Index

A

actions (chirho.explainable.handlers.preemptions.Preemptions attribute) add_indices() (in module chirho.indexed.internals) append() (in module chirho.dynamical.internals._utils)

apply() (chirho.observational.handlers.soft_conditioning.KernelSoftConditionReparam method) arg_constraints (chirho.observational.ops.ExcisedNormal attribute) AutoSoftConditioning (class in chirho.observational.handlers.soft_conditioning)

B

base_mean (chirho.observational.ops.ExcisedNormal property) base_stddev (chirho.observational.ops.ExcisedNormal property) base_variance (chirho.observational.ops.ExcisedNormal property)

BaseCounterfactualMessenger (class in chirho.counterfactual.handlers.counterfactual) BatchedNMCLogMarginalLikelihood (class in chirho.robust.internals.nmc) bias (chirho.explainable.handlers.preemptions.Preemptions attribute) bind_leftmost_dim() (in module chirho.observational.internals)

C

callback (chirho.dynamical.internals.solver.Interruption attribute) cdf() (chirho.observational.ops.ExcisedNormal method) check_dynamics() (in module chirho.dynamical.internals.solver) chirho.counterfactual module chirho.counterfactual.handlers module chirho.counterfactual.handlers.ambiguity module chirho.counterfactual.handlers.counterfactual module chirho.counterfactual.handlers.selection module chirho.counterfactual.internals module chirho.counterfactual.ops module chirho.dynamical module chirho.dynamical.handlers module chirho.dynamical.handlers.interruption module chirho.dynamical.handlers.solver module chirho.dynamical.handlers.trajectory module chirho.dynamical.internals module chirho.dynamical.internals._utils module chirho.dynamical.internals.backends module chirho.dynamical.internals.backends.torchdiffeq module chirho.dynamical.internals.solver module chirho.dynamical.ops module chirho.explainable module chirho.explainable.handlers module chirho.explainable.handlers.components module chirho.explainable.handlers.explanation module chirho.explainable.handlers.preemptions module chirho.explainable.internals module chirho.explainable.internals.defaults module

chirho.explainable.ops module chirho.indexed module chirho.indexed.handlers module chirho.indexed.internals module chirho.indexed.ops module chirho.interventional module chirho.interventional.handlers module chirho.interventional.ops module chirho.observational module chirho.observational.handlers module chirho.observational.handlers.condition module chirho.observational.handlers.soft_conditioning module chirho.observational.internals module chirho.observational.ops module chirho.robust module chirho.robust.handlers module chirho.robust.handlers.estimators module chirho.robust.internals module chirho.robust.internals.linearize module chirho.robust.internals.nmc module chirho.robust.internals.utils module chirho.robust.ops module cond() (in module chirho.indexed.ops) cond_n() (in module chirho.indexed.ops) condition() (in module chirho.observational.handlers.condition) configure() (chirho.observational.handlers.soft_conditioning.AutoSoftConditioning method) conjugate_gradient_solve() (in module chirho.robust.internals.linearize) consequent_eq() (in module chirho.explainable.handlers.components) consequent_eq_neq() (in module chirho.explainable.handlers.components) consequent_neq() (in module chirho.explainable.handlers.components)

D

data (chirho.observational.handlers.condition.Observations attribute) DependentMaskMessenger (class in chirho.indexed.handlers) do() (in module chirho.interventional.handlers)

DynamicInterruption() (in module chirho.dynamical.handlers.interruption) DynamicIntervention() (in module chirho.dynamical.handlers.interruption) Dynamics (built-in variable) (in module chirho.dynamical)

E

enumerate (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) event (chirho.dynamical.internals.backends.torchdiffeq.OdeintResult attribute) event_fn (chirho.dynamical.handlers.interruption.StaticEvent attribute) (chirho.dynamical.handlers.interruption.ZeroEvent attribute) ExcisedCategorical (class in chirho.observational.ops)

ExcisedNormal (class in chirho.observational.ops) expand (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) expand() (chirho.observational.ops.ExcisedCategorical method) (chirho.observational.ops.ExcisedNormal method) ExtractSupports (class in chirho.explainable.handlers.components)

F

factors (chirho.observational.handlers.condition.Factors attribute) Factors (class in chirho.observational.handlers.condition) FactualConditioningMessenger (class in chirho.counterfactual.handlers.ambiguity) first_available_dim (chirho.indexed.handlers.IndexPlatesMessenger attribute)

forward() (chirho.robust.internals.nmc.BatchedNMCLogMarginalLikelihood method) fresh_prefix (chirho.counterfactual.handlers.counterfactual.MultiWorldCounterfactual attribute) (chirho.counterfactual.handlers.counterfactual.TwinWorldCounterfactual attribute) Functional (class in chirho.robust.ops)

G

gather() (in module chirho.indexed.ops) get_factual_indices() (in module chirho.counterfactual.handlers.selection) get_importance_traces() (in module chirho.robust.internals.nmc) get_index_plates() (in module chirho.indexed.ops) get_mask() (chirho.counterfactual.handlers.selection.SelectCounterfactual static method) (chirho.counterfactual.handlers.selection.SelectFactual static method) (chirho.indexed.handlers.DependentMaskMessenger method)

get_new_interruptions() (in module chirho.dynamical.internals.solver) get_sample_msg_device() (in module chirho.indexed.internals) guide (chirho.robust.internals.nmc.BatchedNMCLogMarginalLikelihood attribute)

H

has_rsample (chirho.observational.ops.ExcisedNormal attribute)

I

icdf() (chirho.observational.ops.ExcisedNormal method) IndexPlatesMessenger (class in chirho.indexed.handlers) IndexSet (class in chirho.indexed.ops) indexset_as_mask() (in module chirho.indexed.ops) indices_of() (in module chirho.indexed.ops) influence_fn() (in module chirho.robust.ops)

Interruption (class in chirho.dynamical.internals.solver) intervals (chirho.observational.ops.ExcisedNormal property) intervene() (in module chirho.interventional.ops) Interventions (class in chirho.interventional.handlers) is_auxiliary (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) is_observed (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) item (chirho.dynamical.internals._utils.Prioritized attribute)

K

KernelSoftConditionReparam (class in chirho.observational.handlers.soft_conditioning)

L

linearize() (in module chirho.robust.internals.linearize)

log_prob() (chirho.observational.ops.ExcisedNormal method) LogTrajectory (class in chirho.dynamical.handlers.trajectory)

M

make_empirical_fisher_vp() (in module chirho.robust.internals.linearize) make_flatten_unflatten() (in module chirho.robust.internals.utils) make_functional_call() (in module chirho.robust.internals.utils) mean (chirho.observational.ops.ExcisedNormal property) model (chirho.robust.internals.nmc.BatchedNMCLogMarginalLikelihood attribute) module chirho.counterfactual chirho.counterfactual.handlers chirho.counterfactual.handlers.ambiguity chirho.counterfactual.handlers.counterfactual chirho.counterfactual.handlers.selection chirho.counterfactual.internals chirho.counterfactual.ops chirho.dynamical chirho.dynamical.handlers chirho.dynamical.handlers.interruption chirho.dynamical.handlers.solver chirho.dynamical.handlers.trajectory chirho.dynamical.internals chirho.dynamical.internals._utils chirho.dynamical.internals.backends chirho.dynamical.internals.backends.torchdiffeq chirho.dynamical.internals.solver chirho.dynamical.ops chirho.explainable chirho.explainable.handlers chirho.explainable.handlers.components chirho.explainable.handlers.explanation chirho.explainable.handlers.preemptions chirho.explainable.internals chirho.explainable.internals.defaults chirho.explainable.ops chirho.indexed chirho.indexed.handlers chirho.indexed.internals chirho.indexed.ops chirho.interventional chirho.interventional.handlers chirho.interventional.ops chirho.observational chirho.observational.handlers chirho.observational.handlers.condition chirho.observational.handlers.soft_conditioning chirho.observational.internals chirho.observational.ops chirho.robust chirho.robust.handlers chirho.robust.handlers.estimators chirho.robust.internals chirho.robust.internals.linearize chirho.robust.internals.nmc chirho.robust.internals.utils chirho.robust.ops

MonteCarloInfluenceEstimator (class in chirho.robust.handlers.estimators) MultiWorldCounterfactual (class in chirho.counterfactual.handlers.counterfactual)

N

no_ambiguity() (in module chirho.counterfactual.internals)

num_samples (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) (chirho.robust.internals.nmc.BatchedNMCLogMarginalLikelihood attribute)

O

obs (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) observation (chirho.dynamical.handlers.interruption.StaticBatchObservation attribute) Observations (class in chirho.observational.handlers.condition) observe() (in module chirho.observational.ops)

ObserveNameMessenger (class in chirho.observational.internals) OdeintResult (class in chirho.dynamical.internals.backends.torchdiffeq) on() (in module chirho.dynamical.ops) one_step_corrected_estimator() (in module chirho.robust.handlers.estimators)

P

plates (chirho.indexed.handlers.IndexPlatesMessenger attribute) predicate (chirho.dynamical.internals.solver.Interruption attribute) preempt() (in module chirho.explainable.ops) Preemptions (class in chirho.explainable.handlers.preemptions) prefix (chirho.explainable.handlers.preemptions.Preemptions attribute) (chirho.observational.handlers.condition.Factors attribute)

prior (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) Prioritized (class in chirho.dynamical.internals._utils) priority (chirho.dynamical.internals._utils.Prioritized attribute) pytree_generalized_manual_revjvp() (in module chirho.robust.internals.utils)

R

R (built-in variable) (in module chirho.dynamical)

random_intervention() (in module chirho.explainable.handlers.components) reset_rng_state() (in module chirho.robust.internals.utils) rsample() (chirho.observational.ops.ExcisedNormal method)

S

sample() (chirho.observational.ops.ExcisedNormal method) scatter() (in module chirho.indexed.ops) scatter_n() (in module chirho.indexed.ops) SearchForExplanation() (in module chirho.explainable.handlers.explanation) SelectCounterfactual (class in chirho.counterfactual.handlers.selection) SelectFactual (class in chirho.counterfactual.handlers.selection) ShallowMessenger (class in chirho.dynamical.internals._utils) simulate() (in module chirho.dynamical.ops) simulate_point() (in module chirho.dynamical.internals.solver) simulate_to_interruption() (in module chirho.dynamical.internals.solver) simulate_trajectory() (in module chirho.dynamical.internals.solver) SingleWorldCounterfactual (class in chirho.counterfactual.handlers.counterfactual) SingleWorldFactual (class in chirho.counterfactual.handlers.counterfactual) site_is_ambiguous() (in module chirho.counterfactual.internals) site_is_delta() (in module chirho.observational.internals) site_is_deterministic() (chirho.observational.handlers.soft_conditioning.AutoSoftConditioning static method)

soft_eq() (in module chirho.observational.handlers.soft_conditioning) soft_neq() (in module chirho.observational.handlers.soft_conditioning) Solver (class in chirho.dynamical.internals.solver) SpecifiedConditioningInferDict (class in chirho.counterfactual.internals) split() (in module chirho.counterfactual.ops) SplitSubsets() (in module chirho.explainable.handlers.explanation) State (built-in variable) (in module chirho.dynamical) StaticBatchObservation (class in chirho.dynamical.handlers.interruption) StaticEvent (class in chirho.dynamical.handlers.interruption) StaticInterruption() (in module chirho.dynamical.handlers.interruption) StaticIntervention() (in module chirho.dynamical.handlers.interruption) StaticObservation() (in module chirho.dynamical.handlers.interruption) stddev (chirho.observational.ops.ExcisedNormal property) sufficiency_intervention() (in module chirho.explainable.handlers.components) support (chirho.observational.ops.ExcisedNormal attribute) supports (chirho.explainable.handlers.components.ExtractSupports attribute)

T

time (chirho.dynamical.handlers.interruption.StaticEvent attribute) tmc (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute) TorchDiffEq (class in chirho.dynamical.handlers.solver) torchdiffeq_check_dynamics() (in module chirho.dynamical.internals.backends.torchdiffeq) torchdiffeq_combined_event_f() (in module chirho.dynamical.internals.backends.torchdiffeq)

torchdiffeq_simulate_point() (in module chirho.dynamical.internals.backends.torchdiffeq) torchdiffeq_simulate_to_interruption() (in module chirho.dynamical.internals.backends.torchdiffeq) torchdiffeq_simulate_trajectory() (in module chirho.dynamical.internals.backends.torchdiffeq) TorchdiffeqRuntimeCheck (class in chirho.dynamical.internals.backends.torchdiffeq) trajectory (chirho.dynamical.handlers.trajectory.LogTrajectory attribute) TwinWorldCounterfactual (class in chirho.counterfactual.handlers.counterfactual)

U

unbind_leftmost_dim() (in module chirho.observational.internals) undo_split() (in module chirho.explainable.handlers.components)

uniform_proposal() (in module chirho.explainable.internals.defaults) union() (in module chirho.indexed.ops) used (chirho.dynamical.internals._utils.ShallowMessenger attribute)

V

variance (chirho.observational.ops.ExcisedNormal property)

W

was_observed (chirho.counterfactual.internals.SpecifiedConditioningInferDict attribute)

Y

y (chirho.dynamical.internals.backends.torchdiffeq.OdeintResult attribute)

Z

ZeroEvent (class in chirho.dynamical.handlers.interruption)