Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X _ __copy__() (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) __deepcopy__() (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) __eq__() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) __hash__ (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit attribute) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable attribute) (probabilistic_model.bayesian_network.bayesian_network.Root attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateContinuousLeaf attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateDiscreteLeaf attribute) __hash__() (probabilistic_model.bayesian_network.bayesian_network.Node method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.learning.region_graph.region_graph.Partition method) (probabilistic_model.learning.region_graph.region_graph.Region method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) __iter__() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) __len__() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) __lt__() (probabilistic_model.learning.jpt.variables.AnnotatedVariable method) __missing__() (probabilistic_model.utils.MissingDict method) __post_init__() (probabilistic_model.bayesian_network.bayesian_network.Node method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.gui.controller.ModelController method) (probabilistic_model.gui.home_widget.HomeWidget method) (probabilistic_model.gui.main_window.MainWindow method) (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.plotting.InteractiveChartView method) (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) __repr__() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit method) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.learning.region_graph.region_graph.Region method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) __str__() (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult method) __version__ (in module probabilistic_model) (in module probabilistic_model._version) _add_regions_for_adjustment_stratum() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _attach_mixture_to_node() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit static method) _attach_monte_carlo_mixture() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _attach_single_exchangeable_instance() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit static method) _best_region() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _build_child_joint_dataframe() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _build_class_dataframe() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit static method) _build_product_unit_for_region() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _build_subtree() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode class method) _check_query_variables_exist() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _check_sum_unit_for_variable() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _check_sum_units_normalized() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _check_support_disjointness() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _child_marginals_split_on_variable() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit static method) _compute_interventional_circuit_with_adjustment() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _compute_interventional_circuit_without_adjustment() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _condition_class_circuit() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _diagnose_single_cause_variable() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _extract_leaf_regions_for_variable() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _extract_leaf_regions_for_variables() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _fit_exchangeable_part() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _from_json() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree class method) (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer class method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer class method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit class method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer class method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit class method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit class method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit class method) _get_variable_bounds() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) _ground_exchangeable_part() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _ground_part_circuit() (probabilistic_model.probabilistic_circuit.relational.rspn.ExchangeableDistributionTemplate method) _invalidate_topology_cache() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) _is_concrete_statistic() (in module probabilistic_model.probabilistic_circuit.relational.rspn) _latent_variable (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit attribute) _layers_cache (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit attribute) _mount_instance() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit static method) _node_local_latent_log_likelihoods() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit static method) _on_slider_changed() (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) _on_slider_pressed() (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) _on_slider_released() (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) _on_spin_changed() (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) _overlapping_pair_exists() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit static method) _query_probability_at_value() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) _read_only (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) _rename_variables_with_part_prefix() (in module probabilistic_model.probabilistic_circuit.relational.rspn) _root_cache (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit attribute) _sample_undetermined_latents() (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) _variable_dependencies_to_json() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) _variables (probabilistic_model.probabilistic_circuit.jax.inner_layer.InputLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer attribute) A abbreviated_symbol (probabilistic_model.distributions.distributions.DiracDeltaDistribution property) (probabilistic_model.distributions.distributions.UnivariateDistribution property) (probabilistic_model.distributions.gaussian.GaussianDistribution property) (probabilistic_model.distributions.uniform.UniformDistribution property) actual_log_weight_sum (probabilistic_model.probabilistic_circuit.causal.exceptions.UnnormalizedSumUnitViolation attribute) actual_value (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) add_edge() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_edges_and_nodes_from_circuit() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_edges_from() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_evidence_row() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) add_from_subgraph() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_node() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_nodes_from() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) add_numeric_interval() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) add_range_button (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) add_subcircuit() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit method) add_variable_row() (probabilistic_model.gui.query_widget.QueryWidget method) add_weighted_edges_from() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) adjust_extreme_points() (probabilistic_model.learning.nyga_induction.NygaInduction method) adjustment_variable_names (probabilistic_model.probabilistic_circuit.causal.exceptions.EmptyInterventionalCircuitError attribute) all_layers() (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) all_layers_with_depth() (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) all_query_sets() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode method) all_union_of_mixture_points_with() (probabilistic_model.learning.nyga_induction.NygaInduction method) all_variable_results (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) annotated_variables (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) AnnotatedVariable (class in probabilistic_model.learning.jpt.variables) apply_scaling() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) apply_translation() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) as_deterministic_sum() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateDiscreteLeaf method) as_probabilistic_circuit() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit method) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable method) (probabilistic_model.bayesian_network.bayesian_network.Node method) (probabilistic_model.bayesian_network.bayesian_network.Root method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.learning.region_graph.region_graph.RegionGraph method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ClassificationCircuit method) attach_marginal_circuit() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) available_variables (probabilistic_model.probabilistic_circuit.causal.exceptions.MissingQueryVariableViolation attribute) B backdoor_adjustment() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) bayesian_network (probabilistic_model.bayesian_network.bayesian_network.Node attribute) BayesianNetwork (class in probabilistic_model.bayesian_network.bayesian_network) begin_index (probabilistic_model.learning.nyga_induction.InductionStep attribute) bounding_box_trace_of_simple_event() (probabilistic_model.probabilistic_model.ProbabilisticModel method) breadth_first_search_layout() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) build_event() (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) build_evidence_event() (probabilistic_model.gui.mode_widget.ModeWidget method) C c45() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) c45queue (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) calculate_button (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) (probabilistic_model.gui.query_widget.QueryWidget attribute) calculate_mode() (probabilistic_model.gui.controller.ModelController method) calculate_posterior() (probabilistic_model.gui.controller.ModelController method) calculate_priors() (probabilistic_model.gui.controller.ModelController method) calculate_probability() (probabilistic_model.gui.controller.ModelController method) causal_variables (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit attribute) CausalCircuit (class in probabilistic_model.probabilistic_circuit.causal.causal_circuit) cause_variable_name (probabilistic_model.probabilistic_circuit.causal.exceptions.EmptyInterventionalCircuitError attribute) CDF_TRACE_COLOR (in module probabilistic_model.constants) CDF_TRACE_NAME (in module probabilistic_model.constants) central_stack (probabilistic_model.gui.main_window.MainWindow attribute) changed (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) chart_view (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget attribute) checked_query_sets (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult attribute) child_layers (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer attribute) circuit (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit attribute) circuit_columns (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit attribute) circuit_variables (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult attribute) CircuitNotFittedError class_ (probabilistic_model.probabilistic_circuit.relational.exceptions.CircuitNotFittedError attribute) (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) class_probabilistic_circuit (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) classes (probabilistic_model.learning.region_graph.region_graph.RegionGraph attribute) ClassificationCircuit (class in probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit) clear_mode_details() (probabilistic_model.gui.mode_widget.ModeWidget method) composite_set_from_event() (probabilistic_model.distributions.distributions.UnivariateDistribution method) compute_best_split() (probabilistic_model.learning.nyga_induction.InductionStep method) concatenated_log_weights (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer property) conditional() (probabilistic_model.probabilistic_model.ProbabilisticModel method) conditional_log_likelihood() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit method) conditional_log_likelihood_single() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit method) conditional_probability_distributions (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit attribute) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable attribute) ConditionalProbabilisticCircuit (class in probabilistic_model.bayesian_network.bayesian_network) ConditionalProbabilityTable (class in probabilistic_model.bayesian_network.bayesian_network) Conditioner (class in probabilistic_model.probabilistic_circuit.jax.coupling_circuit) conditioner (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit attribute) conditioner_columns (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit attribute) connect_incoming_edges_to() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) constraint_container (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) constraint_layout (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) constraint_widget (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) construct_impurity() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) construct_left_induction_step() (probabilistic_model.learning.nyga_induction.InductionStep method) construct_right_induction_step() (probabilistic_model.learning.nyga_induction.InductionStep method) ContinuousDistribution (class in probabilistic_model.distributions.distributions) ContinuousDistributionWithFiniteSupport (class in probabilistic_model.distributions.distributions) ContinuousLayer (class in probabilistic_model.probabilistic_circuit.jax.input_layer) ContinuousLayerWithFiniteSupport (class in probabilistic_model.probabilistic_circuit.jax.input_layer) controller (probabilistic_model.gui.home_widget.HomeWidget attribute) (probabilistic_model.gui.main_window.MainWindow attribute) (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) (probabilistic_model.gui.query_widget.QueryWidget attribute) copy_bcoo() (in module probabilistic_model.probabilistic_circuit.jax.utils) copy_bcsr() (in module probabilistic_model.probabilistic_circuit.jax.utils) copy_without_graph() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) CouplingCircuit (class in probabilistic_model.probabilistic_circuit.jax.coupling_circuit) create_bcoo_indices_from_row_lengths() (in module probabilistic_model.probabilistic_circuit.jax.utils) create_bcoo_indices_from_row_lengths_np() (in module probabilistic_model.probabilistic_circuit.jax.utils) create_bcsr_indices_from_row_lengths() (in module probabilistic_model.probabilistic_circuit.jax.utils) create_circuit_from_parameters() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit method) create_constraint_widget() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) create_evidence_section() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) create_layer_from_nodes_with_same_type_and_scope() (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer class method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer class method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer class method) create_layers_from_nodes() (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer static method) create_leaf_node() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) create_query_vars_section() (probabilistic_model.gui.posterior_widget.PosteriorWidget method) create_random_region_graph() (probabilistic_model.learning.region_graph.region_graph.RegionGraph method) create_section() (probabilistic_model.gui.query_widget.QueryWidget method) create_uniform_distribution() (probabilistic_model.learning.nyga_induction.InductionStep method) create_uniform_distribution_from_indices() (probabilistic_model.learning.nyga_induction.InductionStep method) cumulative_density_function_to_lower (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution property) cumulative_density_function_trace() (probabilistic_model.distributions.uniform.UniformDistribution method) cumulative_distribution() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) cumulative_distribution_function() (probabilistic_model.distributions.distributions.ContinuousDistribution method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) cumulative_log_weights (probabilistic_model.learning.nyga_induction.InductionStep attribute) cumulative_weights (probabilistic_model.learning.nyga_induction.InductionStep attribute) current_mode_index (probabilistic_model.gui.mode_widget.ModeWidget attribute) current_posterior_model (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) current_var_index (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) D data (probabilistic_model.learning.nyga_induction.InductionStep attribute) DenseSumLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) density_cap (probabilistic_model.distributions.distributions.DiracDeltaDistribution attribute) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer attribute) dependencies (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) depth (probabilistic_model.learning.region_graph.region_graph.RegionGraph attribute) descendants() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) diagnose_failure() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) DiracDeltaDistribution (class in probabilistic_model.distributions.distributions) DiracDeltaLayer (class in probabilistic_model.probabilistic_circuit.jax.input_layer) DiscreteDistribution (class in probabilistic_model.distributions.distributions) DiscreteLayer (class in probabilistic_model.probabilistic_circuit.jax.discrete_layer) display_mode() (probabilistic_model.gui.mode_widget.ModeWidget method) distribution (probabilistic_model.bayesian_network.bayesian_network.Root attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateContinuousLeaf attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateDiscreteLeaf attribute) distribution_variables (probabilistic_model.distributions.multinomial.MultinomialDistribution attribute) E edges (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer attribute) edges() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) effect_variables (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit attribute) embed_sparse_array_in_nan_array() (in module probabilistic_model.probabilistic_circuit.jax.utils) empty_copy() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) (probabilistic_model.learning.nyga_induction.NygaInduction method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) EmptyInterventionalCircuitError encode_full_evidence_event() (probabilistic_model.distributions.multinomial.MultinomialDistribution method) end_index (probabilistic_model.learning.nyga_induction.InductionStep attribute) error_message() (probabilistic_model.exceptions.IntractableError method) (probabilistic_model.exceptions.ShapeMismatchError method) (probabilistic_model.exceptions.UndefinedOperationError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.EmptyInterventionalCircuitError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.MissingQueryVariableViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.NoCauseVariablesError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.OverlappingChildSupportsViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult method) (probabilistic_model.probabilistic_circuit.causal.exceptions.UnnormalizedSumUnitViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.UnregisteredVariableError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.CircuitNotFittedError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.InvalidMonteCarloSampleCountError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.UndeterminedLatentsNotModeledError method) event_compatible_for_truncation_with_singletons() (in module probabilistic_model.utils) events_of_higher_density_product() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit method) events_of_higher_density_sum() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit method) evidence_container (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) evidence_layout (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) evidence_widgets (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) (probabilistic_model.gui.query_widget.QueryWidget attribute) exchangeable_distribution_templates (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) ExchangeableDistributionTemplate (class in probabilistic_model.probabilistic_circuit.relational.rspn) expectation() (probabilistic_model.probabilistic_model.ProbabilisticModel method) expectation_trace_2d_surface() (probabilistic_model.probabilistic_model.ProbabilisticModel method) EXPECTATION_TRACE_COLOR (in module probabilistic_model.constants) EXPECTATION_TRACE_NAME (in module probabilistic_model.constants) expected_shape (probabilistic_model.exceptions.ShapeMismatchError attribute) F FailureDiagnosisResult (class in probabilistic_model.probabilistic_circuit.causal.causal_circuit) feature_extractor (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) features (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) fill_node_colors() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) filter_variable_map_by_self() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) find_lowest_product_nodes_that_model_variables() (in module probabilistic_model.probabilistic_circuit.relational.helper) find_node_for_variable() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode method) fit() (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.distributions.SymbolicDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) (probabilistic_model.learning.nyga_induction.NygaInduction method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ClassificationCircuit method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) fit_from_indices() (probabilistic_model.distributions.distributions.SymbolicDistribution method) forward() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) from_causal_graph() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode class method) from_mixture() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateDiscreteLeaf class method) from_other() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit class method) from_probabilistic_circuit() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit class method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit class method) from_rustworkx() (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit class method) from_uniform_mixture() (probabilistic_model.learning.nyga_induction.NygaInduction static method) FullEvidenceType (in module probabilistic_model.probabilistic_model) fully_factorized() (in module probabilistic_model.probabilistic_circuit.rx.helper) G GaussianDistribution (class in probabilistic_model.distributions.gaussian) GaussianLayer (class in probabilistic_model.probabilistic_circuit.jax.gaussian_layer) generate_parameters() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.Conditioner method) (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.LinearConditioner method) get_constraint() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) get_logo_path() (probabilistic_model.gui.home_widget.HomeWidget method) get_primary_color() (in module probabilistic_model.gui.utils) get_primary_light_color() (in module probabilistic_model.gui.utils) get_primary_text_color() (in module probabilistic_model.gui.utils) get_secondary_color() (in module probabilistic_model.gui.utils) get_secondary_dark_color() (in module probabilistic_model.gui.utils) get_secondary_light_color() (in module probabilistic_model.gui.utils) get_secondary_text_color() (in module probabilistic_model.gui.utils) get_theme_color() (in module probabilistic_model.gui.utils) get_variable_by_name() (probabilistic_model.probabilistic_model.ProbabilisticModel method) graph (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit attribute) ground() (probabilistic_model.probabilistic_circuit.relational.rspn.ExchangeableDistributionTemplate method) (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit method) GUIFactory (class in probabilistic_model.gui.factory) H has_edge() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) hash_remap (probabilistic_model.probabilistic_circuit.jax.inner_layer.RustworkxLayerConverter attribute) home_widget (probabilistic_model.gui.main_window.MainWindow attribute) HomeWidget (class in probabilistic_model.gui.home_widget) HORIZONTAL (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.PlotAlignment attribute) I impossible_condition_result (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) improvement_is_good_enough() (probabilistic_model.learning.nyga_induction.InductionStep method) impurity (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) in_degree() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) in_edges() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) included_condition() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport method) index (probabilistic_model.bayesian_network.bayesian_network.Node attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit attribute) indices (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) indices_from_simple_event() (probabilistic_model.distributions.multinomial.MultinomialDistribution method) induce() (probabilistic_model.learning.nyga_induction.InductionStep method) InductionStep (class in probabilistic_model.learning.nyga_induction) infer_signature() (in module probabilistic_model.interfaces.mlflow_integration) infer_variables_from_dataframe() (in module probabilistic_model.learning.jpt.variables) init_ui() (probabilistic_model.gui.home_widget.HomeWidget method) (probabilistic_model.gui.main_window.MainWindow method) (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) initial_values (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) InnerLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) InnerUnit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) InputLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) IntegerDistribution (class in probabilistic_model.distributions.distributions) InteractiveChartView (class in probabilistic_model.gui.plotting) interval (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport attribute) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport attribute) interval_as_array() (in module probabilistic_model.utils) interval_widgets (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) intervals_container (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) intervals_layout (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) interventional_probability_at_failure (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) interventional_probability_at_recommendation (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) IntractableError invalidates_topology_cache() (in module probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) InvalidMonteCarloSampleCountError inverse_class_of() (in module probabilistic_model.probabilistic_circuit.jax.inner_layer) is_dark_theme() (in module probabilistic_model.gui.utils) is_decomposable() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) is_deterministic() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) is_leaf (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) is_normalized() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) is_valid() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) J JointProbabilityTree (class in probabilistic_model.learning.jpt.jpt) K keep_sample_indices (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) L l1() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit method) l1_metric() (probabilistic_model.monte_carlo_estimator.MonteCarloEstimator method) l1_metric_but_with_uniform_measure() (probabilistic_model.monte_carlo_estimator.MonteCarloEstimator method) latent_variable (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit property) latent_variables (probabilistic_model.probabilistic_circuit.relational.rspn.ExchangeableDistributionTemplate attribute) Layer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) layer (probabilistic_model.probabilistic_circuit.jax.inner_layer.RustworkxLayerConverter attribute) layers (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) layout (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget attribute) leaf() (in module probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) LeafUnit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) leaves (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) left_connecting_point() (probabilistic_model.learning.nyga_induction.InductionStep method) left_connecting_point_from_index() (probabilistic_model.learning.nyga_induction.InductionStep method) left_included_condition() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport method) likelihood (probabilistic_model.gui.mode_widget.ModeWidget attribute) likelihood() (probabilistic_model.probabilistic_model.ProbabilisticModel method) linear (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.LinearConditioner attribute) LinearConditioner (class in probabilistic_model.probabilistic_circuit.jax.coupling_circuit) load_context() (probabilistic_model.interfaces.mlflow_integration.ProbabilisticModelWrapper method) load_model() (probabilistic_model.gui.main_window.MainWindow method) load_model_from_json_file() (probabilistic_model.gui.controller.ModelController method) location (probabilistic_model.distributions.distributions.DiracDeltaDistribution attribute) (probabilistic_model.distributions.gaussian.GaussianDistribution attribute) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer attribute) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer attribute) log_conditional() (probabilistic_model.distributions.distributions.ContinuousDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) log_conditional_from_simple_interval() (probabilistic_model.distributions.distributions.ContinuousDistribution method) log_conditional_from_simple_interval_if_not_singleton() (probabilistic_model.distributions.distributions.ContinuousDistribution method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) log_conditional_in_place() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) log_conditional_of_composite_set() (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.distributions.SymbolicDistribution method) log_forward() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) log_forward_conditioning() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) log_likelihood() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) log_likelihood_of_nodes() (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer method) log_likelihood_of_nodes_single() (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer method) log_likelihood_of_split_side() (probabilistic_model.learning.nyga_induction.InductionStep method) log_likelihood_without_bounds_check() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) log_likelihood_without_split() (probabilistic_model.learning.nyga_induction.InductionStep method) log_mode() (probabilistic_model.distributions.distributions.UnivariateDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) log_normalization_constant (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer property) log_normalization_constants (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer property) log_pdf_value() (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer method) log_probabilities (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer attribute) log_probability_density_function_value() (probabilistic_model.distributions.uniform.UniformDistribution method) log_scale (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer attribute) log_truncated() (probabilistic_model.distributions.distributions.ContinuousDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) log_truncated_in_place() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) log_truncated_of_simple_event_in_place() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateContinuousLeaf method) log_weighted_child_layers (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer property) log_weighted_subcircuits (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit property) log_weights (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit property) logsumexp() (in module probabilistic_model.utils) lower (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport property) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport property) M main_layout (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) MainWindow (class in probabilistic_model.gui.main_window) make_dirac() (in module probabilistic_model.distributions.helper) marginal() (probabilistic_model.distributions.distributions.UnivariateDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.InnerUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) marginal_determinism_tree (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit attribute) marginal_in_place() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) MarginalDeterminismTreeNode (class in probabilistic_model.probabilistic_circuit.causal.causal_circuit) max_depth (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) max_leaves (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) maximum_bound (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) maximum_spin_box (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) mean (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) min_impurity_improvement (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) min_likelihood_improvement (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) (probabilistic_model.learning.nyga_induction.InductionStep property) (probabilistic_model.learning.nyga_induction.NygaInduction attribute) min_samples_leaf (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) min_samples_per_leaf (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) min_samples_per_quantile (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) (probabilistic_model.learning.nyga_induction.InductionStep property) (probabilistic_model.learning.nyga_induction.NygaInduction attribute) min_scale (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer attribute) minimal_distance (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) minimum_bound (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) minimum_spin_box (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) missing_variables (probabilistic_model.probabilistic_circuit.causal.exceptions.MissingQueryVariableViolation attribute) MissingDict (class in probabilistic_model.utils) MissingQueryVariableViolation mode() (probabilistic_model.probabilistic_model.ProbabilisticModel method) mode_details_container (probabilistic_model.gui.mode_widget.ModeWidget attribute) mode_details_layout (probabilistic_model.gui.mode_widget.ModeWidget attribute) mode_details_scroll (probabilistic_model.gui.mode_widget.ModeWidget attribute) mode_info_label (probabilistic_model.gui.mode_widget.ModeWidget attribute) MODE_TRACE_COLOR (in module probabilistic_model.constants) MODE_TRACE_NAME (in module probabilistic_model.constants) mode_widget (probabilistic_model.gui.main_window.MainWindow attribute) model (probabilistic_model.exceptions.IntractableError attribute) (probabilistic_model.exceptions.UndefinedOperationError attribute) (probabilistic_model.gui.controller.ModelController attribute) (probabilistic_model.gui.factory.GUIFactory attribute) (probabilistic_model.gui.main_window.MainWindow attribute) (probabilistic_model.interfaces.mlflow_integration.ProbabilisticModelWrapper attribute) (probabilistic_model.monte_carlo_estimator.MonteCarloEstimator attribute) ModelController (class in probabilistic_model.gui.controller) modes (probabilistic_model.gui.mode_widget.ModeWidget attribute) ModeWidget (class in probabilistic_model.gui.mode_widget) module probabilistic_model probabilistic_model._version probabilistic_model.bayesian_network probabilistic_model.bayesian_network.bayesian_network probabilistic_model.constants probabilistic_model.distributions probabilistic_model.distributions.distributions probabilistic_model.distributions.gaussian probabilistic_model.distributions.helper probabilistic_model.distributions.multinomial probabilistic_model.distributions.uniform probabilistic_model.exceptions probabilistic_model.gui probabilistic_model.gui.controller probabilistic_model.gui.factory probabilistic_model.gui.home_widget probabilistic_model.gui.main_window probabilistic_model.gui.mode_widget probabilistic_model.gui.plotting probabilistic_model.gui.posterior_widget probabilistic_model.gui.query_widget probabilistic_model.gui.utils probabilistic_model.gui.variable_constraint_widget probabilistic_model.interfaces probabilistic_model.interfaces.mlflow_integration probabilistic_model.learning probabilistic_model.learning.jpt probabilistic_model.learning.jpt.jpt probabilistic_model.learning.jpt.variables probabilistic_model.learning.nyga_induction probabilistic_model.learning.region_graph probabilistic_model.learning.region_graph.region_graph probabilistic_model.monte_carlo_estimator probabilistic_model.probabilistic_circuit probabilistic_model.probabilistic_circuit.causal probabilistic_model.probabilistic_circuit.causal.causal_circuit probabilistic_model.probabilistic_circuit.causal.exceptions probabilistic_model.probabilistic_circuit.jax probabilistic_model.probabilistic_circuit.jax.coupling_circuit probabilistic_model.probabilistic_circuit.jax.discrete_layer probabilistic_model.probabilistic_circuit.jax.gaussian_layer probabilistic_model.probabilistic_circuit.jax.inner_layer probabilistic_model.probabilistic_circuit.jax.input_layer probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit probabilistic_model.probabilistic_circuit.jax.uniform_layer probabilistic_model.probabilistic_circuit.jax.utils probabilistic_model.probabilistic_circuit.relational probabilistic_model.probabilistic_circuit.relational.exceptions probabilistic_model.probabilistic_circuit.relational.helper probabilistic_model.probabilistic_circuit.relational.rspn probabilistic_model.probabilistic_circuit.rx probabilistic_model.probabilistic_circuit.rx.helper probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit probabilistic_model.probabilistic_model probabilistic_model.utils moment (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit attribute) moment() (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) monte_carlo_sample_count (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) MonteCarloEstimator (class in probabilistic_model.monte_carlo_estimator) mount() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) mount_from_bayesian_network() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) mount_with_interaction_terms() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) mousePressEvent() (probabilistic_model.gui.plotting.InteractiveChartView method) MultinomialDistribution (class in probabilistic_model.distributions.multinomial) multiply_distributions() (in module probabilistic_model.probabilistic_circuit.rx.helper) multivariate_mode_traces() (probabilistic_model.probabilistic_model.ProbabilisticModel method) N navigation_group (probabilistic_model.gui.main_window.MainWindow attribute) neighbouring_points() (in module probabilistic_model.utils) next_button (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) NoCauseVariablesError Node (class in probabilistic_model.bayesian_network.bayesian_network) nodes (probabilistic_model.probabilistic_circuit.jax.inner_layer.RustworkxLayerConverter attribute) nodes() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) nodes_weights() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) normalize() (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) normalized_log_probabilities (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer property) normalized_weights (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer property) normalizing_constant (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution property) number_of_components (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer property) number_of_nodes (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer property) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer property) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer property) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer property) number_of_samples (probabilistic_model.learning.nyga_induction.InductionStep property) number_of_trainable_parameters (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer property) numeric_features (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) numeric_targets (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) numeric_variables (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) NumericIntervalWidget (class in probabilistic_model.gui.variable_constraint_widget) nyga_induction (probabilistic_model.learning.nyga_induction.InductionStep attribute) NygaInduction (class in probabilistic_model.learning.nyga_induction) O on_calculate() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) on_line_hovered() (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) on_page_changed() (probabilistic_model.gui.main_window.MainWindow method) on_slice_hovered() (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) on_variable_changed() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) OrderType (in module probabilistic_model.probabilistic_model) output_length (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.Conditioner property) (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.LinearConditioner property) OverlappingChildSupportsViolation P PADDING_FACTOR_FOR_X_AXIS_IN_PLOT (in module probabilistic_model.constants) parameters_from_json() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit class method) parent (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit property) (probabilistic_model.bayesian_network.bayesian_network.Node property) (probabilistic_model.gui.home_widget.HomeWidget attribute) (probabilistic_model.gui.main_window.MainWindow attribute) (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.plotting.InteractiveChartView attribute) (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) (probabilistic_model.gui.query_widget.QueryWidget attribute) parent_node (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode attribute) parents (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) Partition (class in probabilistic_model.learning.region_graph.region_graph) partition() (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) partition_circuit() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit method) partition_nodes() (probabilistic_model.learning.region_graph.region_graph.RegionGraph method) partitions (probabilistic_model.learning.region_graph.region_graph.RegionGraph attribute) passed (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult attribute) PDF_TRACE_COLOR (in module probabilistic_model.constants) PDF_TRACE_NAME (in module probabilistic_model.constants) PGM plot() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_1d_numeric() (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_1d_symbolic() (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_2d() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_2d_surface() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_2d_surface_of_simple_event() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_3d() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plot_container (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) plot_structure() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) plot_title (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) plot_widget (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) PlotAlignment (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) plotly_layout() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plotly_layout_1d() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plotly_layout_2d() (probabilistic_model.probabilistic_model.ProbabilisticModel method) plotly_layout_3d() (probabilistic_model.probabilistic_model.ProbabilisticModel method) posterior_widget (probabilistic_model.gui.main_window.MainWindow attribute) PosteriorWidget (class in probabilistic_model.gui.posterior_widget) predecessors() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) predict() (probabilistic_model.interfaces.mlflow_integration.ProbabilisticModelWrapper method) preprocess_data() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) prev_button (probabilistic_model.gui.mode_widget.ModeWidget attribute) (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) primary_cause_variable (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) priors (probabilistic_model.gui.controller.ModelController attribute) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) probabilistic_circuit (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) (probabilistic_model.learning.nyga_induction.NygaInduction attribute) (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit attribute) probabilistic_model module probabilistic_model._version module probabilistic_model.bayesian_network module probabilistic_model.bayesian_network.bayesian_network module probabilistic_model.constants module probabilistic_model.distributions module probabilistic_model.distributions.distributions module probabilistic_model.distributions.gaussian module probabilistic_model.distributions.helper module probabilistic_model.distributions.multinomial module probabilistic_model.distributions.uniform module probabilistic_model.exceptions module probabilistic_model.gui module probabilistic_model.gui.controller module probabilistic_model.gui.factory module probabilistic_model.gui.home_widget module probabilistic_model.gui.main_window module probabilistic_model.gui.mode_widget module probabilistic_model.gui.plotting module probabilistic_model.gui.posterior_widget module probabilistic_model.gui.query_widget module probabilistic_model.gui.utils module probabilistic_model.gui.variable_constraint_widget module probabilistic_model.interfaces module probabilistic_model.interfaces.mlflow_integration module probabilistic_model.learning module probabilistic_model.learning.jpt module probabilistic_model.learning.jpt.jpt module probabilistic_model.learning.jpt.variables module probabilistic_model.learning.nyga_induction module probabilistic_model.learning.region_graph module probabilistic_model.learning.region_graph.region_graph module probabilistic_model.monte_carlo_estimator module probabilistic_model.probabilistic_circuit module probabilistic_model.probabilistic_circuit.causal module probabilistic_model.probabilistic_circuit.causal.causal_circuit module probabilistic_model.probabilistic_circuit.causal.exceptions module probabilistic_model.probabilistic_circuit.jax module probabilistic_model.probabilistic_circuit.jax.coupling_circuit module probabilistic_model.probabilistic_circuit.jax.discrete_layer module probabilistic_model.probabilistic_circuit.jax.gaussian_layer module probabilistic_model.probabilistic_circuit.jax.inner_layer module probabilistic_model.probabilistic_circuit.jax.input_layer module probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit module probabilistic_model.probabilistic_circuit.jax.uniform_layer module probabilistic_model.probabilistic_circuit.jax.utils module probabilistic_model.probabilistic_circuit.relational module probabilistic_model.probabilistic_circuit.relational.exceptions module probabilistic_model.probabilistic_circuit.relational.helper module probabilistic_model.probabilistic_circuit.relational.rspn module probabilistic_model.probabilistic_circuit.rx module probabilistic_model.probabilistic_circuit.rx.helper module probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit module probabilistic_model.probabilistic_model module probabilistic_model.utils module ProbabilisticCircuit (class in probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit) (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) ProbabilisticModel (class in probabilistic_model.probabilistic_model) ProbabilisticModelPlotWidget (class in probabilistic_model.gui.plotting) ProbabilisticModelWrapper (class in probabilistic_model.interfaces.mlflow_integration) probabilities (probabilistic_model.distributions.distributions.DiscreteDistribution attribute) (probabilistic_model.distributions.multinomial.MultinomialDistribution attribute) probabilities_for_plotting() (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.distributions.SymbolicDistribution method) probabilities_from_simple_event() (probabilistic_model.distributions.multinomial.MultinomialDistribution method) probability() (probabilistic_model.probabilistic_model.ProbabilisticModel method) probability_density_function_trace() (probabilistic_model.distributions.uniform.UniformDistribution method) probability_density_function_value() (probabilistic_model.distributions.uniform.UniformDistribution method) probability_of_simple_event() (probabilistic_model.distributions.distributions.ContinuousDistribution method) (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.distributions.SymbolicDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) probability_point() (probabilistic_model.distributions.gaussian.GaussianDistribution method) product_units (probabilistic_model.bayesian_network.bayesian_network.Node attribute) ProductLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) ProductUnit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) Q query_set (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode attribute) query_variable (probabilistic_model.probabilistic_circuit.causal.exceptions.OverlappingChildSupportsViolation attribute) query_vars (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) query_vars_list (probabilistic_model.gui.posterior_widget.PosteriorWidget attribute) query_widget (probabilistic_model.gui.main_window.MainWindow attribute) query_widgets (probabilistic_model.gui.query_widget.QueryWidget attribute) QueryWidget (class in probabilistic_model.gui.query_widget) R random_partition() (probabilistic_model.learning.region_graph.region_graph.Region method) raw_moment() (probabilistic_model.distributions.gaussian.GaussianDistribution method) received_shape (probabilistic_model.exceptions.ShapeMismatchError attribute) recommended_region (probabilistic_model.probabilistic_circuit.causal.causal_circuit.FailureDiagnosisResult attribute) recursive_split() (probabilistic_model.learning.region_graph.region_graph.RegionGraph method) refresh() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) refresh_variable_list() (probabilistic_model.gui.home_widget.HomeWidget method) refresh_widgets() (probabilistic_model.gui.main_window.MainWindow method) Region (class in probabilistic_model.learning.region_graph.region_graph) RegionGraph (class in probabilistic_model.learning.region_graph.region_graph) regions() (probabilistic_model.learning.region_graph.region_graph.RegionGraph method) registered_cause_names (probabilistic_model.probabilistic_circuit.causal.exceptions.NoCauseVariablesError attribute) registered_names (probabilistic_model.probabilistic_circuit.causal.exceptions.UnregisteredVariableError attribute) rejection_sample() (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) RelationalProbabilisticCircuit (class in probabilistic_model.probabilistic_circuit.relational.rspn) remove_button (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) remove_edge() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) remove_edges_from() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) remove_evidence_row() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) remove_node() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) remove_node_and_successor_structure() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit method) remove_nodes_from() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) remove_numeric_interval() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) remove_rows_and_cols_where_all() (in module probabilistic_model.probabilistic_circuit.jax.utils) remove_unreachable_nodes() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) remove_variable_row() (probabilistic_model.gui.query_widget.QueryWidget method) removed (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) repetitions (probabilistic_model.learning.region_graph.region_graph.RegionGraph attribute) replace_discrete_distribution_with_deterministic_sum() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) representation (probabilistic_model.distributions.distributions.DiracDeltaDistribution property) (probabilistic_model.distributions.distributions.IntegerDistribution property) (probabilistic_model.distributions.distributions.SymbolicDistribution property) (probabilistic_model.distributions.gaussian.GaussianDistribution property) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution property) (probabilistic_model.distributions.uniform.UniformDistribution property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit property) (probabilistic_model.probabilistic_model.ProbabilisticModel property) reset_variables() (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer method) result_container (probabilistic_model.gui.mode_widget.ModeWidget attribute) result_label (probabilistic_model.gui.query_widget.QueryWidget attribute) result_layout (probabilistic_model.gui.mode_widget.ModeWidget attribute) result_of_current_query (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit attribute) right_connecting_point() (probabilistic_model.learning.nyga_induction.InductionStep method) right_connecting_point_from_index() (probabilistic_model.learning.nyga_induction.InductionStep method) right_included_condition() (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport method) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport method) robert_rejection_sample() (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) robert_rejection_sample_from_standard_normal_with_double_truncation() (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) robert_rejection_sample_from_standard_normal_with_double_truncation_helper() (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) role (probabilistic_model.probabilistic_circuit.causal.exceptions.UnregisteredVariableError attribute) Root (class in probabilistic_model.bayesian_network.bayesian_network) root (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork property) (probabilistic_model.bayesian_network.bayesian_network.Root attribute) (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) (probabilistic_model.learning.region_graph.region_graph.RegionGraph property) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) rustworkx_classes() (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer class method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer class method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer class method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer class method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer class method) RustworkxLayerConverter (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) S sample() (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.DiscreteDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) (probabilistic_model.probabilistic_model.ProbabilisticModel method) sample_count (probabilistic_model.probabilistic_circuit.relational.exceptions.InvalidMonteCarloSampleCountError attribute) sample_from_sparse_probabilities_csc() (in module probabilistic_model.probabilistic_circuit.jax.utils) sample_size (probabilistic_model.monte_carlo_estimator.MonteCarloEstimator attribute) SAMPLES_TRACE_NAME (in module probabilistic_model.constants) scale (probabilistic_model.distributions.gaussian.GaussianDistribution attribute) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer property) SCALING_FACTOR_FOR_EXPECTATION_IN_PLOT (in module probabilistic_model.constants) schema_information (probabilistic_model.probabilistic_circuit.relational.rspn.RelationalProbabilisticCircuit attribute) scroll_area (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) set_constraint() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) set_model() (probabilistic_model.gui.controller.ModelController method) (probabilistic_model.gui.plotting.ProbabilisticModelPlotWidget method) set_read_only() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) set_targets_and_features() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) set_variables() (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InputLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) shallowing() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ShallowProbabilisticCircuit method) ShallowProbabilisticCircuit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) ShapeMismatchError show_next() (probabilistic_model.gui.posterior_widget.PosteriorWidget method) show_next_mode() (probabilistic_model.gui.mode_widget.ModeWidget method) show_prev_mode() (probabilistic_model.gui.mode_widget.ModeWidget method) show_previous() (probabilistic_model.gui.posterior_widget.PosteriorWidget method) shrink_index_array() (in module probabilistic_model.probabilistic_circuit.jax.utils) simple_interval_as_array() (in module probabilistic_model.utils) simple_interval_to_open_array() (in module probabilistic_model.probabilistic_circuit.jax.utils) simplify() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) slices_of_parameters_for_flat_model (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit property) slider (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) sparse_remove_rows_and_cols_where_all() (in module probabilistic_model.probabilistic_circuit.jax.utils) SparseSumLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) standard_deviation (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) start_gui() (probabilistic_model.gui.factory.GUIFactory method) subcircuit_index_of_samples() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) subcircuits (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) subgraph_of() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) successors() (probabilistic_model.bayesian_network.bayesian_network.BayesianNetwork method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) suggest_correction() (probabilistic_model.exceptions.IntractableError method) (probabilistic_model.exceptions.ShapeMismatchError method) (probabilistic_model.exceptions.UndefinedOperationError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.EmptyInterventionalCircuitError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.MissingQueryVariableViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.NoCauseVariablesError method) (probabilistic_model.probabilistic_circuit.causal.exceptions.OverlappingChildSupportsViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult method) (probabilistic_model.probabilistic_circuit.causal.exceptions.UnnormalizedSumUnitViolation method) (probabilistic_model.probabilistic_circuit.causal.exceptions.UnregisteredVariableError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.CircuitNotFittedError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.InvalidMonteCarloSampleCountError method) (probabilistic_model.probabilistic_circuit.relational.exceptions.UndeterminedLatentsNotModeledError method) sum_log_weights() (probabilistic_model.learning.nyga_induction.InductionStep method) sum_log_weights_from_indices() (probabilistic_model.learning.nyga_induction.InductionStep method) sum_unit_index (probabilistic_model.probabilistic_circuit.causal.exceptions.OverlappingChildSupportsViolation attribute) (probabilistic_model.probabilistic_circuit.causal.exceptions.UnnormalizedSumUnitViolation attribute) sum_weights() (probabilistic_model.learning.nyga_induction.InductionStep method) sum_weights_from_indices() (probabilistic_model.learning.nyga_induction.InductionStep method) SumLayer (class in probabilistic_model.probabilistic_circuit.jax.inner_layer) SumUnit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) support (probabilistic_model.distributions.distributions.UnivariateDistribution property) (probabilistic_model.distributions.multinomial.MultinomialDistribution property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) (probabilistic_model.probabilistic_model.ProbabilisticModel property) support() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) SupportDeterminismVerificationResult SupportDeterminismViolation symbolic_features (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) symbolic_targets (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) symbolic_variables (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) SymbolicDistribution (class in probabilistic_model.distributions.distributions) T targets (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) template_distribution (probabilistic_model.probabilistic_circuit.relational.rspn.ExchangeableDistributionTemplate attribute) theme (probabilistic_model.gui.factory.GUIFactory attribute) timeit() (in module probabilistic_model.utils) timeit_print() (in module probabilistic_model.utils) to_json() (probabilistic_model.learning.jpt.jpt.JointProbabilityTree method) (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InnerLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InputLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) to_rustworkx() (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.DenseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SparseSumLayer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ClassificationCircuit method) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer method) to_tabulate() (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable method) (probabilistic_model.distributions.multinomial.MultinomialDistribution method) tolerance (probabilistic_model.distributions.distributions.DiracDeltaDistribution attribute) tolerance_at_extremes (probabilistic_model.learning.nyga_induction.NygaInduction attribute) total_log_weights (probabilistic_model.learning.nyga_induction.InductionStep property) total_samples (probabilistic_model.learning.jpt.jpt.JointProbabilityTree attribute) total_weights (probabilistic_model.learning.nyga_induction.InductionStep property) transform_to_standard_normal() (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) truncated() (probabilistic_model.probabilistic_model.ProbabilisticModel method) TruncatedGaussianDistribution (class in probabilistic_model.distributions.gaussian) U UndefinedOperationError undetermined_latents (probabilistic_model.probabilistic_circuit.relational.exceptions.UndeterminedLatentsNotModeledError attribute) UndeterminedLatentsNotModeledError uniform_measure_of_event() (in module probabilistic_model.probabilistic_circuit.rx.helper) uniform_measure_of_simple_event() (in module probabilistic_model.probabilistic_circuit.rx.helper) UniformDistribution (class in probabilistic_model.distributions.uniform) UniformLayer (class in probabilistic_model.probabilistic_circuit.jax.uniform_layer) Unit (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) univariate_complement_of_support_trace() (probabilistic_model.probabilistic_model.ProbabilisticModel method) univariate_expectation_trace() (probabilistic_model.probabilistic_model.ProbabilisticModel method) univariate_log_mode() (probabilistic_model.distributions.distributions.DiracDeltaDistribution method) (probabilistic_model.distributions.distributions.IntegerDistribution method) (probabilistic_model.distributions.distributions.SymbolicDistribution method) (probabilistic_model.distributions.distributions.UnivariateDistribution method) (probabilistic_model.distributions.gaussian.GaussianDistribution method) (probabilistic_model.distributions.gaussian.TruncatedGaussianDistribution method) (probabilistic_model.distributions.uniform.UniformDistribution method) univariate_log_truncated_of_simple_event_in_place() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateContinuousLeaf method) univariate_mode_traces() (probabilistic_model.probabilistic_model.ProbabilisticModel method) univariate_support (probabilistic_model.distributions.distributions.ContinuousDistribution property) (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport property) (probabilistic_model.distributions.distributions.DiracDeltaDistribution property) (probabilistic_model.distributions.distributions.IntegerDistribution property) (probabilistic_model.distributions.distributions.SymbolicDistribution property) (probabilistic_model.distributions.distributions.UnivariateDistribution property) (probabilistic_model.distributions.gaussian.GaussianDistribution property) UnivariateContinuousLeaf (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) UnivariateDiscreteLeaf (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) UnivariateDistribution (class in probabilistic_model.distributions.distributions) UnivariateLeaf (class in probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit) universal_simple_event() (probabilistic_model.probabilistic_model.ProbabilisticModel method) UnnormalizedSumUnitViolation UnregisteredVariableError update_available_variables() (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget method) update_mode_display() (probabilistic_model.gui.mode_widget.ModeWidget method) update_plot() (probabilistic_model.gui.posterior_widget.PosteriorWidget method) update_variable_options() (probabilistic_model.gui.mode_widget.ModeWidget method) (probabilistic_model.gui.posterior_widget.PosteriorWidget method) (probabilistic_model.gui.query_widget.QueryWidget method) update_variables() (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit method) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit method) upper (probabilistic_model.distributions.distributions.ContinuousDistributionWithFiniteSupport property) (probabilistic_model.probabilistic_circuit.jax.input_layer.ContinuousLayerWithFiniteSupport property) V validate() (probabilistic_model.probabilistic_circuit.jax.coupling_circuit.CouplingCircuit method) (probabilistic_model.probabilistic_circuit.jax.discrete_layer.DiscreteLayer method) (probabilistic_model.probabilistic_circuit.jax.gaussian_layer.GaussianLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer method) (probabilistic_model.probabilistic_circuit.jax.input_layer.DiracDeltaLayer method) (probabilistic_model.probabilistic_circuit.jax.uniform_layer.UniformLayer method) value() (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget method) value_label (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) variable (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable property) (probabilistic_model.bayesian_network.bayesian_network.Root property) (probabilistic_model.distributions.distributions.ContinuousDistribution attribute) (probabilistic_model.distributions.distributions.DiracDeltaDistribution attribute) (probabilistic_model.distributions.distributions.DiscreteDistribution attribute) (probabilistic_model.distributions.distributions.IntegerDistribution attribute) (probabilistic_model.distributions.distributions.SymbolicDistribution attribute) (probabilistic_model.distributions.distributions.UnivariateDistribution attribute) (probabilistic_model.gui.variable_constraint_widget.NumericIntervalWidget attribute) (probabilistic_model.learning.jpt.variables.AnnotatedVariable attribute) (probabilistic_model.learning.nyga_induction.InductionStep property) (probabilistic_model.learning.nyga_induction.NygaInduction attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InputLayer property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.UnivariateLeaf property) variable_combo (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) variable_list_container (probabilistic_model.gui.home_widget.HomeWidget attribute) variable_list_layout (probabilistic_model.gui.home_widget.HomeWidget attribute) variable_map (probabilistic_model.gui.controller.ModelController attribute) variable_name (probabilistic_model.probabilistic_circuit.causal.exceptions.UnregisteredVariableError attribute) variable_to_index_map (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) VariableConstraintWidget (class in probabilistic_model.gui.variable_constraint_widget) variables (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilisticCircuit property) (probabilistic_model.bayesian_network.bayesian_network.ConditionalProbabilityTable property) (probabilistic_model.bayesian_network.bayesian_network.Node property) (probabilistic_model.bayesian_network.bayesian_network.Root property) (probabilistic_model.distributions.distributions.UnivariateDistribution property) (probabilistic_model.distributions.multinomial.MultinomialDistribution property) (probabilistic_model.gui.variable_constraint_widget.VariableConstraintWidget attribute) (probabilistic_model.learning.jpt.jpt.JointProbabilityTree property) (probabilistic_model.learning.region_graph.region_graph.Region attribute) (probabilistic_model.learning.region_graph.region_graph.RegionGraph attribute) (probabilistic_model.probabilistic_circuit.causal.causal_circuit.MarginalDeterminismTreeNode attribute) (probabilistic_model.probabilistic_circuit.jax.inner_layer.InputLayer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.Layer property) (probabilistic_model.probabilistic_circuit.jax.inner_layer.SumLayer property) (probabilistic_model.probabilistic_circuit.jax.probabilistic_circuit.ProbabilisticCircuit attribute) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.LeafUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProbabilisticCircuit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.ProductUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.SumUnit property) (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.Unit property) (probabilistic_model.probabilistic_model.ProbabilisticModel property) variables() (probabilistic_model.probabilistic_circuit.jax.inner_layer.ProductLayer method) variance() (probabilistic_model.probabilistic_model.ProbabilisticModel method) verify_support_determinism() (probabilistic_model.probabilistic_circuit.causal.causal_circuit.CausalCircuit method) VERTICAL (probabilistic_model.probabilistic_circuit.rx.probabilistic_circuit.PlotAlignment attribute) violations (probabilistic_model.probabilistic_circuit.causal.exceptions.SupportDeterminismVerificationResult attribute) W wheelEvent() (probabilistic_model.gui.plotting.InteractiveChartView method) X x_axis_points_for_plotly() (probabilistic_model.distributions.uniform.UniformDistribution method)