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| import os | |
| import json | |
| import argparse | |
| def eval_pope(answers, label_file): | |
| label_list = [json.loads(q)['label'] for q in open(label_file, 'r')] | |
| for answer in answers: | |
| text = answer['text'] | |
| # Only keep the first sentence | |
| if text.find('.') != -1: | |
| text = text.split('.')[0] | |
| text = text.replace(',', '') | |
| words = text.split(' ') | |
| if 'No' in words or 'not' in words or 'no' in words: | |
| answer['text'] = 'no' | |
| else: | |
| answer['text'] = 'yes' | |
| for i in range(len(label_list)): | |
| if label_list[i] == 'no': | |
| label_list[i] = 0 | |
| else: | |
| label_list[i] = 1 | |
| pred_list = [] | |
| for answer in answers: | |
| if answer['text'] == 'no': | |
| pred_list.append(0) | |
| else: | |
| pred_list.append(1) | |
| pos = 1 | |
| neg = 0 | |
| yes_ratio = pred_list.count(1) / len(pred_list) | |
| TP, TN, FP, FN = 0, 0, 0, 0 | |
| for pred, label in zip(pred_list, label_list): | |
| if pred == pos and label == pos: | |
| TP += 1 | |
| elif pred == pos and label == neg: | |
| FP += 1 | |
| elif pred == neg and label == neg: | |
| TN += 1 | |
| elif pred == neg and label == pos: | |
| FN += 1 | |
| print('TP\tFP\tTN\tFN\t') | |
| print('{}\t{}\t{}\t{}'.format(TP, FP, TN, FN)) | |
| precision = float(TP) / float(TP + FP) | |
| recall = float(TP) / float(TP + FN) | |
| f1 = 2*precision*recall / (precision + recall) | |
| acc = (TP + TN) / (TP + TN + FP + FN) | |
| print('Accuracy: {}'.format(acc)) | |
| print('Precision: {}'.format(precision)) | |
| print('Recall: {}'.format(recall)) | |
| print('F1 score: {}'.format(f1)) | |
| print('Yes ratio: {}'.format(yes_ratio)) | |
| print('%.3f, %.3f, %.3f, %.3f, %.3f' % (f1, acc, precision, recall, yes_ratio) ) | |
| if __name__ == "__main__": | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument("--annotation-dir", type=str) | |
| parser.add_argument("--question-file", type=str) | |
| parser.add_argument("--result-file", type=str) | |
| args = parser.parse_args() | |
| questions = [json.loads(line) for line in open(args.question_file)] | |
| questions = {question['question_id']: question for question in questions} | |
| answers = [json.loads(q) for q in open(args.result_file)] | |
| for file in os.listdir(args.annotation_dir): | |
| assert file.startswith('coco_pope_') | |
| assert file.endswith('.json') | |
| category = file[10:-5] | |
| cur_answers = [x for x in answers if questions[x['question_id']]['category'] == category] | |
| print('Category: {}, # samples: {}'.format(category, len(cur_answers))) | |
| eval_pope(cur_answers, os.path.join(args.annotation_dir, file)) | |
| print("====================================") | |