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cache can't cleaned or disabled #7260

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charliedream1 opened this issue Oct 29, 2024 · 1 comment
Open

cache can't cleaned or disabled #7260

charliedream1 opened this issue Oct 29, 2024 · 1 comment

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@charliedream1
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charliedream1 commented Oct 29, 2024

Describe the bug

I tried following ways, the cache can't be disabled.

I got 2T data, but I also got more than 2T cache file. I got pressure on storage. I need to diable cache or cleaned immediately after processed. Following ways are all not working, please give some help!

from datasets import disable_caching
from transformers import AutoTokenizer
disable_caching()

tokenizer = AutoTokenizer.from_pretrained(args.tokenizer_path)
def tokenization_fn(examples):
    column_name = 'text' if 'text' in examples else 'data'
    tokenized_inputs = tokenizer(
        examples[column_name], return_special_tokens_mask=True, truncation=False,
        max_length=tokenizer.model_max_length
    )
    return tokenized_inputs

data = load_dataset('json', data_files=save_local_path, split='train', cache_dir=None)
data.cleanup_cache_files()
updated_dataset = data.map(tokenization_fn, load_from_cache_file=False)
updated_dataset .cleanup_cache_files()

Expected behavior

no cache file generated

Environment info

Ubuntu 20.04.6 LTS
datasets 3.0.2

@baskrahmer
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Hey I have a similar problem and found a workaround using temporary directories:

from tempfile import TemporaryDirectory

data = load_dataset('json', data_files=save_local_path, split='train', cache_dir=TemporaryDirectory())

But I do agree that it would be more intuitive if datasets supported this directly. Especially disable_caching is confusing, since it basically doesn't disable caching.

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