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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
# Copyright 2023 The OpenRL Authors. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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"""""" | ||
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from collections import deque | ||
from functools import reduce | ||
from typing import Any, Dict | ||
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import numpy as np | ||
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from openrl.envs.vec_env.vec_info.episode_rewards_info import EPS_RewardInfo | ||
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class SMACInfo(EPS_RewardInfo): | ||
def __init__(self, *args, **kwargs): | ||
super().__init__(*args, **kwargs) | ||
self.win_history = deque(maxlen=100) | ||
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def statistics(self, buffer: Any) -> Dict[str, Any]: | ||
info_dict = super().statistics(buffer) | ||
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"""for step_info in self.infos: | ||
for singe_env_info in step_info: | ||
assert isinstance(singe_env_info, dict), "singe_env_info must be dict" | ||
if "final_info" in singe_env_info.keys(): | ||
assert ( | ||
"game_state" in singe_env_info["final_info"].keys() | ||
), "game_state must be in info" | ||
assert singe_env_info["final_info"]["game_state"] in [ | ||
"win", | ||
"lose", | ||
], "game_state in the final_info must be win or lose" | ||
self.win_history.append( | ||
singe_env_info["final_info"]["game_state"] == "win" | ||
)""" | ||
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if len(self.win_history) > 0: | ||
info_dict["win_rate"] = np.mean(self.win_history) | ||
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dead_ratio = 1 - buffer.data.active_masks.sum() / reduce( | ||
lambda x, y: x * y, list(buffer.data.active_masks.shape) | ||
) | ||
info_dict["dead_ratio"] = dead_ratio | ||
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return info_dict |
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