PEP 561 type stubs for joblib, providing type hints for joblib's core modules including Parallel, delayed, Memory, and dump/load. Current version is 1.5.3.1.20260117, compatible with joblib>=1.5.3.2 (cpython-only). Updated to track joblib releases, with occasional fixes for type accuracy.
pip install joblib-stubsVerified import paths — ran on the pinned version, not inferred.
Install joblib-stubs and use joblib normally; mypy or pyright will use the stubs for type checking.
Install both: `pip install joblib joblib-stubs`.
Check compatibility: `pip install joblib-stubs==$(python -c 'import joblib; print(joblib.__version__)')` or use constraints.
If you encounter type errors for advanced usage, consider adding inline `# type: ignore[arg-type]` and report issue to GitHub.