Index

A

add_step() (hyperparameter_hunter.feature_engineering.FeatureEngineer method) add_to_json() (in module hyperparameter_hunter.utils.file_utils) AggregatorEvaluations (class in hyperparameter_hunter.callbacks.aggregators) AggregatorHoldout (class in hyperparameter_hunter.callbacks.aggregators) AggregatorLosses (class in hyperparameter_hunter.callbacks.aggregators)

AggregatorOOF (class in hyperparameter_hunter.callbacks.aggregators) AggregatorTest (class in hyperparameter_hunter.callbacks.aggregators) AggregatorTimes (class in hyperparameter_hunter.callbacks.aggregators) Alias (class in hyperparameter_hunter.utils.general_utils) ArgumentTracer (class in hyperparameter_hunter.tracers)

B

BaseAggregatorCallback (class in hyperparameter_hunter.callbacks.bases) BaseCallback (class in hyperparameter_hunter.callbacks.bases) BaseEvaluatorCallback (class in hyperparameter_hunter.callbacks.bases) BaseInputWranglerCallback (class in hyperparameter_hunter.callbacks.bases) BaseLoggerCallback (class in hyperparameter_hunter.callbacks.bases) BasePredictorCallback (class in hyperparameter_hunter.callbacks.bases)

BaseTargetWranglerCallback (class in hyperparameter_hunter.callbacks.bases) BaseWranglerCallback (class in hyperparameter_hunter.callbacks.bases) bounds() (hyperparameter_hunter.space.dimensions.Categorical property) (hyperparameter_hunter.space.dimensions.Dimension property) (hyperparameter_hunter.space.dimensions.NumericalDimension property) (hyperparameter_hunter.space.space_core.Space property) build_temp_model_file() (in module hyperparameter_hunter.utils.parsing_utils)

C

Categorical (class in hyperparameter_hunter.space.dimensions) check_dimension() (in module hyperparameter_hunter.space.space_core)

clear_file() (in module hyperparameter_hunter.utils.file_utils) current_seed (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus attribute)

D

DatasetNameReport (class in hyperparameter_hunter.feature_engineering) debug() (hyperparameter_hunter.settings.G static method) debug_() (hyperparameter_hunter.settings.G method) deep_restricted_update() (in module hyperparameter_hunter.utils.general_utils) default_do_full_save() (in module hyperparameter_hunter.utils.result_utils) default_json_write() (in module hyperparameter_hunter.utils.file_utils) Deprecated (class in hyperparameter_hunter.utils.version_utils)

Dimension (class in hyperparameter_hunter.space.dimensions) dimension_subset() (in module hyperparameter_hunter.utils.optimization_utils) distance() (hyperparameter_hunter.space.dimensions.Categorical method) (hyperparameter_hunter.space.dimensions.Dimension method) (hyperparameter_hunter.space.dimensions.NumericalDimension method) (hyperparameter_hunter.space.space_core.Space method) distribution() (hyperparameter_hunter.space.dimensions.Dimension property) does_fit_in_space() (in module hyperparameter_hunter.utils.optimization_utils)

E

EMPTY_SENTINEL (class in hyperparameter_hunter.feature_engineering) EngineerStep (class in hyperparameter_hunter.feature_engineering) Env (hyperparameter_hunter.settings.G attribute) exec_module() (hyperparameter_hunter.importer.KerasLayerLoader method) (hyperparameter_hunter.importer.KerasMultiInitializerLoader method)

expand_mins_secs() (in module hyperparameter_hunter.utils.general_utils) extra_enter_attrs() (in module hyperparameter_hunter.utils.general_utils) extract_imports() (in module hyperparameter_hunter.utils.parsing_utils)

F

f() (hyperparameter_hunter.feature_engineering.EngineerStep property) FeatureEngineer (class in hyperparameter_hunter.feature_engineering) filter_by_space() (in module hyperparameter_hunter.utils.optimization_utils)

find_spec() (hyperparameter_hunter.importer.Interceptor method) flatten() (in module hyperparameter_hunter.utils.general_utils) float_format (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus attribute) format_predictions() (in module hyperparameter_hunter.utils.result_utils)

G

G (class in hyperparameter_hunter.settings) get_boston_data() (in module hyperparameter_hunter.utils.learning_utils) get_breast_cancer_data() (in module hyperparameter_hunter.utils.learning_utils) get_by_name() (hyperparameter_hunter.space.space_core.Space method) get_choice_dimensions() (in module hyperparameter_hunter.utils.optimization_utils) get_comparison_attrs() (hyperparameter_hunter.feature_engineering.EngineerStep static method) get_datasets_for_f() (hyperparameter_hunter.feature_engineering.EngineerStep method) get_diabetes_data() (in module hyperparameter_hunter.utils.learning_utils) get_engineering_step_params() (in module hyperparameter_hunter.feature_engineering) get_engineering_step_stage() (in module hyperparameter_hunter.feature_engineering)

get_ids_by() (in module hyperparameter_hunter.utils.optimization_utils) get_iris_data() (in module hyperparameter_hunter.utils.learning_utils) get_key_data() (hyperparameter_hunter.feature_engineering.EngineerStep method) (hyperparameter_hunter.feature_engineering.FeatureEngineer method) get_params() (hyperparameter_hunter.space.dimensions.Categorical method) (hyperparameter_hunter.space.dimensions.Dimension method) (hyperparameter_hunter.space.dimensions.Integer method) (hyperparameter_hunter.space.dimensions.Real method) get_pima_indians_data() (in module hyperparameter_hunter.utils.learning_utils) get_scored_params() (in module hyperparameter_hunter.utils.optimization_utils) get_toy_classification_data() (in module hyperparameter_hunter.utils.learning_utils)

H

hash_callable() (in module hyperparameter_hunter.keys.hashing) hash_datasets() (in module hyperparameter_hunter.feature_engineering) HHVersion (class in hyperparameter_hunter.utils.version_utils) honorary_step_from_dict() (hyperparameter_hunter.feature_engineering.EngineerStep class method) hook_json_read() (in module hyperparameter_hunter.utils.file_utils) hook_keras_initializers() (in module hyperparameter_hunter.importer) hook_keras_layer() (in module hyperparameter_hunter.importer) hyperparameter_hunter.callbacks module hyperparameter_hunter.callbacks.aggregators module hyperparameter_hunter.callbacks.bases module hyperparameter_hunter.callbacks.loggers module hyperparameter_hunter.callbacks.wranglers module hyperparameter_hunter.feature_engineering module hyperparameter_hunter.importer module hyperparameter_hunter.keys module hyperparameter_hunter.keys.hashing module

hyperparameter_hunter.settings module hyperparameter_hunter.space module hyperparameter_hunter.space.dimensions module hyperparameter_hunter.space.space_core module hyperparameter_hunter.tracers module hyperparameter_hunter.utils module hyperparameter_hunter.utils.file_utils module hyperparameter_hunter.utils.general_utils module hyperparameter_hunter.utils.learning_utils module hyperparameter_hunter.utils.optimization_utils module hyperparameter_hunter.utils.parsing_utils module hyperparameter_hunter.utils.result_utils module hyperparameter_hunter.utils.version_utils module

I

import_hooks (hyperparameter_hunter.settings.G attribute) ImportParser (class in hyperparameter_hunter.utils.parsing_utils) Integer (class in hyperparameter_hunter.space.dimensions) Interceptor (class in hyperparameter_hunter.importer) inverse_transform() (hyperparameter_hunter.feature_engineering.EngineerStep method) (hyperparameter_hunter.feature_engineering.FeatureEngineer method) (hyperparameter_hunter.space.dimensions.Dimension method) (hyperparameter_hunter.space.dimensions.Integer method) (hyperparameter_hunter.space.dimensions.Real method) (hyperparameter_hunter.space.space_core.Space method)

is_categorical() (hyperparameter_hunter.space.space_core.Space property) is_line_comment() (in module hyperparameter_hunter.keys.hashing) is_real() (hyperparameter_hunter.space.space_core.Space property)

K

KerasLayerLoader (class in hyperparameter_hunter.importer)

KerasMultiInitializerLoader (class in hyperparameter_hunter.importer)

L

lambda_callback() (in module hyperparameter_hunter.callbacks.bases) last_evaluation_results (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations attribute) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus attribute) LocationTracer (class in hyperparameter_hunter.tracers) log() (hyperparameter_hunter.settings.G static method) Log10 (class in hyperparameter_hunter.space.dimensions)

log_() (hyperparameter_hunter.settings.G method) log_separator (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus attribute) LoggerEvaluation (class in hyperparameter_hunter.callbacks.loggers) LoggerFitStatus (class in hyperparameter_hunter.callbacks.loggers) LoggerHoldout (class in hyperparameter_hunter.callbacks.loggers) LoggerOOF (class in hyperparameter_hunter.callbacks.loggers) LoggerTest (class in hyperparameter_hunter.callbacks.loggers)

M

make_dirs() (in module hyperparameter_hunter.utils.file_utils) make_hash_sha256() (in module hyperparameter_hunter.keys.hashing) merge_dfs() (in module hyperparameter_hunter.feature_engineering) module hyperparameter_hunter.callbacks hyperparameter_hunter.callbacks.aggregators hyperparameter_hunter.callbacks.bases hyperparameter_hunter.callbacks.loggers hyperparameter_hunter.callbacks.wranglers hyperparameter_hunter.feature_engineering hyperparameter_hunter.importer hyperparameter_hunter.keys hyperparameter_hunter.keys.hashing hyperparameter_hunter.settings hyperparameter_hunter.space hyperparameter_hunter.space.dimensions hyperparameter_hunter.space.space_core hyperparameter_hunter.tracers hyperparameter_hunter.utils hyperparameter_hunter.utils.file_utils hyperparameter_hunter.utils.general_utils hyperparameter_hunter.utils.learning_utils hyperparameter_hunter.utils.optimization_utils hyperparameter_hunter.utils.parsing_utils hyperparameter_hunter.utils.result_utils hyperparameter_hunter.utils.version_utils

multi_visit() (in module hyperparameter_hunter.utils.general_utils)

N

n_dims() (hyperparameter_hunter.space.space_core.Space property) name() (hyperparameter_hunter.feature_engineering.EngineerStep property) (hyperparameter_hunter.space.dimensions.Dimension property) names() (hyperparameter_hunter.space.space_core.Space method)

names_for_merge() (in module hyperparameter_hunter.feature_engineering) normalize_dimensions() (in module hyperparameter_hunter.space.space_core) now_time() (in module hyperparameter_hunter.utils.general_utils) NumericalDimension (class in hyperparameter_hunter.space.dimensions)

O

on_exp_end() (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations method) (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_exp_start() (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_fold_end() (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations method) (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_fold_start() (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method)

on_rep_end() (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations method) (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_rep_start() (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_run_end() (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations method) (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method) on_run_start() (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes method) (hyperparameter_hunter.callbacks.bases.BaseCallback method) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus method)

P

ParameterParser (class in hyperparameter_hunter.feature_engineering) ParametersFromFile (class in hyperparameter_hunter.utils.file_utils) params() (hyperparameter_hunter.feature_engineering.EngineerStep property)

print_tree() (in module hyperparameter_hunter.utils.file_utils) prior (hyperparameter_hunter.space.dimensions.Dimension attribute) priority_callbacks (hyperparameter_hunter.settings.G attribute)

R

read_json() (in module hyperparameter_hunter.utils.file_utils) read_source_script() (in module hyperparameter_hunter.utils.parsing_utils) Real (class in hyperparameter_hunter.space.dimensions) real_name() (in module hyperparameter_hunter.utils.file_utils) RejectedOptional (class in hyperparameter_hunter.space.dimensions) remove_comments() (in module hyperparameter_hunter.utils.parsing_utils)

remove_imports() (in module hyperparameter_hunter.utils.parsing_utils) reset_attributes() (hyperparameter_hunter.settings.G class method) RetryMakeDirs (class in hyperparameter_hunter.utils.file_utils) rvs() (hyperparameter_hunter.space.dimensions.Categorical method) (hyperparameter_hunter.space.dimensions.Dimension method) (hyperparameter_hunter.space.space_core.Space method)

S

save_transformed_predictions (hyperparameter_hunter.settings.G attribute) sec_to_hms() (in module hyperparameter_hunter.utils.general_utils) sentinel_registry (hyperparameter_hunter.settings.G attribute) set_default_attr() (in module hyperparameter_hunter.utils.general_utils) short_repr() (in module hyperparameter_hunter.utils.general_utils) Singleton (class in hyperparameter_hunter.space.dimensions) size() (hyperparameter_hunter.space.dimensions.Dimension property) Space (class in hyperparameter_hunter.space.space_core) split_merged_df() (in module hyperparameter_hunter.feature_engineering)

stage() (hyperparameter_hunter.feature_engineering.EngineerStep property) standard_equality() (in module hyperparameter_hunter.utils.general_utils) stat_aggregates (hyperparameter_hunter.callbacks.aggregators.AggregatorEvaluations attribute) (hyperparameter_hunter.callbacks.aggregators.AggregatorTimes attribute) (hyperparameter_hunter.callbacks.loggers.LoggerFitStatus attribute) steps() (hyperparameter_hunter.feature_engineering.FeatureEngineer property) stringify() (hyperparameter_hunter.feature_engineering.EngineerStep method) stringify_model_builder() (in module hyperparameter_hunter.utils.parsing_utils) subdict() (in module hyperparameter_hunter.utils.general_utils)

T

to_hashable() (in module hyperparameter_hunter.keys.hashing) to_snake_case() (in module hyperparameter_hunter.utils.general_utils) to_standard_string() (in module hyperparameter_hunter.utils.general_utils) transform() (hyperparameter_hunter.space.dimensions.Dimension method) (hyperparameter_hunter.space.space_core.Space method) transformed_bounds() (hyperparameter_hunter.space.dimensions.Categorical property) (hyperparameter_hunter.space.dimensions.Dimension property) (hyperparameter_hunter.space.dimensions.Integer property) (hyperparameter_hunter.space.dimensions.Real property) (hyperparameter_hunter.space.space_core.Space property)

transformed_n_dims() (hyperparameter_hunter.space.space_core.Space property) transformed_size() (hyperparameter_hunter.space.dimensions.Categorical property) (hyperparameter_hunter.space.dimensions.Dimension property) transformer() (hyperparameter_hunter.space.dimensions.Dimension property)

V

validate_dataset_names() (in module hyperparameter_hunter.feature_engineering) visit_arg() (hyperparameter_hunter.feature_engineering.ParameterParser method) visit_feature_engineer() (in module hyperparameter_hunter.utils.optimization_utils)

visit_Import() (hyperparameter_hunter.utils.parsing_utils.ImportParser method) visit_ImportFrom() (hyperparameter_hunter.utils.parsing_utils.ImportParser method) visit_Return() (hyperparameter_hunter.feature_engineering.ParameterParser method)

W

warn() (hyperparameter_hunter.settings.G static method) warn_() (hyperparameter_hunter.settings.G method)

write_json() (in module hyperparameter_hunter.utils.file_utils) write_python() (in module hyperparameter_hunter.utils.parsing_utils)