (, 0.002), (, -0.0007), (, -0.0), (, 0.0002), (, -0.0), (, 0.0014), (, -0.0), (, -0.0021), (, -0.0009), (, 0.0009), (, 0.0), (, -0.0037), (, -0.0012), (, -0.0022), (, -0.0009), (, -0.0014), (, -0.0009), (, 0.0004), (, -0.0012), (, -0.0074), (, -0.0022), (, 0.0001), (, 0.0001), (, -0.0076), (, -0.0), (, -0.0011), (, 0.0007), (, -0.0006), (, 0.0003), (, -0.0074), (, -0.0091), (, 0.0002), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0004), (, -0.0017), (, 0.0003), (, -0.0009), (, -0.0012), (, 0.0003), (, -0.0007)] -20:12:02,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.0874 0.0883 0.0581 0.0659 0.1047] probs=[0.1971 0.2053 0.2039 0.1927 0.2009] -20:12:04,480 root INFO ContextualMultiArmedBanditAgent - len=43 nonzero=40 avg=-0.0010700000000000002 std=0.0018559633617073374 min=-0.0091 max=0.0014 -20:12:04,481 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0008), (, 0.0004), (, 0.0001), (, -0.002), (, -0.0014), (, 0.0001), (, -0.0017), (, -0.0006), (, -0.0002), (, -0.0022), (, -0.0091), (, -0.0007), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0011), (, -0.0006), (, 0.0001), (, -0.0022), (, 0.0003), (, -0.0074), (, -0.0012), (, -0.0022), (, -0.0016), (, -0.0007), (, 0.0004), (, -0.0012), (, -0.0), (, -0.0009), (, -0.0009), (, -0.0009), (, -0.0002), (, 0.0003), (, -0.0009), (, -0.0021), (, -0.0006), (, 0.0014), (, 0.0003), (, 0.0002), (, -0.0012)] -20:12:05,745 root INFO ContextualMultiArmedBanditAgent - exp=[0.0801 0.0987 0.0778 0.0605 0.0619] probs=[0.1941 0.2076 0.2015 0.1949 0.2019] -20:12:07,664 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=35 avg=-0.0010714285714285715 std=0.001651418685091515 min=-0.0091 max=0.0008 -20:12:07,664 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0008), (, -0.0022), (, -0.0009), (, -0.0006), (, -0.0012), (, -0.0011), (, 0.0004), (, -0.0022), (, -0.0), (, -0.0017), (, -0.0009), (, 0.0004), (, -0.0), (, -0.0007), (, -0.0026), (, 0.0004), (, 0.0001), (, -0.0006), (, 0.0001), (, 0.0002), (, -0.0019), (, -0.002), (, -0.0012), (, -0.0017), (, -0.0006), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0022), (, -0.0005), (, 0.0008), (, -0.0019), (, -0.0091), (, -0.0021), (, 0.0001), (, -0.0008)] -20:12:08,889 root INFO ContextualMultiArmedBanditAgent - exp=[0.1114 0.0951 0.1387 0.0688 0.1103] probs=[0.1961 0.2042 0.2019 0.2007 0.1971] -20:12:10,812 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=34 avg=-0.001338235294117647 std=0.0017420432063734736 min=-0.0091 max=0.001 -20:12:10,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0019), (, -0.0), (, -0.0009), (, -0.0001), (, -0.0), (, 0.0005), (, -0.0017), (, -0.0002), (, -0.0005), (, -0.0007), (, -0.0091), (, -0.0004), (, -0.0009), (, 0.0), (, -0.0021), (, -0.0019), (, -0.0002), (, 0.0004), (, -0.0007), (, -0.0022), (, -0.005), (, -0.0007), (, -0.0008), (, -0.002), (, -0.0011), (, -0.0006), (, 0.0001), (, -0.0022), (, -0.0006), (, -0.0011), (, 0.001), (, -0.0026), (, -0.0), (, -0.0006), (, -0.0009), (, -0.0017), (, -0.0019), (, -0.0022)] -20:12:12,37 root INFO ContextualMultiArmedBanditAgent - exp=[0.1137 0.1326 0.1061 0.1786 0.1026] probs=[0.2007 0.1986 0.1995 0.1999 0.2014] -20:12:13,858 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=42 avg=-0.0009690476190476191 std=0.0011923342642616735 min=-0.005 max=0.0013 -20:12:13,859 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0), (, -0.0003), (, 0.0004), (, -0.0005), (, -0.0022), (, -0.0007), (, -0.0022), (, 0.0), (, -0.0006), (, -0.0), (, -0.0008), (, 0.0), (, -0.0002), (, -0.005), (, 0.0002), (, -0.002), (, -0.0005), (, -0.0006), (, -0.0017), (, -0.0007), (, -0.0005), (, 0.0013), (, -0.0016), (, -0.0006), (, -0.0009), (, -0.0011), (, -0.0017), (, -0.0008), (, -0.0004), (, -0.0004), (, -0.0007), (, -0.0019), (, -0.0007), (, -0.0011), (, -0.0004), (, -0.0026), (, -0.0002), (, -0.0009), (, -0.0006), (, -0.0002), (, 0.0003), (, -0.0019), (, -0.0002), (, -0.0009), (, 0.0004)] -20:12:15,394 root INFO ContextualMultiArmedBanditAgent - exp=[0.1159 0.1371 0.0877 0.1066 0.0873] probs=[0.2007 0.1996 0.2011 0.2011 0.1975] -20:12:17,447 root INFO ContextualMultiArmedBanditAgent - len=48 nonzero=41 avg=-0.0008292682926829267 std=0.001186148492007728 min=-0.005 max=0.0013 -20:12:17,448 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.005), (, -0.0001), (, -0.0), (, -0.0019), (, -0.0007), (, -0.0011), (, 0.0009), (, -0.0003), (, -0.0006), (, 0.0003), (, 0.0003), (, -0.0007), (, -0.0002), (, -0.005), (, -0.0002), (, -0.0005), (, -0.0004), (, 0.0013), (, -0.0007), (, -0.0007), (, -0.0006), (, -0.0006), (, -0.0009), (, -0.0004), (, -0.0005), (, -0.0022), (, -0.0001), (, 0.0), (, -0.0004), (, 0.0), (, 0.0003), (, -0.0), (, -0.0019), (, -0.0016), (, -0.0009), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0005), (, -0.0006), (, -0.0008), (, -0.0017), (, -0.0022), (, -0.0011), (, -0.0009), (, 0.0), (, -0.0002), (, -0.0)] -20:12:19,172 root INFO ContextualMultiArmedBanditAgent - exp=[0.043 0.0773 0.0628 0.0508 0.0581] probs=[0.1977 0.2019 0.208 0.1977 0.1947] -20:12:21,477 root INFO ContextualMultiArmedBanditAgent - len=46 nonzero=37 avg=-0.0005243243243243243 std=0.001182623150642399 min=-0.005 max=0.0028 -20:12:21,477 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, 0.0028), (, -0.0011), (, -0.0003), (, 0.0003), (, -0.0011), (, -0.0001), (, -0.005), (, -0.0001), (, -0.0001), (, -0.0016), (, -0.0007), (, 0.0), (, 0.0), (, 0.0), (, 0.0002), (, -0.0009), (, 0.0), (, 0.0), (, -0.0007), (, -0.0005), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0005), (, -0.0), (, -0.0001), (, 0.0), (, -0.0003), (, -0.0017), (, -0.0009), (, 0.0), (, 0.0003), (, -0.0002), (, -0.0002), (, -0.0022), (, 0.0013), (, 0.0001), (, -0.0006), (, -0.0019), (, 0.0009), (, -0.0022), (, -0.0008)] -20:12:23,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.098 0.1459 0.1172 0.1111 0.0771] probs=[0.1995 0.2001 0.1993 0.1986 0.2024] -20:12:25,222 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.00045250000000000005 std=0.0011142233842457265 min=-0.005 max=0.0029 -20:12:25,223 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0004), (, -0.0022), (, -0.0003), (, 0.0), (, 0.0), (, -0.0001), (, -0.005), (, 0.0009), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0004), (, 0.0002), (, -0.0005), (, -0.0007), (, -0.0005), (, 0.0007), (, -0.0), (, -0.0019), (, -0.0017), (, 0.0004), (, -0.0007), (, -0.0011), (, -0.0009), (, -0.0002), (, -0.0016), (, -0.0005), (, -0.0012), (, 0.0003), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0014), (, 0.0006), (, -0.0004), (, 0.0001), (, 0.0029), (, -0.0004), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0001), (, 0.0)] -20:12:26,921 root INFO ContextualMultiArmedBanditAgent - exp=[0.0718 0.0699 0.085 0.0955 0.0952] probs=[0.1983 0.2014 0.1953 0.2035 0.2015] -20:12:29,188 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=43 avg=-0.0005 std=0.001066182060459897 min=-0.005 max=0.0029 -20:12:29,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0), (, -0.0007), (, -0.0022), (, -0.0005), (, 0.0003), (, -0.0016), (, -0.0012), (, 0.0), (, -0.0003), (, -0.0019), (, -0.0004), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0003), (, -0.0001), (, -0.0004), (, -0.0003), (, -0.005), (, -0.0007), (, -0.0005), (, -0.0005), (, -0.0002), (, -0.0012), (, -0.0001), (, 0.0001), (, -0.0004), (, -0.0003), (, 0.0029), (, -0.002), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0014), (, 0.0005), (, -0.0003), (, 0.0), (, 0.0004), (, -0.0011), (, -0.0004), (, -0.0009), (, -0.0001), (, -0.0004), (, -0.0002), (, 0.0006)] -20:12:31,8 root INFO ContextualMultiArmedBanditAgent - exp=[0.0967 0.1282 0.0906 0.1505 0.1704] probs=[0.1964 0.2035 0.2058 0.1954 0.199 ] -20:12:33,310 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=39 avg=-0.0004512820512820513 std=0.0011261169486272446 min=-0.005 max=0.0029 -20:12:33,310 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004), (, -0.0019), (, 0.0005), (, -0.0002), (, -0.002), (, 0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0007), (, -0.0009), (, -0.0004), (, 0.0003), (, -0.0002), (, -0.0014), (, -0.0), (, 0.0003), (, -0.0), (, -0.005), (, 0.0001), (, -0.0003), (, -0.0002), (, 0.0002), (, -0.0004), (, -0.0002), (, 0.0004), (, 0.0001), (, -0.0012), (, -0.0003), (, 0.0029), (, -0.0), (, -0.0012), (, -0.0004), (, 0.0), (, -0.0022), (, 0.0005), (, -0.0005), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0), (, -0.0016), (, 0.0001), (, -0.0003)] -20:12:35,30 root INFO ContextualMultiArmedBanditAgent - exp=[0.0826 0.0943 0.0924 0.1024 0.1098] probs=[0.1969 0.2012 0.2013 0.2009 0.1996] -20:12:37,218 root INFO ContextualMultiArmedBanditAgent - len=44 nonzero=36 avg=-0.0002833333333333333 std=0.0011736694594305503 min=-0.005 max=0.0029 -20:12:37,219 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0004), (, 0.0003), (, -0.0003), (, -0.0015), (, -0.0002), (, -0.0), (, -0.0), (, 0.0003), (, -0.0002), (, 0.0009), (, -0.0006), (, -0.0012), (, -0.002), (, -0.0002), (, -0.0), (, 0.0002), (, 0.0001), (, 0.0029), (, 0.0), (, -0.0002), (, 0.0001), (, 0.0005), (, 0.0007), (, -0.0001), (, -0.0), (, -0.005), (, -0.0001), (, -0.0022), (, -0.0), (, 0.0001), (, 0.0), (, 0.0004), (, 0.0004), (, -0.0), (, 0.0002), (, -0.0002), (, -0.001), (, -0.0003), (, 0.0001), (, -0.0004), (, 0.0005), (, -0.0014), (, -0.0002)] -20:12:38,810 root INFO ContextualMultiArmedBanditAgent - exp=[0.0262 0.0692 0.0644 0.0443 0.048 ] probs=[0.2029 0.1988 0.204 0.1984 0.1959] -20:12:40,820 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=36 avg=-0.0003055555555555556 std=0.0012416262732679007 min=-0.005 max=0.0029 -20:12:40,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0004), (, 0.0001), (, -0.0019), (, -0.0), (, -0.0015), (, -0.0006), (, 0.0001), (, 0.0005), (, -0.0), (, -0.0022), (, 0.0005), (, 0.0004), (, -0.0), (, -0.005), (, -0.002), (, -0.0002), (, 0.0017), (, 0.0007), (, -0.001), (, -0.0002), (, -0.0006), (, 0.0029), (, 0.0001), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0004), (, -0.0012), (, 0.0001), (, -0.0002), (, 0.0003), (, 0.0), (, -0.0002), (, 0.0), (, -0.0014), (, 0.0001), (, -0.0002), (, 0.0007)] -20:12:42,388 root INFO ContextualMultiArmedBanditAgent - exp=[0.0894 0.0999 0.1164 0.1286 0.1341] probs=[0.2031 0.1997 0.1946 0.2003 0.2024] -20:12:44,460 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=31 avg=-0.00013870967741935487 std=0.0014733497973632122 min=-0.005 max=0.003 -20:12:44,460 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0004), (, 0.0), (, -0.0022), (, 0.0001), (, 0.0005), (, 0.0017), (, 0.0), (, 0.003), (, -0.0004), (, 0.0), (, -0.0006), (, -0.002), (, -0.0), (, 0.0007), (, -0.0003), (, -0.0), (, 0.0014), (, 0.0001), (, -0.005), (, 0.0005), (, -0.0009), (, -0.0001), (, -0.0005), (, -0.0), (, 0.0029), (, -0.0002), (, -0.0), (, 0.0003), (, -0.0012), (, 0.0005), (, -0.0002), (, -0.0), (, 0.0), (, 0.0006), (, 0.0005), (, 0.0004), (, -0.0003), (, -0.0015), (, -0.0019), (, 0.0)] -20:12:45,947 root INFO ContextualMultiArmedBanditAgent - exp=[0.1111 0.1163 0.1105 0.0799 0.0944] probs=[0.2088 0.202 0.2002 0.1887 0.2004] -20:12:47,882 root INFO ContextualMultiArmedBanditAgent - len=47 nonzero=40 avg=-0.00023499999999999997 std=0.0013395055057744258 min=-0.005 max=0.003 -20:12:47,883 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, -0.0004), (, -0.0025), (, -0.0009), (, -0.0002), (, -0.0015), (, -0.0008), (, -0.0), (, 0.0007), (, 0.0), (, -0.0002), (, -0.005), (, 0.0003), (, -0.0005), (, 0.0011), (, 0.0005), (, 0.0001), (, 0.0), (, 0.0017), (, 0.0), (, 0.0005), (, -0.0015), (, -0.0011), (, -0.0019), (, 0.0007), (, 0.0005), (, -0.0003), (, 0.0), (, 0.0001), (, 0.0006), (, 0.0005), (, -0.0022), (, -0.0006), (, -0.0023), (, -0.0004), (, 0.0001), (, 0.0006), (, -0.0002), (, -0.0001), (, 0.0014), (, 0.0003), (, 0.0015), (, 0.0), (, 0.003), (, -0.0), (, -0.0003), (, -0.0001)] -20:12:49,553 root INFO ContextualMultiArmedBanditAgent - exp=[0.0829 0.1089 0.0774 0.089 0.097 ] probs=[0.1975 0.1974 0.202 0.2038 0.1993] -20:12:51,599 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0003647058823529412 std=0.0013792330249179148 min=-0.005 max=0.0019 -20:12:51,599 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0006), (, 0.0), (, 0.0015), (, 0.0019), (, -0.0015), (, -0.005), (, -0.0022), (, -0.0001), (, -0.0002), (, 0.0007), (, 0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0), (, -0.0002), (, 0.0017), (, -0.0015), (, -0.0005), (, -0.0023), (, 0.0001), (, 0.0001), (, 0.0014), (, 0.0001), (, -0.0011), (, -0.0025), (, 0.0014), (, -0.0019), (, -0.0004), (, -0.0004), (, 0.0017), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0008), (, -0.0002)] -20:12:53,44 root INFO ContextualMultiArmedBanditAgent - exp=[0.1236 0.1614 0.2008 0.2282 0.146 ] probs=[0.2005 0.2002 0.2011 0.2005 0.1977] -20:12:55,19 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=31 avg=-0.0005193548387096773 std=0.0012124141086541692 min=-0.005 max=0.0017 -20:12:55,19 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0004), (, 0.0), (, -0.0008), (, -0.0001), (, -0.0007), (, 0.0001), (, -0.0023), (, -0.0001), (, -0.0006), (, -0.0), (, 0.0017), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0001), (, 0.0), (, 0.0003), (, 0.0014), (, -0.005), (, -0.0005), (, -0.0025), (, -0.0), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0015), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0001), (, -0.0004), (, -0.0025), (, 0.0008), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0)] -20:12:56,384 root INFO ContextualMultiArmedBanditAgent - exp=[0.0397 0.0801 0.0888 0.0796 0.102 ] probs=[0.1974 0.2045 0.1992 0.2002 0.1986] -20:12:58,187 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0006172413793103449 std=0.0012370902917782074 min=-0.005 max=0.0014 -20:12:58,188 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0025), (, -0.0001), (, -0.0001), (, -0.0023), (, -0.001), (, 0.0), (, 0.0014), (, 0.0002), (, 0.0001), (, -0.0002), (, 0.0008), (, -0.0006), (, 0.0002), (, -0.0001), (, -0.0007), (, 0.0003), (, -0.0008), (, -0.0001), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0001), (, -0.0006), (, -0.0025), (, -0.0001), (, 0.0), (, -0.0), (, -0.0005), (, -0.0002), (, -0.005), (, -0.0)] -20:12:59,422 root INFO ContextualMultiArmedBanditAgent - exp=[0.0457 0.0491 0.0856 0.0499 0.0475] probs=[0.201 0.2004 0.2038 0.1994 0.1953] -20:13:01,249 root INFO ContextualMultiArmedBanditAgent - len=41 nonzero=32 avg=-0.00045937500000000004 std=0.0008275941694906992 min=-0.0025 max=0.0008 -20:13:01,249 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, -0.0006), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0006), (, -0.0023), (, -0.0005), (, -0.0002), (, 0.0004), (, 0.0002), (, -0.0025), (, -0.0005), (, -0.0004), (, -0.0002), (, -0.001), (, -0.0002), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, 0.0008), (, -0.0), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0025), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, 0.0003), (, 0.0001), (, -0.0007), (, -0.0004), (, -0.0005), (, -0.0), (, -0.0), (, -0.0)] -20:13:02,676 root INFO ContextualMultiArmedBanditAgent - exp=[0.1033 0.1317 0.076 0.0959 0.1427] probs=[0.1983 0.2022 0.1995 0.2051 0.1949] -20:13:04,537 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=31 avg=-0.0004903225806451613 std=0.0008822094107006703 min=-0.0037 max=0.0008 -20:13:04,537 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0025), (, 0.0001), (, -0.0037), (, -0.0025), (, -0.0007), (, 0.0008), (, 0.0), (, -0.0004), (, 0.0002), (, -0.0002), (, -0.0004), (, -0.0), (, -0.0), (, -0.0001), (, -0.0005), (, -0.0004), (, -0.0006), (, 0.0), (, -0.0003), (, -0.0004), (, -0.0), (, -0.0004), (, -0.0003), (, -0.0001), (, -0.0), (, 0.0002), (, 0.0001), (, -0.0005), (, 0.0001), (, -0.0), (, -0.001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0001), (, 0.0001), (, -0.0006), (, 0.0001)] -20:13:05,901 root INFO ContextualMultiArmedBanditAgent - exp=[0.1046 0.1143 0.1291 0.1103 0.1591] probs=[0.2056 0.1937 0.1944 0.2027 0.2036] -20:13:07,921 root INFO ContextualMultiArmedBanditAgent - len=42 nonzero=30 avg=-0.00042333333333333334 std=0.0012606039117114554 min=-0.0037 max=0.0039 -20:13:07,922 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0), (, -0.0037), (, -0.0006), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0), (, 0.0001), (, -0.001), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0039), (, -0.0003), (, -0.0004), (, -0.0005), (, 0.0), (, 0.0), (, -0.0009), (, 0.0001), (, -0.0002), (, 0.0001), (, -0.0005), (, -0.0004), (, -0.0004), (, -0.0), (, -0.0003), (, -0.0007), (, -0.0002), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0), (, 0.0002), (, 0.0), (, -0.0025)] -20:13:09,397 root INFO ContextualMultiArmedBanditAgent - exp=[0.092 0.1349 0.1014 0.106 0.1139] probs=[0.1967 0.195 0.1973 0.206 0.205 ] -20:13:11,450 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=27 avg=-0.0007074074074074074 std=0.0010773513220190716 min=-0.0037 max=0.0001 -20:13:11,451 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0037), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0027), (, -0.0001), (, -0.0006), (, -0.0), (, -0.0), (, -0.0007), (, -0.001), (, -0.0009), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0004), (, -0.0003), (, -0.0001), (, 0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0003), (, -0.0005), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, -0.0006), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0002), (, -0.0037), (, -0.0004), (, -0.0025), (, 0.0)] -20:13:12,850 root INFO ContextualMultiArmedBanditAgent - exp=[0.1103 0.0965 0.1354 0.1109 0.1089] probs=[0.2017 0.1957 0.2016 0.201 0.2 ] -20:13:14,818 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=29 avg=-0.0005655172413793105 std=0.0010587161587862675 min=-0.0037 max=0.0018 -20:13:14,818 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, 0.0), (, -0.0006), (, -0.0001), (, -0.0001), (, -0.0009), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0037), (, 0.0018), (, -0.0), (, 0.0), (, -0.0025), (, -0.0005), (, -0.0), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0006), (, -0.0001), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0001), (, -0.001), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0001), (, -0.0003), (, -0.0001), (, -0.0004)] -20:13:16,143 root INFO ContextualMultiArmedBanditAgent - exp=[0.0677 0.06 0.0888 0.0705 0.089 ] probs=[0.194 0.2041 0.1986 0.2023 0.201 ] -20:13:18,16 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=27 avg=-0.0006296296296296295 std=0.0010865558276174736 min=-0.0037 max=0.0018 -20:13:18,17 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0037), (, 0.0001), (, -0.0003), (, -0.0007), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0009), (, -0.0007), (, -0.0), (, -0.0003), (, -0.0008), (, -0.0004), (, -0.0005), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, 0.0018), (, 0.0), (, -0.0025), (, -0.0027), (, 0.0003), (, -0.001), (, -0.0006), (, 0.0)] -20:13:19,297 root INFO ContextualMultiArmedBanditAgent - exp=[0.1294 0.151 0.1573 0.1112 0.1487] probs=[0.1978 0.202 0.1912 0.2057 0.2033] -20:13:21,104 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00085 std=0.001162396948837473 min=-0.0037 max=0.0018 -20:13:21,104 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0007), (, -0.0006), (, 0.0008), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0027), (, 0.0001), (, -0.0), (, -0.0), (, 0.0), (, -0.0025), (, -0.0001), (, 0.0003), (, -0.0003), (, -0.0013), (, -0.0013), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0), (, -0.0007), (, -0.001), (, -0.0005), (, 0.0018), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0037), (, -0.0008), (, -0.0012), (, -0.0024), (, -0.001), (, 0.0), (, -0.0001), (, -0.0027), (, 0.0)] -20:13:22,555 root INFO ContextualMultiArmedBanditAgent - exp=[0.0905 0.1703 0.1447 0.12 0.1081] probs=[0.2001 0.1986 0.1997 0.1979 0.2037] -20:13:24,624 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=33 avg=-0.0006424242424242423 std=0.001415933208283991 min=-0.0037 max=0.0023 -20:13:24,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0027), (, -0.0001), (, -0.0008), (, -0.0001), (, -0.0001), (, 0.0023), (, -0.0024), (, 0.0), (, -0.0027), (, 0.0), (, -0.0026), (, 0.0017), (, -0.0013), (, -0.0005), (, 0.0012), (, 0.0), (, -0.0013), (, 0.0), (, -0.0007), (, -0.0007), (, 0.0001), (, -0.0027), (, 0.0003), (, -0.001), (, -0.0008), (, 0.0), (, 0.0001), (, -0.0), (, -0.0009), (, -0.0025), (, -0.0), (, -0.0013), (, 0.0008), (, 0.001), (, -0.0037), (, -0.0006), (, -0.0003), (, -0.0012), (, 0.0014), (, 0.0009)] -20:13:26,361 root INFO ContextualMultiArmedBanditAgent - exp=[0.0396 0.0917 0.0459 0.0548 0.0764] probs=[0.202 0.2085 0.1956 0.1992 0.1948] -20:13:28,470 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=34 avg=-0.0006705882352941177 std=0.0014275708309953135 min=-0.0037 max=0.0023 -20:13:28,471 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0026), (, -0.0), (, 0.001), (, -0.0008), (, -0.0006), (, 0.0017), (, 0.0001), (, -0.0007), (, -0.0), (, -0.0013), (, -0.0027), (, -0.0006), (, 0.0001), (, -0.0), (, 0.0017), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0005), (, -0.0007), (, -0.001), (, -0.0013), (, -0.0015), (, -0.0001), (, -0.0013), (, -0.0013), (, -0.0024), (, 0.0), (, -0.0037), (, 0.0023), (, -0.0001), (, -0.0003), (, -0.0024), (, 0.0), (, -0.0026), (, 0.0009), (, 0.0014), (, -0.0009), (, 0.0012), (, -0.0012)] -20:13:30,191 root INFO ContextualMultiArmedBanditAgent - exp=[0.0408 0.0941 0.0932 0.0818 0.0842] probs=[0.1987 0.2008 0.1988 0.2086 0.193 ] -20:13:32,242 root INFO ContextualMultiArmedBanditAgent - len=40 nonzero=35 avg=-0.0008171428571428571 std=0.0012527651049431675 min=-0.0037 max=0.0017 -20:13:32,242 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0), (, -0.0007), (, -0.0013), (, -0.0003), (, -0.0008), (, 0.0014), (, -0.0026), (, -0.0), (, 0.0001), (, 0.0017), (, -0.0024), (, -0.0013), (, -0.0027), (, -0.0), (, -0.0019), (, 0.0005), (, -0.0006), (, -0.0013), (, -0.0013), (, 0.0), (, -0.0012), (, -0.001), (, 0.0001), (, -0.0006), (, 0.0011), (, -0.0009), (, -0.0015), (, -0.0024), (, -0.0027), (, -0.0001), (, -0.0037), (, -0.0001), (, 0.0017), (, 0.0001), (, 0.0001), (, -0.0007), (, -0.0013), (, -0.0005), (, 0.0)] -20:13:33,763 root INFO ContextualMultiArmedBanditAgent - exp=[0.0293 0.0592 0.0357 0.0334 0.0392] probs=[0.1956 0.1949 0.2055 0.2058 0.1982] -20:13:35,830 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.0011586206896551721 std=0.001092140334982678 min=-0.0037 max=0.0002 -20:13:35,830 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0015), (, -0.0001), (, -0.0), (, -0.0024), (, -0.0015), (, 0.0001), (, -0.0027), (, -0.0003), (, -0.0005), (, -0.0013), (, -0.0013), (, -0.0026), (, -0.0002), (, -0.0007), (, -0.0004), (, -0.0024), (, 0.0002), (, -0.0005), (, -0.0), (, -0.0008), (, 0.0), (, -0.0003), (, 0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0013), (, 0.0), (, -0.0036), (, -0.0012), (, -0.0008), (, -0.0026), (, -0.0008), (, 0.0), (, -0.0037), (, -0.0004)] -20:13:37,247 root INFO ContextualMultiArmedBanditAgent - exp=[0.0465 0.0671 0.0443 0.0688 0.0768] probs=[0.2002 0.2028 0.1991 0.1966 0.2013] -20:13:39,99 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=29 avg=-0.0010413793103448278 std=0.0011394243075673724 min=-0.0036 max=0.0006 -20:13:39,99 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0003), (, 0.0), (, -0.0008), (, -0.0013), (, -0.0027), (, -0.0014), (, 0.0004), (, -0.0004), (, 0.0), (, -0.0008), (, -0.0005), (, 0.0006), (, -0.0005), (, -0.0003), (, -0.0008), (, -0.0036), (, -0.0001), (, -0.0024), (, 0.0), (, 0.0001), (, -0.0026), (, -0.0026), (, 0.0001), (, -0.0008), (, -0.0005), (, 0.0), (, -0.0024), (, -0.0004), (, -0.0015), (, -0.0003), (, -0.0007), (, -0.0001)] -20:13:40,550 root INFO ContextualMultiArmedBanditAgent - exp=[0.0735 0.1236 0.1029 0.0756 0.1334] probs=[0.2048 0.198 0.2029 0.2009 0.1934] -20:13:42,573 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0011190476190476191 std=0.0012715266593160655 min=-0.0036 max=0.0007 -20:13:42,573 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0), (, 0.0007), (, -0.0036), (, -0.0008), (, -0.0001), (, -0.0004), (, 0.0006), (, -0.0026), (, -0.0005), (, -0.0024), (, -0.0026), (, -0.0015), (, -0.0008), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0014), (, -0.0004), (, 0.0), (, 0.0001), (, 0.0), (, -0.0027), (, -0.0003), (, -0.0008)] -20:13:43,817 root INFO ContextualMultiArmedBanditAgent - exp=[0.0616 0.1044 0.067 0.0892 0.0537] probs=[0.2085 0.2061 0.1929 0.1945 0.198 ] -20:13:45,761 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=22 avg=-0.0010000000000000002 std=0.0011413707866978517 min=-0.0036 max=0.0006 -20:13:45,761 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0004), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0008), (, 0.0), (, -0.0036), (, -0.0015), (, -0.0008), (, 0.0006), (, -0.0003), (, -0.0014), (, -0.0014), (, 0.0), (, -0.0011), (, -0.0027), (, -0.0003), (, -0.0005), (, 0.0002), (, -0.0003), (, -0.0005), (, -0.0008), (, -0.0026)] -20:13:46,759 root INFO ContextualMultiArmedBanditAgent - exp=[0.1397 0.15 0.165 0.1817 0.1387] probs=[0.2034 0.2037 0.1917 0.1967 0.2044] -20:13:48,686 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=27 avg=-0.0006666666666666666 std=0.0010495148791139083 min=-0.0036 max=0.0006 -20:13:48,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0008), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0001), (, -0.0004), (, -0.0), (, 0.0), (, 0.0006), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0005), (, -0.0011), (, -0.0002), (, 0.0002), (, -0.0014), (, -0.0003), (, -0.0026), (, 0.0006), (, -0.0006), (, -0.0036), (, -0.0002), (, 0.0001), (, -0.0008), (, -0.0003), (, -0.0008)] -20:13:49,969 root INFO ContextualMultiArmedBanditAgent - exp=[0.063 0.087 0.0611 0.0777 0.0659] probs=[0.1959 0.1921 0.2035 0.2035 0.2051] -20:13:51,783 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.0006480000000000001 std=0.0010844795987016076 min=-0.0036 max=0.0005 -20:13:51,783 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0014), (, -0.0026), (, -0.0011), (, -0.0036), (, -0.0006), (, -0.0002), (, -0.0003), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0004), (, -0.0001), (, 0.0005), (, 0.0003), (, -0.0014), (, -0.0001), (, -0.0003), (, -0.0004), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0), (, 0.0), (, -0.0003), (, 0.0001), (, 0.0002), (, -0.0001), (, 0.0001)] -20:13:53,264 root INFO ContextualMultiArmedBanditAgent - exp=[0.0414 0.0605 0.0214 0.0371 0.0504] probs=[0.1976 0.2057 0.2 0.1999 0.1968] -20:13:55,263 root INFO ContextualMultiArmedBanditAgent - len=29 nonzero=25 avg=-0.00046799999999999994 std=0.0010679775278534657 min=-0.0036 max=0.0009 -20:13:55,263 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, 0.0001), (, -0.0014), (, -0.0001), (, -0.0), (, -0.0004), (, -0.0014), (, -0.0036), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0003), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0001), (, 0.0004), (, -0.0003), (, 0.0), (, -0.0011), (, 0.0006), (, -0.0003), (, 0.0003), (, 0.0003), (, 0.0001), (, -0.0008), (, 0.0009), (, -0.0002), (, -0.0001)] -20:13:56,540 root INFO ContextualMultiArmedBanditAgent - exp=[0.1483 0.1467 0.1919 0.2125 0.2307] probs=[0.2035 0.2077 0.2021 0.196 0.1908] -20:13:58,569 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.0007095238095238094 std=0.0011799534946060827 min=-0.0036 max=0.0007 -20:13:58,569 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0036), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0021), (, -0.0014), (, -0.0003), (, 0.0002), (, -0.0014), (, -0.0001), (, 0.0001), (, 0.0007), (, -0.0018), (, -0.0003), (, 0.0001), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0036), (, 0.0), (, 0.0001), (, 0.0004), (, -0.0001), (, 0.0), (, -0.0011)] -20:13:59,692 root INFO ContextualMultiArmedBanditAgent - exp=[0.077 0.1173 0.0898 0.0848 0.0858] probs=[0.1991 0.2022 0.1996 0.1998 0.1994] -20:14:01,627 root INFO ContextualMultiArmedBanditAgent - len=30 nonzero=22 avg=-0.0006727272727272726 std=0.000978952045525222 min=-0.0036 max=0.0006 -20:14:01,627 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0018), (, -0.0), (, 0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0008), (, 0.0004), (, -0.0003), (, -0.0005), (, 0.0006), (, -0.0018), (, -0.0004), (, -0.0021), (, -0.0001), (, -0.0001), (, -0.0011), (, -0.0003), (, -0.0014), (, -0.0), (, 0.0004), (, -0.0003), (, -0.0036), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, -0.0014)] -20:14:02,883 root INFO ContextualMultiArmedBanditAgent - exp=[0.1781 0.2703 0.1382 0.1289 0.1866] probs=[0.1979 0.2091 0.1972 0.1991 0.1966] -20:14:04,840 root INFO ContextualMultiArmedBanditAgent - len=33 nonzero=25 avg=-0.000608 std=0.00087220181150924 min=-0.0036 max=0.0004 -20:14:04,841 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0036), (, 0.0), (, -0.0), (, -0.0), (, -0.0005), (, 0.0004), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0003), (, -0.0014), (, 0.0), (, -0.0003), (, -0.0001), (, -0.0021), (, -0.0011), (, 0.0001), (, -0.0018), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0004), (, -0.0008), (, 0.0004), (, -0.0)] -20:14:06,580 root INFO ContextualMultiArmedBanditAgent - exp=[0.0864 0.082 0.0855 0.044 0.0933] probs=[0.1993 0.1988 0.1994 0.2026 0.1999] -20:14:08,717 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=23 avg=-0.0006695652173913044 std=0.0009470479454410337 min=-0.0036 max=0.0004 -20:14:08,718 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0008), (, -0.0), (, -0.0001), (, -0.0018), (, -0.0001), (, -0.0021), (, -0.0014), (, -0.0), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0008), (, -0.0014), (, -0.0036), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0002), (, 0.0004), (, -0.0003), (, 0.0002), (, 0.0), (, -0.0003), (, -0.0003), (, -0.0), (, -0.0), (, -0.0), (, 0.0), (, -0.0002), (, 0.0004), (, -0.002), (, -0.0002)] -20:14:10,250 root INFO ContextualMultiArmedBanditAgent - exp=[0.1302 0.0932 0.0619 0.0671 0.0726] probs=[0.1979 0.1995 0.2031 0.1964 0.203 ] -20:14:12,167 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=22 avg=-0.0006227272727272728 std=0.0009586599635010499 min=-0.0036 max=0.0004 -20:14:12,167 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, 0.0002), (, -0.0018), (, 0.0), (, -0.0003), (, 0.0), (, -0.0016), (, -0.0), (, -0.0), (, 0.0004), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0008), (, -0.0005), (, -0.0021), (, -0.0), (, -0.0), (, -0.0036), (, -0.0), (, -0.0003), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0003), (, -0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.002), (, -0.0001)] -20:14:13,650 root INFO ContextualMultiArmedBanditAgent - exp=[0.0383 0.0642 0.0327 0.0162 0.009 ] probs=[0.2008 0.2015 0.1963 0.1993 0.2021] -20:14:15,820 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=19 avg=-0.0006157894736842105 std=0.0009718474852702138 min=-0.0036 max=0.0002 -20:14:15,821 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0016), (, 0.0002), (, -0.0), (, -0.0), (, -0.0), (, -0.0), (, -0.0036), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0021), (, -0.0), (, -0.0001), (, -0.0008), (, -0.002), (, 0.0001), (, -0.0005), (, -0.0003), (, -0.0), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0), (, 0.0), (, -0.0), (, -0.0), (, 0.0001), (, 0.0), (, -0.0), (, 0.0)] -20:14:17,551 root INFO ContextualMultiArmedBanditAgent - exp=[0.1595 0.149 0.1775 0.185 0.1936] probs=[0.2093 0.2025 0.1943 0.2017 0.1922] -20:14:19,884 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=22 avg=-0.00034090909090909094 std=0.0007062442861613374 min=-0.0021 max=0.0006 -20:14:19,885 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, 0.0001), (, -0.0008), (, 0.0), (, 0.0), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0006), (, -0.0009), (, -0.0), (, 0.0002), (, 0.0002), (, 0.0), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, 0.0001), (, -0.0001), (, 0.0001), (, -0.002), (, -0.0002), (, -0.0003), (, -0.0017), (, -0.0001), (, 0.0), (, -0.0021), (, -0.0001), (, 0.0), (, -0.0)] -20:14:21,486 root INFO ContextualMultiArmedBanditAgent - exp=[0.115 0.1251 0.0998 0.1049 0.0644] probs=[0.2059 0.2012 0.1969 0.1964 0.1996] -20:14:23,748 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=30 avg=-0.00026333333333333336 std=0.0006705636103723164 min=-0.0021 max=0.0009 -20:14:23,748 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, -0.0017), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, -0.0021), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0002), (, 0.0009), (, 0.0002), (, 0.0001), (, -0.0), (, 0.0001), (, 0.0006), (, -0.0003), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0002), (, 0.0002), (, 0.0), (, -0.0001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0005), (, -0.0001), (, -0.002)] -20:14:25,283 root INFO ContextualMultiArmedBanditAgent - exp=[0.0703 0.1176 0.0825 0.1143 0.1093] probs=[0.1987 0.1982 0.2037 0.1998 0.1996] -20:14:27,426 root INFO ContextualMultiArmedBanditAgent - len=31 nonzero=27 avg=-0.0003259259259259259 std=0.0006812801635008158 min=-0.0021 max=0.0006 -20:14:27,426 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0021), (, -0.0001), (, 0.0002), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0009), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, 0.0001), (, 0.0001), (, -0.0008), (, 0.0002), (, -0.0009), (, -0.0002), (, 0.0002), (, 0.0005), (, -0.0002), (, -0.0001), (, -0.0017), (, -0.002), (, -0.0), (, 0.0), (, 0.0), (, 0.0006), (, 0.0)] -20:14:28,668 root INFO ContextualMultiArmedBanditAgent - exp=[0.0929 0.1007 0.0812 0.0712 0.0695] probs=[0.1983 0.1941 0.1965 0.2117 0.1994] -20:14:30,815 root INFO ContextualMultiArmedBanditAgent - len=36 nonzero=29 avg=-0.00026551724137931036 std=0.0005897257469360538 min=-0.002 max=0.0006 -20:14:30,815 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0001), (, 0.0001), (, 0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0002), (, 0.0004), (, -0.0009), (, 0.0001), (, 0.0), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0017), (, 0.0001), (, -0.0002), (, -0.001), (, -0.002), (, -0.0002), (, -0.0001), (, -0.0002), (, 0.0001), (, -0.0001), (, 0.0), (, -0.0), (, -0.0), (, 0.0006), (, -0.0001), (, 0.0005), (, -0.0009), (, -0.0008), (, -0.0), (, -0.0001)] -20:14:32,142 root INFO ContextualMultiArmedBanditAgent - exp=[0.1188 0.0897 0.094 0.0948 0.1391] probs=[0.2013 0.2018 0.2012 0.1968 0.1988] -20:14:34,338 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=28 avg=-0.00020357142857142858 std=0.00046328188183957327 min=-0.0014 max=0.0006 -20:14:34,339 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0009), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0004), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0006), (, -0.0008), (, 0.0005), (, -0.0), (, -0.0), (, -0.0002), (, 0.0001), (, 0.0002), (, 0.0), (, 0.0001), (, -0.001), (, -0.0009), (, -0.0001), (, -0.0009), (, -0.0001), (, 0.0001), (, -0.0001), (, 0.0)] -20:14:35,819 root INFO ContextualMultiArmedBanditAgent - exp=[0.1156 0.1828 0.1186 0.1205 0.1254] probs=[0.2039 0.2024 0.2029 0.1953 0.1954] -20:14:38,215 root INFO ContextualMultiArmedBanditAgent - len=35 nonzero=25 avg=-0.00028000000000000003 std=0.0005215361924162118 min=-0.0014 max=0.0006 -20:14:38,215 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0001), (, -0.0009), (, -0.0004), (, -0.0002), (, -0.0001), (, -0.0009), (, 0.0005), (, 0.0006), (, 0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, -0.0006), (, -0.0), (, -0.0002), (, -0.001), (, -0.0008), (, -0.0), (, -0.0), (, 0.0001), (, -0.0014), (, -0.0), (, 0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, 0.0004), (, -0.0), (, 0.0001), (, 0.0001)] -20:14:39,482 root INFO ContextualMultiArmedBanditAgent - exp=[0.1347 0.1416 0.1002 0.1173 0.1241] probs=[0.1972 0.2077 0.1965 0.204 0.1946] -20:14:41,638 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=26 avg=-0.0002846153846153846 std=0.00044349339401229457 min=-0.0014 max=0.0004 -20:14:41,639 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, 0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0014), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0), (, -0.0008), (, -0.0), (, 0.0), (, 0.0004), (, -0.0), (, -0.0004), (, -0.0002), (, 0.0), (, -0.0), (, 0.0001), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0002)] -20:14:43,21 root INFO ContextualMultiArmedBanditAgent - exp=[0.1254 0.1538 0.1526 0.1427 0.1228] probs=[0.206 0.1956 0.1982 0.199 0.2012] -20:14:44,925 root INFO ContextualMultiArmedBanditAgent - len=38 nonzero=25 avg=-0.00032400000000000007 std=0.00041979042390221337 min=-0.0014 max=0.0001 -20:14:44,926 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, -0.0001), (, -0.0), (, -0.0009), (, 0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0008), (, -0.0001), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0009), (, -0.0), (, 0.0001), (, -0.0), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0001), (, -0.0), (, 0.0), (, -0.0002)] -20:14:46,448 root INFO ContextualMultiArmedBanditAgent - exp=[0.1495 0.1617 0.1444 0.1366 0.1476] probs=[0.2009 0.2016 0.1928 0.2015 0.2033] -20:14:48,812 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=26 avg=-0.0003038461538461538 std=0.0004108909355860087 min=-0.0014 max=0.0001 -20:14:48,813 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, 0.0), (, 0.0), (, -0.0002), (, 0.0001), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0006), (, 0.0001), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0001), (, -0.0009), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0002), (, -0.0002), (, -0.0014), (, 0.0), (, -0.0)] -20:14:50,173 root INFO ContextualMultiArmedBanditAgent - exp=[0.1136 0.1431 0.1458 0.1412 0.1411] probs=[0.203 0.2013 0.1975 0.1966 0.2016] -20:14:52,186 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=23 avg=-0.00034347826086956524 std=0.0004178891957950012 min=-0.0014 max=0.0001 -20:14:52,187 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, -0.0), (, 0.0001), (, -0.0), (, 0.0), (, -0.0004), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0014), (, 0.0001), (, -0.0001), (, -0.0009), (, -0.0001), (, -0.0006), (, 0.0), (, -0.0009), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0), (, -0.0), (, -0.0006), (, 0.0), (, -0.0), (, 0.0), (, -0.0002), (, -0.0)] -20:14:53,852 root INFO ContextualMultiArmedBanditAgent - exp=[0.0815 0.0831 0.022 0.0484 0.0707] probs=[0.1968 0.207 0.2031 0.1973 0.1959] -20:14:56,128 root INFO ContextualMultiArmedBanditAgent - len=37 nonzero=23 avg=-0.0003260869565217391 std=0.00038922150986669675 min=-0.0014 max=0.0001 -20:14:56,128 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0014), (, 0.0001), (, -0.0006), (, -0.0004), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0002), (, -0.0009), (, -0.0003), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, -0.0001), (, -0.0), (, 0.0), (, -0.0), (, -0.0001), (, 0.0), (, 0.0), (, -0.0002), (, -0.0001), (, -0.0014), (, 0.0), (, -0.0001), (, -0.0), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0)] -20:14:57,634 root INFO ContextualMultiArmedBanditAgent - exp=[0.1262 0.1247 0.1113 0.1231 0.1115] probs=[0.1945 0.2027 0.2055 0.198 0.1993] -20:14:59,724 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=26 avg=-0.0002230769230769231 std=0.00033547634595933114 min=-0.0014 max=0.0005 -20:14:59,724 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0002), (, 0.0), (, -0.0), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0006), (, -0.0001), (, -0.0009), (, -0.0), (, -0.0001), (, 0.0005), (, -0.0), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0002), (, -0.0), (, 0.0), (, -0.0001), (, -0.0003), (, 0.0), (, -0.0), (, -0.0001), (, -0.0004), (, 0.0), (, -0.0014), (, -0.0001)] -20:15:01,268 root INFO ContextualMultiArmedBanditAgent - exp=[0.1367 0.1472 0.1131 0.1387 0.0747] probs=[0.1969 0.2003 0.1987 0.2039 0.2002] -20:15:03,260 root INFO ContextualMultiArmedBanditAgent - len=39 nonzero=31 avg=-0.00016451612903225804 std=0.00034692044927757003 min=-0.0014 max=0.0005 -20:15:03,260 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0001), (, -0.0001), (, 0.0005), (, -0.0006), (, -0.0002), (, 0.0001), (, -0.0), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0005), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0005), (, 0.0), (, -0.0004), (, 0.0001), (, 0.0001), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0001), (, -0.0), (, 0.0002), (, -0.0002), (, -0.0), (, -0.0001), (, -0.0001), (, -0.0014), (, -0.0002), (, -0.0009)] -20:15:04,810 root INFO ContextualMultiArmedBanditAgent - exp=[0.1186 0.1483 0.1505 0.091 0.085 ] probs=[0.197 0.2046 0.1981 0.1991 0.2012] -20:15:07,75 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00018461538461538463 std=0.0003438384098250309 min=-0.0014 max=0.0005 -20:15:07,75 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0006), (, -0.0001), (, 0.0005), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0014), (, -0.0003), (, 0.0), (, -0.0001), (, -0.0001), (, -0.0001), (, -0.0001), (, 0.0), (, -0.0001), (, -0.0001), (, 0.0001), (, -0.0002), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0002), (, -0.0002), (, 0.0001), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0), (, -0.0), (, -0.0), (, 0.0005), (, -0.0), (, -0.0)] -20:15:08,381 root INFO ContextualMultiArmedBanditAgent - exp=[0.0869 0.0694 0.1121 0.0709 0.1001] probs=[0.1958 0.2041 0.1971 0.2017 0.2013] -20:15:10,389 root INFO ContextualMultiArmedBanditAgent - len=34 nonzero=26 avg=-0.00022692307692307695 std=0.0003334639783425955 min=-0.0014 max=0.0005 -20:15:10,389 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0005), (, -0.0005), (, -0.0001), (, -0.0001), (, -0.0), (, -0.0014), (, -0.0), (, -0.0001), (, -0.0007), (, -0.0002), (, -0.0006), (, 0.0002), (, -0.0), (, -0.0001), (, -0.0002), (, -0.0), (, -0.0001), (, 0.0005), (, -0.0001), (, -0.0002), (, -0.0004), (, -0.0003), (, -0.0002), (, 0.0001), (, -0.0001), (, -0.0)] -20:15:11,687 root INFO ContextualMultiArmedBanditAgent - exp=[0.1531 0.1309 0.1593 0.196 0.1487] probs=[0.1986 0.2021 0.2045 0.2056 0.1891] -20:15:13,785 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=21 avg=-0.0002666666666666667 std=0.0003833850896737209 min=-0.0014 max=0.0005 -20:15:13,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0), (, -0.0007), (, -0.0005), (, 0.0003), (, 0.0005), (, -0.0), (, -0.0), (, -0.0002), (, -0.0002), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0001), (, 0.0001), (, -0.0001), (, -0.0006), (, -0.0002), (, -0.0002), (, 0.0), (, -0.0001), (, -0.0), (, -0.0), (, -0.0014), (, -0.0002), (, -0.0003)] -20:15:14,976 root INFO ContextualMultiArmedBanditAgent - exp=[0.074 0.0413 0.0549 0.0184 0.0656] probs=[0.1965 0.2004 0.2065 0.1997 0.1969] -20:15:17,119 root INFO ContextualMultiArmedBanditAgent - len=28 nonzero=22 avg=-0.00017727272727272725 std=0.00034103028148913986 min=-0.0007 max=0.0006 -20:15:17,119 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0002), (, 0.0003), (, -0.0006), (, 0.0005), (, 0.0003), (, -0.0002), (, -0.0004), (, -0.0001), (, 0.0006), (, -0.0002), (, -0.0007), (, -0.0002), (, -0.0005), (, -0.0), (, -0.0003), (, -0.0001), (, -0.0), (, -0.0005), (, -0.0001), (, -0.0003), (, -0.0002), (, -0.0001), (, 0.0), (, -0.0), (, -0.0002), (, -0.0), (, -0.0)] -20:15:18,411 root INFO ContextualMultiArmedBanditAgent - exp=[0.0754 0.0954 0.0989 0.1177 0.0763] probs=[0.193 0.2066 0.1962 0.2046 0.1996] -20:15:20,595 root INFO ContextualMultiArmedBanditAgent - len=27 nonzero=23 avg=-0.00017391304347826088 std=0.00035779201063375625 min=-0.0007 max=0.0006 -20:15:20,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0006), (, 0.0003), (, -0.0003), (, -0.0001), (, -0.0001), (, -0.0005), (, 0.0006), (, 0.0004), (, -0.0005), (, -0.0003), (, 0.0004), (, -0.0006), (, -0.0004), (, -0.0), (, -0.0002), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0001), (, -0.0002), (, -0.0001), (, 0.0003), (, 0.0), (, -0.0), (, -0.0002), (, -0.0002)] -20:15:21,774 root INFO ContextualMultiArmedBanditAgent - exp=[0.0743 0.0546 0.0886 0.0681 0.1095] probs=[0.199 0.1981 0.2114 0.1931 0.1984] -20:15:23,752 root INFO ContextualMultiArmedBanditAgent - len=25 nonzero=21 avg=-0.00014285714285714284 std=0.0003994894701174161 min=-0.0007 max=0.0006 -20:15:23,752 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0007), (, -0.0005), (, -0.0006), (, -0.0), (, -0.0), (, 0.0006), (, -0.0002), (, 0.0005), (, -0.0007), (, 0.0003), (, -0.0004), (, -0.0001), (, -0.0001), (, -0.0002), (, -0.0002), (, 0.0003), (, -0.0003), (, -0.0006), (, -0.0002), (, 0.0), (, 0.0004), (, -0.0005), (, 0.0004), (, 0.0), (, -0.0002)] -20:15:24,827 root INFO ContextualMultiArmedBanditAgent - exp=[0.1069 0.161 0.1062 0.1477 0.1825] probs=[0.1928 0.2033 0.205 0.2002 0.1987] -20:15:26,739 root INFO ContextualMultiArmedBanditAgent - len=24 nonzero=19 avg=-0.0001789473684210526 std=0.000331787737104726 min=-0.0007 max=0.0006 -20:15:26,739 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0002), (, -0.0003), (, 0.0001), (, -0.0002), (, -0.0004), (, -0.0006), (, 0.0001), (, -0.0002), (, 0.0), (, 0.0), (, 0.0001), (, 0.0006), (, -0.0), (, -0.0006), (, -0.0), (, -0.0), (, -0.0007), (, -0.0002), (, -0.0002), (, -0.0004), (, -0.0004), (, 0.0005), (, -0.0002), (, -0.0002)] -20:15:27,753 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.0712 0.1078 0.0605 0.0899] probs=[0.1917 0.2003 0.206 0.2019 0.2001] -20:15:30,335 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:15:30,337 root INFO ContextualMultiArmedBanditAgent - len=17 nonzero=17 avg=0.2423529411764706 std=0.37852220094599015 min=-0.0822 max=1.2018 -20:15:30,337 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.6505), (, 0.1591), (, 0.0854), (, -0.0215), (, -0.0564), (, -0.0822), (, -0.0038), (, 0.6505), (, 0.0731), (, 1.0149), (, 0.195), (, 0.0347), (, 0.0164), (, 1.2018), (, 0.1154), (, -0.0221), (, 0.1092)] -20:15:30,815 root INFO ContextualMultiArmedBanditAgent - exp=[0.0591 0.1456 0.1366 0.1005 0.1034] probs=[0.1926 0.2134 0.1983 0.1981 0.1977] -20:15:32,388 root INFO ContextualMultiArmedBanditAgent - len=7 nonzero=7 avg=-0.0173 std=0.062445473357619304 min=-0.0822 max=0.1092 -20:15:32,388 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0822), (, -0.0822), (, -0.0564), (, 0.0164), (, -0.0038), (, -0.0221), (, 0.1092)] -20:15:32,581 root INFO ContextualMultiArmedBanditAgent - exp=[0.1242 0.3148 0.1866 0.3358 0.3023] probs=[0.1813 0.204 0.2002 0.1963 0.2182] -20:15:34,40 root INFO ContextualMultiArmedBanditAgent - len=6 nonzero=6 avg=-0.03838333333333333 std=0.037918263702630454 min=-0.0822 max=0.0164 -20:15:34,40 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0822), (, -0.0822), (, -0.0564), (, -0.0221), (, 0.0164), (, -0.0038)] -20:15:34,170 root INFO ContextualMultiArmedBanditAgent - exp=[0.1084 0.0706 0.1524 0.079 0.1033] probs=[0.2052 0.2002 0.2075 0.1997 0.1875] -20:15:35,685 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.041125 std=0.030313311844798484 min=-0.0822 max=-0.0038 -20:15:35,686 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0221), (, -0.0822), (, -0.0038), (, -0.0564)] -20:15:35,777 root INFO ContextualMultiArmedBanditAgent - exp=[0.2566 0.1411 0.1702 0.0825 0.1421] probs=[0.1832 0.1893 0.2115 0.2167 0.1992] -20:15:37,152 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=0.1799 std=0.0 min=0.1799 max=0.1799 -20:15:37,152 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.1799)] -20:15:37,180 root INFO ContextualMultiArmedBanditAgent - exp=[-0.011 0.0697 0.0021 0.0226 -0.0047] probs=[0.1946 0.211 0.1972 0.2013 0.1959] -20:15:38,595 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:38,595 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -20:15:38,630 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:39,960 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:39,960 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -20:15:40,96 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:41,452 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0002999999999999999 std=0.005939696961966999 min=-0.0045 max=0.0081 -20:15:41,453 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, 0.0081)] -20:15:41,578 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0055 0.0316 0.0005 0.0082 -0.0022] probs=[0.2254 0.1981 0.1505 0.1988 0.2272] -20:15:42,844 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0026999999999999997 std=0.005299056519796708 min=-0.0045 max=0.0081 -20:15:42,844 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, 0.0081), (, -0.0), (, 0.0045)] -20:15:42,937 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0069 0.0411 0.0009 0.0118 -0.0028] probs=[0.1969 0.2066 0.1984 0.2006 0.1976] -20:15:44,375 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:44,376 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0)] -20:15:44,463 root INFO ContextualMultiArmedBanditAgent - exp=[0.2192 0.2715 0.2224 0.1912 0.3325] probs=[0.2101 0.1824 0.2113 0.2066 0.1896] -20:15:45,726 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=3 avg=0.0016333333333333332 std=0.008673843182554982 min=-0.0045 max=0.0139 -20:15:45,726 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0), (, -0.0045), (, 0.0139)] -20:15:45,818 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:47,404 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:47,405 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -20:15:47,434 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:48,674 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:48,674 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] -20:15:48,723 root INFO ContextualMultiArmedBanditAgent - exp=[0.1301 0.4361 0.3601 0.4606 0.232 ] probs=[0.1978 0.206 0.1749 0.1859 0.2355] -20:15:50,83 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:50,83 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] -20:15:50,149 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:51,382 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:51,382 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -20:15:51,408 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:52,626 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:52,626 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045)] -20:15:52,728 root INFO ContextualMultiArmedBanditAgent - exp=[0.3395 0.1762 0.488 0.0569 0.2613] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:54,65 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:54,65 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045)] -20:15:54,108 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2008 0.1364 0.2581 0.2111 0.1935] -20:15:55,346 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:55,346 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0)] -20:15:55,416 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.178 0.1908 0.1909 0.2158 0.2245] -20:15:56,785 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0045 std=0.0 min=-0.0045 max=-0.0045 -20:15:56,786 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0)] -20:15:56,837 root INFO ContextualMultiArmedBanditAgent - exp=[0.0656 0.0948 0.1793 0.0286 0.019 ] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:58,205 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.005633333333333333 std=0.0016027753706895082 min=-0.0079 max=-0.0045 -20:15:58,205 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0045), (, -0.0045), (, -0.0079)] -20:15:58,303 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:15:59,969 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0039000000000000007 std=0.0035364765892999584 min=-0.0079 max=0.0007 -20:15:59,969 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079), (, -0.0045), (, 0.0007)] -20:16:00,56 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1816 0.1921 0.2056 0.2338 0.1869] -20:16:01,456 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0079 std=0.0 min=-0.0079 max=-0.0079 -20:16:01,456 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0079)] -20:16:01,545 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:02,993 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=0 -20:16:02,993 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0)] -20:16:03,41 root INFO ContextualMultiArmedBanditAgent - exp=[0.4513 0.3647 0.3935 0.2955 0.7102] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:04,419 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=0.0026 std=0.0 min=0.0026 max=0.0026 -20:16:04,420 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, 0.0)] -20:16:04,475 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2198 0.198 0.1612 0.2236 0.1973] -20:16:05,823 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=0.0046 std=0.002 min=0.0026 max=0.0066 -20:16:05,823 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0026), (, 0.0066), (, 0.0)] -20:16:05,971 root INFO ContextualMultiArmedBanditAgent - exp=[0.0007 0.3192 0.3176 0.1135 0.2773] probs=[0.2013 0.1857 0.19 0.2193 0.2038] -20:16:07,358 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=1 avg=0.0066 std=0.0 min=0.0066 max=0.0066 -20:16:07,358 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, 0.0), (, 0.0), (, 0.0066)] -20:16:07,450 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2084 0.1899 0.1868 0.2113 0.2037] -20:16:08,790 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=1 avg=-0.0043 std=0.0 min=-0.0043 max=-0.0043 -20:16:08,791 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0)] -20:16:08,848 root INFO ContextualMultiArmedBanditAgent - exp=[0.1691 0.2898 0.1768 0.3097 0.0606] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:10,483 root INFO ContextualMultiArmedBanditAgent - len=5 nonzero=4 avg=0.0072250000000000005 std=0.020719239247617177 min=-0.0056 max=0.0431 -20:16:10,483 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0043), (, 0.0), (, -0.0043), (, 0.0431), (, -0.0056)] -20:16:10,669 root INFO ContextualMultiArmedBanditAgent - exp=[0.1801 0.0992 0.006 0.0896 0.1015] probs=[0.1873 0.2103 0.1989 0.1974 0.2062] -20:16:12,288 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=-0.0009999999999999998 std=0.0076249590162833 min=-0.0056 max=0.0122 -20:16:12,288 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0122), (, -0.0056), (, -0.005)] -20:16:12,414 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:13,839 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:13,839 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -20:16:13,923 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:15,221 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:15,221 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -20:16:15,282 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.2762 0.1781 0.182 0.2046 0.1591] -20:16:16,582 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024749999999999998 std=0.010303245847789909 min=-0.0056 max=0.0196 -20:16:16,583 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0196), (, 0.0015), (, -0.0056)] -20:16:16,707 root INFO ContextualMultiArmedBanditAgent - exp=[0.5398 0.2728 0.1812 0.3287 0.402 ] probs=[0.1846 0.2091 0.2117 0.2013 0.1933] -20:16:18,44 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0024749999999999998 std=0.010303245847789909 min=-0.0056 max=0.0196 -20:16:18,44 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0015), (, 0.0196), (, -0.0056)] -20:16:18,181 root INFO ContextualMultiArmedBanditAgent - exp=[0.1981 0.1187 0.0616 0.0049 0.1379] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:19,398 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009800000000000001 std=0.0059396969619669995 min=-0.0182 max=-0.0056 -20:16:19,398 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0182)] -20:16:19,520 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:20,831 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.009800000000000001 std=0.0059396969619669995 min=-0.0182 max=-0.0056 -20:16:20,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0182)] -20:16:20,936 root INFO ContextualMultiArmedBanditAgent - exp=[0.3962 0.1129 0.3698 0.2538 0.13 ] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:22,321 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:22,321 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -20:16:22,369 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:23,607 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0028 std=0.011879393923933997 min=-0.0056 max=0.0196 -20:16:23,608 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0196)] -20:16:23,696 root INFO ContextualMultiArmedBanditAgent - exp=[0.0911 0.0532 0.1284 0.1203 0.1956] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:25,1 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=-0.0009666666666666666 std=0.00655252283899534 min=-0.0056 max=0.0083 -20:16:25,1 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0083)] -20:16:25,107 root INFO ContextualMultiArmedBanditAgent - exp=[0.3915 0.4764 0.4791 0.3533 0.7644] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:26,244 root INFO ContextualMultiArmedBanditAgent - len=4 nonzero=4 avg=0.0009249999999999998 std=0.006552623520392423 min=-0.0056 max=0.0083 -20:16:26,245 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, 0.0083), (, 0.0066), (, -0.0056)] -20:16:26,370 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1903 0.1887 0.2077 0.1966 0.2166] -20:16:27,578 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=2 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:27,579 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, -0.0)] -20:16:27,672 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.184 0.1971 0.2017 0.232 0.1851] -20:16:29,32 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:29,32 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -20:16:29,119 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:30,349 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.002133333333333334 std=0.010936584882351936 min=-0.0056 max=0.0176 -20:16:30,349 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0176)] -20:16:30,439 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:31,831 root INFO ContextualMultiArmedBanditAgent - len=3 nonzero=3 avg=0.0008999999999999998 std=0.009192388155425118 min=-0.0056 max=0.0139 -20:16:31,831 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056), (, 0.0139)] -20:16:31,959 root INFO ContextualMultiArmedBanditAgent - exp=[0.1662 0.3091 0.0499 0.186 0.171 ] probs=[0.2165 0.2108 0.2192 0.175 0.1784] -20:16:33,231 root INFO ContextualMultiArmedBanditAgent - len=2 nonzero=2 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:33,231 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056), (, -0.0056)] -20:16:33,311 root INFO ContextualMultiArmedBanditAgent - exp=[0.378 0.46 0.1267 0.4 0.1883] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:16:34,623 root INFO ContextualMultiArmedBanditAgent - len=1 nonzero=1 avg=-0.0056 std=0.0 min=-0.0056 max=-0.0056 -20:16:34,624 root INFO ContextualMultiArmedBanditAgent - actions/rewards: [(, -0.0056)] -20:16:34,679 root INFO ContextualMultiArmedBanditAgent - exp=[-0.0027 0.0125 -0.0002 0.0009 -0.0009] probs=[0.1991 0.2021 0.1996 0.1998 0.1994] -20:17:01,781 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 164.7 MiB, max: 356.4 MiB -20:17:01,822 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.1 sec. -20:17:01,822 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -20:17:01,829 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. -20:17:01,835 root CRITICAL ApiComposer - Pipeline composition started. -20:18:15,989 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:23:07,679 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -20:25:10,719 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -20:26:33,230 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -20:35:35,966 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. -20:39:20,904 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -20:39:24,301 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -20:39:24,744 root CRITICAL ApiComposer - Model generation finished -20:39:50,587 root CRITICAL FEDOT logger - Final pipeline was fitted -20:39:50,588 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -20:39:50,588 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 242.7 MiB, max: 447.1 MiB -20:40:54,718 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -20:40:54,718 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json deleted file mode 100644 index 766beb73..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/0/parameters.json +++ /dev/null @@ -1,213 +0,0 @@ -{ - 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Memory consumption for fitting of the initial pipeline in main session: current 164.5 MiB, max: 356.3 MiB -20:41:42,951 root CRITICAL ApiComposer - Initial pipeline was fitted in 11.3 sec. -20:41:42,952 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -20:41:42,957 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. -20:41:42,962 root CRITICAL ApiComposer - Pipeline composition started. -20:42:46,62 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:46:42,673 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -20:51:02,255 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -20:52:02,100 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -20:53:02,441 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -20:57:33,523 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. -20:58:35,260 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -21:02:25,661 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. -21:08:54,407 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. -21:08:58,748 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -21:09:00,39 root CRITICAL ApiComposer - Model generation finished -21:10:03,105 root CRITICAL FEDOT logger - Final pipeline was fitted -21:10:03,105 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False, 'max_depth': 10, 'learning_rate': 0.1326009415776285, 'min_data_in_leaf': 2.0, 'border_count': 160, 'l2_leaf_reg': 0.5849124776305555} -21:10:03,106 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 241.6 MiB, max: 446.0 MiB -21:15:11,368 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -21:15:11,369 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index 2497e79f..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/1/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,31 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false, - "max_depth": 10, - "learning_rate": 0.1326009415776285, - "min_data_in_leaf": 2.0, - "border_count": 160, - "l2_leaf_reg": 0.5849124776305555 - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - 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Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['bernb', 'logit', 'lgbm', 'isolation_forest_class', 'qda', 'poly_features', 'mlp', 'normalization', 'scaling', 'resample', 'knn', 'pca', 'fast_ica', 'dt', 'rf']. -21:16:54,789 root CRITICAL ApiComposer - Pipeline composition started. -21:18:13,803 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -21:21:52,259 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -21:24:26,349 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -21:24:49,425 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -21:28:25,538 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -21:29:18,437 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -21:38:57,532 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. -21:43:57,345 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -21:43:59,796 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -21:44:01,60 root CRITICAL ApiComposer - Model generation finished -21:44:26,951 root CRITICAL FEDOT logger - Final pipeline was fitted -21:44:26,952 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -21:44:26,952 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 241.9 MiB, max: 446.3 MiB -21:45:31,694 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -21:45:31,695 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/models/1486_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/parameters.json deleted file mode 100644 index 766beb73..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/nomao/2/parameters.json +++ /dev/null @@ -1,213 +0,0 @@ -{ - 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} - ], - "parent_individuals": [ - "4f6b3c91-e01a-4778-a994-5aa65c232aa4" - ], - "type_": "mutation", - "uid": "b0bf160a-657e-4f96-9377-72d6341fc467", - "_class_path": "golem.core.optimisers.opt_history_objects.parent_operator/ParentOperator" - }, - "uid": "f837d130-ddf5-4d0a-a5b1-4ff861987a6d", - "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" - } - ], - "_class_path": "golem.core.optimisers.opt_history_objects.opt_history/OptHistory" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/log.txt b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/log.txt deleted file mode 100644 index 10d1740b..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/log.txt +++ /dev/null @@ -1,38 +0,0 @@ -09:07:18,844 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/checkpoints/last.ckpt -09:07:19,32 fsspec.local DEBUG open file: /var/essdata/MetaFEDOT/experiments/base/hparams.yaml -09:07:30,561 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 20.3 MiB, max: 23.7 MiB -09:07:30,562 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. -09:07:30,562 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -09:07:30,567 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -09:07:30,572 root CRITICAL ApiComposer - Pipeline composition started. -09:08:04,749 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:08:46,736 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -09:09:08,202 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -09:09:19,494 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -09:09:19,948 root WARNING MultiprocessingDispatcher - 0 individuals out of 0 in previous population were evaluated successfully. 0% is a fairly small percentage of successful evaluation. -09:09:30,147 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:09:43,614 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -09:09:53,542 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:10:21,349 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:10:30,534 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -09:11:05,408 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -09:11:42,411 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. -09:12:25,367 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. -09:14:15,864 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:14:20,27 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:15:06,86 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. -09:15:43,355 root CRITICAL MultiprocessingDispatcher - 22 individuals out of 22 in previous population were evaluated successfully. -09:16:13,878 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -09:16:20,947 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:16:20,987 root CRITICAL MultiprocessingDispatcher - 53 individuals out of 53 in previous population were evaluated successfully. -09:20:42,672 root CRITICAL MultiprocessingDispatcher - 33 individuals out of 33 in previous population were evaluated successfully. -09:21:03,899 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. -09:21:12,527 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:21:12,612 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -09:21:13,12 root CRITICAL ApiComposer - Model generation finished -09:21:16,836 root CRITICAL FEDOT logger - Final pipeline was fitted -09:21:16,837 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -09:21:16,837 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 22.2 MiB, max: 24.8 MiB -09:21:48,847 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -09:21:48,847 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/parameters.json deleted file mode 100644 index ffdfef83..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/0/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - "input_config": { - "timeout": 60, - "launch_num": 5, - "datasets": [ - "segment" - ], - "common_fedot_params": { - "FEDOT_MAB": { - "problem": "classification", - "n_jobs": -1, - "show_progress": false, - "context_agent_type": "surrogate", - "adaptive_mutation_type": "pretrained_contextual_mab" - }, - "FEDOT_Classic": { - "problem": "classification", - "n_jobs": -1, - "show_progress": false - } - } - }, - "dataset_ids": [ - 3, - 6, - 11, - 12, - 14, - 15, - 16, - 18, - 22, - 23, - 28, - 29, - 31, - 32, - 37, - 44, - 46, - 50, - 54, - 151, - 182, - 188, - 38, - 307, - 300, - 458, - 469, - 554, - 1049, - 1050, - 1053, - 1063, - 1067, - 1068, - 1590, - 4134, - 1510, - 1489, - 1494, - 1497, - 1501, - 1480, - 1485, - 1486, - 1487, - 1468, - 1475, - 1462, - 1464, - 4534, - 6332, - 1461, - 4538, - 1478, - 23381, - 40499, - 40668, - 40966, - 40982, - 40994, - 40983, - 40975, - 40984, - 40979, - 40996, - 41027, - 23517, - 40923, - 40927, - 40978, - 40670, - 40701 - ], - "dataset_ids_train": [ - 1063, - 40927, - 1480, - 54, - 40978, - 1464, - 300, - 18, - 23381, - 46, - 1461, - 40966, - 40983, - 469, - 1053, - 40499, - 40701, - 12, - 1486, - 40982, - 1050, - 307, - 1475, - 1049, - 23517, - 1468, - 40984, - 151, - 29, - 188, - 40668, - 1478, - 22, - 1067, - 1487, - 6332, - 1497, - 1590, - 16, - 1068, - 3, - 28, - 40996, - 1462, - 458, - 6, - 40670, - 1510, - 40975, - 4134, - 37, - 44, - 15, - 1501 - ], - "dataset_names_train": [ - "kc2", - "CIFAR_10", - "ilpd", - "vehicle", - "Internet-Advertisements", - "blood-transfusion-service-center", - "isolet", - "mfeat-morphological", - "dresses-sales", - "splice", - "bank-marketing", - "MiceProtein", - "wilt", - "analcatdata_dmft", - "jm1", - "texture", - "churn", - "mfeat-factors", - "nomao", - "steel-plates-fault", - "pc3", - "vowel", - "first-order-theorem-proving", - "pc4", - "numerai28.6", - "cnae-9", - "segment", - "electricity", - "credit-approval", - "eucalyptus", - "connect-4", - "har", - "mfeat-zernike", - "kc1", - "ozone-level-8hr", - "cylinder-bands", - "wall-robot-navigation", - "adult", - "mfeat-karhunen", - "pc1", - "kr-vs-kp", - "optdigits", - "Fashion-MNIST", - "banknote-authentication", - "analcatdata_authorship", - "letter", - "dna", - "wdbc", - "car", - "Bioresponse", - "diabetes", - "spambase", - "breast-w", - "semeion" - ], - "experiment_start_date_iso": "2023-08-29T09:07" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/evaluation_results.csv deleted file mode 100644 index 10acc59b..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/evaluation_results.csv +++ /dev/null @@ -1,2 +0,0 @@ -dataset_id,dataset_name,run_label,model_str,automl_time_sec,automl_timeout_min,task_type,f1,roc_auc,accuracy,logloss,precision,experiment_date,run_date,model_path,history_path -40984,segment,FEDOT_MAB,"/n_catboost_{'allow_writing_files': False, 'verbose': False}",705.9144412353635,60,classification,-0.921,-0.992,-0.922,0.238,0.0,2023-08-29 09:07:18.419963,2023-08-29 09:21:48.880733,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_MAB/segment/1/histories/40984_FEDOT_MAB_history.json diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/histories/40984_FEDOT_MAB_history.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/histories/40984_FEDOT_MAB_history.json deleted file mode 100644 index 90703635..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/histories/40984_FEDOT_MAB_history.json +++ /dev/null @@ -1,16951 +0,0 @@ -{ - 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Memory consumption for fitting of the initial pipeline in main session: current 1.5 MiB, max: 4.9 MiB -09:22:09,24 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. -09:22:09,24 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -09:22:09,29 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -09:22:09,33 root CRITICAL ApiComposer - Pipeline composition started. -09:22:30,690 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:22:55,970 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -09:23:02,263 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -09:23:34,715 root CRITICAL MultiprocessingDispatcher - 1 individuals out of 1 in previous population were evaluated successfully. -09:23:45,329 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:23:51,959 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -09:23:59,990 root CRITICAL MultiprocessingDispatcher - 2 individuals out of 2 in previous population were evaluated successfully. -09:24:25,944 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -09:24:46,887 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -09:24:55,988 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -09:25:13,627 root CRITICAL MultiprocessingDispatcher - 8 individuals out of 8 in previous population were evaluated successfully. -09:25:29,680 root CRITICAL MultiprocessingDispatcher - 11 individuals out of 11 in previous population were evaluated successfully. -09:26:01,510 root CRITICAL MultiprocessingDispatcher - 10 individuals out of 10 in previous population were evaluated successfully. -09:26:08,340 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:26:25,406 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. -09:26:50,743 root CRITICAL MultiprocessingDispatcher - 19 individuals out of 19 in previous population were evaluated successfully. -09:28:21,379 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. -09:28:21,399 root CRITICAL MultiprocessingDispatcher - 52 individuals out of 52 in previous population were evaluated successfully. -09:33:09,503 root CRITICAL MultiprocessingDispatcher - 32 individuals out of 32 in previous population were evaluated successfully. -09:33:30,315 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. -09:33:30,381 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -09:33:30,833 root CRITICAL ApiComposer - Model generation finished -09:33:34,786 root CRITICAL FEDOT logger - Final pipeline was fitted -09:33:34,787 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -09:33:34,787 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.5 MiB, max: 5.3 MiB -09:34:07,555 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -09:34:07,556 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/parameters.json deleted file mode 100644 index ffdfef83..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/1/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - 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"cylinder-bands", - "wall-robot-navigation", - "adult", - "mfeat-karhunen", - "pc1", - "kr-vs-kp", - "optdigits", - "Fashion-MNIST", - "banknote-authentication", - "analcatdata_authorship", - "letter", - "dna", - "wdbc", - "car", - "Bioresponse", - "diabetes", - "spambase", - "breast-w", - "semeion" - ], - "experiment_start_date_iso": "2023-08-29T09:07" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/evaluation_results.csv b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/evaluation_results.csv deleted file mode 100644 index 46e7ae07..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/evaluation_results.csv +++ /dev/null @@ -1,2 +0,0 @@ -dataset_id,dataset_name,run_label,model_str,automl_time_sec,automl_timeout_min,task_type,f1,roc_auc,accuracy,logloss,precision,experiment_date,run_date,model_path,history_path -40984,segment,FEDOT_MAB,"/n_catboost_{'allow_writing_files': False, 'verbose': False}",793.5167438536882,60,classification,-0.921,-0.992,-0.922,0.237,0.0,2023-08-29 09:07:18.419963,2023-08-29 09:34:07.668051,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB,/var/essdata/MetaFEDOT/data/cache/experiments/FEDOT_MAB/segment/2/histories/40984_FEDOT_MAB_history.json diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/histories/40984_FEDOT_MAB_history.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/histories/40984_FEDOT_MAB_history.json deleted file mode 100644 index 1d4e3c21..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/histories/40984_FEDOT_MAB_history.json +++ /dev/null @@ -1,14417 +0,0 @@ -{ - 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}, - "_class_path": "golem.core.dag.graph_delegate/GraphDelegate" - }, - "metadata": { - "use_input_preprocessing": true, - "computation_time_in_seconds": 3.5038334392011166, - "evaluation_time_iso": "2023-08-29T09:47:08.301907" - }, - "native_generation": 5, - "parent_operator": { - "operators": [ - { - "value": "single_drop", - "_class_path": "golem.core.optimisers.genetic.operators.base_mutations/MutationTypesEnum" - } - ], - "parent_individuals": [ - "d672a915-0c37-494d-8756-bffc0b51f10f" - ], - "type_": "mutation", - "uid": "2fca67f0-2014-4ff9-ab53-53984624d6af", - "_class_path": "golem.core.optimisers.opt_history_objects.parent_operator/ParentOperator" - }, - "uid": "c4e52412-1fac-4804-bbd9-8b6a744e0dc2", - "_class_path": "golem.core.optimisers.opt_history_objects.individual/Individual" - } - ], - "_class_path": "golem.core.optimisers.opt_history_objects.opt_history/OptHistory" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/log.txt b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/log.txt deleted file mode 100644 index 28420f96..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/log.txt +++ /dev/null @@ -1,28 +0,0 @@ -09:34:26,230 root Level 45 AssumptionsHandler - Memory consumption for fitting of the initial pipeline in main session: current 1.5 MiB, max: 4.9 MiB -09:34:26,231 root CRITICAL ApiComposer - Initial pipeline was fitted in 0.6 sec. -09:34:26,232 root CRITICAL AssumptionsHandler - Preset was changed to best_quality due to fit time estimation for initial model. -09:34:26,236 root CRITICAL ApiComposer - AutoML configured. Parameters tuning: False. Time limit: 60 min. Set of candidate models: ['scaling', 'fast_ica', 'qda', 'rf', 'knn', 'dt', 'mlp', 'resample', 'poly_features', 'isolation_forest_class', 'bernb', 'logit', 'normalization', 'lgbm', 'pca']. -09:34:26,241 root CRITICAL ApiComposer - Pipeline composition started. -09:34:47,124 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:35:15,245 root CRITICAL MultiprocessingDispatcher - 21 individuals out of 21 in previous population were evaluated successfully. -09:35:43,135 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -09:36:58,591 root CRITICAL MultiprocessingDispatcher - 6 individuals out of 6 in previous population were evaluated successfully. -09:37:31,107 root CRITICAL MultiprocessingDispatcher - 5 individuals out of 5 in previous population were evaluated successfully. -09:38:03,403 root CRITICAL MultiprocessingDispatcher - 9 individuals out of 9 in previous population were evaluated successfully. -09:38:12,200 root CRITICAL MultiprocessingDispatcher - 3 individuals out of 3 in previous population were evaluated successfully. -09:38:25,347 root CRITICAL MultiprocessingDispatcher - 4 individuals out of 4 in previous population were evaluated successfully. -09:38:40,435 root CRITICAL MultiprocessingDispatcher - 7 individuals out of 7 in previous population were evaluated successfully. -09:41:11,399 root CRITICAL MultiprocessingDispatcher - 12 individuals out of 12 in previous population were evaluated successfully. -09:41:38,453 root CRITICAL MultiprocessingDispatcher - 13 individuals out of 13 in previous population were evaluated successfully. -09:44:59,227 root CRITICAL MultiprocessingDispatcher - 16 individuals out of 16 in previous population were evaluated successfully. -09:46:53,791 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. -09:47:16,609 root CRITICAL MultiprocessingDispatcher - 18 individuals out of 18 in previous population were evaluated successfully. -09:47:16,630 root CRITICAL MultiprocessingDispatcher - 53 individuals out of 53 in previous population were evaluated successfully. -09:47:16,687 root CRITICAL GroupedCondition - Optimisation finished: Early stopping timeout criteria was satisfied -09:47:17,288 root CRITICAL ApiComposer - Model generation finished -09:47:21,175 root CRITICAL FEDOT logger - Final pipeline was fitted -09:47:21,176 root CRITICAL FEDOT logger - Final pipeline: {'depth': 1, 'length': 1, 'nodes': [catboost]} -catboost - {'allow_writing_files': False, 'verbose': False} -09:47:21,176 root Level 45 MemoryAnalytics - Memory consumption for finish in main session: current 2.3 MiB, max: 4.9 MiB -09:47:52,967 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. -09:47:52,967 root WARNING OptHistory - "OptHistory.individuals" is deprecated and will be removed later. Please, use "OptHistory.generations" to access generations. diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json deleted file mode 100644 index f75f759e..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/models/40984_FEDOT_MAB/0_pipeline_saved/0_pipeline_saved.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "total_pipeline_operations": [ - "catboost" - ], - "depth": 1, - "nodes": [ - { - "operation_id": 0, - "operation_type": "catboost", - "operation_name": null, - "custom_params": { - "allow_writing_files": false, - "verbose": false - }, - "params": {}, - "nodes_from": [], - "fitted_operation_path": null, - "rating": null - } - ], - "preprocessing": [ - "preprocessing", - "data_preprocessor.pkl" - ], - "descriptive_id": "/n_catboost_{'allow_writing_files': False, 'verbose': False}" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json b/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json deleted file mode 100644 index ffdfef83..00000000 --- a/examples/experiment_analyzer/data/FEDOT_MAB/segment/2/parameters.json +++ /dev/null @@ -1,210 +0,0 @@ -{ - "input_config": { - "timeout": 60, - "launch_num": 5, - "datasets": [ - "segment" - ], - "common_fedot_params": { - "FEDOT_MAB": { - "problem": "classification", - "n_jobs": -1, - "show_progress": false, - "context_agent_type": "surrogate", - "adaptive_mutation_type": "pretrained_contextual_mab" - }, - "FEDOT_Classic": { - "problem": "classification", - "n_jobs": -1, - "show_progress": false - } - } - }, - "dataset_ids": [ - 3, - 6, - 11, - 12, - 14, - 15, - 16, - 18, - 22, - 23, - 28, - 29, - 31, - 32, - 37, - 44, - 46, - 50, - 54, - 151, - 182, - 188, - 38, - 307, - 300, - 458, - 469, - 554, - 1049, - 1050, - 1053, - 1063, - 1067, - 1068, - 1590, - 4134, - 1510, - 1489, - 1494, - 1497, - 1501, - 1480, - 1485, - 1486, - 1487, - 1468, - 1475, - 1462, - 1464, - 4534, - 6332, - 1461, - 4538, - 1478, - 23381, - 40499, - 40668, - 40966, - 40982, - 40994, - 40983, - 40975, - 40984, - 40979, - 40996, - 41027, - 23517, - 40923, - 40927, - 40978, - 40670, - 40701 - ], - "dataset_ids_train": [ - 1063, - 40927, - 1480, - 54, - 40978, - 1464, - 300, - 18, - 23381, - 46, - 1461, - 40966, - 40983, - 469, - 1053, - 40499, - 40701, - 12, - 1486, - 40982, - 1050, - 307, - 1475, - 1049, - 23517, - 1468, - 40984, - 151, - 29, - 188, - 40668, - 1478, - 22, - 1067, - 1487, - 6332, - 1497, - 1590, - 16, - 1068, - 3, - 28, - 40996, - 1462, - 458, - 6, - 40670, - 1510, - 40975, - 4134, - 37, - 44, - 15, - 1501 - ], - "dataset_names_train": [ - "kc2", - "CIFAR_10", - "ilpd", - "vehicle", - "Internet-Advertisements", - "blood-transfusion-service-center", - "isolet", - "mfeat-morphological", - "dresses-sales", - "splice", - "bank-marketing", - "MiceProtein", - "wilt", - "analcatdata_dmft", - "jm1", - "texture", - "churn", - "mfeat-factors", - "nomao", - "steel-plates-fault", - "pc3", - "vowel", - "first-order-theorem-proving", - "pc4", - "numerai28.6", - "cnae-9", - "segment", - "electricity", - "credit-approval", - "eucalyptus", - "connect-4", - "har", - "mfeat-zernike", - "kc1", - "ozone-level-8hr", - "cylinder-bands", - "wall-robot-navigation", - "adult", - "mfeat-karhunen", - "pc1", - "kr-vs-kp", - "optdigits", - "Fashion-MNIST", - "banknote-authentication", - "analcatdata_authorship", - "letter", - "dna", - "wdbc", - "car", - "Bioresponse", - "diabetes", - "spambase", - "breast-w", - "semeion" - ], - "experiment_start_date_iso": "2023-08-29T09:07" -} \ No newline at end of file diff --git a/examples/experiment_analyzer/experiment_analyzer.py b/examples/experiment_analyzer/experiment_analyzer.py index b5a2de15..4f7fb6bc 100644 --- a/examples/experiment_analyzer/experiment_analyzer.py +++ b/examples/experiment_analyzer/experiment_analyzer.py @@ -1,4 +1,5 @@ import os +import tarfile import matplotlib.pyplot as plt from scipy.stats import mannwhitneyu, kruskal, ttest_ind @@ -8,8 +9,17 @@ if __name__ == '__main__': + """ The result of analysis can be seen without running the script in + '~/GOLEM/examples/experiment_analyzer/result_analysis.tar.gz' """ path_to_root = os.path.join(project_root(), 'examples', 'experiment_analyzer') + + # extract data if there is an archive + if 'data.tar.gz' in os.listdir(path_to_root): + tar = tarfile.open(os.path.join(path_to_root, 'data.tar.gz'), "r:gz") + tar.extractall() + tar.close() + path_to_experiment_data = os.path.join(path_to_root, 'data') path_to_save = os.path.join(path_to_root, 'result_analysis') diff --git a/examples/experiment_analyzer/result_analysis.tar.gz b/examples/experiment_analyzer/result_analysis.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..273d9f6fe324a43fe69058c88dce9509eaf058ba GIT 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zKU9fSD=v}OyIfRM6dDy}*z5e>=*cSi0*aK8idiHoTp-fcyzWp*kGsP&l!W zE_I186ii4ghaedmR1~tlafCnyvqKXs*%?v;Axa{39f3qz%FCB8Q`4J3yE_Wq!C@Qu zbK0IJMSCcs@zo>XF_qyP2z5xagF_{8M zY8lT;*f;d7570Zmh+_cqH2_z6ZAVC!UH2(M2`TcNojGR6PsXvYY0GnzjP`V!8c>gt z^lbFr=!S`K2xH}gCWgS!Hil0xKlicI?LAaAkt9v~+@6G3)0m5~v9TjCC9L5YXnp}R?u~#Bpi`4eH<*koLjOmwVs_0N(g*uQFJ6>z*%WiQxlQhZNpk$0V0$> zE)2dV4h@dw@CCmOn>QZ?y*Vm-i(UvNBntf*9jmssRv9a=0@B*Hh~Ui=WQ9c`a6p-n zI>^UYIk&J7fi)9`Zu&4P$~x%tiqK)S3}IB0Fto}<=%M|HR2P32S|t|;>f$s|{WgeM z=xNC`)tkQZu2_c|^t}jMD$0zRcsMZAS!BipK*NcoaS*#?3(^?<0Yj?=K3-H7GUkV< z;kWIhC Date: Tue, 12 Sep 2023 10:59:43 +0300 Subject: [PATCH 20/22] extend docstrings --- experiments/experiment_analyzer.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index efd41049..12a03698 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,7 +1,7 @@ import os from statistics import mean -from typing import Dict, List, Tuple, Any, Callable, Optional +from typing import Dict, List, Tuple, Any, Callable, Optional, Union import pandas as pd @@ -34,7 +34,7 @@ def __init__(self, path_to_root: str, folders_to_ignore: List[str] = []): def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = False, path_to_save: str = None, is_raise: bool = False) \ - -> Dict[str, Dict[str, List[float]]]: + -> Dict[str, Dict[str, Union[List[float], float]]]: """ Method to analyze convergence with the use of histories. :param history_folder: name of the history folder in experiment result folder (e.g. 'history', 'histories') @@ -95,7 +95,8 @@ def _analyze_convergence(history: OptHistory) -> float: return total_time_to_get_best_fitness def analyze_metrics(self, metric_names: List[str], file_name: str, is_mean: bool = False, - path_to_save: str = None, is_raise: bool = False): + path_to_save: str = None, is_raise: bool = False) \ + -> Dict[str, Dict[str, Dict[str, Union[List[float], float]]]]: """ Method to analyze specified metrics. :param metric_names: names of metrics to analyze. e.g. ['f1', 'inference_time'] :param file_name: name of the file with metrics (e.g. 'metrics.csv'). @@ -182,11 +183,12 @@ def plot_convergence(self, path_to_save: str, with_confidence: bool = True, def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, List[float]]], stat_tests: List[Callable], path_to_save: str = None, - test_format: List[str] = None): + test_format: List[str] = None) -> Dict[str, Dict[str, Dict[str, float]]]: """ Method to perform statistical analysis of data. Metric data obtained with 'analyze_metrics' and convergence data obtained with 'analyze_convergence' can be simply analyzed, for example. :param data_to_analyze: data to analyze. - NB! data must have the specified format (Dict[str, Dict[str, List[float]]]) + NB! data must have the specified format Dict[str, Dict[str, float]]: + first key -- framework/setup name, second -- dataset name and then list of metric values :param stat_tests: list of functions of statistical tests to perform. E.g. scipy.stats.kruskal :param path_to_save: path to save results :param test_format: argument to specify what every test function must return. default: ['statistic', 'pvalue'] From 47ed5d063dbca866113adc0cebfefd698a36fb0a Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Tue, 12 Sep 2023 11:03:20 +0300 Subject: [PATCH 21/22] =?UTF-8?q?=D0=B7=D1=83=D0=B78?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- experiments/experiment_analyzer.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/experiments/experiment_analyzer.py b/experiments/experiment_analyzer.py index 12a03698..c15549b1 100644 --- a/experiments/experiment_analyzer.py +++ b/experiments/experiment_analyzer.py @@ -1,7 +1,7 @@ import os from statistics import mean -from typing import Dict, List, Tuple, Any, Callable, Optional, Union +from typing import Dict, List, Tuple, Any, Callable, Union import pandas as pd @@ -72,7 +72,7 @@ def analyze_convergence(self, history_folder: str = 'history', is_mean: bool = F # save results per metric if path_to_save: df = pd.DataFrame(convergence) - path_to_save = os.path.join(path_to_save, f'convergence_results.csv') + path_to_save = os.path.join(path_to_save, 'convergence_results.csv') df.to_csv(path_to_save) self._log.info(f"Convergence table was saved to {path_to_save}") return convergence @@ -210,7 +210,7 @@ def analyze_statistical_significance(self, data_to_analyze: Dict[str, Dict[str, cur_test_result = test(*values_to_compare) except Exception as e: self._log.critical(f"Statistical test ({test}) failed with exception: {e}") - cur_test_result = [None]*len(test_format) + cur_test_result = [None] * len(test_format) for i, arg in enumerate(test_format): if not stat_dict[arg]: stat_dict[arg] = dict.fromkeys([t.__name__ for t in stat_tests], None) From 6382a19bc3b4952ee184182a1a64e1004aed1f6a Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Tue, 12 Sep 2023 11:03:47 +0300 Subject: [PATCH 22/22] =?UTF-8?q?=D0=B7=D1=83=D0=B78=20#2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- examples/experiment_analyzer/experiment_analyzer.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/experiment_analyzer/experiment_analyzer.py b/examples/experiment_analyzer/experiment_analyzer.py index 4f7fb6bc..6dca2af2 100644 --- a/examples/experiment_analyzer/experiment_analyzer.py +++ b/examples/experiment_analyzer/experiment_analyzer.py @@ -9,8 +9,8 @@ if __name__ == '__main__': - """ The result of analysis can be seen without running the script in - '~/GOLEM/examples/experiment_analyzer/result_analysis.tar.gz' """ + """ The result of analysis can be seen without running the script in + '~/GOLEM/examples/experiment_analyzer/result_analysis.tar.gz'. """ path_to_root = os.path.join(project_root(), 'examples', 'experiment_analyzer')