from collections import defaultdict import hashlib import os import json import tqdm import pandas as pd WORK_DIR = os.path.dirname(os.path.abspath(__file__)) MD5 = { "MMGenBench-Domain.tsv": "5c10daf6e2c5f08bdfb0701aa6db86bb", "MMGenBench-Domain.json": "0a3164af5734192665e56b18d2fb2220", "MMGenBench-Test-label-count.json": "d256a30f90f6b732281aa6847fa33bb6", "MMGenBench-Test-label-index.json": "68372cda211b5ec85576cdc9f939656b", "MMGenBench-Test.json": "672789f8073f7f55a753c7f3d0ad075e", "MMGenBench-Test.tsv": "94f8dac6bbf7c20be403f99adeaa73da", } def main(): for filename, md5 in MD5.items(): with open(os.path.join(WORK_DIR, filename), 'rb') as f: assert md5 == hashlib.md5(f.read()).hexdigest(), f'{filename} md5 not match' print('MD5 check pass') print("Running data check") domain_tsv = pd.read_csv(os.path.join(WORK_DIR, 'MMGenBench-Domain.tsv'), sep='\t') domain_json = json.load(open(os.path.join(WORK_DIR, 'MMGenBench-Domain.json'))) for i in range(len(domain_tsv)): tmp = domain_json[i] tmp['index'] = tmp['id'] del tmp['id'], tmp['img_path'] assert domain_tsv.iloc[i].to_dict() == tmp, f'{domain_tsv.iloc[i].to_dict()} != {tmp}' print('Domain check pass') test_tsv = pd.read_csv(os.path.join(WORK_DIR, 'MMGenBench-Test.tsv'), sep='\t') test_json = json.load(open(os.path.join(WORK_DIR, 'MMGenBench-Test.json'))) test_label_index = json.load(open(os.path.join(WORK_DIR, 'MMGenBench-Test-label-index.json'))) test_label_count = json.load(open(os.path.join(WORK_DIR, 'MMGenBench-Test-label-count.json'))) label_index = defaultdict(list) label_count = defaultdict(int) for i in range(len(test_tsv)): tmp = test_json[i] for label in tmp['label']: label_index[label].append(i) label_count[label] += 1 tmp['index'] = tmp['id'] del tmp['id'], tmp['label'], tmp['label_detail'] assert test_tsv.iloc[i].to_dict() == tmp, f'{test_tsv.iloc[i].to_dict()} != {tmp}' assert label_index == test_label_index, f'{label_index} != {test_label_index}' assert label_count == test_label_count, f'{label_count} != {test_label_count}' print('Test check pass') if __name__ == '__main__': main()