Generic role coverage

Generated by scripts/generate_role_coverage.py from the native manifest (ABI 2.20.0) and parity/fixtures/estimator_roles_n4me.json. Do not edit.

A method is covered when it is reachable through the generic role surface (n4m_estimator_* or a procedure call) with parameters from the manifest. Python, R, JS/WASM means the shared fixture replays its N4ME state in all three bindings and each binding’s own fit reproduces the Python fit.

210 of 232 catalog entries covered.

Category	Covered	Total
aom_pop	18	21
augmentation	39	39
diagnostics	5	21
filters	6	7
models	37	38
preprocessing	63	64
selection	26	26
splitters	9	9
utilities	7	7

Method	Kind	Roles	Validated in
aom_pop.aom_chain_fixed_fit	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_chain_ridge_pls	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_chain_screen_refit	not yet	-	-
aom_pop.aom_chain_sweep	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_pls	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_pls_superblock	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_preprocessing	estimator	transformer	Python, R, JS/WASM
aom_pop.aom_ridge_pls_superblock	estimator	regressor	Python, R, JS/WASM
aom_pop.aom_staged_chain_campaign	not yet	-	-
aom_pop.aom_sweep	estimator	regressor	Python, R, JS/WASM
aom_pop.calibration	estimator	regressor	Python, R, JS/WASM
aom_pop.linear_ridge_stack	not yet	-	-
aom_pop.linear_stack_compress	procedure	generic	manifest only
aom_pop.operator_pls_stack	estimator	regressor	Python, R, JS/WASM
aom_pop.pop_pls	estimator	regressor	Python, R, JS/WASM
aom_pop.ridge_active_superblock	estimator	regressor	Python, R, JS/WASM
aom_pop.ridge_blender	estimator	regressor	Python, R, JS/WASM
aom_pop.ridge_global	estimator	regressor	Python, R, JS/WASM
aom_pop.ridge_mkl_superblock	estimator	regressor	Python, R, JS/WASM
aom_pop.ridge_superblock	estimator	regressor	Python, R, JS/WASM
aom_pop.robust_hpo	estimator	regressor	Python, R, JS/WASM
augmentation.drift.linear_drift	procedure	augmenter	manifest only
augmentation.drift.path_length	procedure	augmenter	manifest only
augmentation.drift.poly_drift	procedure	augmenter	manifest only
augmentation.edge_artifacts.detector_rolloff	procedure	augmenter	manifest only
augmentation.edge_artifacts.edge_artifacts	procedure	augmenter	manifest only
augmentation.edge_artifacts.edge_curvature	procedure	augmenter	manifest only
augmentation.edge_artifacts.stray_light	procedure	augmenter	manifest only
augmentation.edge_artifacts.truncated_peak	procedure	augmenter	manifest only
augmentation.environmental.moisture	procedure	augmenter	manifest only
augmentation.environmental.temperature	procedure	augmenter	manifest only
augmentation.mixup.local_mixup	procedure	augmenter	manifest only
augmentation.mixup.mixup	procedure	augmenter	manifest only
augmentation.noise.gaussian_noise	procedure	augmenter	manifest only
augmentation.noise.hetero_noise	procedure	augmenter	manifest only
augmentation.noise.multiplicative_noise	procedure	augmenter	manifest only
augmentation.noise.spike_noise	procedure	augmenter	manifest only
augmentation.random.random_x_op	procedure	augmenter	manifest only
augmentation.random.rotate_translate	procedure	augmenter	manifest only
augmentation.scattering.batch_effect	procedure	augmenter	manifest only
augmentation.scattering.dead_band	procedure	augmenter	manifest only
augmentation.scattering.emsc_distort	procedure	augmenter	manifest only
augmentation.scattering.instrument_broaden	procedure	augmenter	manifest only
augmentation.scattering.particle_size	procedure	augmenter	manifest only
augmentation.scattering.scatter_sim_msc	procedure	augmenter	manifest only
augmentation.spectral.band_mask	procedure	augmenter	manifest only
augmentation.spectral.band_perturb	procedure	augmenter	manifest only
augmentation.spectral.channel_dropout	procedure	augmenter	manifest only
augmentation.spectral.gauss_jitter	procedure	augmenter	manifest only
augmentation.spectral.local_clip	procedure	augmenter	manifest only
augmentation.spectral.magnitude_warp	procedure	augmenter	manifest only
augmentation.spectral.unsharp_mask	procedure	augmenter	manifest only
augmentation.splines.spline_curve_simplification	procedure	augmenter	manifest only
augmentation.splines.spline_smoothing	procedure	augmenter	manifest only
augmentation.splines.spline_x_perturbations	procedure	augmenter	manifest only
augmentation.splines.spline_x_simplification	procedure	augmenter	manifest only
augmentation.splines.spline_y_perturbations	procedure	augmenter	manifest only
augmentation.wavelength.local_warp	procedure	augmenter	manifest only
augmentation.wavelength.wavelength_shift	procedure	augmenter	manifest only
augmentation.wavelength.wavelength_stretch	procedure	augmenter	manifest only
diagnostics.adjusted_rand_index	not yet	-	-
diagnostics.approximate_press	procedure	generic	manifest only
diagnostics.bh_adjust	not yet	-	-
diagnostics.cluster_jaccard_matrix	not yet	-	-
diagnostics.correlation_test	not yet	-	-
diagnostics.energy_distance	not yet	-	-
diagnostics.factor_association_exact	not yet	-	-
diagnostics.group_means	not yet	-	-
diagnostics.hdbscan	not yet	-	-
diagnostics.holm_adjust	not yet	-	-
diagnostics.linear_sum_assignment	not yet	-	-
diagnostics.model_selection	procedure	generic	manifest only
diagnostics.pca_monitor	not yet	-	-
diagnostics.permanova	not yet	-	-
diagnostics.permdisp	not yet	-	-
diagnostics.pls_diagnostics	procedure	generic	manifest only
diagnostics.pls_monitoring	procedure	generic	manifest only
diagnostics.preflight_qualification	not yet	-	-
diagnostics.regression_metrics	procedure	generic	manifest only
diagnostics.regression_scores	not yet	-	-
diagnostics.variance_components	not yet	-	-
filters.composite	not yet	-	-
filters.correlation	estimator	selector	Python, R, JS/WASM
filters.high_leverage	estimator	sample_filter	Python, R, JS/WASM
filters.spectral_quality	estimator	sample_filter	Python, R, JS/WASM
filters.variance	estimator	selector	Python, R, JS/WASM
filters.x_outlier	estimator	sample_filter	Python, R, JS/WASM
filters.y_outlier	estimator	sample_filter	Python, R, JS/WASM
models.classification.pls_lda	estimator	classifier	Python, R, JS/WASM
models.classification.pls_logistic	estimator	classifier	Python, R, JS/WASM
models.classification.pls_qda	estimator	classifier	Python, R, JS/WASM
models.ensembles.bagging_pls	estimator	regressor	Python, R, JS/WASM
models.ensembles.boosting_pls	estimator	regressor	Python, R, JS/WASM
models.ensembles.moment_stack	not yet	-	-
models.ensembles.random_subspace_pls	estimator	regressor	Python, R, JS/WASM
models.heads.pls_cox	estimator	regressor	Python, R, JS/WASM
models.heads.pls_glm	estimator	regressor	Python, R, JS/WASM
models.local.lw_pls	estimator	regressor	Python, R, JS/WASM
models.multiblock.mb_pls	estimator	regressor	Python, R, JS/WASM
models.multiblock.mir_pls	estimator	regressor	Python, R, JS/WASM
models.multiblock.o2pls	estimator	regressor	Python, R, JS/WASM
models.multiblock.on_pls	estimator	transformer	Python, R, JS/WASM
models.multiblock.rosa	estimator	regressor	Python, R, JS/WASM
models.multiblock.so_pls	estimator	regressor	Python, R, JS/WASM
models.pls.cppls	estimator	regressor	Python, R, JS/WASM
models.pls.kernel	estimator	regressor	Python, R, JS/WASM
models.pls.pcr	estimator	transformer, regressor	Python, R, JS/WASM
models.pls.pls_fit_simple	estimator	transformer, regressor	Python, R, JS/WASM
models.pls.pls_regression	estimator	transformer, regressor	Python, R, JS/WASM
models.regularized.continuum_regression	estimator	regressor	Python, R, JS/WASM
models.regularized.ridge	estimator	regressor	Python, R, JS/WASM
models.regularized.ridge_pls	estimator	regressor	Python, R, JS/WASM
models.regularized.robust_pls	estimator	regressor	Python, R, JS/WASM
models.regularized.weighted_pls	estimator	regressor	Python, R, JS/WASM
models.sparse.fused_sparse_pls	estimator	regressor	Python, R, JS/WASM
models.sparse.group_sparse_pls	estimator	regressor	Python, R, JS/WASM
models.sparse.sparse_pls_da	estimator	classifier	Python, R, JS/WASM
models.sparse.sparse_simpls	estimator	regressor	Python, R, JS/WASM
models.specialized.ecr	estimator	regressor	Python, R, JS/WASM
models.specialized.gpr_pls	estimator	regressor	Python, R, JS/WASM
models.specialized.missing_aware_nipals	estimator	regressor	Python, R, JS/WASM
models.specialized.recursive	estimator	transformer, regressor	Python, R, JS/WASM
models.specialized.tensor_pls	estimator	regressor	Python, R, JS/WASM
models.transfer.di_pls	estimator	regressor	Python, R, JS/WASM
models.transfer.ds	estimator	transformer	Python, R, JS/WASM
models.transfer.pds	estimator	transformer	Python, R, JS/WASM
preprocessing.alignment.cow_align	estimator	transformer	Python, R, JS/WASM
preprocessing.alignment.dtw_align	estimator	transformer	Python, R, JS/WASM
preprocessing.alignment.icoshift_align	estimator	transformer	Python, R, JS/WASM
preprocessing.alignment.xcorr_align	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.airpls	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.arpls	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.asls	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.beads	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.detrend	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.iasls	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.imodpoly	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.modpoly	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.rolling_ball	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.saps	estimator	transformer	Python, R, JS/WASM
preprocessing.baselines.snip	estimator	transformer	Python, R, JS/WASM
preprocessing.derivatives.derivate	estimator	transformer	Python, R, JS/WASM
preprocessing.derivatives.first_derivative	estimator	transformer	Python, R, JS/WASM
preprocessing.derivatives.norris_williams	estimator	transformer	Python, R, JS/WASM
preprocessing.derivatives.savitzky_golay	estimator	transformer	Python, R, JS/WASM
preprocessing.derivatives.second_derivative	estimator	transformer	Python, R, JS/WASM
preprocessing.feature_selection.flexible_pca	estimator	transformer	Python, R, JS/WASM
preprocessing.feature_selection.flexible_svd	estimator	transformer	Python, R, JS/WASM
preprocessing.feature_selection.spectral_encoding	not yet	-	-
preprocessing.orthogonalization.epo	estimator	transformer	Python, R, JS/WASM
preprocessing.orthogonalization.osc	estimator	transformer	Python, R, JS/WASM
preprocessing.resampling.crop	estimator	transformer	Python, R, JS/WASM
preprocessing.resampling.kbins_discretizer	estimator	transformer	Python, R, JS/WASM
preprocessing.resampling.range_discretizer	estimator	transformer	Python, R, JS/WASM
preprocessing.resampling.resample_transformer	estimator	transformer	Python, R, JS/WASM
preprocessing.resampling.resampler	estimator	transformer	Python, R, JS/WASM
preprocessing.scaling.baseline	estimator	transformer	Python, R, JS/WASM
preprocessing.scaling.log_transform	estimator	transformer	Python, R, JS/WASM
preprocessing.scaling.normalize	estimator	transformer	Python, R, JS/WASM
preprocessing.scaling.simple_scale	estimator	transformer	Python, R, JS/WASM
preprocessing.scaling.standard_scale	estimator	transformer	manifest only
preprocessing.scatter.area_normalization	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.emsc	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.local_centering	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.local_snv	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.localized_msc	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.msc	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.piecewise_msc	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.piecewise_snv	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.robust_snv	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.snv	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.vsn	estimator	transformer	Python, R, JS/WASM
preprocessing.scatter.weighted_snv	estimator	transformer	Python, R, JS/WASM
preprocessing.signal_conversion.fraction_to_percent	estimator	transformer	Python, R, JS/WASM
preprocessing.signal_conversion.from_absorbance	estimator	transformer	Python, R, JS/WASM
preprocessing.signal_conversion.kubelka_munk	estimator	transformer	Python, R, JS/WASM
preprocessing.signal_conversion.percent_to_fraction	estimator	transformer	Python, R, JS/WASM
preprocessing.signal_conversion.to_absorbance	estimator	transformer	Python, R, JS/WASM
preprocessing.smoothing.gaussian	estimator	transformer	Python, R, JS/WASM
preprocessing.specialized.fck_static	estimator	transformer	Python, R, JS/WASM
preprocessing.transfer.direct_standardization	estimator	transformer	Python, R, JS/WASM
preprocessing.transfer.piecewise_direct_standardization	estimator	transformer	Python, R, JS/WASM
preprocessing.transfer.robust_direct_standardization	estimator	transformer	Python, R, JS/WASM
preprocessing.transfer.slope_bias	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.haar	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.wavelet	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.wavelet_denoise	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.wavelet_features	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.wavelet_pca	estimator	transformer	Python, R, JS/WASM
preprocessing.wavelets.wavelet_svd	estimator	transformer	Python, R, JS/WASM
selection.bipls	estimator	selector	Python, R, JS/WASM
selection.bve	estimator	selector	Python, R, JS/WASM
selection.cars	estimator	selector	Python, R, JS/WASM
selection.emcuve	estimator	selector	Python, R, JS/WASM
selection.ga	estimator	selector	Python, R, JS/WASM
selection.interval	estimator	transformer	Python, R, JS/WASM
selection.ipw	estimator	selector	Python, R, JS/WASM
selection.irf	estimator	selector	Python, R, JS/WASM
selection.iriv	estimator	selector	Python, R, JS/WASM
selection.pso	estimator	selector	Python, R, JS/WASM
selection.random_frog	estimator	selector	Python, R, JS/WASM
selection.randomization	estimator	selector	Python, R, JS/WASM
selection.rep	estimator	selector	Python, R, JS/WASM
selection.scars	estimator	selector	Python, R, JS/WASM
selection.shaving	estimator	selector	Python, R, JS/WASM
selection.sipls	estimator	selector	Python, R, JS/WASM
selection.spa	estimator	selector	Python, R, JS/WASM
selection.st	estimator	selector	Python, R, JS/WASM
selection.stability	estimator	selector	Python, R, JS/WASM
selection.t2	estimator	selector	Python, R, JS/WASM
selection.uve	estimator	selector	Python, R, JS/WASM
selection.variable_select	estimator	selector	Python, R, JS/WASM
selection.vip_spa	estimator	selector	Python, R, JS/WASM
selection.vissa	estimator	selector	Python, R, JS/WASM
selection.wvc	estimator	selector	Python, R, JS/WASM
selection.wvc_threshold	estimator	selector	Python, R, JS/WASM
splitters.binned_strat_group_kfold	procedure	splitter	manifest only
splitters.kbins_stratified	procedure	splitter	manifest only
splitters.kennard_stone	procedure	splitter	manifest only
splitters.kmeans	procedure	splitter	manifest only
splitters.split_splitter	procedure	splitter	manifest only
splitters.spxy	procedure	splitter	manifest only
splitters.spxy_fold	procedure	splitter	manifest only
splitters.spxy_g_fold	procedure	splitter	manifest only
splitters.systematic_circular	procedure	splitter	manifest only
utilities.hotelling_t2	procedure	generic	manifest only
utilities.moments	procedure	generic	manifest only
utilities.q_residuals	procedure	generic	manifest only
utilities.ragged_summary	procedure	generic	manifest only
utilities.signal_type_detector	procedure	generic	manifest only
utilities.sweep	procedure	generic	manifest only
utilities.transfer_metrics	procedure	generic	manifest only