Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | Y | Ε _ __init__() (pytyche.analysis.PolicyTreeResult method) (pytyche.analysis.TruthComparison method) A accepted (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) add_surfaces() (in module pytyche.generators.core) advance() (pytyche.experiment.sequential.SequentialExperiment method) AlignedVisitorArray (class in pytyche.contracts) AlignmentViolation allocation_map (pytyche.analysis.PolicyTreeResult attribute) allowed (pytyche.bcf.hurdle.proposals.HurdleMove attribute) amplitude (pytyche.generators.scenarios.SignalTerm attribute) analysis (pytyche.experiment.experiment.Experiment attribute) analysis_mode (pytyche.contracts.CalibrationRecord attribute) AnalysisResult (class in pytyche.contracts) analyze() (in module pytyche.analysis) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) analyzed_at (pytyche.contracts.AnalysisResult attribute) aov_cate_per_visitor (pytyche.contracts.CalibrationTruth attribute) aov_per_visitor (pytyche.generators.core.TruthResult attribute) applies_to() (pytyche.calibrate.artifact.Calibration method) apply_calibration() (in module pytyche.analysis) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) apply_layered_calibration() (in module pytyche.calibrate.layered) apply_rule() (in module pytyche.summarize) arm arm_best_probabilities (pytyche.contracts.DiscoveredSegment attribute) assign_and_observe() (in module pytyche.generators.core) assignment (pytyche.generators.core.V2GeneratorConfig attribute) AssignmentConfig (class in pytyche.generators.core) B BART forest bartz_version (pytyche.setup.SetupReport attribute) base_price (pytyche.contracts.ProductCategory attribute) base_purchase_prob (pytyche.contracts.ProductCategory attribute) base_quantity_mu (pytyche.contracts.CartRevenueConfig attribute) base_quantity_sigma (pytyche.contracts.CartRevenueConfig attribute) baseline (pytyche.contracts.ComparisonResult attribute) BaselinePolicy (class in pytyche.experiment.cells) BCF BCFDiagnosticData (class in pytyche.bcf.diagnostics) BetweenRule (class in pytyche.contracts) bias (pytyche.calibrate.scorecard.ScenarioScorecard attribute) BinaryBCFResult (class in pytyche.bcf.config) build_bundle() (in module pytyche.generators.core) build_catalog() (in module pytyche.generators.scenarios) build_manifest() (in module pytyche.experiments.manifest) build_resource_summary() (in module pytyche.diagnostics.run_monitor) build_truth() (in module pytyche.generators.core) build_visual_confidence_payload() (in module pytyche.visual_confidence) burnin_iters (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) C calibrate() (in module pytyche.calibrate.sbc) CalibratedIntervals (class in pytyche.calibrate.layered) calibration Calibration (class in pytyche.calibrate.artifact) calibration (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) (pytyche.bcf.config.HurdleBCFResult attribute) calibration truth calibration_registry (pytyche.setup.SetupReport attribute) CalibrationBundle (class in pytyche.contracts) CalibrationRecord (class in pytyche.contracts) CalibrationTruth (class in pytyche.contracts) capability methods CartRevenueConfig (class in pytyche.contracts) CATE cate_per_visitor (pytyche.contracts.AnalysisResult attribute) (pytyche.contracts.CalibrationTruth attribute) (pytyche.generators.core.TruthResult attribute) cate_rmse (pytyche.analysis.TruthComparison attribute) categories (pytyche.contracts.CartRevenueConfig attribute) cell Cell (class in pytyche.experiment.cells) cell_observations (pytyche.experiment.experiment.Experiment attribute) CellObservation (class in pytyche.experiment.experiment) CellRegretStats (class in pytyche.calibrate.scorecard) cells (pytyche.experiment.recommendation.NextRoundPlan attribute) cells_shipped (pytyche.experiment.experiment.Experiment attribute) centered_leaves (pytyche.bcf.lml.HurdlePreLf attribute) ChannelLift (class in pytyche.contracts) check_setup() (in module pytyche.setup) ci (pytyche.contracts.ChannelLift attribute) ci_high (pytyche.contracts.CalibrationRecord attribute) ci_level (pytyche.contracts.CalibrationRecord attribute) ci_low (pytyche.contracts.CalibrationRecord attribute) ClaimLevel (class in pytyche.contracts) cluster cluster_params (pytyche.generators.core.MixtureConfig attribute) ClusterEffectProfile (class in pytyche.generators.scenarios) cold_start_plan() (in module pytyche.experiment.recommendation) combine_lanes() (in module pytyche.bcf.diagnostics.topology) compare_variants() (in module pytyche.compare.variants) Comparison (class in pytyche.contracts) comparison (pytyche.contracts.ComparisonResult attribute) ComparisonResult (class in pytyche.contracts) ComparisonRule (class in pytyche.contracts) comparisons (pytyche.contracts.AnalysisResult attribute) component_prefixes (pytyche.metrics.MetricConfig attribute) compute_calibration_curve() (in module pytyche.bcf.diagnostics) compute_cell_observations() (in module pytyche.experiment.experiment) compute_chain_diagnostics() (in module pytyche.bcf.diagnostics) compute_channel_attribution() (in module pytyche.bcf.diagnostics) compute_channel_calibration() (in module pytyche.bcf.diagnostics) compute_coverage() (in module pytyche.bcf.diagnostics) compute_decile_calibration() (in module pytyche.bcf.diagnostics) compute_ess() (in module pytyche.diagnostics.convergence) compute_miscalibration_area() (in module pytyche.bcf.diagnostics) compute_num_trees_tau() (in module pytyche.bcf.config) compute_posterior_stability() (in module pytyche.diagnostics.convergence) compute_potential_outcomes() (in module pytyche.generators.core) compute_ppc_binary() (in module pytyche.bcf.diagnostics) compute_ppc_continuous() (in module pytyche.bcf.diagnostics) compute_quintile_calibration() (in module pytyche.bcf.diagnostics) compute_rhat() (in module pytyche.diagnostics.convergence) compute_scorecard() (in module pytyche.bcf.diagnostics) (in module pytyche.calibrate.scorecard) compute_segment_diagnostics() (in module pytyche.bcf.diagnostics) compute_selection_bias() (in module pytyche.bcf.diagnostics) compute_sigma2_trace() (in module pytyche.bcf.diagnostics) compute_slim_diagnostics() (in module pytyche.bcf.diagnostics) compute_topology_metrics() (in module pytyche.bcf.diagnostics.topology) confidence (pytyche.experiment.sequential.SequentialExperiment property) consecutive_held() (pytyche.experiment.recommendation.ExpectedLossRule method) ContinuousBCFResult (class in pytyche.bcf.config) contrast_cate_per_visitor (pytyche.contracts.CalibrationTruth attribute) control_name (pytyche.contracts.ObservedExperimentData property) conv_cate_per_visitor (pytyche.contracts.CalibrationTruth attribute) conv_per_visitor (pytyche.generators.core.TruthResult attribute) conversion_delta (pytyche.generators.scenarios.ClusterEffectProfile attribute) conversion_lift (pytyche.contracts.Decomposition attribute) conversion_signals (pytyche.generators.scenarios.ClusterEffectProfile attribute) CopulaConfig (class in pytyche.generators.core) correction (pytyche.calibrate.artifact.Calibration attribute) correlation (pytyche.generators.core.CopulaConfig attribute) coverage_rate (pytyche.calibrate.scorecard.ScenarioScorecard attribute) CoverageCorrection (class in pytyche.calibrate.layered) cuda_available (pytyche.setup.SetupReport attribute) current_round_idx (pytyche.experiment.sequential.SequentialExperiment property) D data_summary (pytyche.visual_confidence.VisualConfidencePayload attribute) decision Decision (class in pytyche.contracts) decision (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.RecommendationSummary attribute) decision_correct (pytyche.contracts.CalibrationRecord attribute) decision_matrix (pytyche.calibrate.scorecard.DecisionSummary attribute) decision_summary (pytyche.calibrate.scorecard.ScenarioScorecard attribute) DecisionSummary (class in pytyche.calibrate.scorecard) DecisionThresholds (class in pytyche.contracts) Decomposition (class in pytyche.contracts) decomposition (pytyche.contracts.Comparison attribute) (pytyche.contracts.ComparisonResult attribute) DecompositionSamples (class in pytyche.contracts) detect_dropped_treatments() (in module pytyche.experiment.recommendation) diagnostic_interval (pytyche.bcf.config.GPUBCFConfig attribute) diagnostics (pytyche.bcf.config.HurdleBCFResult attribute) DiagnosticsBundle (class in pytyche.contracts) DiscoveredSegment (class in pytyche.contracts) DiscoveryProvenance (class in pytyche.contracts) DriverInfo (class in pytyche.generators.scenarios) drivers (pytyche.generators.scenarios.SignalTerm attribute) dropped_treatments (pytyche.experiment.recommendation.NextRoundPlan attribute) dropped_treatments() (pytyche.experiment.sequential.SequentialExperiment method) E effect (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.CalibrationTruth attribute) (pytyche.generators.core.TruthResult attribute) effect_components (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.CalibrationTruth attribute) (pytyche.generators.core.TruthResult attribute) EmpiricalSummary (class in pytyche.summarize) EqRule (class in pytyche.contracts) estimated_lift (pytyche.contracts.CalibrationRecord attribute) estimator_id (pytyche.contracts.CalibrationRecord attribute) evaluate_against_truth() (in module pytyche.analysis) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) exp_factor (pytyche.bcf.lml.HurdlePreLkv attribute) expected_loss_baseline (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.ComparisonResult attribute) (pytyche.contracts.RecommendationSummary attribute) expected_loss_comparison (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.ComparisonResult attribute) (pytyche.contracts.RecommendationSummary attribute) expected_loss_samples_baseline (pytyche.contracts.ComparisonResult attribute) expected_loss_samples_comparison (pytyche.contracts.ComparisonResult attribute) expected_value_of_one_more_round (pytyche.contracts.RecommendationSummary attribute) ExpectedLossRule (class in pytyche.experiment.recommendation) experiment Experiment (class in pytyche.experiment.experiment) experiment_evolution_gif() (in module pytyche.viz) experiment_id (pytyche.contracts.AnalysisResult attribute) (pytyche.contracts.ObservedExperimentData attribute) (pytyche.generators.core.V2GeneratorConfig attribute) ExplicitSchedule (class in pytyche.experiment.schedule) extract_diagnostics_gpu() (in module pytyche.bcf.diagnostics) extract_diagnostics_joint() (in module pytyche.bcf.diagnostics) extract_diagnostics_proto() (in module pytyche.bcf.diagnostics) F false_ship_rate (pytyche.calibrate.scorecard.ScenarioScorecard attribute) feature_sampler (pytyche.generators.core.V2GeneratorConfig attribute) features (pytyche.generators.core.CopulaConfig attribute) (pytyche.generators.core.MixtureConfig attribute) FeatureSamplerConfig (in module pytyche.generators.core) FeatureSpec (class in pytyche.generators.core) fit() (in module pytyche.bcf.dispatch) fit_binary_bcf() (in module pytyche.bcf.binary) fit_continuous_bcf() (in module pytyche.bcf.continuous) fit_hurdle_bcf() (in module pytyche.bcf.hurdle) fit_policy_tree() (in module pytyche.analysis) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) FixedSchedule (class in pytyche.experiment.schedule) fn (pytyche.generators.core.SurfaceConfig attribute) frequency_lift_samples (pytyche.contracts.DecompositionSamples attribute) from_directory() (pytyche.calibrate.layered.LayeredCalibrationCorrection class method) G gate_ci (pytyche.contracts.DiscoveredSegment attribute) gate_estimate (pytyche.contracts.DiscoveredSegment attribute) generate() (in module pytyche.generators.api) generate_v2_core() (in module pytyche.generators.core) generator Generator (in module pytyche.experiment.sequential) GeometricSchedule (class in pytyche.experiment.schedule) get_metric_config() (in module pytyche.metrics) GPUBCFConfig (class in pytyche.bcf.config) graduation candidate graduation_candidates (pytyche.experiment.recommendation.NextRoundPlan attribute) graduation_candidates() (pytyche.experiment.sequential.SequentialExperiment method) GraduationCandidate (class in pytyche.experiment.recommendation) GraduationRule (class in pytyche.experiment.recommendation) grow (pytyche.bcf.hurdle.proposals.HurdleMove attribute) H has_credible_segments() (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) (pytyche.experiment.sequential.SequentialExperiment method) has_decomposition() (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) has_graduation_candidate() (pytyche.experiment.sequential.SequentialExperiment method) hashes (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) history (pytyche.experiment.sequential.SequentialExperiment property) HTE hurdle outcomes HurdleBCFResult (class in pytyche.bcf.config) HurdleMove (class in pytyche.bcf.hurdle.proposals) HurdlePreLf (class in pytyche.bcf.lml) HurdlePreLkv (class in pytyche.bcf.lml) HWMonitor (class in pytyche.diagnostics.run_monitor) I id (pytyche.contracts.DiscoveredSegment attribute) (pytyche.experiment.experiment.CellObservation attribute) inference_data (pytyche.contracts.DiagnosticsBundle attribute) InRule (class in pytyche.contracts) internal_node_count (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) invariants (pytyche.visual_confidence.VisualConfidencePayload attribute) is_calibrated (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) (pytyche.bcf.config.HurdleBCFResult attribute) (pytyche.contracts.AnalysisResult property) is_candidate() (pytyche.experiment.recommendation.ExpectedLossRule method) is_reserved_propensity_column() (in module pytyche.contracts) J jax_devices (pytyche.setup.SetupReport attribute) joint hurdle BCF joint posterior K key (pytyche.contracts.RegisteredSegment attribute) kind (pytyche.generators.core.FeatureSpec attribute) (pytyche.generators.scenarios.DriverInfo attribute) L latest (pytyche.experiment.sequential.SequentialExperiment property) latest_recommendation (pytyche.experiment.recommendation.GraduationCandidate attribute) LayeredCalibrationCorrection (class in pytyche.calibrate.layered) left (pytyche.bcf.hurdle.proposals.HurdleMove attribute) level_values (pytyche.generators.scenarios.SignalTerm attribute) levels (pytyche.generators.scenarios.DriverInfo attribute) lifecycle (pytyche.contracts.RegisteredSegment attribute) lift_ci (pytyche.contracts.Comparison attribute) (pytyche.contracts.ComparisonResult attribute) lift_ci_level (pytyche.contracts.ComparisonResult attribute) lift_estimate (pytyche.contracts.Comparison attribute) lift_samples (pytyche.contracts.ComparisonResult attribute) lift_unit (pytyche.contracts.ComparisonResult attribute) (pytyche.metrics.MetricConfig attribute) lift_vs_control (pytyche.experiment.experiment.CellObservation attribute) lift_vs_control_ci (pytyche.experiment.experiment.CellObservation attribute) lift_vs_other_cells (pytyche.experiment.experiment.CellObservation attribute) LiftSummary (class in pytyche.summarize) log_event() (pytyche.diagnostics.run_monitor.RunLog method) log_phase() (pytyche.diagnostics.run_monitor.RunLog method) log_ratio_struct (pytyche.bcf.hurdle.proposals.HurdleMove attribute) log_sqrt_term (pytyche.bcf.lml.HurdlePreLkv attribute) log_u (pytyche.bcf.hurdle.proposals.HurdleMove attribute) M m0_effective (pytyche.generators.core.TruthResult attribute) m0_per_visitor (pytyche.contracts.CalibrationTruth attribute) m0_surface (pytyche.generators.core.MetricMode attribute) m0_values (pytyche.generators.core.TruthResult attribute) m1_effective (pytyche.generators.core.TruthResult attribute) m1_per_visitor (pytyche.contracts.CalibrationTruth attribute) m1_surface (pytyche.generators.core.MetricMode attribute) m1_values (pytyche.generators.core.TruthResult attribute) m_per_visitor (pytyche.contracts.CalibrationTruth attribute) m_surfaces (pytyche.generators.core.MetricMode attribute) m_values (pytyche.generators.core.TruthResult attribute) MANIFEST_SCHEMA_VERSION (in module pytyche.experiments.manifest) max_depth (pytyche.bcf.config.GPUBCFConfig attribute) mean (pytyche.calibrate.scorecard.CellRegretStats attribute) (pytyche.generators.scenarios.DriverInfo attribute) mean_factor (pytyche.bcf.lml.HurdlePreLf attribute) mean_regret (pytyche.calibrate.scorecard.ScenarioScorecard attribute) mean_regret_cpm (pytyche.calibrate.scorecard.ScenarioScorecard attribute) median (pytyche.calibrate.scorecard.CellRegretStats attribute) method (pytyche.contracts.ComparisonResult attribute) metric (pytyche.calibrate.artifact.Calibration attribute) (pytyche.contracts.AnalysisResult attribute) (pytyche.contracts.ObservedExperimentData attribute) metric_family (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.CalibrationTruth attribute) (pytyche.metrics.MetricConfig attribute) metric_id (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.CalibrationTruth attribute) (pytyche.generators.core.MetricMode attribute) (pytyche.metrics.MetricConfig attribute) metric_mode (pytyche.generators.core.V2GeneratorConfig attribute) MetricConfig (class in pytyche.metrics) MetricFamily (class in pytyche.contracts) MetricMode (class in pytyche.generators.core) min_control_weight min_explore_weight missed_win_rate (pytyche.calibrate.scorecard.ScenarioScorecard attribute) MixtureConfig (class in pytyche.generators.core) model_id (pytyche.metrics.MetricConfig attribute) module pytyche.bcf.binary pytyche.bcf.config pytyche.bcf.continuous pytyche.bcf.diagnostics pytyche.bcf.diagnostics.topology pytyche.bcf.dispatch pytyche.bcf.gfr pytyche.bcf.hurdle pytyche.bcf.hurdle.compose pytyche.bcf.hurdle.model pytyche.bcf.hurdle.orchestration pytyche.bcf.hurdle.proposals pytyche.bcf.hurdle.step pytyche.bcf.kernels pytyche.bcf.lml pytyche.bcf.preprocess pytyche.calibrate pytyche.calibrate.artifact pytyche.calibrate.layered pytyche.calibrate.sbc pytyche.calibrate.scorecard pytyche.compare pytyche.compare.variants pytyche.contracts pytyche.diagnostics pytyche.diagnostics.convergence pytyche.diagnostics.coverage pytyche.diagnostics.run_monitor pytyche.experiment.cells pytyche.experiment.experiment pytyche.experiment.recommendation pytyche.experiment.schedule pytyche.experiment.sequential pytyche.experiment.simulate pytyche.experiments pytyche.experiments.manifest pytyche.generators pytyche.generators.api pytyche.generators.core pytyche.generators.scenarios pytyche.metrics pytyche.setup pytyche.summarize pytyche.validation pytyche.visual_confidence move_type (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) mu_samples (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) multiply_surfaces() (in module pytyche.generators.core) N n_conversions (pytyche.contracts.VariantData attribute) n_correct (pytyche.calibrate.scorecard.DecisionSummary attribute) n_false_ship (pytyche.calibrate.scorecard.DecisionSummary attribute) n_missed_win (pytyche.calibrate.scorecard.DecisionSummary attribute) n_records_total (pytyche.calibrate.scorecard.ScenarioScorecard attribute) n_records_used (pytyche.calibrate.scorecard.ScenarioScorecard attribute) n_treatments (pytyche.calibrate.artifact.Calibration attribute) n_visitors (pytyche.contracts.AlignedVisitorArray attribute) (pytyche.contracts.VariantData attribute) (pytyche.experiment.experiment.CellObservation attribute) (pytyche.experiment.recommendation.NextRoundPlan attribute) (pytyche.generators.core.V2GeneratorConfig attribute) name (pytyche.contracts.ProductCategory attribute) (pytyche.contracts.VariantData attribute) (pytyche.generators.core.FeatureSpec attribute) (pytyche.generators.scenarios.DriverInfo attribute) next round plan next_fit_num_trees_tau() (in module pytyche.experiment.recommendation) next_recommendation (pytyche.experiment.experiment.Experiment attribute) (pytyche.experiment.sequential.SequentialExperiment property) NextRoundPlan (class in pytyche.experiment.recommendation) NoCudaWarning node (pytyche.bcf.hurdle.proposals.HurdleMove attribute) null_epsilon (pytyche.calibrate.sbc.OracleConfig attribute) num_burnin (pytyche.bcf.config.GPUBCFConfig attribute) num_chains (pytyche.bcf.config.GPUBCFConfig attribute) (pytyche.bcf.config.HurdleBCFResult attribute) num_cuts (pytyche.bcf.config.GPUBCFConfig attribute) num_gfr_sweeps (pytyche.bcf.config.HurdleBCFResult attribute) num_mcmc (pytyche.bcf.config.GPUBCFConfig attribute) num_trees_mu (pytyche.bcf.config.GPUBCFConfig attribute) (pytyche.bcf.diagnostics.topology.TopologyHistory attribute) num_trees_tau (pytyche.bcf.config.GPUBCFConfig attribute) O observed (pytyche.analysis.PolicyTreeResult attribute) (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) (pytyche.bcf.config.HurdleBCFResult attribute) (pytyche.contracts.CalibrationBundle attribute) (pytyche.experiment.experiment.Experiment property) observed data stashing observed_copy parameter observed_rpv (pytyche.experiment.experiment.CellObservation attribute) observed_rpv_ci (pytyche.experiment.experiment.CellObservation attribute) ObservedExperimentData (class in pytyche.contracts) oracle_decision (pytyche.contracts.CalibrationRecord attribute) oracle_gap_rpv (pytyche.analysis.TruthComparison attribute) OracleConfig (class in pytyche.calibrate.sbc) P p0_mean (pytyche.bcf.config.HurdleBCFResult attribute) p0_per_visitor (pytyche.contracts.CalibrationTruth attribute) p0_samples (pytyche.bcf.config.HurdleBCFResult attribute) p0_surface (pytyche.generators.core.MetricMode attribute) p0_values (pytyche.generators.core.TruthResult attribute) p1_mean (pytyche.bcf.config.HurdleBCFResult attribute) p1_per_visitor (pytyche.contracts.CalibrationTruth attribute) p1_samples (pytyche.bcf.config.HurdleBCFResult attribute) p1_surface (pytyche.generators.core.MetricMode attribute) p1_values (pytyche.generators.core.TruthResult attribute) p_per_visitor (pytyche.contracts.CalibrationTruth attribute) p_samples (pytyche.bcf.config.HurdleBCFResult attribute) p_surfaces (pytyche.generators.core.MetricMode attribute) p_values (pytyche.generators.core.TruthResult attribute) phase_timing (pytyche.bcf.config.HurdleBCFResult attribute) plot_calibration() (in module pytyche.viz) plot_cells() (in module pytyche.viz) plot_policy_tree() (in module pytyche.viz) plot_segment_intervals() (in module pytyche.viz) point_estimate (pytyche.contracts.ChannelLift attribute) policy Policy (class in pytyche.experiment.cells) policy tree policy_accuracy (pytyche.analysis.TruthComparison attribute) policy_summary (pytyche.experiment.experiment.CellObservation attribute) PolicyTreeResult (class in pytyche.analysis) pooling (pytyche.bcf.config.HurdleBCFResult attribute) (pytyche.calibrate.artifact.Calibration attribute) population_share (pytyche.contracts.DiscoveredSegment attribute) posterior (pytyche.contracts.AnalysisResult attribute) (pytyche.experiment.experiment.Experiment attribute) posterior_prefix (pytyche.metrics.MetricConfig attribute) presort_samples() (in module pytyche.bcf.diagnostics) price_std (pytyche.contracts.ProductCategory attribute) probability_better (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.ComparisonResult attribute) (pytyche.contracts.RecommendationSummary attribute) probability_harmful (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.ComparisonResult attribute) (pytyche.contracts.RecommendationSummary attribute) probability_positive (pytyche.contracts.CalibrationRecord attribute) (pytyche.contracts.Comparison attribute) (pytyche.contracts.ComparisonResult attribute) (pytyche.contracts.RecommendationSummary attribute) probe_jax_peak_memory_mb() (in module pytyche.diagnostics.run_monitor) ProductCategory (class in pytyche.contracts) prognostic_conv_base (pytyche.generators.scenarios.ClusterEffectProfile attribute) prognostic_conv_signals (pytyche.generators.scenarios.ClusterEffectProfile attribute) prognostic_sev_base (pytyche.generators.scenarios.ClusterEffectProfile attribute) prognostic_sev_signals (pytyche.generators.scenarios.ClusterEffectProfile attribute) prose_summary (pytyche.experiment.recommendation.NextRoundPlan attribute) provenance (pytyche.contracts.RegisteredSegment attribute) pt.fit pt.viz namespace pytyche.bcf.binary module pytyche.bcf.config module pytyche.bcf.continuous module pytyche.bcf.diagnostics module pytyche.bcf.diagnostics.topology module pytyche.bcf.dispatch module pytyche.bcf.gfr module pytyche.bcf.hurdle module pytyche.bcf.hurdle.compose module pytyche.bcf.hurdle.model module pytyche.bcf.hurdle.orchestration module pytyche.bcf.hurdle.proposals module pytyche.bcf.hurdle.step module pytyche.bcf.kernels module pytyche.bcf.lml module pytyche.bcf.preprocess module pytyche.calibrate module pytyche.calibrate.artifact module pytyche.calibrate.layered module pytyche.calibrate.sbc module pytyche.calibrate.scorecard module pytyche.compare module pytyche.compare.variants module pytyche.contracts module pytyche.diagnostics module pytyche.diagnostics.convergence module pytyche.diagnostics.coverage module pytyche.diagnostics.run_monitor module pytyche.experiment.cells module pytyche.experiment.experiment module pytyche.experiment.recommendation module pytyche.experiment.schedule module pytyche.experiment.sequential module pytyche.experiment.simulate module pytyche.experiments module pytyche.experiments.manifest module pytyche.generators module pytyche.generators.api module pytyche.generators.core module pytyche.generators.scenarios module pytyche.metrics module pytyche.setup module pytyche.summarize module pytyche.validation module pytyche.visual_confidence module pytyche_version (pytyche.setup.SetupReport attribute) Q quantiles_from_sorted() (in module pytyche.bcf.diagnostics) R random_seed (pytyche.bcf.config.GPUBCFConfig attribute) recommend() (in module pytyche.experiment.recommendation) recommendation (pytyche.contracts.AnalysisResult attribute) recommendation summary recommendation_summary() (in module pytyche.analysis) (in module pytyche.compare.variants) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) RecommendationSummary (class in pytyche.contracts) recommended_install (pytyche.setup.SetupReport attribute) recovery (pytyche.visual_confidence.VisualConfidencePayload attribute) RegisteredSegment (class in pytyche.contracts) regret (pytyche.contracts.CalibrationRecord attribute) RESERVED_CELL_COLUMN (in module pytyche.contracts) RESERVED_PROPENSITY_COLUMN (in module pytyche.contracts) RESERVED_PROPENSITY_PREFIX (in module pytyche.contracts) ResourceSummary (class in pytyche.diagnostics.run_monitor) retain_topology_history (pytyche.bcf.config.GPUBCFConfig attribute) revenue_model (pytyche.generators.core.V2GeneratorConfig attribute) right (pytyche.bcf.hurdle.proposals.HurdleMove attribute) rmse (pytyche.calibrate.scorecard.ScenarioScorecard attribute) round round_idx (pytyche.experiment.experiment.Experiment attribute) rpv_cate_samples (pytyche.bcf.config.HurdleBCFResult attribute) rpv_oracle (pytyche.analysis.TruthComparison attribute) rpv_policy (pytyche.analysis.TruthComparison attribute) rpv_uniform (pytyche.analysis.TruthComparison attribute) rule (pytyche.contracts.DiscoveredSegment attribute) (pytyche.contracts.RegisteredSegment attribute) RuleClause (in module pytyche.contracts) RuleViolation run_to_completion() (pytyche.experiment.sequential.SequentialExperiment method) RunLog (class in pytyche.diagnostics.run_monitor) S sample_features() (in module pytyche.generators.core) SBC (in pytyche) ScaleFamilyCorrection (class in pytyche.calibrate.layered) scenario_id (pytyche.calibrate.scorecard.ScenarioScorecard attribute) (pytyche.contracts.CalibrationRecord attribute) ScenarioScorecard (class in pytyche.calibrate.scorecard) ScenarioSpec (in module pytyche.generators.scenarios) schedule Schedule (class in pytyche.experiment.schedule) SchemaViolation seed (pytyche.contracts.CalibrationRecord attribute) (pytyche.generators.core.V2GeneratorConfig attribute) segment (pytyche.experiment.recommendation.GraduationCandidate attribute) SegmentRule (class in pytyche.contracts) segments (pytyche.analysis.PolicyTreeResult attribute) (pytyche.contracts.AnalysisResult attribute) SegmentSummary (class in pytyche.summarize) sequential experiment sequential_experiment() (in module pytyche.experiment.sequential) SequentialExperiment (class in pytyche.experiment.sequential) setup report SetupReport (class in pytyche.setup) sev0_mean (pytyche.bcf.config.HurdleBCFResult attribute) sev0_samples (pytyche.bcf.config.HurdleBCFResult attribute) sev1_mean (pytyche.bcf.config.HurdleBCFResult attribute) sev1_samples (pytyche.bcf.config.HurdleBCFResult attribute) sev_samples (pytyche.bcf.config.HurdleBCFResult attribute) severity_delta (pytyche.generators.scenarios.ClusterEffectProfile attribute) severity_lift (pytyche.contracts.Decomposition attribute) severity_lift_samples (pytyche.contracts.DecompositionSamples attribute) severity_signals (pytyche.generators.scenarios.ClusterEffectProfile attribute) ship_threshold (pytyche.calibrate.sbc.OracleConfig attribute) sigma0_surface (pytyche.generators.core.MetricMode attribute) sigma0_values (pytyche.generators.core.TruthResult attribute) sigma1_surface (pytyche.generators.core.MetricMode attribute) sigma1_values (pytyche.generators.core.TruthResult attribute) sigma2_samples (pytyche.bcf.config.ContinuousBCFResult attribute) (pytyche.bcf.config.HurdleBCFResult property) sigma_surfaces (pytyche.generators.core.MetricMode attribute) sigma_values (pytyche.generators.core.TruthResult attribute) sigmoid_surface() (in module pytyche.generators.core) signal_type (pytyche.generators.scenarios.SignalTerm attribute) SignalTerm (class in pytyche.generators.scenarios) simulated_experiment_generator() (in module pytyche.experiment.simulate) stability score stability_score (pytyche.contracts.DiscoveredSegment attribute) stability_scores (pytyche.analysis.PolicyTreeResult attribute) start() (pytyche.diagnostics.run_monitor.HWMonitor method) std (pytyche.generators.scenarios.DriverInfo attribute) stop() (pytyche.diagnostics.run_monitor.HWMonitor method) summarize_hurdle_components() (in module pytyche.summarize) summarize_v2() (in module pytyche.summarize) summary (pytyche.experiment.sequential.SequentialExperiment property) summary_one_line() (pytyche.experiment.experiment.Experiment method) SurfaceConfig (class in pytyche.generators.core) sustained_rounds (pytyche.experiment.recommendation.GraduationCandidate attribute) T T_left (pytyche.bcf.lml.HurdlePreLkv attribute) T_right (pytyche.bcf.lml.HurdlePreLkv attribute) T_total (pytyche.bcf.lml.HurdlePreLkv attribute) tau0_samples (pytyche.bcf.config.HurdleBCFResult attribute) tau_hat_quantiles (pytyche.bcf.config.HurdleBCFResult attribute) tau_samples (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) TEMPLATES (in module pytyche.generators.scenarios) thin_factor (pytyche.bcf.config.GPUBCFConfig attribute) Thompson allocation thompson_allocation() (in module pytyche.analysis) (pytyche.bcf.config.BinaryBCFResult method) (pytyche.bcf.config.ContinuousBCFResult method) (pytyche.bcf.config.HurdleBCFResult method) threshold_surface() (in module pytyche.generators.core) thresholds (pytyche.contracts.RecommendationSummary attribute) topology_hash_lanes() (in module pytyche.bcf.diagnostics.topology) topology_history (pytyche.bcf.config.HurdleBCFResult attribute) TopologyHistory (class in pytyche.bcf.diagnostics.topology) total_revenue (pytyche.contracts.VariantData attribute) treatment (pytyche.contracts.Comparison attribute) (pytyche.contracts.RecommendationSummary attribute) (pytyche.experiment.recommendation.GraduationCandidate attribute) treatment_allocation (pytyche.generators.core.AssignmentConfig attribute) treatment_names (pytyche.contracts.ObservedExperimentData property) treatment_probabilities (pytyche.generators.core.AssignmentConfig attribute) treatments (pytyche.experiment.recommendation.NextRoundPlan attribute) tree (pytyche.analysis.PolicyTreeResult attribute) (pytyche.experiment.recommendation.NextRoundPlan attribute) TreePolicy (class in pytyche.experiment.cells) truth (pytyche.contracts.CalibrationBundle attribute) truth comparison truth_comparison (pytyche.experiment.experiment.Experiment attribute) truth_summary (pytyche.visual_confidence.VisualConfidencePayload attribute) TruthComparison (class in pytyche.analysis) TruthResult (class in pytyche.generators.core) U UncalibratedWarning UniformPolicy (class in pytyche.experiment.cells) V V2GeneratorConfig (class in pytyche.generators.core) validate_alignment() (in module pytyche.validation) validate_cell_weights() (in module pytyche.experiment.cells) validate_manifest() (in module pytyche.experiments.manifest) validate_observed_data() (in module pytyche.validation) validate_rule() (in module pytyche.validation) values (pytyche.contracts.AlignedVisitorArray attribute) VariantData (class in pytyche.contracts) variants (pytyche.contracts.ObservedExperimentData attribute) VariantSummary (class in pytyche.summarize) VISITOR_SCHEMA (in module pytyche.contracts) visitors (pytyche.contracts.VariantData attribute) VisualConfidencePayload (class in pytyche.visual_confidence) W wall_clock_seconds (pytyche.bcf.config.BinaryBCFResult attribute) (pytyche.bcf.config.ContinuousBCFResult attribute) (pytyche.bcf.config.HurdleBCFResult attribute) WEIGHT_SUM_TOLERANCE (in module pytyche.experiment.cells) weights (pytyche.generators.core.MixtureConfig attribute) write() (pytyche.diagnostics.run_monitor.RunLog method) write_manifest() (in module pytyche.experiments.manifest) Y y_bar (pytyche.bcf.config.ContinuousBCFResult attribute) y_std (pytyche.bcf.config.ContinuousBCFResult attribute) Ε ε-clip