Source code for oumi.datasets.pretraining.c4
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from oumi.core.datasets import BasePretrainingDataset
from oumi.core.registry import register_dataset
[docs]
@register_dataset("allenai/c4")
class C4Dataset(BasePretrainingDataset):
"""A dataset for pretraining on the Colossal Clean Crawled Corpus (C4).
The C4 dataset is based on the Common Crawl dataset and is available in
multiple variants: 'en', 'en.noclean', 'en.noblocklist', 'realnewslike',
and 'multilingual' (mC4). It is intended for pretraining language models
and word representations.
For more details and download instructions, visit:
https://huggingface.co/datasets/allenai/c4
References:
Paper: https://arxiv.org/abs/1910.10683
Data Fields:
- url: URL of the source as a string
- text: Text content as a string
- timestamp: Timestamp as a string
Dataset Variants:
- en: 305GB
- en.noclean: 2.3TB
- en.noblocklist: 380GB
- realnewslike: 15GB
- multilingual (mC4): 9.7TB (108 subsets, one per language)
The dataset is released under the ODC-BY license and is subject to the
Common Crawl terms of use.
"""
default_dataset = "allenai/c4"