import gzip import json import os from argparse import ArgumentParser parser = ArgumentParser() parser.add_argument( "-d", "--data_path", type=str, required=True, help="Data path containing the CompGuessWhat?! datasets (files with 'jsonl.gz' extension)", ) parser.add_argument( "--examples", type=int, default=5, help="Number of games to consider in the dummy dataset", ) original_data_files = { "train": "compguesswhat.train.jsonl.gz", "valid": "compguesswhat.valid.jsonl.gz", "test": "compguesswhat.test.jsonl.gz", } zs_data_files = { "nd_valid": "compguesswhat.nd_valid.jsonl.gz", "od_valid": "compguesswhat.od_valid.jsonl.gz", "nd_test": "compguesswhat.nd_test.jsonl.gz", "od_test": "compguesswhat.od_test.jsonl.gz", } COMPGUESSWHAT_ROOT = "datasets/compguesswhat/" def create_dummy_data_for_split(data_path, dataset_name, dataset_version, data_files): full_dataset_name = "-".join(["compguesswhat", dataset_name]) dummy_data_path = os.path.join( COMPGUESSWHAT_ROOT, "dummy", full_dataset_name, dataset_version, "dummy_data", full_dataset_name, dataset_version, ) if not os.path.exists(dummy_data_path): os.makedirs(dummy_data_path) for split_name, split_file in data_files.items(): print(f"Generating dummy data for split {split_name} (num. examples = {args.examples})") split_filepath = os.path.join(data_path, full_dataset_name, dataset_version, split_file) print(f"Reading split file {split_filepath}") with gzip.open(split_filepath) as in_file: dummy_filepath = os.path.join(dummy_data_path, split_file) with gzip.open(dummy_filepath, mode="w") as out_file: for i, line in enumerate(in_file): if i > args.examples: break data = json.loads(line.strip()) out_file.write(json.dumps(data).encode("utf-8")) out_file.write(b"\n") def main(args): # args.data_path is the directory containing the already downloaded dataset files # we assume that the dataset test was successful and we have the file dataset_info.json dataset_info_path = os.path.join(COMPGUESSWHAT_ROOT, "dataset_infos.json") if not os.path.exists(dataset_info_path): raise ValueError( "The file 'dataset_info.json' doesn't exists. Make sure that you run the dataset tests via datasets-cli." ) with open(dataset_info_path, encoding="utf-8") as in_file: dataset_info = json.load(in_file) dataset_version = dataset_info["compguesswhat-original"]["version"]["version_str"] print(f"Creating dummy data for CompGuessWhat?! {dataset_version}") print("Original dataset...") create_dummy_data_for_split(args.data_path, "original", dataset_version, original_data_files) print("Zero-shot dataset...") create_dummy_data_for_split(args.data_path, "zero_shot", dataset_version, zs_data_files) if __name__ == "__main__": args = parser.parse_args() main(args)