|
from datasets import load_dataset |
|
from tqdm import tqdm |
|
import time |
|
|
|
import sentencepiece as spm |
|
|
|
s = spm.SentencePieceProcessor(model_file="tokenizer.model") |
|
|
|
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() |
|
|
