Add dataset card
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README.md
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---
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dataset_info:
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features:
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- name: text
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dtype: string
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- name: id
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dtype: string
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- name: dump
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dtype: string
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- name: url
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dtype: string
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- name: date
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dtype: string
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- name: file_path
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dtype: string
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- name: language
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dtype: string
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- name: language_score
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dtype: float64
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- name: token_count
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dtype: int64
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- name: score
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dtype: float64
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- name: int_score
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dtype: int64
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- name: dataset
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dtype: string
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splits:
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- name: train
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num_examples: 160677091
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license: odc-by
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language:
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- en
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size_categories:
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- 100M<n<1B
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tags:
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- pretraining
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- smol-data
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pretty_name: FineWeb 100BT
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---
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# FineWeb 100BT
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A ~100 billion token English subset of [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb), created for efficient pretraining experiments.
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Part of the [Smol-Data](https://huggingface.co/collections/HuggingFaceFW/smol-data) collection — tried and tested mixes for strong pretraining.
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## Dataset Description
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This dataset was created by randomly sampling from the full FineWeb dataset (~16.9T tokens) to produce a ~100B token subset. Sampling was performed with a fixed seed (42) and a slight 1.05× oversampling factor to account for variance.
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A pre-shuffled version is available at [HuggingFaceFW/fineweb_100BT-shuffled](https://huggingface.co/datasets/HuggingFaceFW/fineweb_100BT-shuffled).
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## How It Was Created
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The dataset was generated using [datatrove](https://github.com/huggingface/datatrove) with the [smol_data.py](https://github.com/huggingface/datatrove/blob/main/examples/smol_data.py) script. The pipeline reads from the source dataset in streaming mode, applies a `SamplerFilter` to downsample, and writes the result back to the Hugging Face Hub.
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("HuggingFaceFW/fineweb_100BT", split="train", streaming=True)
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for sample in ds:
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print(sample["text"][:200])
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break
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```
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## Citation
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```bibtex
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@misc{niklaus2025fineweb100bt,
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title={FineWeb 100BT},
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author={Joel Niklaus and Hynek Kydl{\'\i}{\v{c}}ek},
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year={2026},
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publisher={Hugging Face},
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journal={Hugging Face repository},
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howpublished={\url{https://huggingface.co/datasets/HuggingFaceFW/fineweb_100BT}}
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}
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```
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