Index

A

accumulate_graph() (beanmachine.ppl.compiler.runtime.BMGRuntime method) accumulate_input_nodes() (beanmachine.ppl.compiler.fix_multiary_ops.MultiaryOperatorFixer method) adaptive_samples (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples property) (beanmachine.ppl.inference.monte_carlo_samples.Samples attribute) add_addition() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_bernoulli() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_bernoulli_logit() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_beta() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_binomial() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_binomial_logit() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_bitand() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_bitor() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_bitxor() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_boolean() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_boolean_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_broadcast() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_categorical() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_categorical_logit() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_chi2() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_choice() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_cholesky() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_column_index() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_complement() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_constant() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_constant_of_matrix_type() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_constant_of_type() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_constant_tensor() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_dirichlet() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_division() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_elementwise_multiplication() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_equal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_error() (beanmachine.ppl.compiler.error_report.ErrorReport method) add_exp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_exp2() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_exp_product() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_expm1() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_fill_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_flat() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_floordiv() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_gamma() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_greater_than() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_greater_than_equal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_groups() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) add_halfcauchy() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_halfnormal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_if_then_else() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_in() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_index() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_invert() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_is() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_is_not() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_item() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_less_than() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_less_than_equal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_lkj_cholesky() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log10() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log1mexp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log1p() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log2() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_log_prob() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_logaddexp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_logistic() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_logsumexp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_logsumexp_torch() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_logsumexp_vector() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_lshift() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_addition() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_complement() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_exp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_log() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_log1mexp() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_multiplication() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_negate() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_phi() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_scale() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_matrix_sum() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_mod() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_multi_addition() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_multi_multiplication() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_multiplication() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_natural() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_natural_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_neg_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_neg_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_negate() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_node() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_normal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_not() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_not_equal() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_not_in() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_observation() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_phi() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_poisson() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_pos_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_pos_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_power() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_probability() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_probability_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_query() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_rshift() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_sample() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_simplex() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_squareroot() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_studentt() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_subtraction() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_sum() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_switch() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_tensor() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_int() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_negative_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_negative_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_positive_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_positive_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_probability() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method)

add_to_real() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_to_real_matrix() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_transpose() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_uniform() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) add_vector_index() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) addition_fixer() (in module beanmachine.ppl.compiler.fix_additions) AdditionNode (class in beanmachine.ppl.compiler.bmg_nodes) ADVI (class in beanmachine.ppl.inference.vi) (class in beanmachine.ppl.inference.vi.autoguide) all_ancestor_nodes() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) all_children() (beanmachine.ppl.compiler.rules.RuleDomain method) all_nodes() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) all_observations() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) AllChildren (class in beanmachine.ppl.compiler.rules) AllListEditMembers (class in beanmachine.ppl.compiler.rules) AllListMembers (class in beanmachine.ppl.compiler.rules) AllOf (class in beanmachine.ppl.compiler.rules) AllTermChildren (class in beanmachine.ppl.compiler.rules) alpha (beanmachine.ppl.compiler.bmg_nodes.BetaNode property) alternative (beanmachine.ppl.compiler.bmg_nodes.IfThenElseNode property) (beanmachine.ppl.compiler.rules.Choose attribute) always_matrix() (in module beanmachine.ppl.compiler.bmg_types) always_replace() (in module beanmachine.ppl.compiler.rules) always_succeeds() (beanmachine.ppl.compiler.rules.AllChildren method) (beanmachine.ppl.compiler.rules.AllListEditMembers method) (beanmachine.ppl.compiler.rules.AllListMembers method) (beanmachine.ppl.compiler.rules.AllOf method) (beanmachine.ppl.compiler.rules.AllTermChildren method) (beanmachine.ppl.compiler.rules.Check method) (beanmachine.ppl.compiler.rules.Choose method) (beanmachine.ppl.compiler.rules.Compose method) (beanmachine.ppl.compiler.rules.FirstMatch method) (beanmachine.ppl.compiler.rules.IgnoreException method) (beanmachine.ppl.compiler.rules.OneChild method) (beanmachine.ppl.compiler.rules.OneListMember method) (beanmachine.ppl.compiler.rules.OrElse method) (beanmachine.ppl.compiler.rules.PatternRule method) (beanmachine.ppl.compiler.rules.Recursive method) (beanmachine.ppl.compiler.rules.Rule method) (beanmachine.ppl.compiler.rules.SomeChildren method) (beanmachine.ppl.compiler.rules.SomeListMembers method) (beanmachine.ppl.compiler.rules.SomeOf method) (beanmachine.ppl.compiler.rules.SpecificChild method) (beanmachine.ppl.compiler.rules.Trace method) (beanmachine.ppl.compiler.rules.TryMany method) (beanmachine.ppl.compiler.rules.TryOnce method) AlwaysMatrix (class in beanmachine.ppl.compiler.bmg_types) ancestors_first_graph_fixer() (in module beanmachine.ppl.compiler.fix_problem) ann_assign() (in module beanmachine.ppl.compiler.ast_patterns) ANY (beanmachine.ppl.compiler.devectorizer_transformer.ElementType attribute) any() (beanmachine.ppl.compiler.error_report.ErrorReport method) AnyPattern (class in beanmachine.ppl.compiler.patterns) AnyPosRealMatrix (class in beanmachine.ppl.compiler.bmg_types) AnyRealMatrix (class in beanmachine.ppl.compiler.bmg_types) AnyRequirement (class in beanmachine.ppl.compiler.bmg_types) apply() (beanmachine.ppl.compiler.rules.AllChildren method) (beanmachine.ppl.compiler.rules.AllListEditMembers method) (beanmachine.ppl.compiler.rules.AllListMembers method) (beanmachine.ppl.compiler.rules.AllOf method) (beanmachine.ppl.compiler.rules.AllTermChildren method) (beanmachine.ppl.compiler.rules.Check method) (beanmachine.ppl.compiler.rules.Choose method) (beanmachine.ppl.compiler.rules.Compose method) (beanmachine.ppl.compiler.rules.FirstMatch method) (beanmachine.ppl.compiler.rules.IgnoreException method) (beanmachine.ppl.compiler.rules.OneChild method) (beanmachine.ppl.compiler.rules.OneListMember method) (beanmachine.ppl.compiler.rules.OrElse method) (beanmachine.ppl.compiler.rules.PatternRule method) (beanmachine.ppl.compiler.rules.Recursive method) (beanmachine.ppl.compiler.rules.Rule method) (beanmachine.ppl.compiler.rules.SomeChildren method) (beanmachine.ppl.compiler.rules.SomeListMembers method) (beanmachine.ppl.compiler.rules.SomeOf method) (beanmachine.ppl.compiler.rules.SpecificChild method) (beanmachine.ppl.compiler.rules.Trace method) (beanmachine.ppl.compiler.rules.TryMany method) (beanmachine.ppl.compiler.rules.TryOnce method) arg_constraints (beanmachine.ppl.distributions.Delta attribute) (beanmachine.ppl.distributions.delta.Delta attribute) (beanmachine.ppl.distributions.Flat attribute) (beanmachine.ppl.distributions.flat.Flat attribute) (beanmachine.ppl.distributions.Unit attribute) (beanmachine.ppl.distributions.unit.Unit attribute) args (beanmachine.ppl.compiler.execution_context.FunctionCall attribute) arguments (beanmachine.ppl.model.rv_identifier.RVIdentifier attribute) (beanmachine.ppl.model.RVIdentifier attribute) (beanmachine.ppl.RVIdentifier attribute) arguments() (in module beanmachine.ppl.compiler.ast_patterns) arithmetic_graph_fixer() (in module beanmachine.ppl.compiler.fix_problems) assess_node() (beanmachine.ppl.compiler.copy_and_replace.NodeTransformer method) (beanmachine.ppl.compiler.copy_transformer.CopyGraph method) (beanmachine.ppl.compiler.devectorizer_transformer.Devectorizer method) (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) assign() (in module beanmachine.ppl.compiler.ast_patterns) ast (beanmachine.ppl.compiler.internal_error.LiftedCompilationError attribute) ast_assert() (in module beanmachine.ppl.compiler.ast_patterns) ast_boolop() (in module beanmachine.ppl.compiler.ast_patterns) ast_compare() (in module beanmachine.ppl.compiler.ast_patterns) ast_dict() (in module beanmachine.ppl.compiler.ast_patterns) ast_dictComp() (in module beanmachine.ppl.compiler.ast_patterns) ast_for() (in module beanmachine.ppl.compiler.ast_patterns) ast_generator() (in module beanmachine.ppl.compiler.ast_patterns) ast_if() (in module beanmachine.ppl.compiler.ast_patterns) ast_index() (in module beanmachine.ppl.compiler.ast_patterns) ast_list() (in module beanmachine.ppl.compiler.ast_patterns) ast_listComp() (in module beanmachine.ppl.compiler.ast_patterns) ast_luple() (in module beanmachine.ppl.compiler.ast_patterns) ast_return() (in module beanmachine.ppl.compiler.ast_patterns) ast_setComp() (in module beanmachine.ppl.compiler.ast_patterns) ast_str() (in module beanmachine.ppl.compiler.ast_patterns) ast_while() (in module beanmachine.ppl.compiler.ast_patterns) at_least_once() (in module beanmachine.ppl.compiler.rules) AtomicPattern (class in beanmachine.ppl.compiler.patterns) attribute() (in module beanmachine.ppl.compiler.ast_patterns) (in module beanmachine.ppl.compiler.patterns) AttributeSubpattern (class in beanmachine.ppl.compiler.patterns) aug_assign() (in module beanmachine.ppl.compiler.ast_patterns) AutoGuideVI (class in beanmachine.ppl.inference.vi.autoguide)

B

bad_matmul_reporter() (in module beanmachine.ppl.compiler.fix_unsupported) BadMatrixMultiplication (class in beanmachine.ppl.compiler.error_report) BaseInference (class in beanmachine.ppl.inference.base_inference) BaseProposer (class in beanmachine.ppl.inference.proposer.base_proposer) BaseRequirement (class in beanmachine.ppl.compiler.bmg_types) BaseSingleSiteMHProposer (class in beanmachine.ppl.inference.proposer.base_single_site_mh_proposer) BaseWorld (class in beanmachine.ppl.world.base_world) beanmachine module beanmachine.ppl module beanmachine.ppl.compiler module beanmachine.ppl.compiler.ast_patterns module beanmachine.ppl.compiler.ast_tools module beanmachine.ppl.compiler.beanstalk_common module beanmachine.ppl.compiler.bm_graph_builder module beanmachine.ppl.compiler.bm_to_bmg module beanmachine.ppl.compiler.bmg_node_types module beanmachine.ppl.compiler.bmg_nodes module beanmachine.ppl.compiler.bmg_requirements module beanmachine.ppl.compiler.bmg_types module beanmachine.ppl.compiler.broadcaster module beanmachine.ppl.compiler.copy_and_replace module beanmachine.ppl.compiler.copy_transformer module beanmachine.ppl.compiler.devectorizer_transformer module beanmachine.ppl.compiler.error_report module beanmachine.ppl.compiler.execution_context module beanmachine.ppl.compiler.fix_additions module beanmachine.ppl.compiler.fix_arithmetic module beanmachine.ppl.compiler.fix_beta_conjugate_prior module beanmachine.ppl.compiler.fix_bool_arithmetic module beanmachine.ppl.compiler.fix_bool_comparisons module beanmachine.ppl.compiler.fix_logsumexp module beanmachine.ppl.compiler.fix_matrix_scale module beanmachine.ppl.compiler.fix_multiary_ops module beanmachine.ppl.compiler.fix_normal_conjugate_prior module beanmachine.ppl.compiler.fix_observations module beanmachine.ppl.compiler.fix_observe_true module beanmachine.ppl.compiler.fix_problem module beanmachine.ppl.compiler.fix_problems module beanmachine.ppl.compiler.fix_requirements module beanmachine.ppl.compiler.fix_transpose module beanmachine.ppl.compiler.fix_unsupported module beanmachine.ppl.compiler.gen_bm_python module beanmachine.ppl.compiler.gen_bmg_cpp module beanmachine.ppl.compiler.gen_bmg_graph module beanmachine.ppl.compiler.gen_bmg_python module beanmachine.ppl.compiler.gen_builder module beanmachine.ppl.compiler.gen_dot module beanmachine.ppl.compiler.gen_mini module beanmachine.ppl.compiler.graph_labels module beanmachine.ppl.compiler.internal_error module beanmachine.ppl.compiler.lattice_typer module beanmachine.ppl.compiler.patterns module beanmachine.ppl.compiler.performance_report module beanmachine.ppl.compiler.profiler module beanmachine.ppl.compiler.rules module beanmachine.ppl.compiler.runtime module beanmachine.ppl.compiler.single_assignment module beanmachine.ppl.compiler.size_assessment module beanmachine.ppl.compiler.sizer module beanmachine.ppl.compiler.special_function_caller module beanmachine.ppl.compiler.support module beanmachine.ppl.compiler.tensorizer_transformer module beanmachine.ppl.compiler.typer_base module beanmachine.ppl.distributions module beanmachine.ppl.distributions.delta module beanmachine.ppl.distributions.flat module beanmachine.ppl.distributions.unit module beanmachine.ppl.inference module beanmachine.ppl.inference.base_inference module beanmachine.ppl.inference.bmg_inference module beanmachine.ppl.inference.compositional_infer module beanmachine.ppl.inference.hmc_inference module beanmachine.ppl.inference.monte_carlo_samples module beanmachine.ppl.inference.nuts_inference module

beanmachine.ppl.inference.predictive module beanmachine.ppl.inference.proposer module beanmachine.ppl.inference.proposer.base_proposer module beanmachine.ppl.inference.proposer.base_single_site_mh_proposer module beanmachine.ppl.inference.proposer.hmc_proposer module beanmachine.ppl.inference.proposer.hmc_utils module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils module beanmachine.ppl.inference.proposer.nmc module beanmachine.ppl.inference.proposer.nmc.single_site_half_space_nmc_proposer module beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer module beanmachine.ppl.inference.proposer.nmc.single_site_simplex_space_nmc_proposer module beanmachine.ppl.inference.proposer.nnc module beanmachine.ppl.inference.proposer.nnc.utils module beanmachine.ppl.inference.proposer.normal_eig module beanmachine.ppl.inference.proposer.nuts_proposer module beanmachine.ppl.inference.proposer.sequential_proposer module beanmachine.ppl.inference.proposer.single_site_ancestral_proposer module beanmachine.ppl.inference.proposer.single_site_random_walk_proposer module beanmachine.ppl.inference.proposer.single_site_uniform_proposer module beanmachine.ppl.inference.proposer.utils module beanmachine.ppl.inference.sampler module beanmachine.ppl.inference.single_site_ancestral_mh module beanmachine.ppl.inference.single_site_inference module beanmachine.ppl.inference.single_site_nmc module beanmachine.ppl.inference.single_site_random_walk module beanmachine.ppl.inference.single_site_uniform_mh module beanmachine.ppl.inference.utils module beanmachine.ppl.inference.vi module beanmachine.ppl.inference.vi.autoguide module beanmachine.ppl.inference.vi.discrepancy module beanmachine.ppl.inference.vi.gradient_estimator module beanmachine.ppl.inference.vi.variational_infer module beanmachine.ppl.inference.vi.variational_world module beanmachine.ppl.model module beanmachine.ppl.model.rv_identifier module beanmachine.ppl.model.statistical_model module beanmachine.ppl.model.utils module beanmachine.ppl.world module beanmachine.ppl.world.base_world module beanmachine.ppl.world.initialize_fn module beanmachine.ppl.world.utils module beanmachine.ppl.world.variable module beanmachine.ppl.world.world module begin (beanmachine.ppl.compiler.profiler.Event attribute) begin() (beanmachine.ppl.compiler.profiler.ProfilerData method) BernoulliBase (class in beanmachine.ppl.compiler.bmg_nodes) BernoulliLogitNode (class in beanmachine.ppl.compiler.bmg_nodes) BernoulliNode (class in beanmachine.ppl.compiler.bmg_nodes) beta (beanmachine.ppl.compiler.bmg_nodes.BetaNode property) beta_bernoulli_conjugate_fixer() (in module beanmachine.ppl.compiler.fix_beta_conjugate_prior) beta_binomial_conjugate_fixer() (in module beanmachine.ppl.compiler.fix_beta_conjugate_prior) beta_dist_from_moments() (beanmachine.ppl.inference.proposer.single_site_random_walk_proposer.SingleSiteRandomWalkProposer method) BetaDimensionTransform (class in beanmachine.ppl.world) (class in beanmachine.ppl.world.utils) BetaNode (class in beanmachine.ppl.compiler.bmg_nodes) bijective (beanmachine.ppl.world.BetaDimensionTransform attribute) (beanmachine.ppl.world.utils.BetaDimensionTransform attribute) binary_compare() (in module beanmachine.ppl.compiler.ast_patterns) BinaryOperatorNode (class in beanmachine.ppl.compiler.bmg_nodes) bind_torch_instance_function() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) BinomialLogitNode (class in beanmachine.ppl.compiler.bmg_nodes) BinomialNode (class in beanmachine.ppl.compiler.bmg_nodes) BinomialNodeBase (class in beanmachine.ppl.compiler.bmg_nodes) binop() (in module beanmachine.ppl.compiler.ast_patterns) BitAndNode (class in beanmachine.ppl.compiler.bmg_nodes) BitOrNode (class in beanmachine.ppl.compiler.bmg_nodes) BitXorNode (class in beanmachine.ppl.compiler.bmg_nodes) bmg (beanmachine.ppl.compiler.fix_requirements.RequirementsFixer attribute) (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) (beanmachine.ppl.compiler.gen_bmg_cpp.GeneratedGraphCPP attribute) (beanmachine.ppl.compiler.gen_bmg_graph.GeneratedGraph attribute) (beanmachine.ppl.compiler.gen_bmg_python.GeneratedGraphPython attribute) (beanmachine.ppl.compiler.gen_builder.GenerateBuilder attribute) BMGElementType (class in beanmachine.ppl.compiler.bmg_types) BMGError (class in beanmachine.ppl.compiler.error_report) BMGInference (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.bmg_inference) BMGLatticeType (class in beanmachine.ppl.compiler.bmg_types) BMGMatrixType (class in beanmachine.ppl.compiler.bmg_types) BMGNode (class in beanmachine.ppl.compiler.bmg_nodes) BMGraphBuilder (class in beanmachine.ppl.compiler.bm_graph_builder) BMGRuntime (class in beanmachine.ppl.compiler.runtime) bool_arithmetic_fixer() (in module beanmachine.ppl.compiler.fix_bool_arithmetic) bool_comparison_fixer() (in module beanmachine.ppl.compiler.fix_bool_comparisons) BoolArithmeticFixer (class in beanmachine.ppl.compiler.fix_bool_arithmetic) BoolComparisonFixer (class in beanmachine.ppl.compiler.fix_bool_comparisons) BooleanMatrix (class in beanmachine.ppl.compiler.bmg_types) BooleanNode (class in beanmachine.ppl.compiler.bmg_nodes) boolop() (in module beanmachine.ppl.compiler.ast_patterns) BoolPattern (class in beanmachine.ppl.compiler.patterns) bottom_up() (beanmachine.ppl.compiler.rules.RuleDomain method) bound (beanmachine.ppl.compiler.bmg_types.AlwaysMatrix attribute) (beanmachine.ppl.compiler.bmg_types.UpperBound attribute) broadcast_fnc() (in module beanmachine.ppl.compiler.broadcaster) broadcast_shape() (in module beanmachine.ppl.distributions.unit) BroadcastMatrixType (class in beanmachine.ppl.compiler.bmg_types) BroadcastNode (class in beanmachine.ppl.compiler.bmg_nodes)

C

call() (beanmachine.ppl.compiler.execution_context.ExecutionContext method) (beanmachine.ppl.world.base_world.BaseWorld method) (in module beanmachine.ppl.compiler.ast_patterns) call_to() (in module beanmachine.ppl.compiler.ast_patterns) calls (beanmachine.ppl.compiler.profiler.ProfileReport attribute) CallStack (class in beanmachine.ppl.compiler.execution_context) can_be_tensorized() (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) canonicalize_function() (in module beanmachine.ppl.compiler.special_function_caller) CategoricalLogitNode (class in beanmachine.ppl.compiler.bmg_nodes) CategoricalNode (class in beanmachine.ppl.compiler.bmg_nodes) CategoricalNodeBase (class in beanmachine.ppl.compiler.bmg_nodes) Check (class in beanmachine.ppl.compiler.rules) Chi2Node (class in beanmachine.ppl.compiler.bmg_nodes) child (beanmachine.ppl.compiler.rules.SpecificChild attribute) children (beanmachine.ppl.compiler.profiler.ProfileReport attribute) (beanmachine.ppl.world.variable.Variable attribute) ChoiceNode (class in beanmachine.ppl.compiler.bmg_nodes) CholeskyNode (class in beanmachine.ppl.compiler.bmg_nodes) Choose (class in beanmachine.ppl.compiler.rules) clone() (beanmachine.ppl.compiler.copy_and_replace.Cloner method) Cloner (class in beanmachine.ppl.compiler.copy_and_replace) code (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) (beanmachine.ppl.compiler.gen_bmg_cpp.GeneratedGraphCPP attribute) (beanmachine.ppl.compiler.gen_bmg_python.GeneratedGraphPython attribute) codomain (beanmachine.ppl.world.BetaDimensionTransform attribute) (beanmachine.ppl.world.utils.BetaDimensionTransform attribute) ColumnIndexNode (class in beanmachine.ppl.compiler.bmg_nodes) columns (beanmachine.ppl.compiler.bmg_nodes.ToMatrixNode property) (beanmachine.ppl.compiler.bmg_types.BMGMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix attribute) (beanmachine.ppl.compiler.bmg_types.BroadcastMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix attribute) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix attribute) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix attribute) (beanmachine.ppl.compiler.bmg_types.RealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix attribute) combined_rule (beanmachine.ppl.compiler.rules.AllChildren attribute) compare() (in module beanmachine.ppl.compiler.ast_patterns) ComparisonNode (class in beanmachine.ppl.compiler.bmg_nodes) ComplementNode (class in beanmachine.ppl.compiler.bmg_nodes) Compose (class in beanmachine.ppl.compiler.rules) CompositionalInference (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.compositional_infer)

compute_alpha() (beanmachine.ppl.inference.proposer.nmc.single_site_simplex_space_nmc_proposer.SingleSiteSimplexSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteSimplexSpaceNMCProposer method) compute_alpha_beta() (beanmachine.ppl.inference.proposer.nmc.single_site_half_space_nmc_proposer.SingleSiteHalfSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteHalfSpaceNMCProposer method) compute_beta_priors_from_accepted_lr() (beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer.SingleSiteRealSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteRealSpaceNMCProposer method) compute_eigvals_eigvecs() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) compute_first_gradient() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) compute_hessian() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) ComputeSupport (class in beanmachine.ppl.compiler.support) concentration (beanmachine.ppl.compiler.bmg_nodes.DirichletNode property) (beanmachine.ppl.compiler.bmg_nodes.GammaNode property) condition (beanmachine.ppl.compiler.bmg_nodes.IfThenElseNode property) (beanmachine.ppl.compiler.rules.Choose attribute) conditional_graph_fixer() (in module beanmachine.ppl.compiler.fix_problem) conjugacy_graph_fixer() (in module beanmachine.ppl.compiler.fix_problems) consequence (beanmachine.ppl.compiler.bmg_nodes.IfThenElseNode property) (beanmachine.ppl.compiler.rules.Choose attribute) ConstantBooleanMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantNaturalMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantNegativeRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantPositiveRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantProbabilityMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantSimplexMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ConstantTensorNode (class in beanmachine.ppl.compiler.bmg_nodes) construct (beanmachine.ppl.compiler.rules.AllTermChildren attribute) (beanmachine.ppl.compiler.rules.OneChild attribute) (beanmachine.ppl.compiler.rules.RuleDomain attribute) (beanmachine.ppl.compiler.rules.SomeChildren attribute) (beanmachine.ppl.compiler.rules.SpecificChild attribute) consumer (beanmachine.ppl.compiler.error_report.UnsupportedNode attribute) (beanmachine.ppl.compiler.error_report.Violation attribute) copy() (beanmachine.ppl.inference.vi.variational_world.VariationalWorld method) (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method) (in module beanmachine.ppl.compiler.copy_transformer) copy_and_replace() (in module beanmachine.ppl.compiler.copy_and_replace) CopyContext (class in beanmachine.ppl.compiler.devectorizer_transformer) CopyGraph (class in beanmachine.ppl.compiler.copy_transformer) count (beanmachine.ppl.compiler.bmg_nodes.BinomialNodeBase property) current_site() (beanmachine.ppl.compiler.execution_context.ExecutionContext method)

D

DEBUG_GRAPH (beanmachine.ppl.model.utils.LogLevel attribute) DEBUG_PROPOSER (beanmachine.ppl.model.utils.LogLevel attribute) DEBUG_UPDATES (beanmachine.ppl.model.utils.LogLevel attribute) Delta (class in beanmachine.ppl.distributions) (class in beanmachine.ppl.distributions.delta) descend_until() (beanmachine.ppl.compiler.rules.RuleDomain method) detach_samples() (in module beanmachine.ppl.inference.utils) Devectorizer (class in beanmachine.ppl.compiler.devectorizer_transformer) DevectorizeTransformation (class in beanmachine.ppl.compiler.devectorizer_transformer) df (beanmachine.ppl.compiler.bmg_nodes.Chi2Node property) (beanmachine.ppl.compiler.bmg_nodes.StudentTNode property) diagnostics (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples attribute) Diagnostics (class in beanmachine.ppl) DictToVecConverter (class in beanmachine.ppl.inference.proposer.utils) DictTransform (class in beanmachine.ppl.inference.proposer.hmc_utils) dim (beanmachine.ppl.compiler.bmg_nodes.LKJCholeskyNode property) dirichlet_dist_from_moments() (beanmachine.ppl.inference.proposer.single_site_random_walk_proposer.SingleSiteRandomWalkProposer method) DirichletNode (class in beanmachine.ppl.compiler.bmg_nodes) dist_to_rv_id (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute)

dist_type() (in module beanmachine.ppl.compiler.bmg_node_types) distribution (beanmachine.ppl.world.variable.Variable attribute) distribution_to_node() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) distribution_type (beanmachine.ppl.compiler.error_report.ImpossibleObservation attribute) DistributionNode (class in beanmachine.ppl.compiler.bmg_nodes) div_can_be_tensorized() (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) DivisionNode (class in beanmachine.ppl.compiler.bmg_nodes) do_adaptation() (beanmachine.ppl.inference.proposer.base_proposer.BaseProposer method) (beanmachine.ppl.inference.proposer.hmc_proposer.HMCProposer method) (beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer.SingleSiteRealSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteRealSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.sequential_proposer.SequentialProposer method) (beanmachine.ppl.inference.proposer.single_site_random_walk_proposer.SingleSiteRandomWalkProposer method) do_special_call_always_stochastic() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) do_special_call_maybe_stochastic() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) domain (beanmachine.ppl.world.BetaDimensionTransform attribute) (beanmachine.ppl.world.utils.BetaDimensionTransform attribute) down_then_up() (beanmachine.ppl.compiler.rules.RuleDomain method) DualAverageAdapter (class in beanmachine.ppl.inference.proposer.hmc_utils)

E

edge (beanmachine.ppl.compiler.error_report.UnsupportedNode attribute) (beanmachine.ppl.compiler.error_report.Violation attribute) edge_error_pass() (in module beanmachine.ppl.compiler.fix_problem) EdgeRequirements (class in beanmachine.ppl.compiler.bmg_requirements) edits (beanmachine.ppl.compiler.rules.ListEdit attribute) effective_sample_size() (in module beanmachine.ppl) either_or_both() (in module beanmachine.ppl.compiler.rules) element_type (beanmachine.ppl.compiler.bmg_types.BMGMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix attribute) (beanmachine.ppl.compiler.bmg_types.BroadcastMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix attribute) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix attribute) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix attribute) (beanmachine.ppl.compiler.bmg_types.RealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix attribute) ElementType (class in beanmachine.ppl.compiler.devectorizer_transformer) (class in beanmachine.ppl.compiler.tensorizer_transformer) ElementwiseMultiplyNode (class in beanmachine.ppl.compiler.bmg_nodes) empirical() (beanmachine.ppl.inference.predictive.Predictive static method) (in module beanmachine.ppl) (in module beanmachine.ppl.inference) (in module beanmachine.ppl.inference.predictive) EmptyListPattern (class in beanmachine.ppl.compiler.patterns) enumerate_node() (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method)

equal() (in module beanmachine.ppl.compiler.ast_patterns) EqualNode (class in beanmachine.ppl.compiler.bmg_nodes) ERROR (beanmachine.ppl.model.utils.LogLevel attribute) error_report (beanmachine.ppl.compiler.copy_and_replace.TransformAssessment attribute) ErrorReport (class in beanmachine.ppl.compiler.error_report) errors (beanmachine.ppl.compiler.error_report.ErrorReport attribute) (beanmachine.ppl.compiler.fix_requirements.RequirementsFixer attribute) eta (beanmachine.ppl.compiler.bmg_nodes.LKJCholeskyNode property) Event (class in beanmachine.ppl.compiler.profiler) event_dim (beanmachine.ppl.distributions.Delta property) (beanmachine.ppl.distributions.delta.Delta property) event_list_to_report() (in module beanmachine.ppl.compiler.profiler) events (beanmachine.ppl.compiler.profiler.ProfilerData attribute) execution_context (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder attribute) ExecutionContext (class in beanmachine.ppl.compiler.execution_context) Exp2Node (class in beanmachine.ppl.compiler.bmg_nodes) expand() (beanmachine.ppl.distributions.Delta method) (beanmachine.ppl.distributions.delta.Delta method) (beanmachine.ppl.distributions.Unit method) (beanmachine.ppl.distributions.unit.Unit method) expect_success() (beanmachine.ppl.compiler.rules.Fail method) (beanmachine.ppl.compiler.rules.RuleResult method) (beanmachine.ppl.compiler.rules.Success method) expected (beanmachine.ppl.compiler.rules.IgnoreException attribute) ExpM1Node (class in beanmachine.ppl.compiler.bmg_nodes) ExpNode (class in beanmachine.ppl.compiler.bmg_nodes) ExpProductFactorNode (class in beanmachine.ppl.compiler.bmg_nodes) expr() (in module beanmachine.ppl.compiler.ast_patterns)

F

factor_type() (in module beanmachine.ppl.compiler.bmg_node_types) FactorNode (class in beanmachine.ppl.compiler.bmg_nodes) Fail (class in beanmachine.ppl.compiler.patterns) (class in beanmachine.ppl.compiler.rules) FailPattern (class in beanmachine.ppl.compiler.patterns) FillMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) finalize() (beanmachine.ppl.inference.proposer.hmc_utils.DualAverageAdapter method) (beanmachine.ppl.inference.proposer.hmc_utils.MassMatrixAdapter method) (beanmachine.ppl.inference.proposer.hmc_utils.WelfordCovariance method) finish() (beanmachine.ppl.compiler.profiler.ProfilerData method) finish_adaptation() (beanmachine.ppl.inference.proposer.base_proposer.BaseProposer method) (beanmachine.ppl.inference.proposer.hmc_proposer.HMCProposer method) (beanmachine.ppl.inference.proposer.sequential_proposer.SequentialProposer method) first (beanmachine.ppl.compiler.rules.Compose attribute) (beanmachine.ppl.compiler.rules.OrElse attribute) FirstMatch (class in beanmachine.ppl.compiler.rules) fix_problems() (beanmachine.ppl.compiler.fix_requirements.RequirementsFixer method) (in module beanmachine.ppl.compiler.fix_problems) fixpoint_graph_fixer() (in module beanmachine.ppl.compiler.fix_problem) Flat (class in beanmachine.ppl.distributions) (class in beanmachine.ppl.distributions.flat)

FlatNode (class in beanmachine.ppl.compiler.bmg_nodes) flatten() (in module beanmachine.ppl.compiler.copy_and_replace) FloatPattern (class in beanmachine.ppl.compiler.patterns) FloorDivNode (class in beanmachine.ppl.compiler.bmg_nodes) forward_shape() (beanmachine.ppl.world.BetaDimensionTransform method) (beanmachine.ppl.world.utils.BetaDimensionTransform method) fresh_names() (beanmachine.ppl.compiler.single_assignment.SingleAssignment method) func (beanmachine.ppl.compiler.execution_context.FunctionCall attribute) function (beanmachine.ppl.compiler.special_function_caller.KnownFunction attribute) (beanmachine.ppl.model.rv_identifier.RVIdentifier property) (beanmachine.ppl.model.RVIdentifier property) (beanmachine.ppl.RVIdentifier property) function_def() (in module beanmachine.ppl.compiler.ast_patterns) functional() (beanmachine.ppl.model.statistical_model.StatisticalModel static method) (beanmachine.ppl.model.StatisticalModel static method) (in module beanmachine.ppl) (in module beanmachine.ppl.model) (in module beanmachine.ppl.model.statistical_model) FunctionCall (class in beanmachine.ppl.compiler.execution_context)

G

gamma_dist_from_moments() (beanmachine.ppl.inference.proposer.single_site_random_walk_proposer.SingleSiteRandomWalkProposer method) GammaNode (class in beanmachine.ppl.compiler.bmg_nodes) generate_builder() (in module beanmachine.ppl.compiler.gen_builder) GenerateBuilder (class in beanmachine.ppl.compiler.gen_builder) GeneratedGraph (class in beanmachine.ppl.compiler.gen_bmg_graph) GeneratedGraphCPP (class in beanmachine.ppl.compiler.gen_bmg_cpp) GeneratedGraphPython (class in beanmachine.ppl.compiler.gen_bmg_python) get() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) get_beanmachine_logger() (in module beanmachine.ppl.model) (in module beanmachine.ppl.model.utils) get_chain() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) get_children (beanmachine.ppl.compiler.rules.AllTermChildren attribute) (beanmachine.ppl.compiler.rules.OneChild attribute) (beanmachine.ppl.compiler.rules.RuleDomain attribute) (beanmachine.ppl.compiler.rules.SomeChildren attribute) (beanmachine.ppl.compiler.rules.SpecificChild attribute) get_default_transforms() (in module beanmachine.ppl.world) (in module beanmachine.ppl.world.utils) get_edge_label() (in module beanmachine.ppl.compiler.graph_labels) get_edge_labels() (in module beanmachine.ppl.compiler.graph_labels) get_func_key() (beanmachine.ppl.model.statistical_model.StatisticalModel static method) (beanmachine.ppl.model.StatisticalModel static method) get_guide() (beanmachine.ppl.inference.vi.ADVI static method) (beanmachine.ppl.inference.vi.autoguide.ADVI static method) (beanmachine.ppl.inference.vi.autoguide.AutoGuideVI static method) (beanmachine.ppl.inference.vi.autoguide.MAP static method) (beanmachine.ppl.inference.vi.MAP static method) get_guide_distribution() (beanmachine.ppl.inference.vi.variational_world.VariationalWorld method) get_log_likelihoods() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) get_node_error_label() (in module beanmachine.ppl.compiler.graph_labels) get_node_label() (in module beanmachine.ppl.compiler.graph_labels) get_num_samples() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) get_param() (beanmachine.ppl.inference.vi.variational_world.VariationalWorld method) get_proposal_distribution() (beanmachine.ppl.inference.proposer.base_single_site_mh_proposer.BaseSingleSiteMHProposer method) (beanmachine.ppl.inference.proposer.nmc.single_site_half_space_nmc_proposer.SingleSiteHalfSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer.SingleSiteRealSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.single_site_simplex_space_nmc_proposer.SingleSiteSimplexSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteHalfSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteRealSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.nmc.SingleSiteSimplexSpaceNMCProposer method) (beanmachine.ppl.inference.proposer.single_site_ancestral_proposer.SingleSiteAncestralProposer method) (beanmachine.ppl.inference.proposer.single_site_random_walk_proposer.SingleSiteRandomWalkProposer method) (beanmachine.ppl.inference.proposer.single_site_uniform_proposer.SingleSiteUniformProposer method)

get_proposers() (beanmachine.ppl.CompositionalInference method) (beanmachine.ppl.GlobalHamiltonianMonteCarlo method) (beanmachine.ppl.GlobalNoUTurnSampler method) (beanmachine.ppl.inference.base_inference.BaseInference method) (beanmachine.ppl.inference.compositional_infer.CompositionalInference method) (beanmachine.ppl.inference.CompositionalInference method) (beanmachine.ppl.inference.GlobalHamiltonianMonteCarlo method) (beanmachine.ppl.inference.GlobalNoUTurnSampler method) (beanmachine.ppl.inference.hmc_inference.GlobalHamiltonianMonteCarlo method) (beanmachine.ppl.inference.hmc_inference.SingleSiteHamiltonianMonteCarlo method) (beanmachine.ppl.inference.nuts_inference.GlobalNoUTurnSampler method) (beanmachine.ppl.inference.nuts_inference.SingleSiteNoUTurnSampler method) (beanmachine.ppl.inference.single_site_inference.SingleSiteInference method) (beanmachine.ppl.inference.single_site_nmc.SingleSiteNewtonianMonteCarlo method) (beanmachine.ppl.inference.single_site_random_walk.SingleSiteRandomWalk method) (beanmachine.ppl.inference.SingleSiteHamiltonianMonteCarlo method) (beanmachine.ppl.inference.SingleSiteNewtonianMonteCarlo method) (beanmachine.ppl.inference.SingleSiteNoUTurnSampler method) (beanmachine.ppl.inference.SingleSiteRandomWalk method) (beanmachine.ppl.SingleSiteHamiltonianMonteCarlo method) (beanmachine.ppl.SingleSiteNewtonianMonteCarlo method) (beanmachine.ppl.SingleSiteNoUTurnSampler method) (beanmachine.ppl.SingleSiteRandomWalk method) get_subtest (beanmachine.ppl.compiler.patterns.Subpattern attribute) get_value() (in module beanmachine.ppl.compiler.ast_patterns) get_variable() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method) get_world_context() (in module beanmachine.ppl.world) (in module beanmachine.ppl.world.base_world) GlobalHamiltonianMonteCarlo (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.hmc_inference) GlobalNoUTurnSampler (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.nuts_inference) graph (beanmachine.ppl.compiler.gen_bmg_graph.GeneratedGraph attribute) greater_than() (in module beanmachine.ppl.compiler.ast_patterns) greater_than_equal() (in module beanmachine.ppl.compiler.ast_patterns) GreaterThanEqualNode (class in beanmachine.ppl.compiler.bmg_nodes) GreaterThanNode (class in beanmachine.ppl.compiler.bmg_nodes)

H

HalfCauchyNode (class in beanmachine.ppl.compiler.bmg_nodes) HalfNormalNode (class in beanmachine.ppl.compiler.bmg_nodes) handle_dot_get() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_dot_set() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_for() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_function() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_if() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_index() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_not_in() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_slice() (beanmachine.ppl.compiler.runtime.BMGRuntime method) handle_subscript_assign() (beanmachine.ppl.compiler.runtime.BMGRuntime method)

has_enumerate_support (beanmachine.ppl.distributions.Flat attribute) (beanmachine.ppl.distributions.flat.Flat attribute) has_rsample (beanmachine.ppl.distributions.Delta attribute) (beanmachine.ppl.distributions.delta.Delta attribute) (beanmachine.ppl.distributions.Flat attribute) (beanmachine.ppl.distributions.flat.Flat attribute) head (beanmachine.ppl.compiler.patterns.HeadTail attribute) HeadTail (class in beanmachine.ppl.compiler.patterns) hessian_of_log_prob() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) high (beanmachine.ppl.compiler.bmg_nodes.UniformNode property) HMCProposer (class in beanmachine.ppl.inference.proposer.hmc_proposer)

I

id_from_call() (in module beanmachine.ppl.compiler.ast_patterns) identity_fnc() (in module beanmachine.ppl.compiler.broadcaster) identity_graph_fixer() (in module beanmachine.ppl.compiler.fix_problem) identity_transpose_fixer() (in module beanmachine.ppl.compiler.fix_transpose) if_exp() (in module beanmachine.ppl.compiler.ast_patterns) if_statement() (in module beanmachine.ppl.compiler.ast_patterns) if_then() (in module beanmachine.ppl.compiler.rules) IfThenElseNode (class in beanmachine.ppl.compiler.bmg_nodes) ignore_div_zero() (in module beanmachine.ppl.compiler.rules) ignore_runtime_error() (in module beanmachine.ppl.compiler.rules) ignore_value_error() (in module beanmachine.ppl.compiler.rules) IgnoreException (class in beanmachine.ppl.compiler.rules) ImpossibleObservation (class in beanmachine.ppl.compiler.error_report) in_flight (beanmachine.ppl.compiler.profiler.ProfilerData attribute) (beanmachine.ppl.compiler.runtime.BMGRuntime attribute) index() (in module beanmachine.ppl.compiler.ast_patterns) IndexNode (class in beanmachine.ppl.compiler.bmg_nodes) infer() (beanmachine.ppl.inference.base_inference.BaseInference method) (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) (beanmachine.ppl.inference.vi.variational_infer.VariationalInfer method) (beanmachine.ppl.inference.vi.VariationalInfer method) INFO (beanmachine.ppl.model.utils.LogLevel attribute) init_from_prior() (in module beanmachine.ppl.world) (in module beanmachine.ppl.world.initialize_fn) init_to_uniform() (in module beanmachine.ppl.world) (in module beanmachine.ppl.world.initialize_fn) initialize_momentums() (beanmachine.ppl.inference.proposer.hmc_utils.MassMatrixAdapter method) initialize_value() (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method) (in module beanmachine.ppl.world.utils) initialize_world() (beanmachine.ppl.inference.vi.variational_infer.VariationalInfer method) (beanmachine.ppl.inference.vi.VariationalInfer method) (beanmachine.ppl.world.World class method) (beanmachine.ppl.world.world.World class method) InNode (class in beanmachine.ppl.compiler.bmg_nodes) InputList (class in beanmachine.ppl.compiler.bmg_nodes) inputs (beanmachine.ppl.compiler.bmg_nodes.AdditionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliBase attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BetaNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinaryOperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialNodeBase attribute) (beanmachine.ppl.compiler.bmg_nodes.BitAndNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BitOrNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BitXorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BMGNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BroadcastNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalNodeBase attribute) (beanmachine.ppl.compiler.bmg_nodes.Chi2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ChoiceNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CholeskyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ColumnIndexNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ComparisonNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ComplementNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DirichletNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DistributionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DivisionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ElementwiseMultiplyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.EqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Exp2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpM1Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpProductFactorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FactorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FillMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FlatNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FloorDivNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GammaNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GreaterThanEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GreaterThanNode attribute) (beanmachine.ppl.compiler.bmg_nodes.HalfCauchyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.HalfNormalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IfThenElseNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IndexNode attribute) (beanmachine.ppl.compiler.bmg_nodes.InNode attribute) (beanmachine.ppl.compiler.bmg_nodes.InputList attribute) (beanmachine.ppl.compiler.bmg_nodes.InvertNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IsNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IsNotNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ItemNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LessThanEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LessThanNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LKJCholeskyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log10Node attribute) (beanmachine.ppl.compiler.bmg_nodes.Log1mexpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log1pNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.LogAddExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogisticNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogProbNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpTorchNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpVectorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LShiftNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixAddNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixComplementNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixLog1mexpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixLogNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixMultiplicationNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixNegateNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixPhiNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixScaleNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixSumNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ModNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MultiplicationNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NegateNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NormalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotInNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotNode attribute) (beanmachine.ppl.compiler.bmg_nodes.OperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PhiNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PoissonNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PowerNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Query attribute) (beanmachine.ppl.compiler.bmg_nodes.RShiftNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SampleNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SquareRootNode attribute) (beanmachine.ppl.compiler.bmg_nodes.StudentTNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SumNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SwitchNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToIntNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToNegativeRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToNegativeRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToPositiveRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToPositiveRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToProbabilityNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.TransposeNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UnaryOperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UniformNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UntypedConstantNode attribute) (beanmachine.ppl.compiler.bmg_nodes.VectorIndexNode attribute)

InternalError IntPattern (class in beanmachine.ppl.compiler.patterns) inv() (beanmachine.ppl.inference.proposer.hmc_utils.DictTransform method) inverse_shape() (beanmachine.ppl.world.BetaDimensionTransform method) (beanmachine.ppl.world.utils.BetaDimensionTransform method) InvertNode (class in beanmachine.ppl.compiler.bmg_nodes) is_any() (in module beanmachine.ppl.compiler.patterns) is_atomic() (in module beanmachine.ppl.compiler.bmg_types) is_bool() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_constraint_eq() (in module beanmachine.ppl.world.utils) is_convertible_to() (in module beanmachine.ppl.compiler.bmg_types) is_end_window (beanmachine.ppl.inference.proposer.hmc_utils.WindowScheme property) is_fail() (beanmachine.ppl.compiler.patterns.Fail method) (beanmachine.ppl.compiler.patterns.MatchResult method) (beanmachine.ppl.compiler.patterns.Success method) (beanmachine.ppl.compiler.rules.Fail method) (beanmachine.ppl.compiler.rules.RuleResult method) (beanmachine.ppl.compiler.rules.Success method) is_functional (beanmachine.ppl.model.rv_identifier.RVIdentifier property) (beanmachine.ppl.model.RVIdentifier property) (beanmachine.ppl.RVIdentifier property) is_in_window (beanmachine.ppl.inference.proposer.hmc_utils.WindowScheme property) is_leaf (beanmachine.ppl.compiler.bmg_nodes.BMGNode property) is_matrix() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_natural() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_neg_real() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_one() (in module beanmachine.ppl.compiler.bmg_nodes) (in module beanmachine.ppl.compiler.bmg_types) is_pos_real() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_prob_or_bool() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_random_variable (beanmachine.ppl.model.rv_identifier.RVIdentifier property) (beanmachine.ppl.model.RVIdentifier property) (beanmachine.ppl.RVIdentifier property) is_real() (beanmachine.ppl.compiler.lattice_typer.LatticeTyper method) is_scalar() (in module beanmachine.ppl.compiler.sizer) (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) is_singleton() (beanmachine.ppl.compiler.bmg_types.BMGLatticeType method) (beanmachine.ppl.compiler.bmg_types.BMGMatrixType method) is_special_function() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) is_special_tensor_bound_instance_method() (beanmachine.ppl.compiler.special_function_caller.SpecialFunctionCaller method) is_success() (beanmachine.ppl.compiler.patterns.Fail method) (beanmachine.ppl.compiler.patterns.MatchResult method) (beanmachine.ppl.compiler.patterns.Success method) (beanmachine.ppl.compiler.rules.Fail method) (beanmachine.ppl.compiler.rules.RuleResult method) (beanmachine.ppl.compiler.rules.Success method) is_supported_by_bmg() (in module beanmachine.ppl.compiler.bmg_node_types) is_valid() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) is_zero() (in module beanmachine.ppl.compiler.bmg_nodes) (in module beanmachine.ppl.compiler.bmg_types) IsNode (class in beanmachine.ppl.compiler.bmg_nodes) IsNotNode (class in beanmachine.ppl.compiler.bmg_nodes) ItemNode (class in beanmachine.ppl.compiler.bmg_nodes)

J

json (beanmachine.ppl.compiler.performance_report.PerformanceReport attribute)

json_to_perf_report() (in module beanmachine.ppl.compiler.performance_report)

K

keyword() (in module beanmachine.ppl.compiler.ast_patterns) kind (beanmachine.ppl.compiler.profiler.Event attribute) kl_forward() (in module beanmachine.ppl.inference.vi.discrepancy)

kl_reverse() (in module beanmachine.ppl.inference.vi.discrepancy) KnownFunction (class in beanmachine.ppl.compiler.special_function_caller) kwargs (beanmachine.ppl.compiler.execution_context.FunctionCall attribute)

L

latent_nodes (beanmachine.ppl.world.World property) (beanmachine.ppl.world.world.World property) lattice_to_bmg() (in module beanmachine.ppl.compiler.bmg_types) LatticeTyper (class in beanmachine.ppl.compiler.lattice_typer) left (beanmachine.ppl.compiler.bmg_nodes.BinaryOperatorNode property) left_type (beanmachine.ppl.compiler.error_report.BadMatrixMultiplication attribute) less_than() (in module beanmachine.ppl.compiler.ast_patterns) less_than_equal() (in module beanmachine.ppl.compiler.ast_patterns) LessThanEqualNode (class in beanmachine.ppl.compiler.bmg_nodes) LessThanNode (class in beanmachine.ppl.compiler.bmg_nodes) lifted_map (beanmachine.ppl.compiler.runtime.BMGRuntime attribute) LiftedCompilationError list_member_children() (in module beanmachine.ppl.compiler.rules) ListAll (class in beanmachine.ppl.compiler.patterns) ListAny (class in beanmachine.ppl.compiler.patterns) ListEdit (class in beanmachine.ppl.compiler.rules) ListPattern (class in beanmachine.ppl.compiler.patterns) LKJCholeskyNode (class in beanmachine.ppl.compiler.bmg_nodes) LOAD_BAR (beanmachine.ppl.inference.utils.VerboseLevel attribute) (beanmachine.ppl.inference.VerboseLevel attribute) loc (beanmachine.ppl.compiler.bmg_nodes.StudentTNode property) Log10Node (class in beanmachine.ppl.compiler.bmg_nodes) log1mexp_fixer() (in module beanmachine.ppl.compiler.fix_arithmetic) Log1mexpNode (class in beanmachine.ppl.compiler.bmg_nodes) Log1pNode (class in beanmachine.ppl.compiler.bmg_nodes) Log2Node (class in beanmachine.ppl.compiler.bmg_nodes) log_abs_det_jacobian() (beanmachine.ppl.inference.proposer.hmc_utils.DictTransform method) (beanmachine.ppl.world.BetaDimensionTransform method) (beanmachine.ppl.world.utils.BetaDimensionTransform method) log_prob (beanmachine.ppl.world.variable.Variable property) log_prob() (beanmachine.ppl.distributions.Delta method) (beanmachine.ppl.distributions.delta.Delta method) (beanmachine.ppl.distributions.Flat method) (beanmachine.ppl.distributions.flat.Flat method) (beanmachine.ppl.distributions.Unit method) (beanmachine.ppl.distributions.unit.Unit method) (beanmachine.ppl.inference.proposer.normal_eig.NormalEig method) (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method)

LogAddExpNode (class in beanmachine.ppl.compiler.bmg_nodes) logger (beanmachine.ppl.compiler.rules.Trace attribute) LogisticNode (class in beanmachine.ppl.compiler.bmg_nodes) LogLevel (class in beanmachine.ppl.model.utils) LogNode (class in beanmachine.ppl.compiler.bmg_nodes) LogProbNode (class in beanmachine.ppl.compiler.bmg_nodes) logsumexp_fixer() (in module beanmachine.ppl.compiler.fix_logsumexp) LogSumExpNode (class in beanmachine.ppl.compiler.bmg_nodes) LogSumExpTorchNode (class in beanmachine.ppl.compiler.bmg_nodes) LogSumExpVectorNode (class in beanmachine.ppl.compiler.bmg_nodes) long_name (beanmachine.ppl.compiler.bmg_types.AnyPosRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.AnyRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.AnyRequirement attribute) (beanmachine.ppl.compiler.bmg_types.BaseRequirement attribute) (beanmachine.ppl.compiler.bmg_types.BMGElementType attribute) (beanmachine.ppl.compiler.bmg_types.BMGLatticeType attribute) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix attribute) (beanmachine.ppl.compiler.bmg_types.BroadcastMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix attribute) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix attribute) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix attribute) (beanmachine.ppl.compiler.bmg_types.RealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix attribute) low (beanmachine.ppl.compiler.bmg_nodes.UniformNode property) LShiftNode (class in beanmachine.ppl.compiler.bmg_nodes)

M

make_logger() (in module beanmachine.ppl.compiler.rules) MAP (class in beanmachine.ppl.inference.vi) (class in beanmachine.ppl.inference.vi.autoguide) MassMatrixAdapter (class in beanmachine.ppl.inference.proposer.hmc_utils) match() (beanmachine.ppl.compiler.patterns.AnyPattern method) (beanmachine.ppl.compiler.patterns.AtomicPattern method) (beanmachine.ppl.compiler.patterns.AttributeSubpattern method) (beanmachine.ppl.compiler.patterns.EmptyListPattern method) (beanmachine.ppl.compiler.patterns.FailPattern method) (beanmachine.ppl.compiler.patterns.HeadTail method) (beanmachine.ppl.compiler.patterns.ListAll method) (beanmachine.ppl.compiler.patterns.ListAny method) (beanmachine.ppl.compiler.patterns.ListPattern method) (beanmachine.ppl.compiler.patterns.MatchAny method) (beanmachine.ppl.compiler.patterns.MatchEvery method) (beanmachine.ppl.compiler.patterns.Negate method) (beanmachine.ppl.compiler.patterns.PatternBase method) (beanmachine.ppl.compiler.patterns.PredicatePattern method) (beanmachine.ppl.compiler.patterns.Subpattern method) (beanmachine.ppl.compiler.patterns.TypePattern method) (in module beanmachine.ppl.compiler.patterns) match_any() (in module beanmachine.ppl.compiler.patterns) match_every() (in module beanmachine.ppl.compiler.patterns) MatchAny (class in beanmachine.ppl.compiler.patterns) MatchEvery (class in beanmachine.ppl.compiler.patterns) MatchResult (class in beanmachine.ppl.compiler.patterns) MATRIX (beanmachine.ppl.compiler.tensorizer_transformer.ElementType attribute) matrix_scale_fixer() (in module beanmachine.ppl.compiler.fix_matrix_scale) MatrixAddNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixComplementNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixExpNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixLog1mexpNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixLogNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixMultiplicationNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixNegateNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixPhiNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixScaleNode (class in beanmachine.ppl.compiler.bmg_nodes) MatrixSumNode (class in beanmachine.ppl.compiler.bmg_nodes) mean (beanmachine.ppl.distributions.Delta property) (beanmachine.ppl.distributions.delta.Delta property) meet_requirement() (beanmachine.ppl.compiler.fix_requirements.RequirementsFixer method) merge_dicts() (in module beanmachine.ppl.inference.utils) ModNode (class in beanmachine.ppl.compiler.bmg_nodes) module beanmachine beanmachine.ppl beanmachine.ppl.compiler beanmachine.ppl.compiler.ast_patterns beanmachine.ppl.compiler.ast_tools beanmachine.ppl.compiler.beanstalk_common beanmachine.ppl.compiler.bm_graph_builder beanmachine.ppl.compiler.bm_to_bmg beanmachine.ppl.compiler.bmg_node_types beanmachine.ppl.compiler.bmg_nodes beanmachine.ppl.compiler.bmg_requirements beanmachine.ppl.compiler.bmg_types beanmachine.ppl.compiler.broadcaster beanmachine.ppl.compiler.copy_and_replace beanmachine.ppl.compiler.copy_transformer beanmachine.ppl.compiler.devectorizer_transformer beanmachine.ppl.compiler.error_report beanmachine.ppl.compiler.execution_context beanmachine.ppl.compiler.fix_additions beanmachine.ppl.compiler.fix_arithmetic beanmachine.ppl.compiler.fix_beta_conjugate_prior beanmachine.ppl.compiler.fix_bool_arithmetic beanmachine.ppl.compiler.fix_bool_comparisons beanmachine.ppl.compiler.fix_logsumexp beanmachine.ppl.compiler.fix_matrix_scale beanmachine.ppl.compiler.fix_multiary_ops beanmachine.ppl.compiler.fix_normal_conjugate_prior beanmachine.ppl.compiler.fix_observations beanmachine.ppl.compiler.fix_observe_true beanmachine.ppl.compiler.fix_problem beanmachine.ppl.compiler.fix_problems beanmachine.ppl.compiler.fix_requirements beanmachine.ppl.compiler.fix_transpose beanmachine.ppl.compiler.fix_unsupported beanmachine.ppl.compiler.gen_bm_python beanmachine.ppl.compiler.gen_bmg_cpp beanmachine.ppl.compiler.gen_bmg_graph beanmachine.ppl.compiler.gen_bmg_python beanmachine.ppl.compiler.gen_builder beanmachine.ppl.compiler.gen_dot beanmachine.ppl.compiler.gen_mini beanmachine.ppl.compiler.graph_labels beanmachine.ppl.compiler.internal_error beanmachine.ppl.compiler.lattice_typer beanmachine.ppl.compiler.patterns beanmachine.ppl.compiler.performance_report beanmachine.ppl.compiler.profiler beanmachine.ppl.compiler.rules beanmachine.ppl.compiler.runtime beanmachine.ppl.compiler.single_assignment beanmachine.ppl.compiler.size_assessment beanmachine.ppl.compiler.sizer beanmachine.ppl.compiler.special_function_caller beanmachine.ppl.compiler.support beanmachine.ppl.compiler.tensorizer_transformer beanmachine.ppl.compiler.typer_base beanmachine.ppl.distributions beanmachine.ppl.distributions.delta beanmachine.ppl.distributions.flat beanmachine.ppl.distributions.unit beanmachine.ppl.inference beanmachine.ppl.inference.base_inference beanmachine.ppl.inference.bmg_inference beanmachine.ppl.inference.compositional_infer beanmachine.ppl.inference.hmc_inference beanmachine.ppl.inference.monte_carlo_samples beanmachine.ppl.inference.nuts_inference beanmachine.ppl.inference.predictive beanmachine.ppl.inference.proposer beanmachine.ppl.inference.proposer.base_proposer beanmachine.ppl.inference.proposer.base_single_site_mh_proposer beanmachine.ppl.inference.proposer.hmc_proposer beanmachine.ppl.inference.proposer.hmc_utils beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils beanmachine.ppl.inference.proposer.nmc beanmachine.ppl.inference.proposer.nmc.single_site_half_space_nmc_proposer beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer beanmachine.ppl.inference.proposer.nmc.single_site_simplex_space_nmc_proposer beanmachine.ppl.inference.proposer.nnc beanmachine.ppl.inference.proposer.nnc.utils beanmachine.ppl.inference.proposer.normal_eig beanmachine.ppl.inference.proposer.nuts_proposer beanmachine.ppl.inference.proposer.sequential_proposer beanmachine.ppl.inference.proposer.single_site_ancestral_proposer beanmachine.ppl.inference.proposer.single_site_random_walk_proposer beanmachine.ppl.inference.proposer.single_site_uniform_proposer beanmachine.ppl.inference.proposer.utils beanmachine.ppl.inference.sampler beanmachine.ppl.inference.single_site_ancestral_mh beanmachine.ppl.inference.single_site_inference beanmachine.ppl.inference.single_site_nmc beanmachine.ppl.inference.single_site_random_walk beanmachine.ppl.inference.single_site_uniform_mh beanmachine.ppl.inference.utils beanmachine.ppl.inference.vi beanmachine.ppl.inference.vi.autoguide beanmachine.ppl.inference.vi.discrepancy beanmachine.ppl.inference.vi.gradient_estimator beanmachine.ppl.inference.vi.variational_infer beanmachine.ppl.inference.vi.variational_world beanmachine.ppl.model beanmachine.ppl.model.rv_identifier beanmachine.ppl.model.statistical_model beanmachine.ppl.model.utils beanmachine.ppl.world beanmachine.ppl.world.base_world beanmachine.ppl.world.initialize_fn beanmachine.ppl.world.utils beanmachine.ppl.world.variable beanmachine.ppl.world.world

module() (in module beanmachine.ppl.compiler.ast_patterns) monte_carlo_approximate_reparam() (in module beanmachine.ppl.inference.vi.gradient_estimator) monte_carlo_approximate_sf() (in module beanmachine.ppl.inference.vi.gradient_estimator) MonteCarloSamples (class in beanmachine.ppl.inference.monte_carlo_samples) mu (beanmachine.ppl.compiler.bmg_nodes.NormalNode property) mult_can_be_tensorized() (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) multiary_addition_fixer() (in module beanmachine.ppl.compiler.fix_multiary_ops) multiary_multiplication_fixer() (in module beanmachine.ppl.compiler.fix_multiary_ops) MultiaryOperatorFixer (class in beanmachine.ppl.compiler.fix_multiary_ops) MultiplicationNode (class in beanmachine.ppl.compiler.bmg_nodes) must_be_matrix() (in module beanmachine.ppl.compiler.bmg_types)

N

name (beanmachine.ppl.compiler.patterns.AttributeSubpattern attribute) (beanmachine.ppl.compiler.patterns.EmptyListPattern attribute) (beanmachine.ppl.compiler.patterns.HeadTail attribute) (beanmachine.ppl.compiler.patterns.ListAll attribute) (beanmachine.ppl.compiler.patterns.ListAny attribute) (beanmachine.ppl.compiler.patterns.ListPattern attribute) (beanmachine.ppl.compiler.patterns.PredicatePattern attribute) (beanmachine.ppl.compiler.patterns.Subpattern attribute) (beanmachine.ppl.compiler.rules.Rule attribute) name() (in module beanmachine.ppl.compiler.ast_patterns) name_constant() (in module beanmachine.ppl.compiler.ast_patterns) NaturalMatrix (class in beanmachine.ppl.compiler.bmg_types) NaturalNode (class in beanmachine.ppl.compiler.bmg_nodes) neg_neg_fixer() (in module beanmachine.ppl.compiler.fix_arithmetic) Negate (class in beanmachine.ppl.compiler.patterns) negate() (in module beanmachine.ppl.compiler.patterns) negate_can_be_tensorized() (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) NegateNode (class in beanmachine.ppl.compiler.bmg_nodes) negative_real_multiplication_fixer() (in module beanmachine.ppl.compiler.fix_arithmetic) NegativeRealMatrix (class in beanmachine.ppl.compiler.bmg_types) NegativeRealNode (class in beanmachine.ppl.compiler.bmg_nodes) nested_if_same_cond_fixer() (in module beanmachine.ppl.compiler.fix_arithmetic) nested_matrix_scale_fixer() (in module beanmachine.ppl.compiler.fix_matrix_scale) nnc_jit() (in module beanmachine.ppl.inference.proposer.nnc) (in module beanmachine.ppl.inference.proposer.nnc.utils) NO (beanmachine.ppl.compiler.devectorizer_transformer.DevectorizeTransformation attribute) no_dist_samples (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) node (beanmachine.ppl.compiler.bmg_nodes.InputList attribute) (beanmachine.ppl.compiler.error_report.BadMatrixMultiplication attribute) (beanmachine.ppl.compiler.error_report.ImpossibleObservation attribute) (beanmachine.ppl.compiler.error_report.UnsizableNode attribute) (beanmachine.ppl.compiler.error_report.UnsupportedNode attribute) (beanmachine.ppl.compiler.error_report.UntypableNode attribute) (beanmachine.ppl.compiler.error_report.Violation attribute)

node_error_pass() (in module beanmachine.ppl.compiler.fix_problem) node_fixer_first_match() (in module beanmachine.ppl.compiler.fix_problem) node_locations (beanmachine.ppl.compiler.error_report.BadMatrixMultiplication attribute) (beanmachine.ppl.compiler.error_report.UnsizableNode attribute) (beanmachine.ppl.compiler.error_report.UnsupportedNode attribute) (beanmachine.ppl.compiler.error_report.UntypableNode attribute) (beanmachine.ppl.compiler.error_report.Violation attribute) node_locations() (beanmachine.ppl.compiler.execution_context.ExecutionContext method) node_needs_transform (beanmachine.ppl.compiler.copy_and_replace.TransformAssessment attribute) node_to_func_id (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) node_to_graph_id (beanmachine.ppl.compiler.gen_bmg_cpp.GeneratedGraphCPP attribute) (beanmachine.ppl.compiler.gen_bmg_graph.GeneratedGraph attribute) (beanmachine.ppl.compiler.gen_bmg_python.GeneratedGraphPython attribute) node_to_var_id (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) node_type (beanmachine.ppl.compiler.error_report.Violation attribute) NodeFixerError (class in beanmachine.ppl.compiler.fix_problem) NodeTransformer (class in beanmachine.ppl.compiler.copy_and_replace) NonePattern (class in beanmachine.ppl.compiler.patterns) normal_normal_conjugate_fixer() (in module beanmachine.ppl.compiler.fix_normal_conjugate_prior) NormalEig (class in beanmachine.ppl.inference.proposer.normal_eig) NormalNode (class in beanmachine.ppl.compiler.bmg_nodes) not_equal() (in module beanmachine.ppl.compiler.ast_patterns) NotEqualNode (class in beanmachine.ppl.compiler.bmg_nodes) NotInNode (class in beanmachine.ppl.compiler.bmg_nodes) NotNode (class in beanmachine.ppl.compiler.bmg_nodes) num() (in module beanmachine.ppl.compiler.ast_patterns) NUTSProposer (class in beanmachine.ppl.inference.proposer.nuts_proposer)

O

Observation (class in beanmachine.ppl.compiler.bmg_nodes) observations (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) observations_fixer() (in module beanmachine.ppl.compiler.fix_observations) observe_true_fixer() (in module beanmachine.ppl.compiler.fix_observe_true) observed (beanmachine.ppl.compiler.bmg_nodes.Observation property) OFF (beanmachine.ppl.inference.utils.VerboseLevel attribute) (beanmachine.ppl.inference.VerboseLevel attribute) one_child() (beanmachine.ppl.compiler.rules.RuleDomain method) OneChild (class in beanmachine.ppl.compiler.rules) OneHotMatrix (class in beanmachine.ppl.compiler.bmg_types) OneListMember (class in beanmachine.ppl.compiler.rules) only_ordinary_arguments() (in module beanmachine.ppl.compiler.special_function_caller) operand (beanmachine.ppl.compiler.bmg_nodes.SampleNode property) (beanmachine.ppl.compiler.bmg_nodes.UnaryOperatorNode property) operator (beanmachine.ppl.compiler.bmg_nodes.Query property) operator_type() (in module beanmachine.ppl.compiler.bmg_node_types) OperatorNode (class in beanmachine.ppl.compiler.bmg_nodes) OrElse (class in beanmachine.ppl.compiler.rules) original_exception (beanmachine.ppl.compiler.internal_error.InternalError attribute) outputs (beanmachine.ppl.compiler.bmg_nodes.AdditionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliBase attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BernoulliNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BetaNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinaryOperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BinomialNodeBase attribute) (beanmachine.ppl.compiler.bmg_nodes.BitAndNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BitOrNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BitXorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BMGNode attribute) (beanmachine.ppl.compiler.bmg_nodes.BroadcastNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalLogitNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CategoricalNodeBase attribute) (beanmachine.ppl.compiler.bmg_nodes.Chi2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ChoiceNode attribute) (beanmachine.ppl.compiler.bmg_nodes.CholeskyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ColumnIndexNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ComparisonNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ComplementNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DirichletNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DistributionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.DivisionNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ElementwiseMultiplyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.EqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Exp2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpM1Node attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ExpProductFactorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FactorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FillMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FlatNode attribute) (beanmachine.ppl.compiler.bmg_nodes.FloorDivNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GammaNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GreaterThanEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.GreaterThanNode attribute) (beanmachine.ppl.compiler.bmg_nodes.HalfCauchyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.HalfNormalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IfThenElseNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IndexNode attribute) (beanmachine.ppl.compiler.bmg_nodes.InNode attribute) (beanmachine.ppl.compiler.bmg_nodes.InvertNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IsNode attribute) (beanmachine.ppl.compiler.bmg_nodes.IsNotNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ItemNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LessThanEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LessThanNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LKJCholeskyNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log10Node attribute) (beanmachine.ppl.compiler.bmg_nodes.Log1mexpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log1pNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Log2Node attribute) (beanmachine.ppl.compiler.bmg_nodes.LogAddExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogisticNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogProbNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpTorchNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LogSumExpVectorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.LShiftNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixAddNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixComplementNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixExpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixLog1mexpNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixLogNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixMultiplicationNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixNegateNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixPhiNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixScaleNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MatrixSumNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ModNode attribute) (beanmachine.ppl.compiler.bmg_nodes.MultiplicationNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NegateNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NormalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotEqualNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotInNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NotNode attribute) (beanmachine.ppl.compiler.bmg_nodes.OperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PhiNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PoissonNode attribute) (beanmachine.ppl.compiler.bmg_nodes.PowerNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Query attribute) (beanmachine.ppl.compiler.bmg_nodes.RShiftNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SampleNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SquareRootNode attribute) (beanmachine.ppl.compiler.bmg_nodes.StudentTNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SumNode attribute) (beanmachine.ppl.compiler.bmg_nodes.SwitchNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToIntNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToNegativeRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToNegativeRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToPositiveRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToPositiveRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToProbabilityNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ToRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.TransposeNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UnaryOperatorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UniformNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UntypedConstantNode attribute) (beanmachine.ppl.compiler.bmg_nodes.VectorIndexNode attribute)

P

param() (beanmachine.ppl.model.statistical_model.StatisticalModel static method) (beanmachine.ppl.model.StatisticalModel static method) (in module beanmachine.ppl) (in module beanmachine.ppl.model) (in module beanmachine.ppl.model.statistical_model) parent (beanmachine.ppl.compiler.profiler.ProfileReport attribute) parents (beanmachine.ppl.world.variable.Variable attribute) pattern (beanmachine.ppl.compiler.patterns.ListAll attribute) (beanmachine.ppl.compiler.patterns.ListAny attribute) (beanmachine.ppl.compiler.patterns.Negate attribute) (beanmachine.ppl.compiler.rules.PatternRule attribute) pattern_rules() (in module beanmachine.ppl.compiler.rules) PatternBase (class in beanmachine.ppl.compiler.patterns) PatternRule (class in beanmachine.ppl.compiler.rules) patterns (beanmachine.ppl.compiler.patterns.ListPattern attribute) (beanmachine.ppl.compiler.patterns.MatchAny attribute) (beanmachine.ppl.compiler.patterns.MatchEvery attribute) peek() (beanmachine.ppl.compiler.execution_context.CallStack method) PerformanceReport (class in beanmachine.ppl.compiler.performance_report) phi() (in module beanmachine.ppl.compiler.bm_graph_builder) PhiNode (class in beanmachine.ppl.compiler.bmg_nodes) PoissonNode (class in beanmachine.ppl.compiler.bmg_nodes) pop() (beanmachine.ppl.compiler.execution_context.CallStack method)

PositiveRealMatrix (class in beanmachine.ppl.compiler.bmg_types) PositiveRealNode (class in beanmachine.ppl.compiler.bmg_nodes) PowerNode (class in beanmachine.ppl.compiler.bmg_nodes) predicate (beanmachine.ppl.compiler.patterns.PredicatePattern attribute) PredicatePattern (class in beanmachine.ppl.compiler.patterns) Predictive (class in beanmachine.ppl.inference.predictive) print_graph() (in module beanmachine.ppl.compiler.ast_tools) print_python() (in module beanmachine.ppl.compiler.ast_tools) print_tree() (in module beanmachine.ppl.compiler.ast_tools) probability (beanmachine.ppl.compiler.bmg_nodes.BernoulliBase property) (beanmachine.ppl.compiler.bmg_nodes.BinomialNodeBase property) (beanmachine.ppl.compiler.bmg_nodes.CategoricalNodeBase property) ProbabilityMatrix (class in beanmachine.ppl.compiler.bmg_types) ProbabilityNode (class in beanmachine.ppl.compiler.bmg_nodes) ProfilerData (class in beanmachine.ppl.compiler.profiler) ProfileReport (class in beanmachine.ppl.compiler.profiler) projection (beanmachine.ppl.compiler.rules.PatternRule attribute) projection_rule() (in module beanmachine.ppl.compiler.rules) propose() (beanmachine.ppl.inference.proposer.base_proposer.BaseProposer method) (beanmachine.ppl.inference.proposer.base_single_site_mh_proposer.BaseSingleSiteMHProposer method) (beanmachine.ppl.inference.proposer.hmc_proposer.HMCProposer method) (beanmachine.ppl.inference.proposer.nuts_proposer.NUTSProposer method) (beanmachine.ppl.inference.proposer.sequential_proposer.SequentialProposer method) push() (beanmachine.ppl.compiler.execution_context.CallStack method)

Q

queries (beanmachine.ppl.compiler.gen_bm_python.ToBMPython attribute) Query (class in beanmachine.ppl.compiler.bmg_nodes)

query_to_query_id (beanmachine.ppl.compiler.gen_bmg_cpp.GeneratedGraphCPP attribute) (beanmachine.ppl.compiler.gen_bmg_graph.GeneratedGraph attribute) (beanmachine.ppl.compiler.gen_bmg_python.GeneratedGraphPython attribute)

R

r_hat() (in module beanmachine.ppl) raise_errors() (beanmachine.ppl.compiler.error_report.ErrorReport method) random_variable() (beanmachine.ppl.model.statistical_model.StatisticalModel static method) (beanmachine.ppl.model.StatisticalModel static method) (in module beanmachine.ppl) (in module beanmachine.ppl.model) (in module beanmachine.ppl.model.statistical_model) rate (beanmachine.ppl.compiler.bmg_nodes.GammaNode property) (beanmachine.ppl.compiler.bmg_nodes.PoissonNode property) RealMatrix (class in beanmachine.ppl.compiler.bmg_types) RealNode (class in beanmachine.ppl.compiler.bmg_nodes) RealSpaceTransform (class in beanmachine.ppl.inference.proposer.hmc_utils) receiver (beanmachine.ppl.compiler.special_function_caller.KnownFunction attribute) record_node_call() (beanmachine.ppl.compiler.execution_context.ExecutionContext method) Recursive (class in beanmachine.ppl.compiler.rules) remove_leaf() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) remove_node() (beanmachine.ppl.compiler.bm_graph_builder.BMGraphBuilder method) replace() (beanmachine.ppl.world.variable.Variable method) (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method) requirement (beanmachine.ppl.compiler.error_report.Violation attribute) requirement_to_type() (in module beanmachine.ppl.compiler.bmg_types) requirements() (beanmachine.ppl.compiler.bmg_requirements.EdgeRequirements method) requirements_fixer() (in module beanmachine.ppl.compiler.fix_requirements) RequirementsFixer (class in beanmachine.ppl.compiler.fix_requirements) result (beanmachine.ppl.compiler.rules.Success attribute) right (beanmachine.ppl.compiler.bmg_nodes.BinaryOperatorNode property) right_type (beanmachine.ppl.compiler.error_report.BadMatrixMultiplication attribute) rows (beanmachine.ppl.compiler.bmg_nodes.ToMatrixNode property) (beanmachine.ppl.compiler.bmg_types.BMGMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix attribute) (beanmachine.ppl.compiler.bmg_types.BroadcastMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix attribute) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix attribute) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix attribute) (beanmachine.ppl.compiler.bmg_types.RealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix attribute)

rsample() (beanmachine.ppl.distributions.Delta method) (beanmachine.ppl.distributions.delta.Delta method) (beanmachine.ppl.distributions.Flat method) (beanmachine.ppl.distributions.flat.Flat method) RShiftNode (class in beanmachine.ppl.compiler.bmg_nodes) rule (beanmachine.ppl.compiler.rules.AllChildren attribute) (beanmachine.ppl.compiler.rules.AllListEditMembers attribute) (beanmachine.ppl.compiler.rules.AllListMembers attribute) (beanmachine.ppl.compiler.rules.AllTermChildren attribute) (beanmachine.ppl.compiler.rules.Check attribute) (beanmachine.ppl.compiler.rules.IgnoreException attribute) (beanmachine.ppl.compiler.rules.OneChild attribute) (beanmachine.ppl.compiler.rules.OneListMember attribute) (beanmachine.ppl.compiler.rules.SomeChildren attribute) (beanmachine.ppl.compiler.rules.SomeListMembers attribute) (beanmachine.ppl.compiler.rules.SpecificChild attribute) (beanmachine.ppl.compiler.rules.Trace attribute) (beanmachine.ppl.compiler.rules.TryMany attribute) (beanmachine.ppl.compiler.rules.TryOnce attribute) Rule (class in beanmachine.ppl.compiler.rules) rule_maker (beanmachine.ppl.compiler.rules.Recursive attribute) RuleDomain (class in beanmachine.ppl.compiler.rules) RuleResult (class in beanmachine.ppl.compiler.rules) rules (beanmachine.ppl.compiler.rules.AllOf attribute) (beanmachine.ppl.compiler.rules.FirstMatch attribute) (beanmachine.ppl.compiler.rules.SomeOf attribute) rv_identifier (beanmachine.ppl.compiler.bmg_nodes.Query property) rv_map (beanmachine.ppl.compiler.runtime.BMGRuntime attribute) rv_to_query() (in module beanmachine.ppl.compiler.bm_graph_builder) RVIdentifier (class in beanmachine.ppl) (class in beanmachine.ppl.model) (class in beanmachine.ppl.model.rv_identifier)

S

safe_log_prob_sum() (in module beanmachine.ppl.inference.utils) sample() (beanmachine.ppl.distributions.Flat method) (beanmachine.ppl.distributions.flat.Flat method) (beanmachine.ppl.distributions.Unit method) (beanmachine.ppl.distributions.unit.Unit method) (beanmachine.ppl.inference.proposer.normal_eig.NormalEig method) SampleNode (class in beanmachine.ppl.compiler.bmg_nodes) Sampler (class in beanmachine.ppl.inference.sampler) sampler() (beanmachine.ppl.inference.base_inference.BaseInference method) samples (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples property) (beanmachine.ppl.inference.monte_carlo_samples.Samples attribute) Samples (class in beanmachine.ppl.inference.monte_carlo_samples) SCALAR (beanmachine.ppl.compiler.devectorizer_transformer.ElementType attribute) (beanmachine.ppl.compiler.tensorizer_transformer.ElementType attribute) scale (beanmachine.ppl.compiler.bmg_nodes.HalfCauchyNode property) (beanmachine.ppl.compiler.bmg_nodes.StudentTNode property) second (beanmachine.ppl.compiler.rules.Compose attribute) (beanmachine.ppl.compiler.rules.OrElse attribute) seed() (in module beanmachine.ppl) (in module beanmachine.ppl.inference) (in module beanmachine.ppl.inference.utils) send() (beanmachine.ppl.inference.sampler.Sampler method) sequential_graph_fixer() (in module beanmachine.ppl.compiler.fix_problem) SequentialProposer (class in beanmachine.ppl.inference.proposer.sequential_proposer) set_params() (beanmachine.ppl.inference.vi.variational_world.VariationalWorld method) shape() (beanmachine.ppl.distributions.Delta method) (beanmachine.ppl.distributions.delta.Delta method) short_name (beanmachine.ppl.compiler.bmg_types.AnyPosRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.AnyRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.AnyRequirement attribute) (beanmachine.ppl.compiler.bmg_types.BaseRequirement attribute) (beanmachine.ppl.compiler.bmg_types.BMGElementType attribute) (beanmachine.ppl.compiler.bmg_types.BMGLatticeType attribute) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix attribute) (beanmachine.ppl.compiler.bmg_types.BroadcastMatrixType attribute) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix attribute) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix attribute) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix attribute) (beanmachine.ppl.compiler.bmg_types.RealMatrix attribute) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix attribute) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix attribute) sigma (beanmachine.ppl.compiler.bmg_nodes.HalfNormalNode property) (beanmachine.ppl.compiler.bmg_nodes.NormalNode property) SimplexMatrix (class in beanmachine.ppl.compiler.bmg_types) simulate() (beanmachine.ppl.inference.predictive.Predictive static method) (in module beanmachine.ppl) (in module beanmachine.ppl.inference) (in module beanmachine.ppl.inference.predictive) single_assignment() (beanmachine.ppl.compiler.single_assignment.SingleAssignment method) (in module beanmachine.ppl.compiler.single_assignment) SingleAssignment (class in beanmachine.ppl.compiler.single_assignment) SingleSiteAncestralMetropolisHastings (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.single_site_ancestral_mh) SingleSiteAncestralProposer (class in beanmachine.ppl.inference.proposer.single_site_ancestral_proposer) SingleSiteHalfSpaceNMCProposer (class in beanmachine.ppl.inference.proposer.nmc) (class in beanmachine.ppl.inference.proposer.nmc.single_site_half_space_nmc_proposer) SingleSiteHamiltonianMonteCarlo (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.hmc_inference) SingleSiteInference (class in beanmachine.ppl.inference.single_site_inference) SingleSiteNewtonianMonteCarlo (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.single_site_nmc)

SingleSiteNoUTurnSampler (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.nuts_inference) SingleSiteRandomWalk (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.single_site_random_walk) SingleSiteRandomWalkProposer (class in beanmachine.ppl.inference.proposer.single_site_random_walk_proposer) SingleSiteRealSpaceNMCProposer (class in beanmachine.ppl.inference.proposer.nmc) (class in beanmachine.ppl.inference.proposer.nmc.single_site_real_space_nmc_proposer) SingleSiteSimplexSpaceNMCProposer (class in beanmachine.ppl.inference.proposer.nmc) (class in beanmachine.ppl.inference.proposer.nmc.single_site_simplex_space_nmc_proposer) SingleSiteUniformMetropolisHastings (class in beanmachine.ppl) (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.single_site_uniform_mh) SingleSiteUniformProposer (class in beanmachine.ppl.inference.proposer.single_site_uniform_proposer) size_error() (beanmachine.ppl.compiler.size_assessment.SizeAssessment method) size_to_str() (in module beanmachine.ppl.compiler.sizer) SizeAssessment (class in beanmachine.ppl.compiler.size_assessment) Sizer (class in beanmachine.ppl.compiler.sizer) slice_pattern() (in module beanmachine.ppl.compiler.ast_patterns) soft_abs_inverse() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils) some_bottom_up() (beanmachine.ppl.compiler.rules.RuleDomain method) some_children() (beanmachine.ppl.compiler.rules.RuleDomain method) some_top_down() (beanmachine.ppl.compiler.rules.RuleDomain method) SomeChildren (class in beanmachine.ppl.compiler.rules) SomeListMembers (class in beanmachine.ppl.compiler.rules) SomeOf (class in beanmachine.ppl.compiler.rules) source (beanmachine.ppl.compiler.internal_error.LiftedCompilationError attribute) SpecialFunctionCaller (class in beanmachine.ppl.compiler.special_function_caller) specific_child() (beanmachine.ppl.compiler.rules.RuleDomain method) SpecificChild (class in beanmachine.ppl.compiler.rules) split_r_hat() (in module beanmachine.ppl) SquareRootNode (class in beanmachine.ppl.compiler.bmg_nodes) starred() (in module beanmachine.ppl.compiler.ast_patterns) StatisticalModel (class in beanmachine.ppl.model) (class in beanmachine.ppl.model.statistical_model) step() (beanmachine.ppl.inference.proposer.hmc_utils.DualAverageAdapter method) (beanmachine.ppl.inference.proposer.hmc_utils.MassMatrixAdapter method) (beanmachine.ppl.inference.proposer.hmc_utils.WelfordCovariance method) (beanmachine.ppl.inference.proposer.hmc_utils.WindowScheme method) (beanmachine.ppl.inference.vi.variational_infer.VariationalInfer method) (beanmachine.ppl.inference.vi.VariationalInfer method) StringPattern (class in beanmachine.ppl.compiler.patterns) StudentTNode (class in beanmachine.ppl.compiler.bmg_nodes) submatches (beanmachine.ppl.compiler.patterns.Fail attribute) (beanmachine.ppl.compiler.patterns.MatchResult attribute) (beanmachine.ppl.compiler.patterns.Success attribute) subpattern (beanmachine.ppl.compiler.patterns.AttributeSubpattern attribute) (beanmachine.ppl.compiler.patterns.Subpattern attribute) Subpattern (class in beanmachine.ppl.compiler.patterns) subscript() (in module beanmachine.ppl.compiler.ast_patterns) Success (class in beanmachine.ppl.compiler.patterns) (class in beanmachine.ppl.compiler.rules) sum_fixer() (in module beanmachine.ppl.compiler.fix_additions) sum_rightmost() (in module beanmachine.ppl.distributions.delta) SumNode (class in beanmachine.ppl.compiler.bmg_nodes) support (beanmachine.ppl.distributions.Delta attribute) (beanmachine.ppl.distributions.delta.Delta attribute) (beanmachine.ppl.distributions.Flat attribute) (beanmachine.ppl.distributions.flat.Flat attribute) (beanmachine.ppl.distributions.Unit attribute) (beanmachine.ppl.distributions.unit.Unit attribute) support() (beanmachine.ppl.compiler.bmg_nodes.BinomialNodeBase method) supremum() (in module beanmachine.ppl.compiler.bmg_types) SwitchNode (class in beanmachine.ppl.compiler.bmg_nodes)

T

tail (beanmachine.ppl.compiler.patterns.HeadTail attribute) TENSOR (beanmachine.ppl.compiler.devectorizer_transformer.ElementType attribute) (beanmachine.ppl.compiler.tensorizer_transformer.ElementType attribute) Tensorizer (class in beanmachine.ppl.compiler.tensorizer_transformer) TensorNode (class in beanmachine.ppl.compiler.bmg_nodes) test (beanmachine.ppl.compiler.patterns.Fail attribute) (beanmachine.ppl.compiler.patterns.MatchResult attribute) (beanmachine.ppl.compiler.patterns.Success attribute) (beanmachine.ppl.compiler.rules.Fail attribute) (beanmachine.ppl.compiler.rules.RuleResult attribute) throw() (beanmachine.ppl.inference.sampler.Sampler method) time_in() (beanmachine.ppl.compiler.profiler.ProfilerData method) timestamp (beanmachine.ppl.compiler.profiler.Event attribute) to_bm_python() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) (in module beanmachine.ppl.compiler.gen_bm_python) to_bmg_cpp() (in module beanmachine.ppl.compiler.gen_bmg_cpp) to_bmg_graph() (in module beanmachine.ppl.compiler.gen_bmg_graph) to_bmg_python() (in module beanmachine.ppl.compiler.gen_bmg_python) to_cpp() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) to_dict() (beanmachine.ppl.inference.proposer.utils.DictToVecConverter method) to_dot() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) (in module beanmachine.ppl.compiler.gen_dot) to_graph() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) to_graphviz() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method) to_inference_data() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) to_json() (beanmachine.ppl.compiler.gen_mini.ToMini method) to_mini() (in module beanmachine.ppl.compiler.gen_mini) to_pattern() (in module beanmachine.ppl.compiler.patterns) to_python() (beanmachine.ppl.inference.bmg_inference.BMGInference method) (beanmachine.ppl.inference.BMGInference method)

to_report() (beanmachine.ppl.compiler.profiler.ProfilerData method) to_vec() (beanmachine.ppl.inference.proposer.utils.DictToVecConverter method) to_xarray() (beanmachine.ppl.inference.monte_carlo_samples.MonteCarloSamples method) ToBMPython (class in beanmachine.ppl.compiler.gen_bm_python) ToIntNode (class in beanmachine.ppl.compiler.bmg_nodes) ToMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ToMini (class in beanmachine.ppl.compiler.gen_mini) ToNegativeRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ToNegativeRealNode (class in beanmachine.ppl.compiler.bmg_nodes) top_down() (beanmachine.ppl.compiler.rules.RuleDomain method) ToPositiveRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ToPositiveRealNode (class in beanmachine.ppl.compiler.bmg_nodes) ToProbabilityNode (class in beanmachine.ppl.compiler.bmg_nodes) ToRealMatrixNode (class in beanmachine.ppl.compiler.bmg_nodes) ToRealNode (class in beanmachine.ppl.compiler.bmg_nodes) total_time (beanmachine.ppl.compiler.profiler.ProfileReport attribute) Trace (class in beanmachine.ppl.compiler.rules) transform_node() (beanmachine.ppl.compiler.copy_and_replace.NodeTransformer method) (beanmachine.ppl.compiler.copy_transformer.CopyGraph method) (beanmachine.ppl.compiler.devectorizer_transformer.Devectorizer method) (beanmachine.ppl.compiler.tensorizer_transformer.Tensorizer method) TransformAssessment (class in beanmachine.ppl.compiler.copy_and_replace) TransposeNode (class in beanmachine.ppl.compiler.bmg_nodes) trivial_matmul_fixer() (in module beanmachine.ppl.compiler.fix_matrix_scale) TryMany (class in beanmachine.ppl.compiler.rules) TryOnce (class in beanmachine.ppl.compiler.rules) typ (beanmachine.ppl.compiler.patterns.TypePattern attribute) type_and_attributes() (in module beanmachine.ppl.compiler.patterns) type_guard() (in module beanmachine.ppl.compiler.fix_problem) type_of_value() (in module beanmachine.ppl.compiler.bmg_types) TypePattern (class in beanmachine.ppl.compiler.patterns) typer (beanmachine.ppl.compiler.bmg_requirements.EdgeRequirements attribute) TyperBase (class in beanmachine.ppl.compiler.typer_base)

U

unaryop() (in module beanmachine.ppl.compiler.ast_patterns) UnaryOperatorNode (class in beanmachine.ppl.compiler.bmg_nodes) unarysub() (in module beanmachine.ppl.compiler.ast_patterns) UniformNode (class in beanmachine.ppl.compiler.bmg_nodes) Unit (class in beanmachine.ppl.distributions) (class in beanmachine.ppl.distributions.unit) UNKNOWN (beanmachine.ppl.compiler.tensorizer_transformer.ElementType attribute) UnsizableNode (class in beanmachine.ppl.compiler.error_report) unsupported_node_fixer() (in module beanmachine.ppl.compiler.fix_unsupported) unsupported_node_reporter() (in module beanmachine.ppl.compiler.fix_unsupported) UnsupportedNode (class in beanmachine.ppl.compiler.error_report)

UnsupportedNodeFixer (class in beanmachine.ppl.compiler.fix_unsupported) Untypable (in module beanmachine.ppl.compiler.bmg_types) untypable_node_reporter() (in module beanmachine.ppl.compiler.fix_unsupported) UntypableNode (class in beanmachine.ppl.compiler.error_report) UntypedConstantNode (class in beanmachine.ppl.compiler.bmg_nodes) update_graph() (beanmachine.ppl.inference.vi.variational_world.VariationalWorld method) (beanmachine.ppl.world.base_world.BaseWorld method) (beanmachine.ppl.world.World method) (beanmachine.ppl.world.world.World method) update_type() (beanmachine.ppl.compiler.typer_base.TyperBase method) upper_bound() (in module beanmachine.ppl.compiler.bmg_types) UpperBound (class in beanmachine.ppl.compiler.bmg_types)

V

value (beanmachine.ppl.compiler.bmg_nodes.BooleanNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantBooleanMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantNaturalMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantNegativeRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantPositiveRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantProbabilityMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantRealMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantSimplexMatrixNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ConstantTensorNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NaturalNode attribute) (beanmachine.ppl.compiler.bmg_nodes.NegativeRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.Observation attribute) (beanmachine.ppl.compiler.bmg_nodes.PositiveRealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.ProbabilityNode attribute) (beanmachine.ppl.compiler.bmg_nodes.RealNode attribute) (beanmachine.ppl.compiler.bmg_nodes.UntypedConstantNode attribute) (beanmachine.ppl.compiler.patterns.AtomicPattern attribute) (beanmachine.ppl.compiler.patterns.BoolPattern attribute) (beanmachine.ppl.compiler.patterns.FloatPattern attribute) (beanmachine.ppl.compiler.patterns.IntPattern attribute) (beanmachine.ppl.compiler.patterns.NonePattern attribute) (beanmachine.ppl.compiler.patterns.StringPattern attribute) (beanmachine.ppl.world.variable.Variable attribute)

Variable (class in beanmachine.ppl.world.variable) variance (beanmachine.ppl.distributions.Delta property) (beanmachine.ppl.distributions.delta.Delta property) VariationalInfer (class in beanmachine.ppl.inference.vi) (class in beanmachine.ppl.inference.vi.variational_infer) VariationalWorld (class in beanmachine.ppl.inference.vi.variational_world) VectorIndexNode (class in beanmachine.ppl.compiler.bmg_nodes) vectorized_graph_fixer() (in module beanmachine.ppl.compiler.devectorizer_transformer) VerboseLevel (class in beanmachine.ppl.inference) (class in beanmachine.ppl.inference.utils) Violation (class in beanmachine.ppl.compiler.error_report)

W

WARNING (beanmachine.ppl.model.utils.LogLevel attribute) WelfordCovariance (class in beanmachine.ppl.inference.proposer.hmc_utils) WindowScheme (class in beanmachine.ppl.inference.proposer.hmc_utils) with_dimensions() (beanmachine.ppl.compiler.bmg_types.BMGMatrixType method) (beanmachine.ppl.compiler.bmg_types.BooleanMatrix method) (beanmachine.ppl.compiler.bmg_types.NaturalMatrix method) (beanmachine.ppl.compiler.bmg_types.NegativeRealMatrix method) (beanmachine.ppl.compiler.bmg_types.OneHotMatrix method) (beanmachine.ppl.compiler.bmg_types.PositiveRealMatrix method) (beanmachine.ppl.compiler.bmg_types.ProbabilityMatrix method) (beanmachine.ppl.compiler.bmg_types.RealMatrix method) (beanmachine.ppl.compiler.bmg_types.SimplexMatrix method) (beanmachine.ppl.compiler.bmg_types.ZeroMatrix method)

with_size() (beanmachine.ppl.compiler.bmg_types.BMGMatrixType method) World (class in beanmachine.ppl.world) (class in beanmachine.ppl.world.world) wrapper (beanmachine.ppl.model.rv_identifier.RVIdentifier attribute) (beanmachine.ppl.model.RVIdentifier attribute) (beanmachine.ppl.RVIdentifier attribute)

Y

YES (beanmachine.ppl.compiler.devectorizer_transformer.DevectorizeTransformation attribute)

YES_WITH_MERGE (beanmachine.ppl.compiler.devectorizer_transformer.DevectorizeTransformation attribute)

Z

zero_grad() (in module beanmachine.ppl.inference.proposer.newtonian_monte_carlo_utils)

ZeroMatrix (class in beanmachine.ppl.compiler.bmg_types)