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