autointent.schemas.node_validation

Schemes.

Attributes

ParamSpaceT
DecisionMetrics
EmbeddingMetrics
ScoringMetrics
RegexpMetrics
NodeValidatorType
SearchSpaceType

Classes

ParamSpace	Base class for search space used in optuna.
ParamSpaceInt	Integer parameter search space configuration.
ParamSpaceFloat	Float parameter search space configuration.
DecisionNodeValidator	Search space configuration for the Decision node.
EmbeddingNodeValidator	Search space configuration for the Embedding node.
ScoringNodeValidator	Search space configuration for the Scoring node.
RegexNodeValidator	Search space configuration for the Regexp node.
SearchSpaceConfig	Search space configuration.
OptimizationSearchSpaceConfig	Optimizer configuration.

Functions

unwrap_annotated(tp)	Unwrap the Annotated type to get the actual type.
type_matches(target, tp)	Recursively check if the target type is present in the given type.
get_optuna_class(param_type)	Get the Optuna class for the given parameter type.
generate_models_and_union_type_for_classes(classes)	Dynamically generates Pydantic models for class constructors and creates a union type.

Module Contents

autointent.schemas.node_validation.ParamSpaceT

autointent.schemas.node_validation.DecisionMetrics

type autointent.schemas.node_validation.EmbeddingMetrics = Literal[tuple(EmbeddingNodeInfo.metrics_available.keys())]

type autointent.schemas.node_validation.ScoringMetrics = Literal[tuple(ScoringNodeInfo.metrics_available.keys())]

type autointent.schemas.node_validation.RegexpMetrics = Literal[tuple(RegexNodeInfo.metrics_available.keys())]

type autointent.schemas.node_validation.NodeValidatorType = EmbeddingNodeValidator | ScoringNodeValidator | DecisionNodeValidator | RegexNodeValidator

type autointent.schemas.node_validation.SearchSpaceType = DecisionSearchSpaceType | EmbeddingSearchSpaceType | ScoringSearchSpaceType | RegexpSearchSpaceType