| import os | |
| import json | |
| import argparse | |
| from collections import defaultdict | |
| def get_args(): | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument('--experiment', | |
| type=str, | |
| required=True) | |
| args = parser.parse_args() | |
| return args | |
| def get_gt(data_path): | |
| GT = {} | |
| for category in os.listdir(data_path): | |
| category_dir = os.path.join(data_path, category) | |
| if not os.path.isdir(category_dir): | |
| continue | |
| if os.path.exists(os.path.join(category_dir, 'images')): | |
| image_path = os.path.join(category_dir, 'images') | |
| qa_path = os.path.join(category_dir, 'questions_answers_YN') | |
| else: | |
| image_path = qa_path = category_dir | |
| assert os.path.isdir(image_path), image_path | |
| assert os.path.isdir(qa_path), qa_path | |
| for file in os.listdir(qa_path): | |
| if not file.endswith('.txt'): | |
| continue | |
| for line in open(os.path.join(qa_path, file)): | |
| question, answer = line.strip().split('\t') | |
| GT[(category, file, question)] = answer | |
| return GT | |
| if __name__ == "__main__": | |
| args = get_args() | |
| GT = get_gt( | |
| data_path='MME_Benchmark_release_version' | |
| ) | |
| experiment = args.experiment | |
| result_dir = os.path.join('eval_tool', 'answers', experiment) | |
| os.makedirs(result_dir, exist_ok=True) | |
| answers = [json.loads(line) for line in open(os.path.join('answers', f'{experiment}.jsonl'))] | |
| results = defaultdict(list) | |
| for answer in answers: | |
| category = answer['question_id'].split('/')[0] | |
| file = answer['question_id'].split('/')[-1].split('.')[0] + '.txt' | |
| question = answer['prompt'] | |
| results[category].append((file, answer['prompt'], answer['text'])) | |
| for category, cate_tups in results.items(): | |
| with open(os.path.join(result_dir, f'{category}.txt'), 'w') as fp: | |
| for file, prompt, answer in cate_tups: | |
| if 'Answer the question using a single word or phrase.' in prompt: | |
| prompt = prompt.replace('Answer the question using a single word or phrase.', '').strip() | |
| if 'Please answer yes or no.' not in prompt: | |
| prompt = prompt + ' Please answer yes or no.' | |
| if (category, file, prompt) not in GT: | |
| prompt = prompt.replace(' Please answer yes or no.', ' Please answer yes or no.') | |
| gt_ans = GT[category, file, prompt] | |
| tup = file, prompt, gt_ans, answer | |
| fp.write('\t'.join(tup) + '\n') | |