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[MNT] add standalone performance benchmark suite with pre-2.0 baseline#964

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[MNT] add standalone performance benchmark suite with pre-2.0 baseline#964
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Measures fit() and transform() wall-clock time for 40 representative transformers across all modules, on synthetic data of configurable size. Supports saving a baseline and comparing later runs against it, failing when a benchmark regresses beyond a threshold. Not collected by pytest and not run in CI; see benchmarks/README.md.

Baseline recorded before the 2.0 refactoring (polars support, numpy compute) as the reference to verify that the refactoring speeds up the transformers rather than slowing them down.

Measures fit() and transform() wall-clock time for 40 representative
transformers across all modules, on synthetic data of configurable size.
Supports saving a baseline and comparing later runs against it, failing
when a benchmark regresses beyond a threshold. Not collected by pytest
and not run in CI; see benchmarks/README.md.

Baseline recorded before the 2.0 refactoring (polars support, numpy
compute) as the reference to verify that the refactoring speeds up the
transformers rather than slowing them down.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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