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Model components / Dataset Processing Tools

datatrove

Hugging Face

Platform-agnostic library of composable pipeline blocks for large-scale text data processing (reading, filtering, deduplication, tokenization) that runs unchanged across local, Slurm, and cloud backends. The reference pretraining-data pipeline behind the FineWeb family.

Hugging Face datatrove; repo active (v0.9.0, 2026-03-04), Apache-2.0 confirmed live 2026-07-21. Built FineWeb, FineWeb-Edu, FineWeb-2, and FineMath; the de-facto open pretraining-data processing pipeline.

Openness

5 high confidence
5.0
license
Apache-2.0(OSI)
source
public(huggingface/datatrove)
governance
Hugging Face
managed-tier
none
core-gated
ungated

Fully OSI-licensed (Apache-2.0), full source public, no proprietary core or managed gate.

Adoption

3 high confidence
3.0

~55k PyPI downloads/month; the reference pipeline for the FineWeb dataset family and widely reused across open pretraining-data efforts.

Capability

5 high confidence
5.0

Benchmark-anchored on the output corpus (a proxy for the tool): FineWeb-Edu leads public pretraining corpora on the FineWeb ablation suite.

  • https://arxiv.org/abs/2406.17557 recorded 2026-07-21

    FineWeb ablation: FineWeb-Edu tops public datasets on an 8-task aggregate (identical 1.82B model, equal tokens)

Unchanged since 2026-07-30 (last edited, not re-checked)