[3/3] cp_measure features + coordinate alignment for calculate_image_features#1216

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timtreis:feature/image-features-alignment-cpmeasure

Commits on Jun 15, 2026

feat(experimental/im): cp_measure features + coordinate alignment
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Commits on Jun 16, 2026

perf(experimental/im): clamp BLAS/OpenMP threads in per-tile featurize
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build(deps): declare distributed and threadpoolctl
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refactor(experimental): shared tiled-execution engine (_run_tiled)
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perf(experimental/im): run featurization on the shared dask engine
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test(experimental/im): cover the distributed featurization engine
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docs(experimental/im): document the distributed featurization engine
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fix(experimental): address code-review findings on the dask engine
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feat(experimental/im): feature-naming + UX fixes from the bio demo
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fix(experimental): scale + accuracy fixes from review
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refactor(experimental): trim the dask engine + featurization for clarity
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docs: fix RTD nitpicky build (unresolved dask.distributed xref)
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