Leakage-safe end-to-end DF+FS+classification pipeline configuration, execution, and reproducibility helpers.
Package source: tabnetics.pipeline
Package overview
Stable DF+FS pipeline surface with the promoted leakage-safe FS->DF workflow (df_stage_position="after_fs"), so distribution fitting operates on the feature space that survives selection rather than the full raw matrix.
Stable exports
class ClassificationConfig(class) - Source. Stage-2 classifier backend configuration.class DFFSConfig(class) - Source.class DistributionFitterConfig(class) - Source.class DistributionFeatureSelectionPipeline(class) - Source. Integrated DF+FS pipeline with strict leakage-safe protocol.
Module details
tabnetics.pipeline.__init__
Stable DF+FS pipeline surface with the promoted leakage-safe FS->DF workflow (df_stage_position="after_fs"), so distribution fitting operates on the feature space that survives selection rather than the full raw matrix.
No top-level public symbols are exported directly from this module.
tabnetics.pipeline.config
Pipeline configuration dataclasses for the stable DF+FS runtime, including the promoted df_stage_position="after_fs" ordering used by the benchmark and validation entrypoints.
No top-level public symbols are exported directly from this module.
tabnetics.pipeline.pipeline
Integrated distribution-fitting + feature-selection pipeline.
class SupportProfile(class) - Source.class DataAuditReport(class) - Source.class DistributionFitSummary(class) - Source.class DistributionFitterConfig(class) - Source.class ClassificationConfig(class) - Source. Stage-2 classifier backend configuration.class DFFSConfig(class) - Source.class PipelineRunResult(class) - Source.class DFFSReproducibleModel(class) - Source. Inference helper that can be reconstructed from a JSON model bundle.def load_df_fs_model_bundle(path: str) -> DFFSReproducibleModel(function) - Source.class DistributionFitter(class) - Source. Wrapper around UnifiedDistributionSelectorV6 with auditing and diagnostics.class DistributionFeatureSelectionPipeline(class) - Source. Integrated DF+FS pipeline with strict leakage-safe protocol.
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