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from datasets import load_dataset |
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from tqdm import tqdm |
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import time |
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import sentencepiece as spm |
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s = spm.SentencePieceProcessor(model_file="tokenizer.model") |
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def main(): |
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for subset in ["algebraic-stack", "arxiv", "open-web-math",]: |
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for split in ["train", "validation", "test"]: |
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data = load_dataset("proof-pile-2.py", subset)[split] |
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print(data) |
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num_toks = 0 |
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start = time.time() |
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for x in tqdm(data): |
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num_toks += len(s.encode(x['text'])) |
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total = time.time() - start |
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print(f"Traversed {num_toks:.5e} of {subset}-{split} in {total} seconds") |
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if __name__=="__main__": |
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main() |
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