| 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'] |
|
|
| |
| 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): |
| print(file) |
| print(answers[0]['question_id']) |
| assert file.startswith('coco_pope_') |
| assert file.endswith('.json') |
| category = file[10:-5] |
| print(category) |
| 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("====================================") |
|
|
