From 0729c1204c3e8ae12dac25e6f69261f6e91457f0 Mon Sep 17 00:00:00 2001 From: ahmad Date: Tue, 7 Jun 2022 14:14:36 +0200 Subject: [PATCH] Initial Commit --- README.md | 80 +++++++ chi_sqaure.py | 56 +++++ dataset.py | 346 +++++++++++++++++++++++++++++++ main_DL.py | 230 ++++++++++++++++++++ main_NB.py | 140 +++++++++++++ pmids_with_duplicate_labels.json | 1 + requirements.txt | 31 +++ schema0.png | Bin 0 -> 371593 bytes tools.py | 26 +++ 9 files changed, 910 insertions(+) create mode 100644 README.md create mode 100644 chi_sqaure.py create mode 100644 dataset.py create mode 100644 main_DL.py create mode 100644 main_NB.py create mode 100644 pmids_with_duplicate_labels.json create mode 100644 requirements.txt create mode 100644 schema0.png create mode 100644 tools.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..6144fa4 --- /dev/null +++ b/README.md @@ -0,0 +1,80 @@ +# MEDOBO +Automatically tagging MEDLINE abstracts with OBO ontologies + +![MEDOBO Schema](schema0.png) +### Step 1: Processing UMLS +Download the [UMLS bulk](https://www.nlm.nih.gov/research/umls/licensedcontent/umlsknowledgesources.html) after acquiring the licence (e.g., umls-2022AA-full.zip) and place it in the 'umls' folder. + +Run the following commands in the console one by one. +```bash +unzip umls-2022AA-full.zip + +mkdir META +mkdir NET +unzip 2022AA-full/2022aa-1-meta.nlm +unzip 2022AA-full/2022aa-2-meta.nlm +unzip 2022AA-full/2022aa-otherks.nlm + +gunzip 2022AA/META/MRCONSO.RRF.aa.gz +gunzip 2022AA/META/MRCONSO.RRF.ab.gz +gunzip 2022AA/META/MRCONSO.RRF.ac.gz +cat 2022AA/META/MRCONSO.RRF.aa 2022AA/META/MRCONSO.RRF.ab 2022AA/META/MRCONSO.RRF.ac > META/MRCONSO.RRF + +gunzip 2022AA/META/MRDEF.RRF.gz +mv 2022AA/META/MRDEF.RRF META/ + +gunzip 2022AA/META/MRSTY.RRF.gz +mv 2022AA/META/MRSTY.RRF META/ + +mv 2022AA/NET/SRDEF NET/ +mv 2022AA/NET/SRSTRE1 NET/ + +gunzip 2022AA/META/MRXNS_ENG.RRF.aa.gz +gunzip 2022AA/META/MRXNS_ENG.RRF.ab.gz +cat 2022AA/META/MRXNS_ENG.RRF.aa 2022AA/META/MRXNS_ENG.RRF.ab > META/MRXNS_ENG.RRF + +gunzip 2022AA/META/MRXNW_ENG.RRF.aa.gz +gunzip 2022AA/META/MRXNW_ENG.RRF.ab.gz +gunzip 2022AA/META/MRXNW_ENG.RRF.ac.gz +cat 2022AA/META/MRXNW_ENG.RRF.aa 2022AA/META/MRXNW_ENG.RRF.ab 2022AA/META/MRXNW_ENG.RRF.ac > META/MRXNW_ENG.RRF +``` + +### Step 2: Create an environment +```bash +$ conda create -n medobo python=3.6 +$ conda activate medobo +(medobo)$ pip install -r requirements.txt +``` + +### Step 3: Get OBO ontologies +Download [OBO ontologies](https://drive.switch.ch/index.php/s/HSL9gkPfjAE77s1) as a folder and place in the root of project + + +### Step 4: Processing MEDLINE +```bash +(medobo)$ python dataset.py +``` +Or download the preprocessed data from the [Switch drived](https://drive.switch.ch/index.php/s/HSL9gkPfjAE77s1) (for replication purposes, please make sure not to generate a new dataset, instead download the official splits and contents from [Switch drive](https://drive.switch.ch/index.php/s/HSL9gkPfjAE77s1)) + + +### Step 5: Pre-processing OBO +```bash +(medobo)$ python chi_sqaure.py +``` + +### Step 6: Download embeddings +Download [BioASK embedding](http://bioasq.org/news/bioasq-releases-continuous-space-word-vectors-obtained-applying-word2vec-pubmed-abstracts), unzip and place it in 'Resources' folder + + +### Naive Bayes baseline +```bash +(medobo)$ python main_NB.py +(medobo)$ python main_NB.py 100000 +``` + + +### Deep learning baseline +```bash +(medobo)$ python main_DL.py +(medobo)$ python main_DL.py 100000 50000 +``` \ No newline at end of file diff --git a/chi_sqaure.py b/chi_sqaure.py new file mode 100644 index 0000000..7d59116 --- /dev/null +++ b/chi_sqaure.py @@ -0,0 +1,56 @@ +import os +import json +import pickle +from tqdm import tqdm +from itertools import chain +from sklearn.feature_selection import chi2 +from sklearn.feature_extraction.text import CountVectorizer + +base_path = os.path.join('umls_org', 'objects') + +def chisquare_dataset(dev_x_idx, dev_y, top_words): + """ + :param dataset: dev dataset + :param top_words: max number of words with the highest Chi2 given each class + :return: json object written in issu_description_path + """ + issu_description = {} + dev_x_set = set(dev_x_idx) + + dev_x_text = ['']*len(dev_x_idx) + print('Loading training data for Chi2 compute ...') + classes = list(set(chain(*dev_y))) + + for content_pack in tqdm(os.listdir(os.path.join(base_path, 'pmid2contents'))): + pmid2mesh_terms_map = pickle.load(open(os.path.join(base_path, 'pmid2contents', content_pack), 'rb')) + for pmid in pmid2mesh_terms_map: + if pmid in dev_x_set: + title = pmid2mesh_terms_map[pmid][1] + abstract = pmid2mesh_terms_map[pmid][2] + dev_x_text[dev_x_idx.index(pmid)] = '%s %s'%(title, abstract) + + print('Generating Chi2 dictionary...\n') + for cls in tqdm(classes): + y = [] + for labels in dev_y: + if cls in labels: + y.append(1) + else: + y.append(0) + + vectorizer = CountVectorizer(lowercase=True, stop_words='english') + X = vectorizer.fit_transform(dev_x_text) + + chi2score = chi2(X,y)[0] + wscores = zip(vectorizer.get_feature_names(),chi2score) + wchi2 = sorted(wscores,key=lambda x:x[1]) + chi_words = [x[0] for x in wchi2[-top_words:][::-1]] + issu_description[cls] = chi_words + + with open(os.path.join(base_path, 'class_chi2_words_path.json'), 'w') as wr: + json.dump(issu_description, wr, indent=1) + + +if __name__ == "__main__": + X_dev, y_dev = pickle.load(open(os.path.join(base_path, 'dataset', 'dev_ids.pkl'), 'rb')) + chisquare_dataset(X_dev, y_dev, top_words=100) \ No newline at end of file diff --git a/dataset.py b/dataset.py new file mode 100644 index 0000000..24fcbb6 --- /dev/null +++ b/dataset.py @@ -0,0 +1,346 @@ + +import os +import json +import pickle +import shutil +import obonet +from tqdm import tqdm +from ftplib import FTP +from time import sleep +import pubmed_parser as pp +from urllib import request +from random import shuffle +from dateutil import parser +from itertools import chain +from multiprocessing import Pool +from collections import defaultdict +from sklearn.model_selection import train_test_split + +num_workers = 10 +base_url = 'https://ftp.ncbi.nlm.nih.gov/pubmed/baseline/' + +base = 'umls' +mrconso_path = os.path.join(base, 'META/MRCONSO.RRF') +mrxns_eng_path = os.path.join(base, 'META/MRXNS_ENG.RRF') +mrxnw_eng_path = os.path.join(base, 'META/MRXNW_ENG.RRF') +mrsty_path = os.path.join(base, 'META/MRSTY.RRF') + +base_ontology_folder = 'obo_verified' +base_path = os.path.join(base, 'objects') +new_folders = ['medline_xml', 'pmid2contents', 'pmid2mesh_expands', 'pmid2labels', 'dataset'] + +for nf in new_folders: + if not os.path.isdir(os.path.join(base_path, nf)): + os.makedirs(os.path.join(base_path, nf), exist_ok=True) + +medline_path = os.path.join(base_path, 'medline_xml') + + +def clean_title(title): + title = ' '.join(title) if isinstance(title, list) else title + + if title.startswith('['):title = title[1:] + if title.endswith(']'): title = title[:-1] + if title.endswith('.'): title = title[:-1] + if title.endswith(']'): title = title[:-1] + return title.lower() + ' .' + + +def clean_abstract(abstract): + if abstract.endswith('.'): abstract = abstract[:-1] + ' .' + return abstract.lower() + + +def get_medline_files_path(): + """ + :return: helper function to get medline file names + """ + file_names = [] + with FTP('ftp.ncbi.nlm.nih.gov') as ftp: + ftp.login() + lines = [] + ftp.dir('pubmed/baseline', lines.append) + for i in lines: + tokens = i.split() + name = tokens[-1] + time_str = tokens[5] + " " + tokens[6] + " " + tokens[7] + modified = str(parser.parse(time_str)) + size = tokens[4] + + if name.endswith('.gz'): + file_names.append(name) + return file_names + + +def medline_download(renew=False): + print('Downloading Medline XML files ...') + file_names = get_medline_files_path() + for f_name in tqdm(file_names): + if not os.path.isfile(os.path.join(medline_path, f_name)) or renew: + if f_name not in os.listdir(medline_path): + with request.urlopen(os.path.join(base_url, f_name)) as response, open(os.path.join(medline_path, f_name), 'wb') as out_file: + shutil.copyfileobj(response, out_file) + sleep(1) + + +def medline_parser(med_xml): + dicts_out = pp.parse_medline_xml(os.path.join(medline_path, med_xml), + year_info_only=False, + nlm_category=False, + author_list=False, + reference_list=False) + + pack = [] + for i in dicts_out: + pmid = i['pmid'] + c_title = clean_title(i['title']) + title = c_title if len(c_title)>10 else None + + c_abstract = clean_abstract(i['abstract']) + abstract = c_abstract if len(c_abstract)>10 else None + + if len(i['mesh_terms']): + mesh_terms = [x.strip().split(':')[1].lower() for x in i['mesh_terms'].split(';')] + else: + mesh_terms = None + + if all([title, abstract, mesh_terms]): + pack.append((pmid, title, abstract, mesh_terms)) + return pack + + +def multi_process_medline(renew=False): + """ + :return: list of tuples where pmids are mapped to their mesh terms, titles and abstracts (strings) + """ + print('Processing XML files ...') + if len(os.listdir(os.path.join(base_path, 'pmid2contents'))) and renew is False:return + xml_files = [xml_file for xml_file in os.listdir(medline_path) if xml_file.endswith('.xml.gz')] + shuffle(xml_files) #load balance files with different sizes + for idx in tqdm(range(0, len(xml_files), 10)): + xml_files_batch = xml_files[idx: idx + 10] + with Pool(processes=num_workers) as pool: + pmid2content_map_all = pool.map(medline_parser, xml_files_batch) + pmid2content_map_all = list(chain(*pmid2content_map_all)) + + pmid2content = defaultdict(set) + for entry in pmid2content_map_all: + pmid2content[entry[0]] = entry[1:] + + with open(os.path.join(base_path, 'pmid2contents', 'pmid2content%d.pkl' % idx), 'wb') as f: + pickle.dump(pmid2content, f) + pmid2content.clear() + + +def cui2ui(umls_mrconso_path): + """ + :param umls_mrconso_path: + :return: map each mesh major heading cui to list of lui and sui + """ + print('Loading CUI to UI mappings ...') + obj_path = os.path.join(base_path, 'cui2ui_map.pkl') + if 'cui2ui_map.pkl' in os.listdir(base_path): + cui2ui_map= pickle.load(open(obj_path, 'rb')) + else: + cui2ui_map = defaultdict(set) + with open(umls_mrconso_path, 'r') as f: + for line in f: + splits = line.strip().split('|') + assert len(splits) == 19 + cui = splits[0] + lat = splits[1] + lui = splits[3] + sui = splits[5] + sab = splits[11] + tty = splits[12] + if lat =='ENG' and sab=='MSH' and tty=='MH': + cui2ui_map[cui].add(lui) + cui2ui_map[cui].add(sui) + with open(obj_path, 'wb') as w: + pickle.dump(cui2ui_map, w) + return cui2ui_map + + +def pref_term2cui(umls_mrconso_path): + """ + :param umls_mrconso_path: + :return: mapping preferred terms to cuis: + Each cui (if limited to Major Heading Mesh terms) has only one preferred term + """ + print('Loading Preferred terms to CUI mappings ...') + obj_path = os.path.join(base_path, 'pref_term2cui_map.pkl') + if os.path.isfile(obj_path): + pref_term2cui_map = pickle.load(open(obj_path, 'rb')) + else: + pref_term2cui_map = {} # cuis limited to Major Heading Mesh terms have only one preferred term(otherwise, 2.11) + with open(umls_mrconso_path, 'r') as f: + for line in f: + splits = line.strip().split('|') + assert len(splits) == 19 + cui = splits[0] + lat = splits[1] + sab = splits[11] + tty = splits[12] + pref_term = splits[14].lower() + if lat =='ENG' and sab=='MSH' and tty=='MH': + pref_term2cui_map[pref_term] = cui + with open(obj_path, 'wb') as wr: + pickle.dump(pref_term2cui_map, wr) + return pref_term2cui_map + + +def ui2string(umls_norm_string_path, umls_norm_word_path, valid_uis): + """ + :param umls_norm_string_path: + :param umls_norm_word_path: + :param valid_uis: + :return: given a ui(lui, sui) when Mesh term mapped to cui and cuis mapped to ui get all associated strings + """ + ui2string_map = defaultdict(set) + for source_file_path in [umls_norm_string_path, umls_norm_word_path]: + with open(source_file_path, 'r') as f: + for line in f: + splits = line.strip().split('|') + assert len(splits) == 6 + strng = splits[1].lower() + lui = splits[3] + sui = splits[4] + if lui in valid_uis: + ui2string_map[lui].add(strng) + if sui in valid_uis: + ui2string_map[sui].add(strng) + return ui2string_map + + + +def expand_mesh(content_pack): + pmid2mesh_terms_map = pickle.load(open(os.path.join(base_path, 'pmid2contents', content_pack), 'rb')) + batch_number = content_pack.split('.')[0].replace('pmid2content', '') + pmid2ui_map = defaultdict(set) + pmid2expanded_mesh_map = defaultdict(set) + + valid_uis = set() + for pmid in pmid2mesh_terms_map: + mesh_terms = pmid2mesh_terms_map[pmid][-1] + if mesh_terms: + for mesh_term in mesh_terms: + if mesh_term in pref_term2cui_map: + mesh_cui = pref_term2cui_map[mesh_term] + for ui in cui2ui_map[mesh_cui]: + pmid2ui_map[pmid].add(ui) + valid_uis.add(ui) + # transforming uis to their string representations + ui2string_map = ui2string(mrxns_eng_path, mrxnw_eng_path, valid_uis) + for pmid, uis in pmid2ui_map.items(): + for ui in uis: + if ui in ui2string_map: + for st in ui2string_map[ui]: + pmid2expanded_mesh_map[pmid].add(st) + for mesh_term in pmid2mesh_terms_map[pmid][-1]: # add mesh strings themselves in addition to the expanded lui and sui + pmid2expanded_mesh_map[pmid].add(mesh_term) + obj_path = os.path.join(base_path, 'pmid2mesh_expands', 'pmid2mesh_expand') + with open('%s%s.pkl'%(obj_path, batch_number), 'wb') as wr: + pickle.dump(pmid2expanded_mesh_map, wr) + + ui2string_map.clear() + valid_uis.clear() + pmid2ui_map.clear() + pmid2expanded_mesh_map.clear() + + +def multi_process_expand_mesh(renew=False): + print('Expanding Mesh mappings ...') + if len(os.listdir(os.path.join(base_path, 'pmid2mesh_expands'))) and renew is False:return + + xml_packs = [xml_pack for xml_pack in os.listdir(os.path.join(base_path, 'pmid2contents'))] + + with Pool(processes=num_workers) as pool: + pool.map(expand_mesh, xml_packs) + + +def get_ontology_mapping(ontology_folder): + """ + :param ontology_folder: + :return: provided ontologies in obo format, returns the inverted indexes for exact matching + """ + print('Compiling ontology inverted indexes ...') + ontology_mappings = {} + for ont_name in tqdm(os.listdir((ontology_folder))): + obo_ont_path = os.path.join(ontology_folder, ont_name) + graph = obonet.read_obo(obo_ont_path) + name2id = {} + for id_, data in graph.nodes(data=True): + if data.get('name'): + name2id[data.get('name').lower()] = id_ + if data.get('synonym'): + synonyms = [x.split("RELATED")[0].strip().replace('"', '').replace("'", '') for x in data.get('synonym') if 'RELATED' in x] + for syn in synonyms: + name2id[syn] = id_ + ontology_mappings[ont_name] = name2id + return ontology_mappings + + +def get_ontology_assignments(mesh_pack): + pmid2ontology = defaultdict(list) + batch_number = mesh_pack.split('.')[0].replace('pmid2mesh_expand', '') + pmid2expanded_strings_map = pickle.load(open(os.path.join(base_path, 'pmid2mesh_expands', mesh_pack), 'rb')) + for pmid, mesh_strings in pmid2expanded_strings_map.items(): + ontology_matches = {} + for ontology_name, ontology_mapping in ontology_mappings.items(): + if len(mesh_strings): + ontology_matches[ontology_name.replace('.obo', '').upper()] = sum([1 for mt in mesh_strings if mt in ontology_mapping])/len(mesh_strings) + ontology_matches = {k:v for k,v in ontology_matches.items() if v>0} + pmid2ontology[pmid] = list(sorted(ontology_matches.items(), key=lambda x:x[1], reverse=True)) + + pmid2expanded_strings_map.clear() + with open(os.path.join(base_path, 'pmid2labels', 'pmid2label%s.pkl'%batch_number), 'wb') as wr: + pickle.dump(pmid2ontology, wr) + pmid2ontology.clear() + + +def multi_process_ontology_assignments(renew=False): + print('Ontology assignment ...') + if len(os.listdir(os.path.join(base_path, 'pmid2labels'))) and renew is False: return + + mesh_packs = [mesh_pack for mesh_pack in os.listdir(os.path.join(base_path, 'pmid2mesh_expands'))] + + with Pool(processes=num_workers) as pool: + pool.map(get_ontology_assignments, mesh_packs) + +def dataset(): + print('Compiling data splits ...') + pmids, labels = [], [] + for pmid2label in tqdm(os.listdir(os.path.join(base_path, 'pmid2labels'))): + pmid2label_pack = pickle.load(open(os.path.join(base_path, 'pmid2labels', pmid2label), 'rb')) + for pmid, label in pmid2label_pack.items(): + if pmid not in pmids_with_duplicate_labels: + pmids.append(pmid) + labels.append([x[0] for x in label if x[1]>=0.10]) + + X_tr_dv, X_test, y_tr_dv, y_test = train_test_split(pmids, labels, test_size=100000, random_state=100, shuffle=True) + X_train, X_dev, y_train, y_dev = train_test_split(X_tr_dv, y_tr_dv, test_size=100000, random_state=100, shuffle=True) + + with open(os.path.join(base_path, 'dataset', 'train_ids.pkl'), 'wb') as wr: + pickle.dump([X_train, y_train], wr) + + with open(os.path.join(base_path, 'dataset', 'dev_ids.pkl'), 'wb') as wr: + pickle.dump([X_dev, y_dev], wr) + + with open(os.path.join(base_path, 'dataset', 'test_ids.pkl'), 'wb') as wr: + pickle.dump([X_test, y_test], wr) + + +def main(): + medline_download() + multi_process_medline() + multi_process_expand_mesh() + multi_process_ontology_assignments() + dataset() + + +if __name__ == "__main__": + cui2ui_map = cui2ui(mrconso_path) + pref_term2cui_map = pref_term2cui(mrconso_path) + ontology_mappings = get_ontology_mapping(base_ontology_folder) + pmids_with_duplicate_labels = json.load(open('pmids_with_duplicate_labels.json', 'r')) + main() \ No newline at end of file diff --git a/main_DL.py b/main_DL.py new file mode 100644 index 0000000..37bda92 --- /dev/null +++ b/main_DL.py @@ -0,0 +1,230 @@ +import os +import sys +import time +import json +import pickle +import random +import warnings +import numpy as np +from time import time +from tqdm import tqdm +import tensorflow as tf +from itertools import chain +from keras.models import Model +from keras import backend as K +from tools import onehot_target, clean_str +from chi_sqaure import chisquare_dataset +from keras.preprocessing import text, sequence +from sklearn.metrics import classification_report +from sklearn.preprocessing import MultiLabelBinarizer +from keras.layers import Input, Dense, Embedding, SpatialDropout1D, concatenate, GRU, Bidirectional, GlobalAveragePooling1D, GlobalMaxPooling1D, Conv1D + + +config = tf.ConfigProto() +config.intra_op_parallelism_threads = 8 +config.inter_op_parallelism_threads = 8 +sess = tf.Session(config=config) +K.set_session(sess) + + +emb_root = 'Resources' + +base_path = os.path.join('umls_org', 'objects') + +warnings.filterwarnings('ignore') +random.seed(1496) + + +class Ontology_classify(): + def __init__(self, num_training, max_features, emb_size): + print('Initialization ...') + self.num_training = num_training + self.max_features = max_features + self.emb_size = emb_size + self.batch_size = 128 + self.epochs = 20 + self.hidden_size = 128 + self.drop_out = 0.5 + self.patience = 3 + self.issu_description_path = os.path.join(base_path, 'class_chi2_words_path.json') + + def load_data(self): + print('Loading data ...') + X_train, y_train = pickle.load(open(os.path.join(base_path, 'dataset', 'train_ids.pkl'), 'rb')) + X_dev, y_dev = pickle.load(open(os.path.join(base_path, 'dataset', 'dev_ids.pkl'), 'rb')) + X_test, y_test = pickle.load(open(os.path.join(base_path, 'dataset', 'test_ids.pkl'), 'rb')) + X_train, y_train = X_train[:self.num_training], y_train[:self.num_training] + if not os.path.isfile(self.issu_description_path): + chisquare_dataset(X_dev, y_dev, top_words=100) + + descriptions = json.load(open(self.issu_description_path, 'r')) + self.all_chi_words = set(chain(*[x for x in descriptions.values()])) + + train_idx, dev_idx, test_idx = set(X_train), set(X_dev), set(X_test) + all_idx = train_idx.union(dev_idx).union(test_idx) + self.X_train_txt, self.X_dev_txt, self.X_test_txt = [], [], [] + self.X_train_chi, self.X_dev_chi, self.X_test_chi = [], [], [] + self.y_train, self.y_dev, self.y_test = [], [], [] + print('\nLoading data ...') + content_packs = [mesh_pack for mesh_pack in os.listdir(os.path.join(base_path, 'pmid2contents'))] + for content_pack in tqdm(content_packs): + pmid2content_map = pickle.load(open(os.path.join(base_path, 'pmid2contents', content_pack), 'rb')) + for pmid, content in pmid2content_map.items(): + if pmid not in all_idx:continue + title_abstract = clean_str('%s %s' % (content[0], content[1])) + if pmid in train_idx: + self.X_train_txt.append(title_abstract) + self.X_train_chi.append(' '.join([cw for cw in title_abstract.split() if cw in self.all_chi_words])) + self.y_train.append(y_train[X_train.index(pmid)]) + elif pmid in dev_idx: + self.X_dev_txt.append(title_abstract) + self.X_dev_chi.append(' '.join([cw for cw in title_abstract.split() if cw in self.all_chi_words])) + self.y_dev.append(y_dev[X_dev.index(pmid)]) + elif pmid in test_idx: + self.X_test_txt.append(title_abstract) + self.X_test_chi.append(' '.join([cw for cw in title_abstract.split() if cw in self.all_chi_words])) + self.y_test.append(y_test[X_test.index(pmid)]) + pmid2content_map.clear() + + self.mlb = MultiLabelBinarizer() + self.mlb.fit(self.y_train + self.y_dev) + self.y_train = self.mlb.transform(self.y_train) + self.y_dev = self.mlb.transform(self.y_dev) + self.y_test = self.mlb.transform(self.y_test) + + + print('Train/Dev/Tes/Num_Classes t: %d / %d / %d / %d' % (len(self.X_train_txt), len(self.X_dev_txt), len(self.X_test_txt), len(list(self.mlb.classes_)))) + + def tokenize(self): + print('Tokenization and Padding ...') + self.tokenizer = text.Tokenizer(num_words=self.max_features) + self.tokenizer.fit_on_texts(self.X_train_txt + self.X_dev_txt) + self.seq_length_txt = int(np.mean([len(x.split()) for x in self.X_dev_txt])) + self.seq_length_chi = int(np.mean([len(x) for x in self.X_dev_chi])) + print('Mean Text sequence length: ', self.seq_length_txt) + print('Mean Chi sequence length: ', self.seq_length_chi) + + self.X_train_txt = self.tokenizer.texts_to_sequences(self.X_train_txt) + self.X_train_txt = sequence.pad_sequences(self.X_train_txt, maxlen=self.seq_length_txt) + + self.X_dev_txt = self.tokenizer.texts_to_sequences(self.X_dev_txt) + self.X_dev_txt = sequence.pad_sequences(self.X_dev_txt, maxlen=self.seq_length_txt) + + self.X_test_txt = self.tokenizer.texts_to_sequences(self.X_test_txt) + self.X_test_txt = sequence.pad_sequences(self.X_test_txt, maxlen=self.seq_length_txt) + + self.X_train_chi = self.tokenizer.texts_to_sequences(self.X_train_chi) + self.X_train_chi = sequence.pad_sequences(self.X_train_chi, maxlen=self.seq_length_chi) + + self.X_dev_chi = self.tokenizer.texts_to_sequences(self.X_dev_chi) + self.X_dev_chi = sequence.pad_sequences(self.X_dev_chi, maxlen=self.seq_length_chi) + + self.X_test_chi = self.tokenizer.texts_to_sequences(self.X_test_chi) + self.X_test_chi = sequence.pad_sequences(self.X_test_chi, maxlen=self.seq_length_chi) + + self.nb_words = min(self.max_features, len(self.tokenizer.word_index)) + + def embeddings(self): + print('Loading the embedding matrix ...') + lWords = open(emb_root + "/word2vecTools/types.txt", encoding="utf-8").readlines() + lVectors = open(emb_root + "/word2vecTools/vectors.txt", encoding="utf-8").readlines() + + assert len(lVectors) == len(lWords) + embeddings_index = {word.strip().lower():np.array([float(num) for num in lVectors[n].strip().split(" ")]) for n, word in enumerate(lWords)} + self.embedding_matrix = np.zeros((self.nb_words, self.emb_size)) + + unknown = 0 + for word, i in self.tokenizer.word_index.items(): + if i >= self.nb_words: continue + embedding_vector = embeddings_index.get(word) + if embedding_vector is not None: + self.embedding_matrix[i] = embedding_vector + else: + unknown += 1 + + print('Embeddings shape: ', self.embedding_matrix.shape) + + def get_model(self): + print('Initializing model ...') + txt_input = Input(shape=(self.seq_length_txt, )) + x1 = Embedding(self.max_features, self.emb_size, weights=[self.embedding_matrix])(txt_input) + x1 = SpatialDropout1D(self.drop_out)(x1) + x1 = Bidirectional(GRU(self.hidden_size, return_sequences=True))(x1) + + txt_avg_pool = GlobalAveragePooling1D()(x1) + txt_max_pool = GlobalMaxPooling1D()(x1) + + chi_input = Input(shape=(self.seq_length_chi,)) + x2 = Embedding(self.max_features, self.emb_size, weights=[self.embedding_matrix])(chi_input) + x2 = SpatialDropout1D(self.drop_out)(x2) + x2 = Bidirectional(GRU(self.hidden_size, return_sequences=True))(x2) + + chi_avg_pool = GlobalAveragePooling1D()(x2) + chi_max_pool = GlobalMaxPooling1D()(x2) + + conc = concatenate([txt_avg_pool, txt_max_pool, chi_avg_pool, chi_max_pool]) + + outp = Dense(len(list(self.mlb.classes_)), activation="sigmoid")(conc) + + self.model = Model(inputs=[txt_input, chi_input], outputs=outp) + + self.model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy']) + print(self.model.summary()) + + def report_result(self, y_pred, y_test): + y_pred_one_hot5 = onehot_target(np.copy(y_pred), threshhold=0.5) + + print(classification_report(y_test, y_pred_one_hot5, target_names=list(self.mlb.classes_))) + + def train(self): + print('Model Training ...') + this_epoch_loss = 1000 + patience = 0 + t1 = time() + for ep in range(self.epochs): + if patience > self.patience: + print('No improve after %d iteration. Training stops'%self.patience) + break + print('Training Model at epoch: ', ep) + hist = self.model.fit([self.X_train_txt, self.X_train_chi], self.y_train, batch_size=self.batch_size, epochs=1, validation_data=([self.X_dev_txt, self.X_dev_chi], self.y_dev), verbose=0) + + if hist.history['val_loss'][0] < this_epoch_loss: + patience = 0 + this_epoch_loss = hist.history['val_loss'][0] + t10 = time() + y_pred = self.model.predict([self.X_test_txt, self.X_test_chi], self.batch_size, verbose=0) + t11 = time() + infer_time = t11 - t10 + print('TRAIN TIME: ', infer_time) + self.report_result(y_pred, self.y_test) + else: + patience +=1 + t2 = time() + train_time = t2 - t1 + print('TRAIN TIME: ', train_time) + + +if __name__=="__main__": + num_training = int(sys.argv[1]) + max_features =int(sys.argv[2]) + ont_classifier = Ontology_classify(num_training, max_features, emb_size=200) + ont_classifier.load_data() + ont_classifier.tokenize() + ont_classifier.embeddings() + ont_classifier.get_model() + ont_classifier.train() + + + + + + + + + + + + + + + diff --git a/main_NB.py b/main_NB.py new file mode 100644 index 0000000..cb0fa17 --- /dev/null +++ b/main_NB.py @@ -0,0 +1,140 @@ +import os +import sys +import json +import pickle +import random +import warnings +import numpy as np +from tqdm import tqdm +from time import time +from tools import clean_str +from sklearn.pipeline import Pipeline +from sklearn.naive_bayes import MultinomialNB +from sklearn.feature_extraction.text import CountVectorizer +from sklearn.feature_extraction.text import TfidfTransformer + + +base_path = os.path.join('umls_org', 'objects') + +warnings.filterwarnings('ignore') + +random.seed(1496) + + +def data(ont, X_train, y_train, X_test, y_test): + x_train_data_plus = [x for n, x in enumerate(X_train) if ont in y_train[n]] + y_train_data_plus = [1 for _ in x_train_data_plus] + + x_train_data_minus = [x for n, x in enumerate(X_train) if ont not in y_train[n]] + y_train_data_minus = [0 for _ in x_train_data_minus] + + x_test_data_plus = [x for n, x in enumerate(X_test) if ont in y_test[n]] + y_test_data_plus = [1 for _ in x_test_data_plus] + + x_test_data_minus = [x for n, x in enumerate(X_test) if ont not in y_test[n]] + y_test_data_minus = [0 for _ in x_test_data_minus] + + x_train = x_train_data_plus + x_train_data_minus + y_train = np.array(y_train_data_plus + y_train_data_minus) + + x_test = x_test_data_plus + x_test_data_minus + y_test = np.array(y_test_data_plus + y_test_data_minus) + + return x_train, y_train, x_test, y_test + + +class Ontology_classify(): + def __init__(self, num_training): + print('Initialization ...') + self.num_training = num_training + descriptions = json.load(open(os.path.join(base_path, 'class_chi2_words_path.json'), 'r')) + self.ontologies = list(descriptions.keys()) + + + def load_data(self): + print('Loading data ...') + X_train, y_train = pickle.load(open(os.path.join(base_path, 'dataset', 'train_ids.pkl'), 'rb')) + X_dev, y_dev = pickle.load(open(os.path.join(base_path, 'dataset', 'dev_ids.pkl'), 'rb')) + X_test, y_test = pickle.load(open(os.path.join(base_path, 'dataset', 'test_ids.pkl'), 'rb')) + X_train, y_train = X_train[:self.num_training], y_train[:self.num_training] + + X_test, y_test = X_test[:self.num_training], y_test[:self.num_training] + X_dev, y_dev = X_dev[:self.num_training], y_dev[:self.num_training] + + + train_idx, dev_idx, test_idx = set(X_train), set(X_dev), set(X_test) + all_idx = train_idx.union(dev_idx).union(test_idx) + self.X_train_txt, self.X_dev_txt, self.X_test_txt = [], [], [] + self.X_train_chi, self.X_dev_chi, self.X_test_chi = [], [], [] + self.y_train, self.y_dev, self.y_test = [], [], [] + content_packs = [mesh_pack for mesh_pack in os.listdir(os.path.join(base_path, 'pmid2contents'))] + for content_pack in tqdm(content_packs): + pmid2content_map = pickle.load(open(os.path.join(base_path, 'pmid2contents', content_pack), 'rb')) + for pmid, content in pmid2content_map.items(): + if pmid not in all_idx:continue + title_abstract = clean_str('%s %s' % (content[0], content[1])) + if pmid in train_idx: + self.X_train_txt.append(title_abstract) + self.y_train.append(y_train[X_train.index(pmid)]) + + elif pmid in dev_idx: + self.X_dev_txt.append(title_abstract) + self.y_dev.append(y_dev[X_dev.index(pmid)]) + + elif pmid in test_idx: + self.X_test_txt.append(title_abstract) + self.y_test.append(y_test[X_test.index(pmid)]) + pmid2content_map.clear() + + +if __name__=="__main__": + num_training = int(sys.argv[1]) + ont_classifier = Ontology_classify(num_training) + ont_classifier.load_data() + + f1s, recalls, perss = [], [], [] + tp, tn, fp, fn = [], [], [], [] + train_times, infer_times = [], [] + for ont in tqdm(ont_classifier.ontologies): + x_train, y_train, x_test, y_test = data(ont, ont_classifier.X_train_txt, ont_classifier.y_train, ont_classifier.X_test_txt, ont_classifier.y_test) + + parameters = {'tfidf__use_idf': (True,),} + + clf = Pipeline([('vect', CountVectorizer(ngram_range=(1, 3))), ('tfidf', TfidfTransformer(use_idf=True)), ('clf', MultinomialNB(alpha=1e-2))]) + t1 = time() + clf.fit(x_train, y_train) + t2 = time() + train_time = t2 - t1 + predicted = clf.predict(x_test) + t3 = time() + infer_time = t3 - t2 + train_times.append(train_time) + infer_times.append(infer_time) + + + for i in zip(y_test, predicted): + if i[0] == i[1] == 1: + tp.append(1) + if i[0] == i[1] == 0: + tn.append(1) + if i[0] != i[1] and i[1] == 1: + fn.append(1) + if i[0] != i[1] and i[1] == 0: + fp.append(1) + recall = sum(tp) / float(sum(tp) + sum(fn)) + percision = sum(tp) / float(sum(tp) + sum(fp)) + f1 = (2 * recall * percision) / float(percision + recall) + + f1s.append(f1) + recalls.append(recall) + perss.append(percision) + print('\ntp:%d, tn:%d, fp:%d, fn:%d' % (sum(tp), sum(tn), sum(fp), sum(fn))) + print('\np:%0.2f, r:%0.2f, f1:%0.2f' % (percision, recall, f1)) + print("Time train/infer: %d / %d"%(sum(train_times), sum(infer_times))) + + + + + + + diff --git a/pmids_with_duplicate_labels.json b/pmids_with_duplicate_labels.json new file mode 100644 index 0000000..c6cb429 --- /dev/null +++ b/pmids_with_duplicate_labels.json @@ -0,0 +1 @@ +["31316748", "31316749", "31249671", "31354935", "31354936", "33082931", "32789008", "32685136", "33101652", "33123347", "33082933", "33082937", "32185014", "32318265", "32509275", "32494356", "32399207", "32518633", "32518635", "32528653", "32528654", "32528660", "32528663", "32528662", "32528664", "32528666", "33953905", "33968362", "33953906", "33968366", "33968367", "33968364", "33953911", "33953912", "33880173", "33447385", "33976867", "33976866", "33163157", "32551096", "33796269", "33796271", "33796272", "33796273", "33796274", "33796275", "33796276", "33796277", "32765842", "32850123", "32117565", "32724561", "32685135", "32864102", "32864103", "32864105", "32864107", "32953085", "32704355", "32802319", "32913639", "32983412", "32983416", "32983417", "26731112", "30410729", "30410730", "30228881", "30473778", "30613392", "34457241", "34457242", "34381592", "31448078", "31448076", "31448077", "34249333", "34316356", "34316365", "34381591", "33953909", "33082934", "26817927", "34504683", "34394917", "34540201", "34540202", "34540203", "34540205", "32760576", "32765830", "32765839", "32765840", "32695314", "32789001", "32765843", "32802310", "32802311", "32802320", "34484692", "34113437", "34621507", "34631013", "34631015", "34631016", "34631019", "34631024", "34381593", "34631028", "34631035", "34631036", "33082936", "32913637", "30109026", "30210790", "32399180", "32399181", "32399186", "32399197", "32399198", "32399199", "32399205", "32399178", "32399179", "32419926", "30815250", "33145008", "33447383", "33500775", "33500778", "34113435", "34046172", "34026047", "33299556", "34136131", "34136133", "33564392", "34104426", "34046164", "32742640", "34158927", "33163158", "34158928", "34164111", "34164117", "25919287", "30647904", "30647905", "30647906", "30647907", "30519456", "30505431", "30519457", "30519458", "30345031", "25353639", "33604026", "33604025", "33604028", "33628429", "33628430", "33335715", "33628432", "33628433", "33628435", "33628437", "33520196", "33628440", "32676183", "32695310", "32595959", "32704356", "30254740", "30210788", "30135716", "30271574", "30271578", "30271589", "30271590", "32194944", "32226605", "32047617", "32201577", "32269765", "32269766", "32269769", "32269767", "32089837", "33391729", "33299552", "33299554", "33299555", "33335717", "33163160", "33391730", "33456759", "25627680", "30828421", "30363398", "30918627", "32566130", "32566134", "32025289", "33680432", "33732436", "33841801", "32399202", "32595953", "32676185", "34394916", "34386197", "30228877", "30338058", "30345018", "30345019", "30345020", "30210787", "30345025", "30345029", "32765829", "33520194", "33520197", "33363713", "33537123", "33537124", "33537125", "31984131", "32595956", "33014339", "33014344", "33014342", "33014345", "33014346", "33014347", "32047598", "34567527", "34567535", "34567536", "30135730", "30135732", "30210786", "33145007", "33145010", "33149899", "33163155", "33163154", "33163156", "33163159", "31069050", "30984370", "33732447", "31016009", "30498568", "30498569", "34026049", "34026050", "26035428", "31119028", "30705748", "31275557", "31281631", "31249668", "33274053", "32742637", "32742639", "32612807", "32595954", "30863532", "30863531", "34055314", "34055321", "30687500", "31723409", "31723411", "33381298", "32226607", "32226614", "30705749", "30705751", "31143439", "31231504", "31231505", "31231506", "32399182", "32399204", "30800286", "30828420", "30800287", "33564396", "33953904", "30430004", "30430005", "30430006", "32489650", "34646504", "33224479", "33335718", "34354812", "34354814", "34354813", "34249340", "34249344", "34354820", "33282210", "32595936", "32595955", "32185020", "33564394", "30467520", "30443343", "30467521", "33214873", "33214880", "30443344", "34504687", 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b/tools.py new file mode 100644 index 0000000..2f08e36 --- /dev/null +++ b/tools.py @@ -0,0 +1,26 @@ +import re + +def clean_str(string): + if string is None: string = 'None' + string = re.sub(r"[^A-Za-z0-9\'\.\?]", " ", string) + string = re.sub(r"\'s", " \'s", string) + string = re.sub(r"\'ve", " \'ve", string) + string = re.sub(r"n\'t", " n\'t", string) + string = re.sub(r"\'re", " \'re", string) + string = re.sub(r"\'d", " \'d", string) + string = re.sub(r"\'ll", " \'ll", string) + string = re.sub(r"\?", " \? ", string) + string = re.sub(r"\.", " . ", string) + string = re.sub(r"\'", " ", string) + string = re.sub(r"\s{2,}", " ", string) + return string.strip().lower() + + +def onehot_target(d, threshhold=0.5): + """ + :param d: an array of probabilities of issues + :return: a one-hot array of classes + """ + d[d >= threshhold] = 1 + d[d < threshhold] = 0 + return d \ No newline at end of file