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…obability metric support, and robust parallelism control
_temp_groups mutated scaler state at predict time — conceptually fragile and coupling engine internals to scaler implementation. SubjectStandardScaler now declares groups routing via set_transform_request inside a config_context so the request state persists on the instance and survives clone(). Prediction path activates enable_metadata_routing only when SubjectStandardScaler is present, keeping all other estimators on the default path. Also restores search_cv groups routing that was accidentally dropped when the scaler routing block was added.
…peline Thread optional per-sample weights through Experiment.run() → _cross_validate() → fit_and_score_fold() → fit_estimator(). Only the training-fold slice reaches the classifier; test samples are never weighted. Routing uses inspect.signature so classifiers that don't expose sample_weight in their fit() signature are silently skipped rather than raising. Tests verify: weight forwarding, None passthrough, unsupported-clf safety, train-only slicing, and length-mismatch validation.
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…calers Enhancement/metadata routed scalers
Dependency ReviewThe following issues were found:
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