huggingface/transformers-mlinter

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<p align="center"> <img src="https://raw.githubusercontent.com/huggingface/transformers-mlinter/main/docs/assets/images/mlinter-logo.png" alt="mlinter" width="360"> </p> # mlinter A standalone linter for [Hugging Face Transformers](https://github.com/huggingface/transformers) model integration files — `modeling_*.py`, `modular_*.py`, `configuration_*.py`, `processing_*.py`, `image_processing_*.py`, `video_processing_*.py`, `feature_extraction_*.py`, `tokenization_*.py` and `generation_*.py` under `src/transformers/models/`, plus `test_tokenization_*.py` under `tests/models/`. It enforces the structural conventions that keep hundreds of model implementations consistent with each other. **📖 Documentation: <https://huggingface.github.io/transformers-mlinter/>** The docs site is generated from `mlinter/rules.toml`, so its [rule reference](https://huggingface.github.io/transformers-mlinter/rules/) is always in step with the installed rules. ## Installation ```bash pip install transformers-mlinter ``` When working on the transformers repo, mlinter is included in the `quality` extras: ```bash pip install -e ".[quality]" ``` ## Quick start Run from the root of a transformers checkout: ```bash mlinter # check every model integration file mlinter --changed-only --base-ref origin/main # only what you changed mlinter --list-rules # list rules and their default state mlinter --rule TRF001 # explain one rule ``` Pass a path to check code that lives outside a transformers checkout — a model repository shipped on the Hub with `trust_remote_code`, for instance, which has to honour the same conventions: ```bash mlinter ~/models/LLaDA-8B-Instruct # a directory, searched recursively mlinter path/to/modeling_llada.py # or a single file ``` See the [CLI reference](https://huggingface.github.io/transformers-mlinter/usage/) for every flag, the Python API, and cache locations. ## Documentation map | Page | What's there | |:-----|:-------------| | [Home](https://huggingface.github.io/transformers-mlinter/) | What mlinter checks and why, installation, how rule registration works | | [Rules](https://huggingface.github.io/transformers-mlinter/rules/) | All rules, filterable, one page each with examples and exemptions | | [CLI usage](https://huggingface.github.io/transformers-mlinter/usage/) | Every flag, output formats, cache, Python API | | [Suppressing rules](https://huggingface.github.io/transformers-mlinter/suppressing/) | `# trf-ignore`, whole-file directives, cutoff dates, allowlists | | [Contributing a rule](https://huggingface.github.io/transformers-mlinter/contributing/) | Adding a rule, the `add-mlinter-rule` skill, constraints on a rule | | [Releasing](https://huggingface.github.io/transformers-mlinter/release/) | The tag-driven release process | ## Development ```bash git clone https://github.com/huggingface/transformers-mlinter cd transformers-mlinter pip install -e ".[dev]" ``` ```bash make test # pytest under tests/ make lint # ruff check + format --check make format # auto-fix style make typecheck # ty on mlinter/ ``` ### Building the docs site The rule pages are generated and git-ignored. Building needs the Ruby toolchain once: ```bash cd docs && bundle install && cd .. make docs # regenerate rule pages, build the site, check internal links make docs-serve # live preview on http://localhost:4000/transformers-mlinter/ ``` ## License Apache-2.0. See [LICENSE](LICENSE).

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add-mlinter-rule

مطوّرو البرمجيات

Add a new TRF rule to the mlinter. Checks for duplicates, creates the rule module and TOML entry, runs against all models, and handles violations (fix or allowlist).

لغة النص الأصلي: الإنجليزية

2026-08-24

remove-mlinter-rule

محللو ضمان جودة البرمجيات والمختبرون

Retire a TRF rule from the mlinter. Marks the rule deprecated in rules.toml, deletes its module and tests, and records the removal in the CHANGELOG. Use when asked to remove, retire, drop, or delete a rule.

لغة النص الأصلي: الإنجليزية

2026-08-24

release

مطوّرو البرمجيات

Cut a new transformers-mlinter release. Bumps the version across all pinned locations, updates the CHANGELOG, runs local checks and a packaged smoke test, drives the tag-based GitHub Actions publish to PyPI, then opens the next development version on main.…

لغة النص الأصلي: الإنجليزية

2026-08-17

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