Index

A

adapter (effectful.handlers.llm.encoding.BaseEncodable attribute) analyze() (effectful.ops.syntax.Scoped method) Annotation (class in effectful.ops.types) append_message() (in module effectful.handlers.llm.completions)

apply() (effectful.handlers.numpyro.Naming method) (effectful.handlers.pyro.Naming method) args (effectful.ops.types.Term property) AssistantMessage (class in effectful.handlers.llm.completions)

B

base (effectful.handlers.llm.encoding.BaseEncodable attribute) (effectful.handlers.llm.encoding.CallableEncodable attribute) (effectful.handlers.llm.encoding.Encodable attribute) (effectful.handlers.llm.encoding.ImageEncodable attribute) (effectful.handlers.llm.encoding.ListEncodable attribute) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable attribute) (effectful.handlers.llm.encoding.StrEncodable attribute) (effectful.handlers.llm.encoding.TupleEncodable attribute) BaseEncodable (class in effectful.handlers.llm.encoding) BernoulliLogits() (in module effectful.handlers.numpyro) BernoulliLogitsTerm (class in effectful.handlers.numpyro)

BernoulliProbs() (in module effectful.handlers.numpyro) BernoulliProbsTerm (class in effectful.handlers.numpyro) Beta() (in module effectful.handlers.numpyro) BetaTerm (class in effectful.handlers.numpyro) bind_dims() (in module effectful.handlers.jax) (in module effectful.handlers.torch) BinomialLogits() (in module effectful.handlers.numpyro) BinomialLogitsTerm (class in effectful.handlers.numpyro) BinomialProbs() (in module effectful.handlers.numpyro) BinomialProbsTerm (class in effectful.handlers.numpyro) bound_args (effectful.handlers.llm.completions.DecodedToolCall attribute) Box (class in effectful.internals.unification)

C

call_assistant() (in module effectful.handlers.llm.completions) call_system() (in module effectful.handlers.llm.completions) call_tool() (in module effectful.handlers.llm.completions) call_user() (in module effectful.handlers.llm.completions) CallableEncodable (class in effectful.handlers.llm.encoding) CategoricalLogits() (in module effectful.handlers.numpyro) CategoricalLogitsTerm (class in effectful.handlers.numpyro) CategoricalProbs() (in module effectful.handlers.numpyro) CategoricalProbsTerm (class in effectful.handlers.numpyro) Cauchy() (in module effectful.handlers.numpyro) CauchyTerm (class in effectful.handlers.numpyro) Chi2() (in module effectful.handlers.numpyro) Chi2Term (class in effectful.handlers.numpyro) cond() (in module effectful.handlers.indexed) cond_n() (in module effectful.handlers.indexed)

config (effectful.handlers.llm.completions.LiteLLMProvider attribute) content (effectful.handlers.llm.completions.AssistantMessage attribute) (effectful.handlers.llm.completions.FunctionMessage attribute) (effectful.handlers.llm.completions.SystemMessage attribute) (effectful.handlers.llm.completions.ToolMessage attribute) (effectful.handlers.llm.completions.UserMessage attribute) coproduct() (in module effectful.ops.semantics) ctx (effectful.handlers.llm.encoding.BaseEncodable attribute) (effectful.handlers.llm.encoding.CallableEncodable attribute) (effectful.handlers.llm.encoding.Encodable attribute) (effectful.handlers.llm.encoding.ImageEncodable attribute) (effectful.handlers.llm.encoding.ListEncodable attribute) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable attribute) (effectful.handlers.llm.encoding.StrEncodable attribute) (effectful.handlers.llm.encoding.TupleEncodable attribute)

D

decode() (effectful.handlers.llm.encoding.BaseEncodable method) (effectful.handlers.llm.encoding.CallableEncodable method) (effectful.handlers.llm.encoding.Encodable method) (effectful.handlers.llm.encoding.ImageEncodable method) (effectful.handlers.llm.encoding.ListEncodable method) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable method) (effectful.handlers.llm.encoding.StrEncodable method) (effectful.handlers.llm.encoding.TupleEncodable method) decode_tool_call() (in module effectful.handlers.llm.completions) DecodedToolCall (class in effectful.handlers.llm.completions) defdata() (in module effectful.ops.syntax) deffn() (in module effectful.ops.syntax) define() (effectful.handlers.llm.Template class method) (effectful.handlers.llm.Tool class method) (effectful.ops.types.Operation class method)

defstream() (in module effectful.ops.syntax) Delta() (in module effectful.handlers.numpyro) DeltaTerm (class in effectful.handlers.numpyro) deserialize() (effectful.handlers.llm.encoding.BaseEncodable method) (effectful.handlers.llm.encoding.CallableEncodable method) (effectful.handlers.llm.encoding.Encodable method) (effectful.handlers.llm.encoding.ImageEncodable method) (effectful.handlers.llm.encoding.ListEncodable method) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable method) (effectful.handlers.llm.encoding.StrEncodable method) (effectful.handlers.llm.encoding.TupleEncodable method) Dirichlet() (in module effectful.handlers.numpyro) DirichletMultinomial() (in module effectful.handlers.numpyro) DirichletMultinomialTerm (class in effectful.handlers.numpyro) DirichletTerm (class in effectful.handlers.numpyro)

E

effectful.handlers module effectful.handlers.indexed module effectful.handlers.jax module effectful.handlers.jax.numpy module effectful.handlers.jax.scipy module effectful.handlers.llm module effectful.handlers.llm.completions module effectful.handlers.llm.encoding module effectful.handlers.numpyro module effectful.handlers.pyro module effectful.handlers.torch module effectful.internals module effectful.internals.runtime module effectful.internals.unification module effectful.ops module effectful.ops.semantics module

effectful.ops.syntax module effectful.ops.types module element_encoder (effectful.handlers.llm.encoding.ListEncodable attribute) element_encoders (effectful.handlers.llm.encoding.TupleEncodable attribute) enc (effectful.handlers.llm.encoding.BaseEncodable attribute) (effectful.handlers.llm.encoding.CallableEncodable attribute) (effectful.handlers.llm.encoding.Encodable attribute) (effectful.handlers.llm.encoding.ImageEncodable attribute) (effectful.handlers.llm.encoding.ListEncodable attribute) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable attribute) (effectful.handlers.llm.encoding.StrEncodable attribute) (effectful.handlers.llm.encoding.TupleEncodable attribute) Encodable (class in effectful.handlers.llm.encoding) encode() (effectful.handlers.llm.encoding.BaseEncodable method) (effectful.handlers.llm.encoding.CallableEncodable method) (effectful.handlers.llm.encoding.Encodable method) (effectful.handlers.llm.encoding.ImageEncodable method) (effectful.handlers.llm.encoding.ListEncodable method) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable method) (effectful.handlers.llm.encoding.StrEncodable method) (effectful.handlers.llm.encoding.TupleEncodable method) entropy() (in module effectful.handlers.numpyro) enumerate_support() (in module effectful.handlers.numpyro) expand() (in module effectful.handlers.numpyro) expand_to_batch_shape() (in module effectful.handlers.numpyro) expected_params (effectful.handlers.llm.encoding.CallableEncodable attribute) expected_return (effectful.handlers.llm.encoding.CallableEncodable attribute) Exponential() (in module effectful.handlers.numpyro) ExponentialTerm (class in effectful.handlers.numpyro) Expr (in module effectful.ops.types)

F

freetypevars() (in module effectful.internals.unification) from_shape() (effectful.handlers.numpyro.Naming static method) (effectful.handlers.pyro.Naming static method)

function_call (effectful.handlers.llm.completions.AssistantMessage attribute) FunctionMessage (class in effectful.handlers.llm.completions) fvsof() (in module effectful.ops.semantics) fwd() (in module effectful.ops.semantics)

G

Gamma() (in module effectful.handlers.numpyro) GammaTerm (class in effectful.handlers.numpyro) gather() (in module effectful.handlers.indexed) GeometricLogits() (in module effectful.handlers.numpyro) GeometricLogitsTerm (class in effectful.handlers.numpyro) GeometricProbs() (in module effectful.handlers.numpyro) GeometricProbsTerm (class in effectful.handlers.numpyro)

get() (effectful.ops.types.Interpretation method) get_interpretation() (in module effectful.internals.runtime) get_message_sequence() (in module effectful.handlers.llm.completions) get_runtime() (in module effectful.internals.runtime) grad() (in module effectful.handlers.torch) Gumbel() (in module effectful.handlers.numpyro) GumbelTerm (class in effectful.handlers.numpyro)

H

HalfCauchy() (in module effectful.handlers.numpyro) HalfCauchyTerm (class in effectful.handlers.numpyro) HalfNormal() (in module effectful.handlers.numpyro) HalfNormalTerm (class in effectful.handlers.numpyro)

handler() (in module effectful.ops.semantics) has_image (effectful.handlers.llm.encoding.ListEncodable attribute) (effectful.handlers.llm.encoding.TupleEncodable attribute) hessian() (in module effectful.handlers.torch)

I

id (effectful.handlers.llm.completions.AssistantMessage attribute) (effectful.handlers.llm.completions.DecodedToolCall attribute) (effectful.handlers.llm.completions.FunctionMessage attribute) (effectful.handlers.llm.completions.SystemMessage attribute) (effectful.handlers.llm.completions.ToolMessage attribute) (effectful.handlers.llm.completions.UserMessage attribute) ImageEncodable (class in effectful.handlers.llm.encoding) implementations (effectful.handlers.llm.completions.LiteLLMProvider attribute) (effectful.handlers.llm.completions.RetryLLMHandler attribute) (effectful.ops.syntax.ObjectInterpretation attribute) implements() (in module effectful.ops.syntax)

Independent() (in module effectful.handlers.numpyro) IndependentTerm (class in effectful.handlers.numpyro) IndexSet (class in effectful.handlers.indexed) indices_of() (in module effectful.handlers.indexed) infer_annotations() (effectful.ops.syntax.Scoped class method) (effectful.ops.types.Annotation class method) Interpretation (class in effectful.ops.types) interpretation (effectful.internals.runtime.Runtime attribute) interpreter() (in module effectful.internals.runtime) items() (effectful.ops.types.Interpretation method) iter_() (in module effectful.ops.syntax)

J

jacfwd() (in module effectful.handlers.torch) jacrev() (in module effectful.handlers.torch)

jax_getitem() (in module effectful.handlers.jax) jit() (in module effectful.handlers.jax) jvp() (in module effectful.handlers.torch)

K

keys() (effectful.ops.types.Interpretation method) Kumaraswamy() (in module effectful.handlers.numpyro)

KumaraswamyTerm (class in effectful.handlers.numpyro) kwargs (effectful.ops.types.Term property)

L

Laplace() (in module effectful.handlers.numpyro) LaplaceTerm (class in effectful.handlers.numpyro) ListEncodable (class in effectful.handlers.llm.encoding) LiteLLMProvider (class in effectful.handlers.llm.completions) LKJCholesky() (in module effectful.handlers.numpyro) LKJCholeskyTerm (class in effectful.handlers.numpyro)

log_prob() (in module effectful.handlers.numpyro) Logistic() (in module effectful.handlers.numpyro) LogisticTerm (class in effectful.handlers.numpyro) LogNormal() (in module effectful.handlers.numpyro) LogNormalTerm (class in effectful.handlers.numpyro) LowRankMultivariateNormal() (in module effectful.handlers.numpyro) LowRankMultivariateNormalTerm (class in effectful.handlers.numpyro)

M

MessageResult (in module effectful.handlers.llm.completions) model_config (effectful.handlers.llm.encoding.SynthesizedFunction attribute) module effectful.handlers effectful.handlers.indexed effectful.handlers.jax effectful.handlers.jax.numpy effectful.handlers.jax.scipy effectful.handlers.llm effectful.handlers.llm.completions effectful.handlers.llm.encoding effectful.handlers.numpyro effectful.handlers.pyro effectful.handlers.torch effectful.internals effectful.internals.runtime effectful.internals.unification effectful.ops effectful.ops.semantics effectful.ops.syntax effectful.ops.types

module_code (effectful.handlers.llm.encoding.SynthesizedFunction attribute) MultinomialLogits() (in module effectful.handlers.numpyro) MultinomialLogitsTerm (class in effectful.handlers.numpyro) MultinomialProbs() (in module effectful.handlers.numpyro) MultinomialProbsTerm (class in effectful.handlers.numpyro) MultivariateNormal() (in module effectful.handlers.numpyro) MultivariateNormalTerm (class in effectful.handlers.numpyro)

N

name (effectful.handlers.llm.completions.AssistantMessage attribute) (effectful.handlers.llm.completions.FunctionMessage attribute) (effectful.handlers.llm.completions.SystemMessage attribute) name_to_sym() (in module effectful.handlers.indexed) Naming (class in effectful.handlers.numpyro) (class in effectful.handlers.pyro) NegativeBinomialLogits() (in module effectful.handlers.numpyro)

NegativeBinomialLogitsTerm (class in effectful.handlers.numpyro) NegativeBinomialProbs() (in module effectful.handlers.numpyro) NegativeBinomialProbsTerm (class in effectful.handlers.numpyro) nested_type() (in module effectful.internals.unification) next_() (in module effectful.ops.syntax) Normal() (in module effectful.handlers.numpyro) NormalTerm (class in effectful.handlers.numpyro) NotHandled

O

ObjectInterpretation (class in effectful.ops.syntax) op (effectful.ops.types.Term property) Operation (class in effectful.ops.types)

ordinal (effectful.ops.syntax.Scoped attribute) original_error (effectful.handlers.llm.completions.ResultDecodingError attribute) (effectful.handlers.llm.completions.ToolCallDecodingError attribute) (effectful.handlers.llm.completions.ToolCallExecutionError attribute)

P

Pareto() (in module effectful.handlers.numpyro) ParetoTerm (class in effectful.handlers.numpyro) Poisson() (in module effectful.handlers.numpyro) PoissonTerm (class in effectful.handlers.numpyro) pretty_term() (in module effectful.ops.types)

product() (in module effectful.ops.semantics) PydanticBaseModelEncodable (class in effectful.handlers.llm.encoding) pyro_module_shim() (in module effectful.handlers.pyro) pyro_sample() (in module effectful.handlers.pyro) PyroShim (class in effectful.handlers.pyro)

R

raw_message (effectful.handlers.llm.completions.ResultDecodingError attribute) (effectful.handlers.llm.completions.ToolCallDecodingError attribute) reasoning_content (effectful.handlers.llm.completions.AssistantMessage attribute) RelaxedBernoulliLogits() (in module effectful.handlers.numpyro) RelaxedBernoulliLogitsTerm (class in effectful.handlers.numpyro) ResultDecodingError RetryLLMHandler (class in effectful.handlers.llm.completions)

role (effectful.handlers.llm.completions.AssistantMessage attribute) (effectful.handlers.llm.completions.FunctionMessage attribute) (effectful.handlers.llm.completions.SystemMessage attribute) (effectful.handlers.llm.completions.ToolMessage attribute) (effectful.handlers.llm.completions.UserMessage attribute) rsample() (in module effectful.handlers.numpyro) runner() (in module effectful.ops.semantics) Runtime (class in effectful.internals.runtime)

S

sample() (in module effectful.handlers.numpyro) Scoped (class in effectful.ops.syntax) serialize() (effectful.handlers.llm.encoding.BaseEncodable method) (effectful.handlers.llm.encoding.CallableEncodable method) (effectful.handlers.llm.encoding.Encodable method) (effectful.handlers.llm.encoding.ImageEncodable method) (effectful.handlers.llm.encoding.ListEncodable method) (effectful.handlers.llm.encoding.PydanticBaseModelEncodable method) (effectful.handlers.llm.encoding.StrEncodable method) (effectful.handlers.llm.encoding.TupleEncodable method)

sizesof() (in module effectful.handlers.jax) (in module effectful.handlers.torch) stack() (in module effectful.handlers.indexed) StrEncodable (class in effectful.handlers.llm.encoding) StudentT() (in module effectful.handlers.numpyro) StudentTTerm (class in effectful.handlers.numpyro) substitute() (in module effectful.internals.unification) SynthesizedFunction (class in effectful.handlers.llm.encoding) SystemMessage (class in effectful.handlers.llm.completions)

T

Template (class in effectful.handlers.llm) Term (class in effectful.ops.types) to_event() (in module effectful.handlers.numpyro) to_feedback_message() (effectful.handlers.llm.completions.ResultDecodingError method) (effectful.handlers.llm.completions.ToolCallDecodingError method) (effectful.handlers.llm.completions.ToolCallExecutionError method) Tool (class in effectful.handlers.llm) tool (effectful.handlers.llm.completions.DecodedToolCall attribute) tool_call_id (effectful.handlers.llm.completions.FunctionMessage attribute) (effectful.handlers.llm.completions.ToolCallDecodingError attribute) (effectful.handlers.llm.completions.ToolCallExecutionError attribute) (effectful.handlers.llm.completions.ToolMessage attribute)

tool_calls (effectful.handlers.llm.completions.AssistantMessage attribute) tool_name (effectful.handlers.llm.completions.ToolCallDecodingError attribute) (effectful.handlers.llm.completions.ToolCallExecutionError attribute) ToolCallDecodingError ToolCallExecutionError ToolCallID (in module effectful.handlers.llm.completions) ToolMessage (class in effectful.handlers.llm.completions) tools (effectful.handlers.llm.Template property) torch_getitem() (in module effectful.handlers.torch) trace() (in module effectful.ops.syntax) TupleEncodable (class in effectful.handlers.llm.encoding) typeof() (in module effectful.ops.semantics)

U

unbind_dims() (in module effectful.handlers.jax) (in module effectful.handlers.torch) Uniform() (in module effectful.handlers.numpyro)

UniformTerm (class in effectful.handlers.numpyro) unify() (in module effectful.internals.unification) union() (in module effectful.handlers.indexed) UserMessage (class in effectful.handlers.llm.completions)

V

value (effectful.internals.unification.Box attribute) values() (effectful.ops.types.Interpretation method) vjp() (in module effectful.handlers.torch)

vmap() (in module effectful.handlers.torch) VonMises() (in module effectful.handlers.numpyro) VonMisesTerm (class in effectful.handlers.numpyro)

W

Weibull() (in module effectful.handlers.numpyro) WeibullTerm (class in effectful.handlers.numpyro)

Wishart() (in module effectful.handlers.numpyro) WishartTerm (class in effectful.handlers.numpyro)