Index

_

__init__() (scripts.models.feedforward_network.FeedForwardNetwork method) (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) (scripts.models.harmonic_regression.HarmonicRegression method) (scripts.models.harmonic_residual_offset_network.HarmonicResidualOffsetNetwork method) (scripts.models.latent_state_hysteresis_network.CausalTemporalStateEncoder method) (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) (scripts.models.periodic_feature_network.PeriodicFeatureNetwork method) (scripts.models.periodic_temporal_sequence_network.PeriodicTemporalSequenceNetwork method) (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) (scripts.models.residual_harmonic_network.ResidualHarmonicNetwork method) (scripts.models.residual_harmonic_temporal_sequence_network.ResidualHarmonicTemporalSequenceNetwork method) (scripts.models.spectral_sobolev_guided_residual_network.BoundedCoordinateResidualNetwork method) (scripts.models.spectral_sobolev_guided_residual_network.SineLayer method) (scripts.models.temporal_sequence_network.RecurrentSequenceNetwork method) (scripts.models.temporal_sequence_network.TemporalConvolutionNetwork method) (scripts.models.wave3_grouped_harmonic_heads_network.Wave3GroupedHarmonicHeadsNetwork method) (scripts.models.wave3_harmonic_prior_residual_network.Wave3HarmonicPriorResidualNetwork method) (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticAdapter method) (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method)

A

absolute_curve_mean_error_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) absolute_offset_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) activation_schedule (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) add_block_scores() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) aggregate_metrics() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) allowed_direction_list (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) angular_position_deg (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) append_group_metric_table() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) append_mean_centering_metrics() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) append_metric_row() (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) append_metric_table() (in module scripts.reports.analysis.build_track2_familywise_onnx_report)

append_model_inventory_table() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) append_top_improvement_table() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) apply() (scripts.training.physics_guided_optimization_instrumentation.ParameterFreezeSchedule method) apply_sampled_parameter_dictionary() (in module scripts.training.optuna_hpo_support) assert_csv_numeric_values_are_finite() (in module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark) assign_flat_gradient_to_parameters() (in module scripts.training.physics_guided_optimization_instrumentation) attach_candidate_p95() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) audit_condition() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) audit_raw_trajectory() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) average_metric_dictionary() (in module scripts.reports.analysis.build_track2_familywise_onnx_report)

B

BoundedCoordinateResidualNetwork (class in scripts.models.spectral_sobolev_guided_residual_network) build_archive_parity_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_argument_parser() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) (in module scripts.reports.pdf.generate_styled_report_pdf) (in module scripts.training.compose_hydra_training_config) build_baseline_summary_list() (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) build_candidate_lookup() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_candidate_metadata_map() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_candidate_metric_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_candidate_summary() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_candidate_summary_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) build_canonical_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_canonical_test_dataset() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) build_canonical_track2_report_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_common_metrics_snapshot() (in module scripts.training.shared_training_infrastructure) build_comparison_report_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_comparison_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_composite_reference_candidate_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_condition_id() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) build_curve_key() (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) build_curve_metric_row_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_curve_record_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_curve_rows() (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report) build_curve_table() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_dataset_contract_rows() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) build_default_dataset_output_path() (in module scripts.training.compose_hydra_training_config) build_default_training_output_path() (in module scripts.training.compose_hydra_training_config) build_deterministic_dataloader() (in module scripts.training.physics_guided_optimization_instrumentation) build_diagnostic_record() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) build_direction_section() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_evidence_rows() (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) build_exact_paper_dataset_bundle() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) build_expanded_sequence_tensor() (scripts.models.periodic_temporal_sequence_network.PeriodicTemporalSequenceNetwork method) build_failure_summary_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_feature_matrix() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) build_feature_schema() (in module scripts.features.wave4b_mmt_feature_generator) build_feedforward_input_tensor() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_formulation_rows() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) build_forward_track2_curve_record_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) build_generated_candidate_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_generic_group_metric_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_group_metric_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_harmonic_feature_tensor() (scripts.models.harmonic_regression.HarmonicRegression method) build_html_document() (in module scripts.reports.pdf.generate_styled_report_pdf) build_legacy_candidate_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_markdown_report() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) build_model_input_payload() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) build_onnx_prediction_dictionary_for_track2() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_onnx_release_manifest() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_optuna_sampler() (in module scripts.training.optuna_hpo_support) build_original_dataset_exact_model_bank_bundle() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) build_original_dataset_validation_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) build_original_dataset_validation_report_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) build_original_dataset_validation_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) build_pairwise_comparison_row_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_pairwise_difference_summary_list() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) build_pairwise_table() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_pairwise_verdict_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report)

build_parity_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_periodic_feature_tensor() (scripts.models.periodic_feature_network.PeriodicFeatureNetwork method) (scripts.models.periodic_temporal_sequence_network.PeriodicTemporalSequenceNetwork method) build_plot_payload() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) build_preprocessing_rows() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) build_rankings() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_reference_coefficient_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_coefficient_dictionary_from_entries() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_family_folder_lookup() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_family_vs_feedforward_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_feature_matrix() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_prediction_lookup() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_target_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_reference_target_metric_dictionary_from_entries() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_registry_candidate_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_relative_markdown_path() (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) build_repo_reference_entry_lookup() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_report() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) build_report_filename() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_report_lines() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report) build_report_markdown() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) build_representative_curve_difference_list() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) build_row_lookup() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_sample_rows() (in module scripts.features.wave4b_mmt_feature_generator) build_shape_failure_reason_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_shape_metrics_for_surface() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_simplified_path() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) build_split_record_bundle() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) build_sqlite_storage_url() (in module scripts.training.optuna_hpo_support) build_summary_table_rows() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_surface_decision_payload() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_surface_leader_map() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) build_sustained_motion_runs() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) build_table_parity_result() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_target_metric_row_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_target_table() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) build_target_table_rows() (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) build_temporal_sequence_input_tensor() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_temporal_sequence_window_view() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) build_threshold_sweep_row_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_thresholds() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) build_track2_condition_slug() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_track2_directional_comparison_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_track2_directional_comparison_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_track2_parity_result() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) build_track2_plot_source_folder_name() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_track2_selected_active_comparison_report_markdown() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) build_transition_mask() (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) build_trial_suffix() (in module scripts.training.optuna_hpo_support) build_trial_training_config() (in module scripts.training.run_optuna_neural_hpo_study) build_validation_summary() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) (in module scripts.training.validate_training_setup)

C

campaign_readiness (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) candidate_family (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) candidate_id (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) candidate_kind (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) candidate_source_label (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) candidate_surface (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) CandidateDiagnosticSummary (class in scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) CandidateMetricSummary (class in scripts.reports.analysis.build_track2_curve_first_reranking_report) CandidatePair (class in scripts.reports.analysis.build_track2_dataset_difference_report) capture_trainable_parameter_vector() (in module scripts.training.physics_guided_optimization_instrumentation) causal_moving_average() (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) CausalTemporalStateEncoder (class in scripts.models.latent_state_hysteresis_network) centered_curve_mae_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) centered_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) centered_mae_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) centered_rmse_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) classify_pairwise_similarity() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) clone_dictionary() (in module scripts.training.optuna_hpo_support) closure_mismatch_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) collate_transmission_error_points() (in module scripts.training.transmission_error_datamodule) collect_curve_csv_path_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) compose_hydra_training_config() (in module scripts.training.compose_hydra_training_config) compose_main_loss_preserving_gradient() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) compose_weighted_loss() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) composite_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) compute_analytical_anchor_prediction_tensor() (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) compute_auxiliary_output_dictionary() (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) (scripts.models.harmonic_residual_offset_network.HarmonicResidualOffsetNetwork method) (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) (scripts.models.residual_harmonic_network.ResidualHarmonicNetwork method) (scripts.models.residual_harmonic_temporal_sequence_network.ResidualHarmonicTemporalSequenceNetwork method) (scripts.models.wave3_grouped_harmonic_heads_network.Wave3GroupedHarmonicHeadsNetwork method) (scripts.models.wave3_harmonic_prior_residual_network.Wave3HarmonicPriorResidualNetwork method) compute_batch_outputs() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_candidate_summary_list() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_centered_array() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_component_gradient_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) compute_correlation() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_curve_aware_loss_dictionary() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_curve_diagnostic_entry() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_curve_difference_dictionary() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) compute_curve_mean_centering_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation)

compute_curve_mean_centering_metrics() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) compute_curve_metric() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_curve_metrics() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) compute_dataloader_fingerprint() (in module scripts.training.physics_guided_optimization_instrumentation) compute_derivative_sign_agreement_rate() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_direction_intercept_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_direction_weight_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_dominant_harmonic_metrics() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_effective_stiffness_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_fft_amplitude_similarity() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_gaussian_negative_log_likelihood_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_gradient_norm_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) compute_hard_mean_prediction_deg() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_harmonic_component() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_harmonic_diagnostics() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_harmonic_rows() (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report) compute_harmonic_summary() (in module scripts.features.wave4b_mmt_feature_generator) compute_improvement_pct() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) compute_improvement_percent() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) compute_lag1_autocorrelation() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) compute_mixture_density_negative_log_likelihood_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_mixture_expectation_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_moving_average() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_nonlinear_amplitude_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_normalization_statistics() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) compute_normalized_oscillator_residual() (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork static method) compute_pairwise_gradient_cosine_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) compute_physics_residual_dictionary() (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_pointwise_prediction_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_probabilistic_metric_dictionary() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_quantile_pinball_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_sha256() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) compute_shape_pass() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) compute_signed_torque_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_sparse_harmonic_shape_loss() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) compute_stitched_boundary_mismatch() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) compute_target_compliance_derivative_tensor() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) compute_target_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) compute_update_to_parameter_ratio() (in module scripts.training.physics_guided_optimization_instrumentation) compute_wrapped_phase_error_deg() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) condition_count (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) condition_id (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) configuration (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.LoadedOnnxTarget attribute) configure_deterministic_execution() (in module scripts.training.physics_guided_optimization_instrumentation) configure_gpu_visibility() (in module scripts.training.run_optuna_neural_hpo_study) configure_optimizers() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) convert_html_to_pdf() (in module scripts.reports.pdf.generate_styled_report_pdf) convert_to_scientific_notation() (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models) count_boolean_segments() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) count_zero_crossings() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) create_datamodule_from_training_config() (in module scripts.training.shared_training_infrastructure) create_exact_paper_base_estimator() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) create_model() (in module scripts.models.model_factory) create_regression_backbone_from_training_config() (in module scripts.training.shared_training_infrastructure) create_regression_module_from_training_config() (in module scripts.training.shared_training_infrastructure) create_representative_plots() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) csv_row_count() (in module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark) curve_count (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) curve_mae_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) curve_metrics() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) curve_rmse_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) CurveDiagnosticEntry (class in scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) CurveEvaluationEntry (class in scripts.reports.analysis.build_track2_familywise_onnx_report) CurveRecord (class in scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) custom_sort() (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models)

D

dataset_config (scripts.training.compose_hydra_training_config.MaterializedConfigBundle attribute) dataset_config_path (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) dataset_id (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) dataset_root (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) dataset_schema (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) DatasetSplitSummary (class in scripts.training.transmission_error_datamodule) decision_label (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) decomposition_point_stride (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) denormalize_target_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) derivative_gate_passes() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) derivative_rmse_deg_per_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) derivative_sign_agreement_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) detect_browser_executable() (in module scripts.reports.pdf.generate_styled_report_pdf)

detect_delimiter() (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) diagnostic_score (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) direction (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) direction_label (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) direction_prefix (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) dominant_harmonic_amplitude_arcsec_list (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) dominant_harmonic_index_list (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) dominant_harmonic_order (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) dominant_harmonic_phase_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) dominant_harmonic_retention_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute)

E

encode_latent_state() (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) end_step (scripts.training.physics_guided_optimization_instrumentation.LossActivationSchedule attribute) error_message (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) error_type (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) evaluate_benchmark() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) evaluate_curve_record_split() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) evaluate_exact_family_model_bank() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) evaluate_forward_curve_list() (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) evaluate_matlab_examples() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) evaluate_model_entry() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) evaluate_onnx_candidate_curve_list() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) evaluate_selected_curves() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves)

evaluate_surface_candidate_payloads() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) evaluate_track2_candidate() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) evaluate_track2_onnx_family() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) evaluate_variant_curve_list() (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) EvaluationFailure (class in scripts.reports.analysis.build_shape_gated_te_curve_reranker) exact_dataset_bundle (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) ExperimentIdentity (class in scripts.training.shared_training_infrastructure) export_exact_family_python_and_onnx_bank() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) export_table_for_paper() (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models) ExportedModelEntry (class in scripts.reports.analysis.build_track2_familywise_onnx_report) extract_deterministic_prediction_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) extract_point_tensor_from_curve_sample() (in module scripts.training.transmission_error_datamodule) extract_values() (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models)

F

false_value() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) family_name (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.OnnxTargetConfiguration attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation.OnnxTargetEntry attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) feature_group (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute) feature_kind (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute) feature_name (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute) feature_name_list (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.ReferenceModelEntry attribute) FeedForwardNetwork (class in scripts.models.feedforward_network) fetch_first_batch() (in module scripts.training.shared_training_infrastructure) fft_amplitude_similarity (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) filter_candidate_configuration_list() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) filter_curve_record_list_by_surface_scope() (in module scripts.reports.analysis.build_track2_dataset_difference_report) filter_curve_records_for_candidate() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) find_best_row() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) find_first_existing_column() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) find_latest_complete_track2_run() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) find_latest_track2_validation_summary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) find_reference_model_entry() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) fit_exact_family_model_bank() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) fit_harmonic_target_models() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) fit_surface_map() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) fixed_weight (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) format_condition_number() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) format_float() (in module scripts.features.wave4b_mmt_feature_generator) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report)

format_metric_row() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) format_project_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) forward() (scripts.models.feedforward_network.FeedForwardNetwork method) (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) (scripts.models.harmonic_residual_offset_network.HarmonicResidualOffsetNetwork method) (scripts.models.latent_state_hysteresis_network.CausalTemporalStateEncoder method) (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) (scripts.models.spectral_sobolev_guided_residual_network.BoundedCoordinateResidualNetwork method) (scripts.models.spectral_sobolev_guided_residual_network.SineLayer method) (scripts.models.temporal_sequence_network.RecurrentSequenceNetwork method) (scripts.models.temporal_sequence_network.TemporalConvolutionNetwork method) (scripts.models.wave3_grouped_harmonic_heads_network.Wave3GroupedHarmonicHeadsNetwork method) (scripts.models.wave3_harmonic_prior_residual_network.Wave3HarmonicPriorResidualNetwork method) (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) forward_regression_model() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) forward_with_input_context() (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork method) (scripts.models.harmonic_regression.HarmonicRegression method) (scripts.models.harmonic_residual_offset_network.HarmonicResidualOffsetNetwork method) (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) (scripts.models.periodic_feature_network.PeriodicFeatureNetwork method) (scripts.models.periodic_temporal_sequence_network.PeriodicTemporalSequenceNetwork method) (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) (scripts.models.residual_harmonic_network.ResidualHarmonicNetwork method) (scripts.models.residual_harmonic_temporal_sequence_network.ResidualHarmonicTemporalSequenceNetwork method) (scripts.models.wave3_grouped_harmonic_heads_network.Wave3GroupedHarmonicHeadsNetwork method) (scripts.models.wave3_harmonic_prior_residual_network.Wave3HarmonicPriorResidualNetwork method) freeze_before_step (scripts.training.physics_guided_optimization_instrumentation.ParameterFreezeSchedule attribute) full_weight_step (scripts.training.physics_guided_optimization_instrumentation.LossActivationSchedule attribute)

G

generate_wave4b_feature_payload() (in module scripts.features.wave4b_mmt_feature_generator) get_acronym_method() (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models) get_activation_module() (in module scripts.models.feedforward_network)

get_dataset_split_summary() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) get_input_feature_dim() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) get_normalization_statistics() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) get_target_feature_dim() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method)

H

HARD_EQUATION_FORMULATION_SET (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork attribute) HardcodedOnnxTarget (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) harmonic_error_metrics() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) harmonic_order (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.OnnxTargetConfiguration attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.ReferenceModelEntry attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation.OnnxTargetEntry attribute)

harmonic_phase_gap() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) harmonic_row_list (scripts.features.wave4b_mmt_feature_generator.Wave4BFeaturePayload attribute) harmonic_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) HarmonicKinematicPinnNetwork (class in scripts.models.harmonic_kinematic_pinn_network) HarmonicRegression (class in scripts.models.harmonic_regression) HarmonicResidualOffsetNetwork (class in scripts.models.harmonic_residual_offset_network)

I

import_hydra_dependencies() (in module scripts.training.compose_hydra_training_config) initialize_training_components() (in module scripts.training.shared_training_infrastructure)

input_mode (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) input_name (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.LoadedOnnxTarget attribute)

L

LatentStateHysteresisNetwork (class in scripts.models.latent_state_hysteresis_network) leakage_risk (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute) load_candidate_lookup() (in module scripts.reports.analysis.build_track2_dataset_difference_report) load_csv_rows() (in module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit) (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) load_curve_record() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) load_curve_records() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) load_exact_model_bank_config() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support) load_family_best_entry() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) load_family_training_config() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) load_feedforward_regression_module() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_group_model_entries() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) load_hardcoded_onnx_target_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) load_harmonic_pipeline_config() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) load_lightning_regression_module_for_inference() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_metrics_rows() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) load_neural_regression_module() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) load_onnx_session() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) load_onnx_target_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) load_original_dataset_exact_model_bank_config() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) load_phase0_split_map() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) load_reference_family_comparison_config() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_reference_inventory() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_reference_model_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_reference_model_entries() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_scalar_program_best() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) load_selected_onnx_target_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter)

load_source_collage_summary() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) load_test_dataset() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) load_track2_candidate() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_training_config() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.training.shared_training_infrastructure) (in module scripts.training.train_feedforward_network) load_wave1_exported_model() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_wave1_family_best_models() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) load_wave1_registry_model() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) load_yaml() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) (in module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark) load_yaml_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) (in module scripts.training.optuna_hpo_support) load_yaml_file() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) load_yaml_mapping() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit) LoadedFamilyModel (class in scripts.reports.analysis.plot_wave1_best_model_te_curves) LoadedOnnxTarget (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) LossActivationSchedule (class in scripts.training.physics_guided_optimization_instrumentation) LossComponentConfiguration (class in scripts.training.physics_guided_optimization_instrumentation)

M

main() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit) (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) (in module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark) (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.run_exact_paper_model_bank_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.run_harmonic_wise_comparison_pipeline) (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.create_dataframe) (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models) (in module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.training_models) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_reference_family_vs_feedforward_comparison) (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) (in module scripts.reports.pdf.generate_styled_report_pdf) (in module scripts.training.compose_hydra_training_config) (in module scripts.training.run_optuna_neural_hpo_study) (in module scripts.training.validate_training_setup) markdown_boolean() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) markdown_table() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) MaterializedConfigBundle (class in scripts.training.compose_hydra_training_config) max_harmonic_amplitude_error_pct (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) max_harmonic_phase_error_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) maximum_mean_harmonic_amplitude_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) maximum_mean_harmonic_phase_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) maximum_normalized_derivative_rmse (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) maximum_peak_to_peak_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) maybe_generate_preview_plots() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) maybe_generate_track2_grouped_report_plots() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) maybe_generate_track2_preview_plots() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) mean_absolute_curve_mean_error_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_absolute_offset_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_centered_curve_mae_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_centered_mae_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_centered_rmse_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_closure_mismatch_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_curve_mae_deg (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_curve_rmse_deg (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) mean_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_derivative_rmse_deg_per_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_derivative_sign_agreement_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_dominant_harmonic_phase_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_dominant_harmonic_retention_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_fft_amplitude_similarity (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_harmonic_amplitude_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) mean_harmonic_phase_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) mean_normalized_derivative_rmse (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_peak_to_peak_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_percentage_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) mean_raw_mae_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_raw_rmse_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_residual_lag1_autocorrelation (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_residual_peak_to_peak_pct (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_residual_smoothness_deg_per_deg2 (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute)

mean_signed_curve_mean_error_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) mean_smoothed_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) mean_stitched_boundary_mismatch_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) measured_speed_rpm (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) measured_temperature_deg_c (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) measured_torque_nm (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) measured_transmission_error_deg (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) median_absolute_deviation() (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) minimum_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) minimum_derivative_sign_agreement_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) minimum_fft_amplitude_similarity (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) minimum_per_curve_shape_pass_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) minimum_smoothed_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) model_dictionary (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) model_entry_list (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) model_family (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) model_object (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) model_path (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.OnnxTargetConfiguration attribute) model_type (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) ModelParameterSummary (class in scripts.training.shared_training_infrastructure) module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark scripts.features.wave4b_mmt_feature_generator scripts.models.feedforward_network scripts.models.harmonic_kinematic_pinn_network scripts.models.harmonic_regression scripts.models.harmonic_residual_offset_network scripts.models.latent_state_hysteresis_network scripts.models.model_factory scripts.models.periodic_feature_network scripts.models.periodic_temporal_sequence_network scripts.models.quasi_static_compliance_pinn_network scripts.models.residual_harmonic_network scripts.models.residual_harmonic_temporal_sequence_network scripts.models.spectral_sobolev_guided_residual_network scripts.models.temporal_sequence_network scripts.models.wave3_grouped_harmonic_heads_network scripts.models.wave3_harmonic_prior_residual_network scripts.models.wave4_mmt_diagnostic_adapter scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.run_exact_paper_model_bank_validation scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.run_harmonic_wise_comparison_pipeline scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.create_dataframe scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.training_models scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_reference_family_vs_feedforward_comparison scripts.reports.analysis.build_shape_gated_te_curve_reranker scripts.reports.analysis.build_track2_curve_first_reranking_report scripts.reports.analysis.build_track2_curve_payload_diagnostics_report scripts.reports.analysis.build_track2_dataset_difference_report scripts.reports.analysis.build_track2_familywise_onnx_report scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report scripts.reports.analysis.build_track2_mean_centered_collage_report scripts.reports.analysis.build_track2_original_onnx_fw_collage_report scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report scripts.reports.analysis.plot_wave1_best_model_te_curves scripts.reports.pdf.generate_styled_report_pdf scripts.training.compose_hydra_training_config scripts.training.optuna_hpo_support scripts.training.physics_guided_optimization_instrumentation scripts.training.run_optuna_neural_hpo_study scripts.training.shared_training_infrastructure scripts.training.train_feedforward_network scripts.training.transmission_error_datamodule scripts.training.transmission_error_regression_module scripts.training.validate_training_setup move_batch_tensor_collection_to_device() (in module scripts.training.transmission_error_datamodule)

N

name (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) near_pass_gate_passes() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) near_pass_maximum_mean_harmonic_amplitude_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) near_pass_maximum_mean_harmonic_phase_error_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) near_pass_maximum_normalized_derivative_rmse (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) near_pass_maximum_peak_to_peak_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) near_pass_minimum_derivative_sign_agreement_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) near_pass_minimum_fft_amplitude_similarity (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeGateThresholds attribute) nominal_speed_rpm (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) nominal_temperature_deg_c (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) nominal_torque_nm (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute)

normalization_scale (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) NormalizationStatistics (class in scripts.training.transmission_error_datamodule) normalize_allowed_direction_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) normalize_input_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) normalize_loss_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) normalize_periodic_curve() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) normalize_score() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) normalize_surface_name() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) normalize_target_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) normalized_derivative_rmse (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) notes (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute)

O

offset_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) oil_temperature_deg (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) onnx_features() (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord method) onnx_model_path (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation.OnnxTargetEntry attribute) (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute)

OnnxTargetConfiguration (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) OnnxTargetEntry (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) operating_features() (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord method) optimizer_step() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) OriginalDatasetExactModelBankBundle (class in scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support)

P

p95_candidate_percentage_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) p95_mean_percentage_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) pair_id (scripts.reports.analysis.build_track2_dataset_difference_report.CandidatePair attribute) parameter_name_token_list (scripts.training.physics_guided_optimization_instrumentation.ParameterFreezeSchedule attribute) ParameterFreezeSchedule (class in scripts.training.physics_guided_optimization_instrumentation) parse_arguments() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit) (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) (in module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report) parse_candidate_pair() (in module scripts.reports.analysis.build_track2_dataset_difference_report) parse_command_line_arguments() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.run_exact_paper_model_bank_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.run_harmonic_wise_comparison_pipeline) (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_reference_family_vs_feedforward_comparison) (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) (in module scripts.training.compose_hydra_training_config) (in module scripts.training.run_optuna_neural_hpo_study) (in module scripts.training.train_feedforward_network) (in module scripts.training.validate_training_setup)

parse_float() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) parse_group_specification() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) parse_operating_point_from_filename() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) peak_to_peak_error_pct (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) per_curve_shape_pass_rate (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) percentile() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) percentile_absolute() (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) PeriodicFeatureNetwork (class in scripts.models.periodic_feature_network) PeriodicTemporalSequenceNetwork (class in scripts.models.periodic_temporal_sequence_network) PhysicsGuidedOptimizationInstrumentation (class in scripts.training.physics_guided_optimization_instrumentation) polished_candidate_id (scripts.reports.analysis.build_track2_dataset_difference_report.CandidatePair attribute) predict_curve() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) predict_curve_target_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) predict_curve_with_loaded_model() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) predict_feedforward_curve() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) predict_onnx_model() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) predict_python_model() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) predict_rank2_curve() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) predict_rank3_curve() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) predict_reference_bank_target_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) predict_reference_model_in_batches() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) predict_target_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) predict_temporal_sequence_curve_in_batches() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) predict_wave1_registry_curve() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) predicted_peak_to_peak_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) prepare_curve_arrays() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) prepare_output_artifact_training_config() (in module scripts.training.shared_training_infrastructure) process_curve_record() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) project_relative_path() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) python_model_path (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.ReferenceModelEntry attribute) (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute)

Q

QuasiStaticCompliancePinnNetwork (class in scripts.models.quasi_static_compliance_pinn_network)

R

rank (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) ranking_key() (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary method) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary method) ranking_scope (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) raw_error_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) raw_mae_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) raw_rmse_deg (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) read_constant_value_from_column() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) read_optional_operating_point_column() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) reconstruct_anchor_curve() (scripts.models.spectral_sobolev_guided_residual_network.BoundedCoordinateResidualNetwork method) reconstruct_curve_from_prediction_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) RecurrentSequenceNetwork (class in scripts.models.temporal_sequence_network) ReferenceModelEntry (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) registry_entry (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) remove_hydra_internal_keys() (in module scripts.training.compose_hydra_training_config) rerank_candidate_summaries() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) rerank_summaries() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) residual_lag1_autocorrelation (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) residual_peak_to_peak_pct (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) residual_smoothness_deg_per_deg2 (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) ResidualHarmonicNetwork (class in scripts.models.residual_harmonic_network) ResidualHarmonicTemporalSequenceNetwork (class in scripts.models.residual_harmonic_temporal_sequence_network) resolve_activation_multiplier_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) resolve_best_parameter_summary_payload() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) resolve_candidate_configuration_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) resolve_candidate_key() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) resolve_coefficient_tensor() (scripts.models.harmonic_regression.HarmonicRegression method) resolve_composite_candidate_key() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) resolve_configured_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) resolve_direction_metric() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) resolve_expected_input_feature_dim() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_experiment_identity() (in module scripts.training.shared_training_infrastructure) resolve_exported_python_model_path() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_family_best_entry() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_feedforward_best_entry() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_harmonic_index_list() (scripts.models.harmonic_regression.HarmonicRegression static method) resolve_inventory_path() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) resolve_model_dataset_name() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_multiplier() (scripts.training.physics_guided_optimization_instrumentation.LossActivationSchedule method) resolve_nested_dictionary_value() (in module scripts.training.optuna_hpo_support) resolve_objective_metric() (in module scripts.training.run_optuna_neural_hpo_study) resolve_onnx_variant_configuration() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) resolve_operating_point() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) resolve_original_dataset_direction_settings() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) resolve_original_dataset_smoke_settings() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support) resolve_path_argument() (in module scripts.training.compose_hydra_training_config) resolve_project_path() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit) (in module scripts.reports.analysis.build_track2_familywise_onnx_report) resolve_readout_feature_tensor() (scripts.models.harmonic_residual_offset_network.HarmonicResidualOffsetNetwork method) (scripts.models.latent_state_hysteresis_network.LatentStateHysteresisNetwork method) (scripts.models.residual_harmonic_temporal_sequence_network.ResidualHarmonicTemporalSequenceNetwork method)

resolve_readout_tensor() (scripts.models.wave3_grouped_harmonic_heads_network.Wave3GroupedHarmonicHeadsNetwork method) (scripts.models.wave3_harmonic_prior_residual_network.Wave3HarmonicPriorResidualNetwork method) resolve_reference_candidate_configuration_list() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) resolve_reference_h0_sign_multiplier() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_report_paths() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) resolve_repository_path() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) resolve_run_artifact_identity() (in module scripts.training.shared_training_infrastructure) resolve_runtime_config() (in module scripts.training.train_feedforward_network) resolve_runtime_project_relative_path() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) resolve_runtime_workflow_label() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) resolve_selected_harmonic_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_selected_harmonic_order_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) resolve_sequence_readout_tensor() (in module scripts.models.temporal_sequence_network) resolve_stage_execution_flags() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) resolve_static_onnx_dimension() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) resolve_surface_scope_list() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) resolve_target_metric() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) resolve_target_name() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) resolve_timestamped_output_paths() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) resolve_track2_candidate_configuration_list() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_track2_report_plot_root() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) resolve_weight_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) resolve_window_order() (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) robustness_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) role (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) rte_arcsec_mean (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) rte_arcsec_peak_to_peak (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) run_dataset_difference_report() (in module scripts.reports.analysis.build_track2_dataset_difference_report) run_demo_curve() (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticAdapter method) run_demo_summary() (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticAdapter method) run_deterministic_tests() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) run_exact_paper_model_bank_validation() (in module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.run_exact_paper_model_bank_validation) run_familywise_onnx_report() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) run_harmonic_wise_comparison_pipeline() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.run_harmonic_wise_comparison_pipeline) run_instance_id (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) run_motion_profile_playback() (in module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support) run_name (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) run_original_dataset_exact_model_bank_validation() (in module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation) run_original_onnx_release_parity_validation() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) run_plotter() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) run_portable_plotter() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) run_reference_family_vs_feedforward_comparison() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_reference_family_vs_feedforward_comparison) run_report() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) run_track2_mean_centered_collage_report() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) run_wave1_best_model_te_curve_prediction() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) RunArtifactIdentity (class in scripts.training.shared_training_infrastructure)

S

safe_mean() (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) sample_count (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticSummary attribute) sample_parameter_dictionary() (in module scripts.training.optuna_hpo_support) sample_row_list (scripts.features.wave4b_mmt_feature_generator.Wave4BFeaturePayload attribute) sanitize_filename_fragment() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) sanitize_path_stem() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) save_candidate_metrics_csv() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) save_common_metrics_snapshot() (in module scripts.training.shared_training_infrastructure) save_curve_plot() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) save_mean_centered_candidate_collage() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) save_metrics_csv() (in module scripts.reports.analysis.build_track2_dataset_difference_report) (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) save_model_inventory_csv() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) save_or_show_curve_plot() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves) save_pair_difference_plot() (in module scripts.reports.analysis.build_track2_dataset_difference_report) save_pairwise_csv() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) save_per_condition_metrics_csv() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) save_per_curve_metrics_csv() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) save_predicted_curve_csv() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter) save_prediction_csv() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) save_prediction_plot() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) save_run_metadata_snapshot() (in module scripts.training.shared_training_infrastructure) save_surface_collage() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) save_track2_per_condition_metrics_csv() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) save_training_config_snapshot() (in module scripts.training.shared_training_infrastructure) save_trial_result_snapshot() (in module scripts.training.run_optuna_neural_hpo_study) save_yaml_dictionary() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) (in module scripts.training.optuna_hpo_support) save_yaml_snapshot() (in module scripts.training.shared_training_infrastructure) schema_row_list (scripts.features.wave4b_mmt_feature_generator.Wave4BFeaturePayload attribute) scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit module scripts.analysis.pinn_program_bidirectional.validate_phase5_bidirectional_identifiability_audit module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit module scripts.analysis.pinn_program_dynamics.validate_phase6_dynamic_observability_audit module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit module scripts.analysis.pinn_program_hysteresis.validate_phase4_hysteresis_feasibility_audit module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit module scripts.analysis.pinn_program_portfolios.validate_physics_portfolio_feasibility_audit module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark module scripts.analysis.polynomial_fourier_benchmark.validate_phase1_polynomial_fourier_benchmark module scripts.features.wave4b_mmt_feature_generator module scripts.models.feedforward_network module scripts.models.harmonic_kinematic_pinn_network module scripts.models.harmonic_regression module scripts.models.harmonic_residual_offset_network module scripts.models.latent_state_hysteresis_network module scripts.models.model_factory module scripts.models.periodic_feature_network module scripts.models.periodic_temporal_sequence_network module scripts.models.quasi_static_compliance_pinn_network module scripts.models.residual_harmonic_network module scripts.models.residual_harmonic_temporal_sequence_network module scripts.models.spectral_sobolev_guided_residual_network module scripts.models.temporal_sequence_network module scripts.models.wave3_grouped_harmonic_heads_network module scripts.models.wave3_harmonic_prior_residual_network module scripts.models.wave4_mmt_diagnostic_adapter module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.exact_paper_model_bank_support module scripts.paper_reimplementation.rcim_ml_compensation.exact_paper_model_bank.run_exact_paper_model_bank_validation module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.harmonic_wise_support module scripts.paper_reimplementation.rcim_ml_compensation.harmonic_wise_comparison.run_harmonic_wise_comparison_pipeline module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support module scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.run_original_dataset_exact_model_bank_validation module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.create_dataframe module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.evaluate_models module scripts.paper_reimplementation.rcim_ml_compensation.recovered_original_workflow.training_models module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation module

scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_reference_family_vs_feedforward_comparison module scripts.reports.analysis.build_shape_gated_te_curve_reranker module scripts.reports.analysis.build_track2_curve_first_reranking_report module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report module scripts.reports.analysis.build_track2_dataset_difference_report module scripts.reports.analysis.build_track2_familywise_onnx_report module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report module scripts.reports.analysis.build_track2_mean_centered_collage_report module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report module scripts.reports.analysis.plot_wave1_best_model_te_curves module scripts.reports.pdf.generate_styled_report_pdf module scripts.training.compose_hydra_training_config module scripts.training.optuna_hpo_support module scripts.training.physics_guided_optimization_instrumentation module scripts.training.run_optuna_neural_hpo_study module scripts.training.shared_training_infrastructure module scripts.training.train_feedforward_network module scripts.training.transmission_error_datamodule module scripts.training.transmission_error_regression_module module scripts.training.validate_training_setup module select_curve_indices() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) select_deterministic_prediction_curve() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) select_pairwise_rows() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) select_phase1_models() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) select_representative_curve_entries() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) select_representative_curve_record_list() (in module scripts.reports.analysis.build_track2_dataset_difference_report) select_rows() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) selected_harmonic_list (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) serialize_trial_parameter_dictionary() (in module scripts.training.optuna_hpo_support) session (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.LoadedOnnxTarget attribute) set_nested_dictionary_value() (in module scripts.training.optuna_hpo_support) set_normalization_statistics() (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork method) (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) setup() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) sha256_file() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) shape_failure_reason (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) shape_pass (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) shape_score (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute) ShapeCandidateSummary (class in scripts.reports.analysis.build_shape_gated_te_curve_reranker) ShapeCurveMetric (class in scripts.reports.analysis.build_shape_gated_te_curve_reranker) ShapeGateThresholds (class in scripts.reports.analysis.build_shape_gated_te_curve_reranker) signed_curve_mean_error_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) simplified_candidate_id (scripts.reports.analysis.build_track2_dataset_difference_report.CandidatePair attribute) SineLayer (class in scripts.models.spectral_sobolev_guided_residual_network) smoke_settings (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) smoothed_derivative_correlation (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) SOFT_RESIDUAL_FORMULATION_SET (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork attribute) source_best_checkpoint_path (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) source_boundary (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute) source_csv_path (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) source_file_path (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) source_inventory_path (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) source_output_directory (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) source_path (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) speed_rpm (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) split (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) split_file_count_dictionary (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) split_mixture_density_output_tensor() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) split_row_count_dictionary (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) start_step (scripts.training.physics_guided_optimization_instrumentation.LossActivationSchedule attribute) status_dictionary (scripts.features.wave4b_mmt_feature_generator.Wave4BFeaturePayload attribute) std_mean_percentage_error_pct (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) summarize_curve() (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticAdapter method) summarize_curve_metrics() (in module scripts.reports.analysis.build_track2_forward_reference_curve_comparison_report) (in module scripts.reports.analysis.build_track2_original_onnx_fw_collage_report) (in module scripts.reports.analysis.build_track2_sparse_original_onnx_variants_report) summarize_mean_centering_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) summarize_mean_centering_metrics() (in module scripts.reports.analysis.build_track2_mean_centered_collage_report) summarize_metric_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) summarize_model_metrics() (in module scripts.reports.analysis.plot_wave1_best_model_te_curves) summarize_split() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) summarize_table_parity() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) SUPPORTED_ANGULAR_ARCHITECTURE_SET (scripts.models.spectral_sobolev_guided_residual_network.BoundedCoordinateResidualNetwork attribute) SUPPORTED_FORMULATION_SET (scripts.models.quasi_static_compliance_pinn_network.QuasiStaticCompliancePinnNetwork attribute) SUPPORTED_HEAD_MODE_SET (scripts.models.harmonic_kinematic_pinn_network.HarmonicKinematicPinnNetwork attribute) surface (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) surface_accepts_direction() (in module scripts.reports.analysis.build_track2_familywise_onnx_report) surface_scope (scripts.reports.analysis.build_shape_gated_te_curve_reranker.EvaluationFailure attribute) surface_to_payload() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark)

T

target_derived_alignment() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) target_kind (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.plot_original_onnx_fw_track2_curves.HardcodedOnnxTarget attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.OnnxTargetConfiguration attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.ReferenceModelEntry attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation.OnnxTargetEntry attribute) target_name (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.ReferenceModelEntry attribute) (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation.OnnxTargetEntry attribute) te_deg (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) TemporalConvolutionNetwork (class in scripts.models.temporal_sequence_network) test_dataloader() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) test_step() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) theta_deg (scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark.CurveRecord attribute) to_csv_row() (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary method) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric method) (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary method) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary method) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry method)

to_status_dictionary() (scripts.models.wave4_mmt_diagnostic_adapter.Wave4MMTDiagnosticAdapter method) torque_nm (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.portable_original_onnx_curve_plotter.CurveRecord attribute) (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCurveMetric attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute) Track2Candidate (class in scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) train_dataloader() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) train_feedforward_network() (in module scripts.training.train_feedforward_network) training_config (scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support.Track2Candidate attribute) (scripts.reports.analysis.plot_wave1_best_model_te_curves.LoadedFamilyModel attribute) (scripts.training.compose_hydra_training_config.MaterializedConfigBundle attribute) training_config_path (scripts.reports.analysis.build_track2_familywise_onnx_report.ExportedModelEntry attribute) training_step() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) transfer_batch_to_device() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) TransmissionErrorDataModule (class in scripts.training.transmission_error_datamodule) TransmissionErrorRegressionModule (class in scripts.training.transmission_error_regression_module) truth_peak_to_peak_deg (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CurveDiagnosticEntry attribute)

U

unit_label (scripts.training.physics_guided_optimization_instrumentation.LossComponentConfiguration attribute) update_family_registry() (in module scripts.training.shared_training_infrastructure)

update_loss_ema_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) update_program_registry() (in module scripts.training.shared_training_infrastructure) usage_policy (scripts.features.wave4b_mmt_feature_generator.Wave4BFeatureSpecification attribute)

V

val_dataloader() (scripts.training.transmission_error_datamodule.TransmissionErrorDataModule method) valid_direction_list (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) (scripts.reports.analysis.build_track2_curve_payload_diagnostics_report.CandidateDiagnosticSummary attribute) validate_batch_dictionary() (in module scripts.training.shared_training_infrastructure) validate_loss_dictionary() (scripts.training.physics_guided_optimization_instrumentation.PhysicsGuidedOptimizationInstrumentation method) validate_materialized_dataset_config() (in module scripts.training.compose_hydra_training_config)

validate_materialized_training_config() (in module scripts.training.compose_hydra_training_config) validate_registry_candidate_dataset_scope() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.reference_family_vs_feedforward_support) validate_training_setup() (in module scripts.training.validate_training_setup) validation_feature_matrix (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) validation_step() (scripts.training.transmission_error_regression_module.TransmissionErrorRegressionModule method) validation_target_matrix (scripts.paper_reimplementation.rcim_ml_compensation.original_dataset_exact_model_bank.original_dataset_exact_model_bank_support.OriginalDatasetExactModelBankBundle attribute) veto_reason (scripts.reports.analysis.build_shape_gated_te_curve_reranker.ShapeCandidateSummary attribute)

W

Wave3GroupedHarmonicHeadsNetwork (class in scripts.models.wave3_grouped_harmonic_heads_network) Wave3HarmonicPriorResidualNetwork (class in scripts.models.wave3_harmonic_prior_residual_network) Wave4BFeaturePayload (class in scripts.features.wave4b_mmt_feature_generator) Wave4BFeatureSpecification (class in scripts.features.wave4b_mmt_feature_generator) Wave4MMTDiagnosticAdapter (class in scripts.models.wave4_mmt_diagnostic_adapter) Wave4MMTDiagnosticSummary (class in scripts.models.wave4_mmt_diagnostic_adapter) worst_curve_mae_deg (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) worst_curve_rmse_deg (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) worst_mean_percentage_error_pct (scripts.reports.analysis.build_track2_curve_first_reranking_report.CandidateMetricSummary attribute) wrap_phase_difference() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) write_csv() (in module scripts.analysis.pinn_program_bidirectional.build_phase5_bidirectional_identifiability_audit) (in module scripts.analysis.pinn_program_dynamics.build_phase6_dynamic_observability_audit) (in module scripts.analysis.pinn_program_hysteresis.build_phase4_hysteresis_feasibility_audit) (in module scripts.analysis.pinn_program_portfolios.build_physics_portfolio_feasibility_audit) (in module scripts.features.wave4b_mmt_feature_generator) (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_paper_reference_archive_parity_report) (in module scripts.reports.analysis.build_shape_gated_te_curve_reranker) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) (in module scripts.reports.analysis.build_wave4a_mmt_equation_diagnostic_report)

write_csv_rows() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) write_payload_sample_jsonl() (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) write_ranking_csv() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) write_report() (in module scripts.analysis.polynomial_fourier_benchmark.run_phase1_polynomial_fourier_benchmark) write_summary_yaml() (in module scripts.reports.analysis.build_track2_curve_first_reranking_report) (in module scripts.reports.analysis.build_track2_curve_payload_diagnostics_report) write_target_parity_csv() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) write_track2_offset_diagnostic_csv() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) write_yaml_dictionary() (in module scripts.paper_reimplementation.rcim_ml_compensation.reference_family_vs_feedforward.run_original_onnx_release_parity_validation) write_yaml_file() (in module scripts.training.compose_hydra_training_config)