Index

A

ActionRequest (class in hugiml.llm.schemas) ActionResult (class in hugiml.llm.schemas) adaptive_binning_table() (in module hugiml.dashboard.components.governance_evidence) aggregate_rule_table_by_raw_source() (in module hugiml.rpte_bounded_lookahead_leafwise) apply_encoding() (in module hugiml.multiclass)

approved_at (hugiml.governance.GovernanceMetadata attribute) approved_by (hugiml.governance.GovernanceMetadata attribute) audit_report() (hugiml.pruning.PatternEditor method) AuditArtifact (class in hugiml.governance) augmented_pair_importance (hugiml.explainability.FeatureLineage attribute) avg_pattern_length (hugiml.metrics.InterpretabilityMetrics attribute)

B

bin_accuracies (hugiml.calibration.CalibrationResult attribute) bin_confidences (hugiml.calibration.CalibrationResult attribute) bin_counts (hugiml.calibration.CalibrationResult attribute) brier_decomposition() (in module hugiml.calibration)

brier_reliability (hugiml.calibration.CalibrationResult attribute) brier_resolution (hugiml.calibration.CalibrationResult attribute) brier_score (hugiml.calibration.CalibrationResult attribute) brier_uncertainty (hugiml.calibration.CalibrationResult attribute)

C

calibrate() (hugiml.pruning.PatternEditor method) CalibrationResult (class in hugiml.calibration) check_ollama() (in module hugiml.llm.runtime) clf_ (hugiml.adaptive.HUGIMLAdaptive property) compute_all_metrics() (in module hugiml.metrics)

compute_kl() (hugiml.monitoring.DriftDetector method) compute_label_drift() (hugiml.monitoring.DriftDetector method) compute_psi() (hugiml.monitoring.DriftDetector method) config (hugiml.classifier.FitMetadata attribute) coverage (hugiml.metrics.InterpretabilityMetrics attribute) created_at (hugiml.governance.ModelCard attribute)

D

data_classification (hugiml.governance.GovernanceMetadata attribute) dataframe_for_display() (in module hugiml.dashboard.display) DatasetInfo (class in hugiml.llm.schemas) DatasetRegistry (class in hugiml.llm.dataset_registry) default_param_grid() (hugiml.adaptive.HUGIMLAdaptive class method) degraded (hugiml.classifier.FitMetadata attribute) derived_augmented_pairs (hugiml.explainability.FeatureLineage attribute)

derived_patterns (hugiml.explainability.FeatureLineage attribute) detect() (hugiml.monitoring.DriftDetector method) diff() (hugiml.pruning.PatternEditor method) direct_input_coefficients() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method) downstream_feature_counts (hugiml.classifier.FitMetadata attribute) DriftDetector (class in hugiml.monitoring) drifted_features (hugiml.monitoring.DriftReport attribute) DriftReport (class in hugiml.monitoring)

E

ece (hugiml.calibration.CalibrationResult attribute) encode_high_cardinality() (in module hugiml.multiclass) estimated_model_size_b() (in module hugiml.llm.runtime) ethical_considerations (hugiml.governance.ModelCard attribute) evaluate_calibration() (in module hugiml.calibration)

evaluation_data_description (hugiml.governance.ModelCard attribute) ExplainabilityReport (class in hugiml.explainability) explanation_sparsity (hugiml.metrics.InterpretabilityMetrics attribute) explanation_stability() (hugiml.explainability.HUGPatternExplainer method) ExplanationStabilityMetrics (class in hugiml.explainability)

F

fast_grid_tune() (hugiml.classifier.HUGIMLClassifier class method) feature_lineage() (hugiml.explainability.HUGPatternExplainer method) feature_name (hugiml.explainability.FeatureLineage attribute) feature_shape_frame() (in module hugiml.dashboard.components.governance_evidence) feature_type (hugiml.explainability.FeatureLineage attribute) FeatureLineage (class in hugiml.explainability) finalize() (hugiml.pruning.PatternEditor method) fit() (hugiml.adaptive.HUGIMLAdaptive method)

fit_baseline() (hugiml.monitoring.DriftDetector method) fit_feature_pruned_hugiml() (in module hugiml.dashboard.runner) fit_hugiml_config() (in module hugiml.dashboard.runner) fit_representation_pruned_downstream() (in module hugiml.dashboard.runner) FitMetadata (class in hugiml.classifier) format_rpte_rule_tree() (in module hugiml.rpte_interpretability) framework_version (hugiml.governance.ModelCard attribute) from_dict() (hugiml.llm.schemas.ActionRequest class method)

G

generate_model_card() (in module hugiml.governance) generate_qna_html() (in module hugiml.llm.orchestrator) generate_report() (hugiml.explainability.HUGPatternExplainer method) generate_sbom() (in module hugiml.serialization) get_baseline_grid() (in module hugiml.hyperparameter_configs) get_budgeted_baseline_grid() (in module hugiml.hyperparameter_configs) get_complexity() (in module hugiml.compute_complexity) get_complexity_report() (in module hugiml.compute_complexity)

get_hugiml_grid() (in module hugiml.hyperparameter_configs) get_instance_inspection_units() (in module hugiml.compute_complexity) get_memory_info() (in module hugiml.llm.runtime) get_model_catalog() (in module hugiml.llm.runtime) get_params() (hugiml.adaptive.HUGIMLAdaptive method) get_profiles() (in module hugiml.llm.runtime) GovernanceMetadata (class in hugiml.governance) growth_summary() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureExtractor method)

H

hugiml.adaptive module hugiml.calibration module hugiml.classifier module hugiml.compute_complexity module hugiml.dashboard.app module hugiml.dashboard.components.governance_evidence module hugiml.dashboard.components.rpte_governance module hugiml.dashboard.dash_app module hugiml.dashboard.display module hugiml.dashboard.launcher module hugiml.dashboard.runner module hugiml.dashboard.workbench module hugiml.exceptions module hugiml.explainability module hugiml.governance module hugiml.hyperparameter_configs module hugiml.llm.cli module hugiml.llm.dataset_registry module hugiml.llm.orchestrator module hugiml.llm.planner module hugiml.llm.runtime module hugiml.llm.schemas module

hugiml.metrics module hugiml.monitoring module hugiml.multiclass module hugiml.plots module hugiml.pruning module hugiml.rpte_bounded_lookahead_leafwise module hugiml.rpte_interpretability module hugiml.serialization module hugiml.telemetry module HUGIMLActionOrchestrator (class in hugiml.llm.orchestrator) HUGIMLAdaptive (class in hugiml.adaptive) HUGIMLClassifier (class in hugiml.classifier) HUGIMLClassifierNative (in module hugiml.classifier) HUGIMLConvergenceWarning HUGIMLDegradedWarning HUGIMLDeprecationWarning HUGIMLDtypeDriftWarning HUGIMLError HUGIMLFitError HUGIMLMemoryError HUGIMLMetrics (class in hugiml.telemetry) HUGIMLMiningError HUGIMLParamError HUGIMLPredictionError HUGIMLRangeWarning HUGIMLSchemaError HUGIMLSerializationError HUGIMLTimeoutError HUGIMLTracer (class in hugiml.telemetry) HUGIMLTuneResult (class in hugiml.classifier) HUGIMLValidationError HUGIMLVersionError HUGIMLWarning HUGPatternExplainer (class in hugiml.explainability) HUGPlotter (class in hugiml.plots) hyperparameters (hugiml.governance.ModelCard attribute)

I

importances_for_class() (hugiml.multiclass.MulticlassHUGReport method) instrument_classifier() (in module hugiml.telemetry) intended_use (hugiml.governance.ModelCard attribute)

InterpretabilityMetrics (class in hugiml.metrics) is_below_minimum_llm_model() (in module hugiml.llm.runtime) is_lightweight_supported_model() (in module hugiml.llm.runtime)

K

kl_divergence (hugiml.monitoring.DriftReport attribute)

L

label_drift (hugiml.monitoring.DriftReport attribute) leaf_coefficients() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method) leaf_column_descriptors() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureExtractor method) leaf_path_conditions() (in module hugiml.rpte_bounded_lookahead_leafwise) leaf_path_conditions_with_thresholds() (in module hugiml.rpte_bounded_lookahead_leafwise) leaf_pattern_signatures() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureExtractor method) leaf_raw_owner_sets() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureExtractor method) LeafWiseBoundedLookaheadRPTEFeatureExtractor (class in hugiml.rpte_bounded_lookahead_leafwise)

LeafWiseBoundedLookaheadRPTEFeatureLR (class in hugiml.rpte_bounded_lookahead_leafwise) license (hugiml.governance.ModelCard attribute) limitations (hugiml.governance.ModelCard attribute) list_datasets() (hugiml.llm.dataset_registry.DatasetRegistry method) list_downstream_features() (hugiml.pruning.PatternEditor method) list_hugiml_grids() (in module hugiml.hyperparameter_configs) list_patterns() (hugiml.pruning.PatternEditor method) load_model() (in module hugiml.serialization)

M

make_imbalanced_pipeline() (in module hugiml.multiclass) make_l1_logistic_base_estimator() (in module hugiml.hyperparameter_configs) matrix_density (hugiml.classifier.FitMetadata attribute) max_pattern_length (hugiml.metrics.InterpretabilityMetrics attribute) mce (hugiml.calibration.CalibrationResult attribute) mean_active_patterns (hugiml.metrics.InterpretabilityMetrics attribute) memory_cpp_mb (hugiml.classifier.FitMetadata attribute) memory_peak_mb (hugiml.classifier.FitMetadata attribute) memory_rss_mb (hugiml.classifier.FitMetadata attribute) MemoryInfo (class in hugiml.llm.runtime) metrics_dataframe() (in module hugiml.metrics) model_availability() (in module hugiml.llm.runtime) model_id (hugiml.governance.GovernanceMetadata attribute) (hugiml.governance.ModelCard attribute) model_type (hugiml.governance.ModelCard attribute) ModelCard (class in hugiml.governance) ModelOption (class in hugiml.llm.runtime) ModelProfile (class in hugiml.llm.runtime) ModelSession (class in hugiml.llm.orchestrator) ModelSpec (class in hugiml.dashboard.workbench) module hugiml.adaptive hugiml.calibration hugiml.classifier hugiml.compute_complexity hugiml.dashboard.app hugiml.dashboard.components.governance_evidence hugiml.dashboard.components.rpte_governance hugiml.dashboard.dash_app hugiml.dashboard.display hugiml.dashboard.launcher hugiml.dashboard.runner hugiml.dashboard.workbench hugiml.exceptions hugiml.explainability hugiml.governance hugiml.hyperparameter_configs hugiml.llm.cli hugiml.llm.dataset_registry hugiml.llm.orchestrator hugiml.llm.planner hugiml.llm.runtime hugiml.llm.schemas hugiml.metrics hugiml.monitoring hugiml.multiclass hugiml.plots hugiml.pruning hugiml.rpte_bounded_lookahead_leafwise hugiml.rpte_interpretability hugiml.serialization hugiml.telemetry

MulticlassHUGReport (class in hugiml.multiclass)

N

n_augmented_pairs (hugiml.classifier.FitMetadata attribute) n_bins (hugiml.calibration.CalibrationResult attribute) n_classes (hugiml.classifier.FitMetadata attribute) n_compound (hugiml.classifier.FitMetadata attribute) (hugiml.governance.ModelCard attribute)

n_downstream_features (hugiml.classifier.FitMetadata attribute) n_items (hugiml.classifier.FitMetadata attribute) n_patterns (hugiml.classifier.FitMetadata attribute) (hugiml.governance.ModelCard attribute) (hugiml.metrics.InterpretabilityMetrics attribute) n_samples (hugiml.metrics.InterpretabilityMetrics attribute)

O

openmp_threads (hugiml.classifier.FitMetadata attribute) original_feature_importance (hugiml.explainability.FeatureLineage attribute) out_of_scope_use (hugiml.governance.ModelCard attribute)

overall_kl (hugiml.monitoring.DriftReport attribute) overall_psi (hugiml.monitoring.DriftReport attribute) overlap_rate (hugiml.metrics.InterpretabilityMetrics attribute) owner (hugiml.governance.GovernanceMetadata attribute)

P

package_audit_artifacts() (in module hugiml.governance) paper_reference (hugiml.governance.ModelCard attribute) pattern_importance (hugiml.explainability.FeatureLineage attribute) pattern_indices (hugiml.explainability.FeatureLineage attribute) PatternEditor (class in hugiml.pruning) performance_metrics (hugiml.governance.ModelCard attribute) plan_request() (in module hugiml.llm.planner) plot_2d_profile() (hugiml.plots.HUGPlotter method) plot_active_patterns() (hugiml.plots.HUGPlotter method) plot_dashboard() (hugiml.plots.HUGPlotter method) plot_feature_combinations() (hugiml.plots.HUGPlotter method) plot_feature_coverage() (hugiml.plots.HUGPlotter method)

plot_feature_importance() (hugiml.plots.HUGPlotter method) plot_feature_shape() (in module hugiml.dashboard.components.governance_evidence) plot_marginal_bin_profile() (hugiml.plots.HUGPlotter method) plot_pattern_lengths() (hugiml.plots.HUGPlotter method) plot_performance_radar() (hugiml.plots.HUGPlotter method) plot_support_distribution() (hugiml.plots.HUGPlotter method) plot_top_patterns() (hugiml.plots.HUGPlotter method) plot_utility_vs_ig() (hugiml.plots.HUGPlotter method) PredictionMonitor (class in hugiml.monitoring) PrunedRepresentationResult (class in hugiml.dashboard.runner) psi (hugiml.monitoring.DriftReport attribute) purpose (hugiml.governance.GovernanceMetadata attribute)

R

recommend_profile() (in module hugiml.llm.runtime) record() (hugiml.monitoring.PredictionMonitor method) record_drift() (hugiml.telemetry.HUGIMLMetrics class method) record_prediction() (hugiml.telemetry.HUGIMLMetrics class method) refit() (hugiml.pruning.PatternEditor method) register_user_dataset() (hugiml.llm.dataset_registry.DatasetRegistry method) reliability_diagram_data() (in module hugiml.calibration) RemovalRecord (class in hugiml.pruning) remove() (hugiml.pruning.PatternEditor method) remove_by_keyword() (hugiml.pruning.PatternEditor method) remove_low_support() (hugiml.pruning.PatternEditor method) render_adaptive_binning_evidence() (in module hugiml.dashboard.components.governance_evidence) render_augmented_pair_traceability() (in module hugiml.dashboard.components.governance_evidence) render_feature_effect_profiles() (in module hugiml.dashboard.components.governance_evidence) render_rpte_rule_evidence() (in module hugiml.dashboard.components.governance_evidence) render_survivor_led_pattern_audit() (in module hugiml.dashboard.components.governance_evidence) report() (hugiml.monitoring.DriftDetector method) (hugiml.monitoring.PredictionMonitor method)

representation_alias_table() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method) reset() (hugiml.monitoring.PredictionMonitor method) review_status (hugiml.governance.GovernanceMetadata attribute) rpte_direct_source_terms_frame() (in module hugiml.dashboard.components.rpte_governance) rpte_has_tree_representation() (in module hugiml.dashboard.components.rpte_governance) rpte_is_active() (in module hugiml.dashboard.components.rpte_governance) rpte_model_comparison_row() (in module hugiml.dashboard.components.rpte_governance) rpte_raw_input_lineage_frame() (in module hugiml.dashboard.components.rpte_governance) rpte_representation_flow_frame() (in module hugiml.dashboard.components.rpte_governance) rpte_rule_evidence_frame() (in module hugiml.dashboard.components.governance_evidence) rpte_rule_tree_sections() (in module hugiml.rpte_interpretability) rpte_source_feature_names() (in module hugiml.dashboard.components.rpte_governance) rpte_source_inventory_frame() (in module hugiml.dashboard.components.rpte_governance) rpte_split_usage_frame() (in module hugiml.dashboard.components.rpte_governance) rule_table() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureExtractor method) (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method) RuleFitClassifierAdapter (class in hugiml.dashboard.workbench)

S

save() (hugiml.explainability.ExplainabilityReport method) (hugiml.governance.AuditArtifact method) (hugiml.governance.ModelCard method) save_audit_report() (hugiml.pruning.PatternEditor method) save_model() (in module hugiml.serialization) set_hugiml_feature_metadata() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method) set_predict_proba_request() (hugiml.adaptive.HUGIMLAdaptive method) (hugiml.classifier.HUGIMLClassifier method) severity (hugiml.monitoring.DriftReport attribute) shap_values_from_pattern_matrix() (in module hugiml.explainability)

SimpleTuneResult (class in hugiml.dashboard.runner) simplify_conditions() (in module hugiml.rpte_bounded_lookahead_leafwise) span() (hugiml.telemetry.HUGIMLTracer class method) stage_times_ms (hugiml.classifier.FitMetadata attribute) stats (hugiml.monitoring.PredictionMonitor property) std_active_patterns (hugiml.metrics.InterpretabilityMetrics attribute) summary() (hugiml.calibration.CalibrationResult method) (hugiml.classifier.FitMetadata method) (hugiml.multiclass.MulticlassHUGReport method) survivor_led_patterns_frame() (in module hugiml.dashboard.components.governance_evidence)

T

tags (hugiml.governance.GovernanceMetadata attribute) to_dict() (hugiml.calibration.CalibrationResult method) (hugiml.governance.AuditArtifact method) (hugiml.governance.GovernanceMetadata method) (hugiml.governance.ModelCard method) (hugiml.metrics.InterpretabilityMetrics method) (hugiml.monitoring.DriftReport method) to_json() (hugiml.explainability.ExplainabilityReport method) (hugiml.governance.AuditArtifact method) (hugiml.governance.GovernanceMetadata method) (hugiml.governance.ModelCard method)

to_markdown() (hugiml.governance.ModelCard method) top_k_cumulative_contribution (hugiml.metrics.InterpretabilityMetrics attribute) top_patterns (hugiml.governance.ModelCard attribute) topK_used (hugiml.classifier.FitMetadata attribute) total_fit_ms (hugiml.classifier.FitMetadata attribute) total_importance (hugiml.explainability.FeatureLineage attribute) training_data_description (hugiml.governance.ModelCard attribute) tune() (hugiml.classifier.HUGIMLClassifier class method)

U

unified_rule_table() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method)

unified_rule_tree() (hugiml.rpte_bounded_lookahead_leafwise.LeafWiseBoundedLookaheadRPTEFeatureLR method)