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prepare_data.py
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prepare_data.py
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from tools.corpora import prepare_dataset, DATA_DOWNLOADERS
import argparse
TOKENIZER_CHOICES = [
"HFGPT2Tokenizer",
"HFTokenizer",
"GPT2BPETokenizer",
"CharLevelTokenizer",
]
DATASET_CHOICES = [i for i in DATA_DOWNLOADERS.keys() if i != "pass"]
def get_args():
parser = argparse.ArgumentParser(description="Download & preprocess neox datasets")
parser.add_argument(
"dataset",
nargs="?",
default="enron",
help="name of dataset to download.",
choices=DATASET_CHOICES,
)
parser.add_argument(
"-t",
"--tokenizer",
default="GPT2BPETokenizer",
choices=TOKENIZER_CHOICES,
help=f'Type of tokenizer to use - choose from {", ".join(TOKENIZER_CHOICES)}',
)
parser.add_argument(
"-d",
"--data-dir",
default=None,
help=f"Directory to which to download datasets / tokenizer "
f"files - defaults to ./data",
)
parser.add_argument(
"-v", "--vocab-file", default=None, help=f"Tokenizer vocab file (if required)"
)
parser.add_argument(
"-m", "--merge-file", default=None, help=f"Tokenizer merge file (if required)"
)
return parser.parse_args()
if __name__ == "__main__":
args = get_args()
prepare_dataset(
dataset_name=args.dataset,
tokenizer_type=args.tokenizer,
data_dir=args.data_dir,
vocab_file=args.vocab_file,
merge_file=args.merge_file,
)