Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W A add() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) add_adaptation() (liesel.goose.EngineBuilder method) add_burnin() (liesel.goose.EngineBuilder method) add_groups() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) add_inputs() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) add_kernel() (liesel.goose.EngineBuilder method) add_np_smooth() (liesel.model.DistRegBuilder method) add_p_smooth() (liesel.model.DistRegBuilder method) add_posterior() (liesel.goose.EngineBuilder method) add_predictor() (liesel.model.DistRegBuilder method) add_quantity_generator() (liesel.goose.EngineBuilder method) add_response() (liesel.model.DistRegBuilder method) Addition() (in module liesel.model) AlgebraicSigmoid (class in liesel.bijectors) all_input_nodes() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.nodes.Dist method) (liesel.model.nodes.Var method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) (liesel.model.Var method) all_input_vars() (liesel.model.nodes.Var method) (liesel.model.Var method) all_output_nodes() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.nodes.Var method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) (liesel.model.Var method) all_output_vars() (liesel.model.nodes.Var method) (liesel.model.Var method) append_epoch() (liesel.goose.Engine method) (liesel.goose.engine.Engine method) append_epochs() (liesel.goose.EngineBuilder method) apply_jitter() (liesel.goose.MCMCSpec method) as_integer_ratio() (liesel.goose.EpochType method) at (liesel.model.Dist property) (liesel.model.nodes.Dist property) (liesel.model.TransientDist property) atol (liesel.goose.Stopper attribute) auto_transform (liesel.model.nodes.Var property) (liesel.model.Var property) auto_update (liesel.model.Model property) (liesel.model.model.Model property) B basis_matrix() (in module liesel.contrib.splines) Bijector() (in module liesel.model) bit_count() (liesel.goose.EpochType method) bit_length() (liesel.goose.EpochType method) build() (liesel.goose.EngineBuilder method) build_model() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) BURNIN (liesel.goose.EpochType attribute) C Calc (class in liesel.model) clear_state() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) ColumnStack() (in module liesel.model) config (liesel.goose.SamplesSummary attribute) (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) conjugate() (liesel.goose.EpochType method) continue_() (liesel.goose.Stopper method) convert_dtype() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) copy() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) copy_nodes_and_vars() (liesel.model.Model method) (liesel.model.model.Model method) count() (liesel.goose.MHProposal method) (liesel.model.NodeState method) count_node_names() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) count_var_names() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) current_epoch (liesel.goose.Engine property) (liesel.goose.engine.Engine property) D Data (class in liesel.model) DataclassInterface (class in liesel.goose) (class in liesel.goose.interface) denominator (liesel.goose.EpochType attribute) DesignMatrix() (in module liesel.model) DictInterface (class in liesel.goose) (class in liesel.goose.interface) Dist (class in liesel.model) (class in liesel.model.nodes) dist_node (liesel.model.nodes.Var property) (liesel.model.Var property) dist_reg_mcmc() (in module liesel.model) DistRegBuilder (class in liesel.model) distribution (liesel.model.Dist property) (liesel.model.nodes.Dist property) (liesel.model.TransientDist property) duration (liesel.goose.EpochConfig attribute) E eig (liesel.distributions.MultivariateNormalDegenerate property) end_epoch() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.hmc.HMCKernel method) (liesel.goose.HMCKernel method) (liesel.goose.iwls.IWLSKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.nuts.NUTSKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.rw.RWKernel method) (liesel.goose.RWKernel method) end_warmup() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.hmc.HMCKernel method) (liesel.goose.HMCKernel method) (liesel.goose.iwls.IWLSKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.nuts.NUTSKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.rw.RWKernel method) (liesel.goose.RWKernel method) Engine (class in liesel.goose) (class in liesel.goose.engine) engine_seed (liesel.goose.EngineBuilder property) EngineBuilder (class in liesel.goose) EpochConfig (class in liesel.goose) epochs (liesel.goose.EngineBuilder property) EpochType (class in liesel.goose) equidistant_knots() (in module liesel.contrib.splines) error_book (liesel.goose.gibbs.GibbsKernel attribute) (liesel.goose.GibbsKernel attribute) (liesel.goose.hmc.HMCKernel attribute) (liesel.goose.HMCKernel attribute) (liesel.goose.iwls.IWLSKernel attribute) (liesel.goose.IWLSKernel attribute) (liesel.goose.MHKernel attribute) (liesel.goose.nuts.NUTSKernel attribute) (liesel.goose.NUTSKernel attribute) (liesel.goose.rw.RWKernel attribute) (liesel.goose.RWKernel attribute) error_df() (liesel.goose.Summary method) (liesel.goose.summary_m.Summary method) error_summary (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) extra (liesel.model.NodeState attribute) extract_position() (liesel.experimental.pymc.PyMCInterface method) (liesel.goose.DataclassInterface method) (liesel.goose.DictInterface method) (liesel.goose.interface.DataclassInterface method) (liesel.goose.interface.DictInterface method) (liesel.goose.interface.LieselInterface method) (liesel.goose.interface.NamedTupleInterface method) (liesel.goose.LieselInterface method) (liesel.goose.ModelInterface method) (liesel.goose.NamedTupleInterface method) (liesel.model.Model method) (liesel.model.model.Model method) F FAST_ADAPTATION (liesel.goose.EpochType attribute) flag_outdated() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) from_array() (liesel.goose.SamplesSummary class method) from_bytes() (liesel.goose.EpochType class method) from_penalty() (liesel.distributions.MultivariateNormalDegenerate class method) from_penalty_smooth() (liesel.distributions.MultivariateNormalDegenerate class method) full_model_states (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) function (liesel.model.Calc property) (liesel.model.TransientCalc property) (liesel.model.TransientIdentity property) G GaussianCopula (class in liesel.distributions) generated_quantities (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) get_adaptation_samples() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_engine_builder() (liesel.goose.LieselMCMC method) get_error_log() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_inference() (liesel.model.nodes.Var method) (liesel.model.Var method) get_initial_state() (liesel.experimental.pymc.PyMCInterface method) get_jitter_functions() (liesel.goose.LieselMCMC method) get_kernel_groups() (liesel.goose.LieselMCMC method) get_kernel_list() (liesel.goose.LieselMCMC method) get_kernels_by_pos_key() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_posterior_samples() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_posterior_transition_infos() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_results() (liesel.goose.Engine method) (liesel.goose.engine.Engine method) get_samples() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_spec() (liesel.goose.LieselMCMC method) get_tuning_times() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) get_warmup_samples() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) GibbsKernel (class in liesel.goose) (class in liesel.goose.gibbs) GraphBuilder (class in liesel.model) (class in liesel.model.model) Group (class in liesel.model) groups (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.nodes.Var property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) (liesel.model.Var property) groups() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.Model method) (liesel.model.model.GraphBuilder method) (liesel.model.model.Model method) H has_dist (liesel.model.nodes.Var property) (liesel.model.Var property) has_model() (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.RWKernel method) history (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) history_to_df() (in module liesel.goose) HMCKernel (class in liesel.goose) (class in liesel.goose.hmc) Hyperparameter() (in module liesel.model) I identifier (liesel.goose.gibbs.GibbsKernel attribute) (liesel.goose.GibbsKernel attribute) (liesel.goose.hmc.HMCKernel attribute) (liesel.goose.HMCKernel attribute) (liesel.goose.iwls.IWLSKernel attribute) (liesel.goose.IWLSKernel attribute) (liesel.goose.MHKernel attribute) (liesel.goose.nuts.NUTSKernel attribute) (liesel.goose.NUTSKernel attribute) (liesel.goose.rw.RWKernel attribute) (liesel.goose.RWKernel attribute) imag (liesel.goose.EpochType attribute) index() (liesel.goose.MHProposal method) (liesel.model.NodeState method) inference (liesel.model.nodes.Var attribute) (liesel.model.Var attribute) info (liesel.model.nodes.Var attribute) (liesel.model.Var attribute) init_dist() (liesel.model.Dist method) (liesel.model.nodes.Dist method) (liesel.model.TransientDist method) init_state() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.hmc.HMCKernel method) (liesel.goose.HMCKernel method) (liesel.goose.iwls.IWLSKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.nuts.NUTSKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.rw.RWKernel method) (liesel.goose.RWKernel method) INITIAL_VALUES (liesel.goose.EpochType attribute) InputGroup (class in liesel.model) inputs (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) InverseLink() (in module liesel.model) is_adaptation() (liesel.goose.EpochType static method) is_integer() (liesel.goose.EpochType method) is_sampling_done() (liesel.goose.Engine method) (liesel.goose.engine.Engine method) is_warmup() (liesel.goose.EpochType static method) iteration (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) iteration_best (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) IWLSKernel (class in liesel.goose) (class in liesel.goose.iwls) J jitter_dist (liesel.goose.MCMCSpec attribute) jitter_fns (liesel.goose.EngineBuilder property) jitter_method (liesel.goose.MCMCSpec attribute) K kernel (liesel.goose.MCMCSpec attribute) kernel_classes (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) kernel_group (liesel.goose.MCMCSpec attribute) kernel_kwargs (liesel.goose.MCMCSpec attribute) kernel_states (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) kernels (liesel.goose.EngineBuilder property) kernels_by_pos_key (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) kwinputs (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) L liesel.bijectors module liesel.contrib module liesel.contrib.splines module liesel.distributions module liesel.experimental module liesel.experimental.arviz module liesel.experimental.pymc module liesel.goose module liesel.model module liesel_version (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) LieselInterface (class in liesel.goose) (class in liesel.goose.interface) LieselMCMC (class in liesel.goose) load_model() (in module liesel.model) loc (liesel.distributions.MultivariateNormalDegenerate property) log_correction (liesel.goose.MHProposal attribute) log_lik (liesel.model.Model property) (liesel.model.model.Model property) log_lik_node (liesel.model.DistRegBuilder property) (liesel.model.GraphBuilder property) (liesel.model.model.GraphBuilder property) log_pdet (liesel.distributions.MultivariateNormalDegenerate property) log_prior (liesel.model.Model property) (liesel.model.model.Model property) log_prior_node (liesel.model.DistRegBuilder property) (liesel.model.GraphBuilder property) (liesel.model.model.GraphBuilder property) log_prob (liesel.model.Dist property) (liesel.model.Model property) (liesel.model.model.Model property) (liesel.model.nodes.Dist property) (liesel.model.nodes.Var property) (liesel.model.TransientDist property) (liesel.model.Var property) log_prob() (liesel.experimental.pymc.PyMCInterface method) (liesel.goose.DataclassInterface method) (liesel.goose.DictInterface method) (liesel.goose.interface.DataclassInterface method) (liesel.goose.interface.DictInterface method) (liesel.goose.interface.LieselInterface method) (liesel.goose.interface.NamedTupleInterface method) (liesel.goose.LieselInterface method) (liesel.goose.ModelInterface method) (liesel.goose.NamedTupleInterface method) log_prob_fn() (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.RWKernel method) log_prob_node (liesel.model.DistRegBuilder property) (liesel.model.GraphBuilder property) (liesel.model.model.GraphBuilder property) M max_iter (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) (liesel.goose.Stopper attribute) MCMCSpec (class in liesel.goose) MHKernel (class in liesel.goose) MHProposal (class in liesel.goose) Model (class in liesel.model) (class in liesel.model.model) model (liesel.goose.GibbsKernel property) (liesel.goose.HMCKernel property) (liesel.goose.IWLSKernel property) (liesel.goose.LieselMCMC attribute) (liesel.goose.MHKernel property) (liesel.goose.NUTSKernel property) (liesel.goose.RWKernel property) (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.nodes.Var property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) (liesel.model.Var property) model_state (liesel.goose.EngineBuilder property) (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) ModelInterface (class in liesel.goose) module liesel.bijectors liesel.contrib liesel.contrib.splines liesel.distributions liesel.experimental liesel.experimental.arviz liesel.experimental.pymc liesel.goose liesel.model monitor (liesel.model.Calc attribute) (liesel.model.Data attribute) (liesel.model.Dist attribute) (liesel.model.InputGroup attribute) (liesel.model.Node attribute) (liesel.model.nodes.Dist attribute) (liesel.model.TransientCalc attribute) (liesel.model.TransientDist attribute) (liesel.model.TransientIdentity attribute) (liesel.model.TransientNode attribute) (liesel.model.Value attribute) MultivariateNormalDegenerate (class in liesel.distributions) N n_train (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) n_validation (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) name (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.Group property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.nodes.Var property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) (liesel.model.Var property) NamedTupleInterface (class in liesel.goose) (class in liesel.goose.interface) needs_history (liesel.goose.gibbs.GibbsKernel attribute) (liesel.goose.GibbsKernel attribute) (liesel.goose.hmc.HMCKernel attribute) (liesel.goose.HMCKernel attribute) (liesel.goose.iwls.IWLSKernel attribute) (liesel.goose.IWLSKernel attribute) (liesel.goose.MHKernel attribute) (liesel.goose.nuts.NUTSKernel attribute) (liesel.goose.NUTSKernel attribute) (liesel.goose.rw.RWKernel attribute) (liesel.goose.RWKernel attribute) needs_seed (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) new_calc() (liesel.model.nodes.Var class method) (liesel.model.Var class method) new_obs() (liesel.model.nodes.Var class method) (liesel.model.Var class method) new_param() (liesel.model.nodes.Var class method) (liesel.model.Var class method) new_value() (liesel.model.nodes.Var class method) (liesel.model.Var class method) Node (class in liesel.model) node_graph (liesel.model.Model property) (liesel.model.model.Model property) node_parental_subgraph() (liesel.model.Model method) (liesel.model.model.Model method) nodes (liesel.model.DistRegBuilder attribute) (liesel.model.GraphBuilder attribute) (liesel.model.Group property) (liesel.model.Model property) (liesel.model.model.GraphBuilder attribute) (liesel.model.model.Model property) (liesel.model.nodes.Var property) (liesel.model.Var property) nodes_and_vars (liesel.model.Group property) NodeState (class in liesel.model) numerator (liesel.goose.EpochType attribute) NUTSKernel (class in liesel.goose) (class in liesel.goose.nuts) O observed (liesel.model.Model property) (liesel.model.model.Model property) (liesel.model.nodes.Var property) (liesel.model.Var property) optim_flat() (in module liesel.goose) OptimResult (class in liesel.goose) (class in liesel.goose.optim) optional (liesel.goose.EpochConfig attribute) outdated (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.NodeState attribute) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) outputs (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) P parameter (liesel.model.nodes.Var property) (liesel.model.Var property) Parameter() (in module liesel.model) parameters (liesel.model.Model property) (liesel.model.model.Model property) parental_submodel() (liesel.model.Model method) (liesel.model.model.Model method) patience (liesel.goose.Stopper attribute) per_chain (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) per_obs (liesel.model.Dist property) (liesel.model.nodes.Dist property) (liesel.model.TransientDist property) PIT() (in module liesel.model) pkl_load() (liesel.goose.engine.SamplingResults static method) (liesel.goose.SamplingResults static method) pkl_save() (liesel.goose.engine.SamplingResults method) (liesel.goose.SamplingResults method) plot_cor() (in module liesel.goose) (in module liesel.goose.summary_viz) plot_density() (in module liesel.goose) (in module liesel.goose.summary_viz) plot_nodes() (in module liesel.model) (in module liesel.model.viz) (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.Model method) (liesel.model.model.GraphBuilder method) (liesel.model.model.Model method) (liesel.model.nodes.Var method) (liesel.model.Var method) plot_pairs() (in module liesel.goose) (in module liesel.goose.summary_viz) plot_param() (in module liesel.goose) (in module liesel.goose.summary_viz) plot_scatter() (in module liesel.goose) plot_trace() (in module liesel.goose) (in module liesel.goose.summary_viz) plot_vars() (in module liesel.model) (in module liesel.model.viz) (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.Model method) (liesel.model.model.GraphBuilder method) (liesel.model.model.Model method) (liesel.model.nodes.Var method) (liesel.model.Var method) pop_nodes_and_vars() (liesel.model.Model method) (liesel.model.model.Model method) position (liesel.goose.MHProposal attribute) (liesel.goose.optim.OptimResult attribute) (liesel.goose.OptimResult attribute) position() (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.RWKernel method) position_keys (liesel.goose.gibbs.GibbsKernel attribute) (liesel.goose.GibbsKernel attribute) (liesel.goose.hmc.HMCKernel attribute) (liesel.goose.HMCKernel attribute) (liesel.goose.iwls.IWLSKernel attribute) (liesel.goose.IWLSKernel attribute) (liesel.goose.MHKernel attribute) (liesel.goose.nuts.NUTSKernel attribute) (liesel.goose.NUTSKernel attribute) (liesel.goose.rw.RWKernel attribute) (liesel.goose.RWKernel attribute) positions (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) positions_excluded (liesel.goose.EngineBuilder attribute) positions_included (liesel.goose.EngineBuilder attribute) POSTERIOR (liesel.goose.EpochType attribute) prec (liesel.distributions.MultivariateNormalDegenerate property) predict() (liesel.model.Model method) (liesel.model.model.Model method) (liesel.model.nodes.Var method) (liesel.model.Var method) Predictor() (in module liesel.model) pspline_penalty() (in module liesel.contrib.splines) PyMCInterface (class in liesel.experimental.pymc) Q quantities (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) quantity_generators (liesel.goose.EngineBuilder property) R rank (liesel.distributions.MultivariateNormalDegenerate property) real (liesel.goose.EpochType attribute) RegressionCoef() (in module liesel.model) rename() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) rename_nodes() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) rename_vars() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) replace_node() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) replace_var() (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.model.GraphBuilder method) response (liesel.model.DistRegBuilder property) Response() (in module liesel.model) role (liesel.model.nodes.Var property) (liesel.model.Var property) rtol (liesel.goose.Stopper attribute) RWKernel (class in liesel.goose) (class in liesel.goose.rw) S sample() (liesel.model.Model method) (liesel.model.model.Model method) (liesel.model.nodes.Var method) (liesel.model.Var method) sample_all_epochs() (liesel.goose.Engine method) (liesel.goose.engine.Engine method) sample_info (liesel.goose.Summary attribute) (liesel.goose.summary_m.Summary attribute) sample_next_epoch() (liesel.goose.Engine method) (liesel.goose.engine.Engine method) SamplesSummary (class in liesel.goose) SamplingResults (class in liesel.goose) (class in liesel.goose.engine) save_model() (in module liesel.model) set_duration() (liesel.goose.EngineBuilder method) set_duration_simple() (liesel.goose.EngineBuilder method) set_engine_seed() (liesel.goose.EngineBuilder method) set_epochs() (liesel.goose.EngineBuilder method) set_initial_values() (liesel.goose.EngineBuilder method) set_inputs() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.InputGroup method) (liesel.model.Node method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) set_jitter_fns() (liesel.goose.EngineBuilder method) set_model() (liesel.goose.EngineBuilder method) (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.RWKernel method) set_seed() (liesel.model.Model method) (liesel.model.model.Model method) show_progress (liesel.goose.EngineBuilder attribute) simulate() (liesel.model.Model method) (liesel.model.model.Model method) SLOW_ADAPTATION (liesel.goose.EpochType attribute) Smooth() (in module liesel.model) SmoothingParam() (in module liesel.model) stan_epochs() (in module liesel.goose) start_epoch() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.hmc.HMCKernel method) (liesel.goose.HMCKernel method) (liesel.goose.iwls.IWLSKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.nuts.NUTSKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.rw.RWKernel method) (liesel.goose.RWKernel method) state (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Model property) (liesel.model.model.Model property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) stop_early() (liesel.goose.Stopper method) stop_now() (liesel.goose.Stopper method) Stopper (class in liesel.goose) strong (liesel.model.nodes.Var property) (liesel.model.Var property) Summary (class in liesel.goose) (class in liesel.goose.summary_m) T tau2_gibbs_kernel() (in module liesel.model) thinning (liesel.goose.EpochConfig attribute) to_arviz_inference_data() (in module liesel.experimental.arviz) to_bytes() (liesel.goose.EpochType method) to_dataframe() (liesel.goose.SamplesSummary method) (liesel.goose.Summary method) (liesel.goose.summary_m.Summary method) to_state() (liesel.goose.EpochConfig method) transform() (liesel.model.nodes.Var method) (liesel.model.Var method) TransientCalc (class in liesel.model) TransientDist (class in liesel.model) TransientIdentity (class in liesel.model) TransientNode (class in liesel.model) transition() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.RWKernel method) transition_infos (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) tune() (liesel.goose.gibbs.GibbsKernel method) (liesel.goose.GibbsKernel method) (liesel.goose.HMCKernel method) (liesel.goose.iwls.IWLSKernel method) (liesel.goose.IWLSKernel method) (liesel.goose.MHKernel method) (liesel.goose.NUTSKernel method) (liesel.goose.rw.RWKernel method) (liesel.goose.RWKernel method) tuning_infos (liesel.goose.engine.SamplingResults attribute) (liesel.goose.SamplingResults attribute) type (liesel.goose.EpochConfig attribute) U untuned() (liesel.goose.iwls.IWLSKernel class method) (liesel.goose.IWLSKernel class method) update() (liesel.model.Calc method) (liesel.model.Data method) (liesel.model.Dist method) (liesel.model.DistRegBuilder method) (liesel.model.GraphBuilder method) (liesel.model.InputGroup method) (liesel.model.Model method) (liesel.model.model.GraphBuilder method) (liesel.model.model.Model method) (liesel.model.Node method) (liesel.model.nodes.Dist method) (liesel.model.nodes.Var method) (liesel.model.TransientCalc method) (liesel.model.TransientDist method) (liesel.model.TransientIdentity method) (liesel.model.TransientNode method) (liesel.model.Value method) (liesel.model.Var method) update_state() (liesel.experimental.pymc.PyMCInterface method) (liesel.goose.DataclassInterface method) (liesel.goose.DictInterface method) (liesel.goose.interface.DataclassInterface method) (liesel.goose.interface.DictInterface method) (liesel.goose.interface.LieselInterface method) (liesel.goose.interface.NamedTupleInterface method) (liesel.goose.LieselInterface method) (liesel.goose.ModelInterface method) (liesel.goose.NamedTupleInterface method) (liesel.model.Model method) (liesel.model.model.Model method) V Value (class in liesel.model) value (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.nodes.Var property) (liesel.model.NodeState attribute) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) (liesel.model.Var property) value_from() (liesel.model.Group method) value_node (liesel.model.nodes.Var property) (liesel.model.Var property) Var (class in liesel.model) (class in liesel.model.nodes) var (liesel.model.Calc property) (liesel.model.Data property) (liesel.model.Dist property) (liesel.model.InputGroup property) (liesel.model.Node property) (liesel.model.TransientCalc property) (liesel.model.TransientDist property) (liesel.model.TransientIdentity property) (liesel.model.TransientNode property) (liesel.model.Value property) var_graph (liesel.model.Model property) (liesel.model.model.Model property) var_parental_subgraph() (liesel.model.Model method) (liesel.model.model.Model method) var_value_node (liesel.model.nodes.Var property) (liesel.model.Var property) vars (liesel.model.DistRegBuilder attribute) (liesel.model.GraphBuilder attribute) (liesel.model.Group property) (liesel.model.Model property) (liesel.model.model.GraphBuilder attribute) (liesel.model.model.Model property) W weak (liesel.model.nodes.Var property) (liesel.model.Var property) which (liesel.goose.LieselMCMC attribute) which_best_in_recent_history() (liesel.goose.Stopper method)
