| --- |
| dataset_info: |
| features: |
| - name: text |
| dtype: string |
| - name: id |
| dtype: string |
| - name: dump |
| dtype: string |
| - name: url |
| dtype: string |
| - name: date |
| dtype: string |
| - name: file_path |
| dtype: string |
| - name: language |
| dtype: string |
| - name: token_count |
| dtype: int64 |
| - name: dataset |
| dtype: string |
| splits: |
| - name: train |
| num_examples: 17781952 |
| license: odc-by |
| language: |
| - en |
| size_categories: |
| - 10M<n<100M |
| tags: |
| - pretraining |
| - smol-data |
| pretty_name: FinePDFs-Edu 100BT |
| --- |
| |
| # FinePDFs-Edu 100BT |
|
|
| A ~100 billion token English subset of [FinePDFs-Edu](https://huggingface.co/datasets/HuggingFaceFW/finepdfs-edu) (eng_Latn split), created for efficient pretraining experiments. |
| |
| Part of the [Smol-Data](https://huggingface.co/collections/HuggingFaceFW/smol-data) collection — tried and tested mixes for strong pretraining. |
| |
| ## Dataset Description |
| |
| This dataset was created by randomly sampling from the English split of FinePDFs-Edu (~136B tokens) to produce a ~100B token subset. Since the source is only ~136B tokens and the target is 100B, the sampling rate is high (~77%), meaning most of the source data is retained. |
| |
| A pre-shuffled version is available at [HuggingFaceFW/finepdfs_edu_100BT-shuffled](https://huggingface.co/datasets/HuggingFaceFW/finepdfs_edu_100BT-shuffled). |
| |
| ## How It Was Created |
| |
| 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. |
| |
| ## Usage |
| |
| ```python |
| from datasets import load_dataset |
|
|
| ds = load_dataset("HuggingFaceFW/finepdfs_edu_100BT", split="train", streaming=True) |
| for sample in ds: |
| print(sample["text"][:200]) |
| break |
| ``` |
| |
| ## Citation |
| |
| ```bibtex |
| @misc{niklaus2026smoldata, |
| title={SmolData}, |
| author={Joel Niklaus and Hynek Kydl{\'\i}{\v{c}}ek}, |
| year={2026}, |
| publisher={Hugging Face}, |
| journal={Hugging Face repository}, |
| howpublished={\url{https://huggingface.co/collections/HuggingFaceFW/smol-data}} |
| } |
| ``` |
| |