Index

A

AbsTransformation (class in skfeaturellm.transformations)

AddTransformation (class in skfeaturellm.transformations)

B

BaseTransformation (class in skfeaturellm.transformations)

bin_edges (skfeaturellm.schemas.TransformationParameters attribute) BinaryArithmeticTransformation (class in skfeaturellm.transformations)

C

ColumnNotFoundError

columns (skfeaturellm.schemas.FeatureEngineeringIdea attribute), [1] constant (skfeaturellm.schemas.TransformationParameters attribute)

D

description (skfeaturellm.schemas.FeatureDescription attribute), [1] (skfeaturellm.schemas.FeatureEngineeringIdea attribute), [1]

DivisionByZeroError DivTransformation (class in skfeaturellm.transformations)

E

evaluate() (skfeaturellm.feature_evaluation.FeatureEvaluator method) evaluate_features() (skfeaturellm.feature_engineer.LLMFeatureEngineer method)

executor_ (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer attribute) ExpTransformation (class in skfeaturellm.transformations)

F

feature_name (skfeaturellm.schemas.FeatureEngineeringIdea attribute), [1] (skfeaturellm.transformations.BaseTransformation property) (skfeaturellm.transformations.BinaryArithmeticTransformation property) (skfeaturellm.transformations.UnaryTransformation property) feature_names_in_ (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer attribute) FeatureDescription (class in skfeaturellm.schemas) FeatureDescriptions (class in skfeaturellm.schemas) FeatureEngineeringIdea (class in skfeaturellm.schemas) FeatureEngineeringIdeas (class in skfeaturellm.schemas) FeatureEngineeringTransformer (class in skfeaturellm.feature_engineering_transformer) FeatureEvaluationResult (class in skfeaturellm.feature_evaluation) FeatureEvaluator (class in skfeaturellm.feature_evaluation)

features (skfeaturellm.schemas.FeatureDescriptions attribute), [1] fit() (skfeaturellm.feature_engineer.LLMFeatureEngineer method) (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer method) (skfeaturellm.transformations.BaseTransformation method) (skfeaturellm.transformations.TransformationPipeline method) fit_selective() (skfeaturellm.feature_engineer.LLMFeatureEngineer method) fit_transform() (skfeaturellm.transformations.BaseTransformation method) format() (skfeaturellm.schemas.FeatureDescription method) (skfeaturellm.schemas.FeatureDescriptions method) from_dict() (skfeaturellm.transformations.TransformationPipeline class method) from_json() (skfeaturellm.transformations.TransformationPipeline class method) from_yaml() (skfeaturellm.transformations.TransformationPipeline class method)

G

generate_engineered_features() (skfeaturellm.llm_interface.LLMInterface method) generate_engineered_features_iterative() (skfeaturellm.llm_interface.LLMInterface method) generate_prompt_context() (skfeaturellm.llm_interface.LLMInterface method) get_all_operation_types() (in module skfeaturellm.transformations) get_binary_operation_types() (in module skfeaturellm.transformations) get_feature_names_out() (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer method) get_prompt_description() (skfeaturellm.transformations.AbsTransformation class method) (skfeaturellm.transformations.AddTransformation class method) (skfeaturellm.transformations.BaseTransformation class method) (skfeaturellm.transformations.DivTransformation class method) (skfeaturellm.transformations.ExpTransformation class method) (skfeaturellm.transformations.Log1pTransformation class method) (skfeaturellm.transformations.LogTransformation class method) (skfeaturellm.transformations.MaxTransformation class method) (skfeaturellm.transformations.MinTransformation class method) (skfeaturellm.transformations.MulTransformation class method) (skfeaturellm.transformations.PowTransformation class method) (skfeaturellm.transformations.SqrtTransformation class method) (skfeaturellm.transformations.SubTransformation class method)

get_registered_transformations() (in module skfeaturellm.transformations) get_required_columns() (skfeaturellm.transformations.BaseTransformation method) (skfeaturellm.transformations.BinaryArithmeticTransformation method) (skfeaturellm.transformations.TransformationPipeline method) (skfeaturellm.transformations.UnaryTransformation method) get_transformation_types_for_prompt() (in module skfeaturellm.transformations) get_unary_operation_types() (in module skfeaturellm.transformations)

I

ideas (skfeaturellm.schemas.FeatureEngineeringIdeas attribute)

InvalidValueError

L

LLMFeatureEngineer (class in skfeaturellm.feature_engineer) LLMInterface (class in skfeaturellm.llm_interface)

load() (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer class method) Log1pTransformation (class in skfeaturellm.transformations) LogTransformation (class in skfeaturellm.transformations)

M

MaxTransformation (class in skfeaturellm.transformations) MinTransformation (class in skfeaturellm.transformations) model_config (skfeaturellm.schemas.FeatureDescription attribute) (skfeaturellm.schemas.FeatureDescriptions attribute) (skfeaturellm.schemas.FeatureEngineeringIdea attribute) (skfeaturellm.schemas.FeatureEngineeringIdeas attribute) (skfeaturellm.schemas.TransformationParameters attribute)

module skfeaturellm.feature_engineer skfeaturellm.feature_engineering_transformer skfeaturellm.feature_evaluation skfeaturellm.llm_interface skfeaturellm.schemas skfeaturellm.transformations MulTransformation (class in skfeaturellm.transformations)

N

n_bins (skfeaturellm.schemas.TransformationParameters attribute)

name (skfeaturellm.schemas.FeatureDescription attribute), [1]

P

parameters (skfeaturellm.schemas.FeatureEngineeringIdea attribute), [1] plot_distributions() (skfeaturellm.feature_evaluation.FeatureEvaluator method)

power (skfeaturellm.schemas.TransformationParameters attribute) PowTransformation (class in skfeaturellm.transformations)

R

register_transformation() (in module skfeaturellm.transformations)

S

save() (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer method) set_fit_request() (skfeaturellm.feature_engineer.LLMFeatureEngineer method) skfeaturellm.feature_engineer module skfeaturellm.feature_engineering_transformer module skfeaturellm.feature_evaluation module

skfeaturellm.llm_interface module skfeaturellm.schemas module skfeaturellm.transformations module SqrtTransformation (class in skfeaturellm.transformations) SubTransformation (class in skfeaturellm.transformations) summary (skfeaturellm.feature_evaluation.FeatureEvaluationResult property)

T

to_dict() (skfeaturellm.feature_evaluation.FeatureEvaluationResult method) to_executor_config() (skfeaturellm.schemas.FeatureEngineeringIdeas method) to_executor_dict() (skfeaturellm.schemas.FeatureEngineeringIdea method) to_html() (skfeaturellm.feature_evaluation.FeatureEvaluationResult method) to_transformer() (skfeaturellm.feature_engineer.LLMFeatureEngineer method) transform() (skfeaturellm.feature_engineer.LLMFeatureEngineer method) (skfeaturellm.feature_engineering_transformer.FeatureEngineeringTransformer method) (skfeaturellm.transformations.BaseTransformation method) (skfeaturellm.transformations.BinaryArithmeticTransformation method) (skfeaturellm.transformations.TransformationPipeline method) (skfeaturellm.transformations.UnaryTransformation method)

TransformationError TransformationParameters (class in skfeaturellm.schemas) TransformationParseError TransformationPipeline (class in skfeaturellm.transformations) type (skfeaturellm.schemas.FeatureDescription attribute), [1] (skfeaturellm.schemas.FeatureEngineeringIdea attribute), [1]

U

UnaryTransformation (class in skfeaturellm.transformations)

V

validate_columns() (skfeaturellm.transformations.BaseTransformation method)

validate_operands() (skfeaturellm.schemas.FeatureEngineeringIdea method)