Index

A

add_leader_model() (in module autoflow.hdl.utils) AUTO (autoflow.constants.ExperimentType attribute) autoflow module autoflow.constants module autoflow.ensemble module autoflow.ensemble.base module autoflow.ensemble.mean module autoflow.ensemble.mean.regressor module autoflow.ensemble.stack module autoflow.ensemble.stack.base module autoflow.ensemble.stack.classifier module autoflow.ensemble.stack.regressor module autoflow.ensemble.trained_data_fetcher module autoflow.ensemble.trials_fetcher module autoflow.ensemble.utils module autoflow.ensemble.vote module autoflow.ensemble.vote.classifier module autoflow.evaluation module autoflow.evaluation.train_evaluator module autoflow.feature_engineer module autoflow.feature_engineer.compress module autoflow.feature_engineer.compress.pearson module autoflow.feature_engineer.compress.similarity_base module autoflow.feature_engineer.compress.variance module autoflow.feature_engineer.encode module

autoflow.feature_engineer.encode.label_encode module autoflow.feature_engineer.operate module autoflow.feature_engineer.operate.drop_all module autoflow.hdl module autoflow.hdl.hdl_constructor module autoflow.hdl.smac module autoflow.hdl.utils module autoflow.metrics module autoflow.metrics.classification_metrics module autoflow.tuner module, [1] autoflow.utils module autoflow.utils.concurrence module autoflow.utils.config_space module autoflow.utils.data module autoflow.utils.dataframe module autoflow.utils.graphviz module autoflow.utils.hash module autoflow.utils.klass module autoflow.utils.logging_ module autoflow.utils.math_ module autoflow.utils.ml_task module autoflow.utils.packages module autoflow.utils.pipeline module autoflow.utils.typing_ module

B

balanced_accuracy() (in module autoflow.metrics.classification_metrics)

build_prediction_list() (autoflow.ensemble.base.EnsembleEstimator method)

C

calculate_confusion_matrix() (in module autoflow.metrics) calculate_score() (in module autoflow.metrics) choice() (in module autoflow.hdl.smac) ColorSelector (class in autoflow.utils.graphviz) compute() (autoflow.evaluation.train_evaluator.TrainEvaluator method) concat_pipeline() (in module autoflow.utils.pipeline) ConfigSpaceGrid (class in autoflow.utils.config_space)

convert_to_bin() (in module autoflow.utils.data) convert_to_num() (in module autoflow.utils.data) core_func() (autoflow.feature_engineer.compress.pearson.Pearson method) (autoflow.feature_engineer.compress.similarity_base.SimilarityBase method) create_component() (autoflow.evaluation.train_evaluator.TrainEvaluator method) create_estimator() (autoflow.evaluation.train_evaluator.TrainEvaluator method) create_preprocessor() (autoflow.evaluation.train_evaluator.TrainEvaluator method) critical() (autoflow.utils.logging_.PickableLoggerAdapter method)

D

data_manager (autoflow.hdl.hdl_constructor.HDL_Constructor attribute), [1] DataFrameValuesWrapper (class in autoflow.utils.dataframe) debug() (autoflow.utils.logging_.PickableLoggerAdapter method) decision_function() (autoflow.ensemble.stack.classifier.StackClassifier method)

densify() (in module autoflow.utils.data) design_initial_configs() (autoflow.tuner.Tuner method), [1] draw_workflow_space() (autoflow.hdl.hdl_constructor.HDL_Constructor method), [1] DropAll (class in autoflow.feature_engineer.operate.drop_all)

E

ENSEMBLE (autoflow.constants.ExperimentType attribute) EnsembleEstimator (class in autoflow.ensemble.base) error() (autoflow.utils.logging_.PickableLoggerAdapter method)

estimate_config_space_numbers() (in module autoflow.utils.config_space) evaluate() (autoflow.evaluation.train_evaluator.TrainEvaluator method) exception() (autoflow.utils.logging_.PickableLoggerAdapter method) ExperimentType (class in autoflow.constants)

F

fetch() (autoflow.ensemble.trained_data_fetcher.TrainedDataFetcher method) (autoflow.ensemble.trials_fetcher.GetBestK method) (autoflow.ensemble.trials_fetcher.GetSpecificTrials method) (autoflow.ensemble.trials_fetcher.TrialsFetcher method) find_components() (in module autoflow.utils.packages) finite_array() (in module autoflow.utils.data) fit() (autoflow.ensemble.stack.base.StackEstimator method) (autoflow.feature_engineer.compress.similarity_base.SimilarityBase method) (autoflow.feature_engineer.compress.variance.Variance method) (autoflow.feature_engineer.encode.label_encode.LabelEncoder method) (autoflow.feature_engineer.operate.drop_all.DropAll method) (autoflow.utils.typing_.GenericEstimator method)

fit_trained_data() (autoflow.ensemble.base.EnsembleEstimator method) (autoflow.ensemble.stack.base.StackEstimator method) fit_transform() (autoflow.feature_engineer.operate.drop_all.DropAll method) float_gcd() (in module autoflow.utils.math_)

G

gather_kwargs_from_signature_and_attributes() (in module autoflow.utils.klass) generate_grid() (autoflow.utils.config_space.ConfigSpaceGrid method) generic_recommend() (autoflow.hdl.hdl_constructor.HDL_Constructor method), [1] GenericEstimator (class in autoflow.utils.typing_) get_cache_key() (autoflow.evaluation.train_evaluator.TrainEvaluator method) get_cartesian_product() (autoflow.utils.config_space.ConfigSpaceGrid method) get_chunks() (in module autoflow.utils.concurrence) get_class_full_name() (in module autoflow.utils.klass) get_class_name_of_module() (in module autoflow.utils.packages) get_class_object_in_pipeline_components() (in module autoflow.utils.packages) get_default_hp_of_cls() (in module autoflow.hdl.utils) get_grid_initial_configs() (in module autoflow.utils.config_space) get_hash_decimal_of_str() (in module autoflow.utils.hash) get_hash_of_array() (in module autoflow.utils.hash) get_hash_of_config() (in module autoflow.utils.hash) get_hash_of_dataframe() (in module autoflow.utils.hash) get_hash_of_dataframe_csv() (in module autoflow.utils.hash) get_hash_of_dataframe_deprecated() (in module autoflow.utils.hash) get_hash_of_dict() (in module autoflow.utils.hash) get_hash_of_file() (in module autoflow.utils.hash)

get_hash_of_str() (in module autoflow.utils.hash) get_hash_of_Xy() (in module autoflow.utils.hash) get_hdl() (autoflow.hdl.hdl_constructor.HDL_Constructor method), [1] get_hdl_bank() (in module autoflow.hdl.utils) get_hdl_dataframe() (autoflow.hdl.hdl_constructor.HDL_Constructor method) get_int_length() (in module autoflow.utils.math_) get_logger() (in module autoflow.utils.logging_) get_ml_task_from_y() (in module autoflow.utils.ml_task) get_object_columns() (in module autoflow.utils.dataframe) get_origin_models() (in module autoflow.hdl.utils) get_params_in_dict() (autoflow.hdl.hdl_constructor.HDL_Constructor method) get_random_initial_configs() (in module autoflow.utils.config_space) get_run_limit() (autoflow.tuner.Tuner method), [1] get_start_end_tuples() (in module autoflow.feature_engineer.compress.similarity_base) get_unique_col_name() (in module autoflow.utils.dataframe) get_valid_params_in_kwargs() (in module autoflow.utils.klass) get_value_set() (autoflow.utils.config_space.ConfigSpaceGrid method) get_Xy() (autoflow.evaluation.train_evaluator.TrainEvaluator method) GetBestK (class in autoflow.ensemble.trials_fetcher) GetSpecificTrials (class in autoflow.ensemble.trials_fetcher)

H

hdl (autoflow.hdl.hdl_constructor.HDL_Constructor attribute), [1]

hdl2shps() (autoflow.tuner.Tuner method), [1] HDL_Constructor (class in autoflow.hdl.hdl_constructor), [1]

I

import_by_package_url() (in module autoflow.utils.packages) info() (autoflow.utils.logging_.PickableLoggerAdapter method) instancing() (in module autoflow.utils.klass) int_loguniform() (in module autoflow.hdl.smac) int_qloguniform() (in module autoflow.hdl.smac) int_quniform() (in module autoflow.hdl.smac) int_uniform() (in module autoflow.hdl.smac) interactive_display_workflow_space() (autoflow.hdl.hdl_constructor.HDL_Constructor method) inverse_dict() (in module autoflow.utils.dataframe)

is_cat() (in module autoflow.utils.data) is_date() (in module autoflow.utils.data) is_hdl_bottom() (in module autoflow.hdl.utils) is_highC_cat() (in module autoflow.utils.data) is_highR_nan() (in module autoflow.utils.data) is_nan() (in module autoflow.utils.data) is_target_need_label_encode() (in module autoflow.utils.data) is_text() (in module autoflow.utils.data) isEnabledFor() (autoflow.utils.logging_.PickableLoggerAdapter method)

L

LabelEncoder (class in autoflow.feature_engineer.encode.label_encode) log() (autoflow.utils.logging_.PickableLoggerAdapter method)

loguniform() (in module autoflow.hdl.smac) loss() (autoflow.evaluation.train_evaluator.TrainEvaluator method)

M

mainTask (autoflow.ensemble.base.EnsembleEstimator attribute) (autoflow.ensemble.stack.classifier.StackClassifier attribute) (autoflow.ensemble.stack.regressor.StackRegressor attribute) make_scorer() (in module autoflow.metrics) MANUAL (autoflow.constants.ExperimentType attribute) match_cs_key() (autoflow.tuner.Tuner method), [1] mean_predicts() (in module autoflow.ensemble.utils) MeanRegressor (class in autoflow.ensemble.mean.regressor) ml_task (autoflow.hdl.hdl_constructor.HDL_Constructor attribute), [1] MLTask (class in autoflow.utils.ml_task) module autoflow autoflow.constants autoflow.ensemble autoflow.ensemble.base autoflow.ensemble.mean autoflow.ensemble.mean.regressor autoflow.ensemble.stack autoflow.ensemble.stack.base autoflow.ensemble.stack.classifier autoflow.ensemble.stack.regressor autoflow.ensemble.trained_data_fetcher autoflow.ensemble.trials_fetcher autoflow.ensemble.utils autoflow.ensemble.vote autoflow.ensemble.vote.classifier autoflow.evaluation autoflow.evaluation.train_evaluator autoflow.feature_engineer autoflow.feature_engineer.compress autoflow.feature_engineer.compress.pearson autoflow.feature_engineer.compress.similarity_base autoflow.feature_engineer.compress.variance autoflow.feature_engineer.encode autoflow.feature_engineer.encode.label_encode autoflow.feature_engineer.operate autoflow.feature_engineer.operate.drop_all autoflow.hdl autoflow.hdl.hdl_constructor autoflow.hdl.smac autoflow.hdl.utils autoflow.metrics autoflow.metrics.classification_metrics autoflow.tuner, [1] autoflow.utils autoflow.utils.concurrence autoflow.utils.config_space autoflow.utils.data autoflow.utils.dataframe autoflow.utils.graphviz autoflow.utils.hash autoflow.utils.klass autoflow.utils.logging_ autoflow.utils.math_ autoflow.utils.ml_task autoflow.utils.packages autoflow.utils.pipeline autoflow.utils.typing_

N

name (autoflow.feature_engineer.compress.pearson.Pearson attribute) (autoflow.feature_engineer.compress.similarity_base.SimilarityBase attribute)

P

pac_score() (in module autoflow.metrics.classification_metrics) parse_item() (autoflow.hdl.hdl_constructor.HDL_Constructor method) parse_key() (autoflow.evaluation.train_evaluator.TrainEvaluator method) parse_n_jobs() (in module autoflow.utils.concurrence) Pearson (class in autoflow.feature_engineer.compress.pearson) PickableLoggerAdapter (class in autoflow.utils.logging_) predict() (autoflow.ensemble.mean.regressor.MeanRegressor method) (autoflow.ensemble.stack.base.StackEstimator method) (autoflow.ensemble.vote.classifier.VoteClassifier method) (autoflow.utils.typing_.GenericEstimator method) predict_meta_features() (autoflow.ensemble.stack.base.StackEstimator method) (autoflow.ensemble.stack.classifier.StackClassifier method) (autoflow.ensemble.stack.regressor.StackRegressor method)

predict_proba() (autoflow.ensemble.stack.classifier.StackClassifier method) (autoflow.ensemble.vote.classifier.VoteClassifier method) (autoflow.utils.typing_.GenericEstimator method) predict_RAM_usage() (in module autoflow.utils.data) prepare_beam_search_configs() (autoflow.tuner.Tuner method), [1] process_dataframe() (in module autoflow.utils.dataframe) process_duplicated_columns() (in module autoflow.utils.dataframe) purify_DAG_describe() (autoflow.hdl.hdl_constructor.HDL_Constructor method) purify_key() (in module autoflow.hdl.utils) purify_keys() (in module autoflow.hdl.utils) purify_node() (in module autoflow.utils.pipeline) purify_step_name() (autoflow.hdl.hdl_constructor.HDL_Constructor method)

Q

qloguniform() (in module autoflow.hdl.smac)

quniform() (in module autoflow.hdl.smac)

R

random_state (autoflow.hdl.hdl_constructor.HDL_Constructor attribute), [1] rectify_dtypes() (in module autoflow.utils.dataframe) replace_dict() (in module autoflow.utils.dataframe) replace_dicts() (in module autoflow.utils.dataframe)

replace_nan_to_None() (in module autoflow.utils.dataframe) replace_phps() (in module autoflow.utils.config_space) run() (autoflow.hdl.hdl_constructor.HDL_Constructor method), [1] (autoflow.tuner.Tuner method), [1]

S

Scorer (class in autoflow.metrics) sensitivity() (in module autoflow.metrics.classification_metrics) sequencing() (in module autoflow.utils.klass) set_beam_search_result_to_cs_default() (autoflow.tuner.Tuner method), [1] set_data_manager() (autoflow.tuner.Tuner method), [1] set_hdl() (autoflow.tuner.Tuner method), [1] set_if_not_None() (in module autoflow.utils.klass) set_random_state() (autoflow.tuner.Tuner method), [1] set_resource_manager() (autoflow.tuner.Tuner method), [1]

set_task() (autoflow.tuner.Tuner method), [1] setup_logger() (in module autoflow.utils.logging_) shp2model() (autoflow.evaluation.train_evaluator.TrainEvaluator method) SimilarityBase (class in autoflow.feature_engineer.compress.similarity_base) softmax() (in module autoflow.utils.data) specificity() (in module autoflow.metrics.classification_metrics) StackClassifier (class in autoflow.ensemble.stack.classifier) StackEstimator (class in autoflow.ensemble.stack.base) StackRegressor (class in autoflow.ensemble.stack.regressor) StrSignatureMixin (class in autoflow.utils.klass)

T

to_array() (in module autoflow.utils.data) TrainedDataFetcher (class in autoflow.ensemble.trained_data_fetcher) TrainEvaluator (class in autoflow.evaluation.train_evaluator) transform() (autoflow.feature_engineer.compress.similarity_base.SimilarityBase method) (autoflow.feature_engineer.encode.label_encode.LabelEncoder method) (autoflow.feature_engineer.operate.drop_all.DropAll method)

TrialsFetcher (class in autoflow.ensemble.trials_fetcher) Tuner (class in autoflow.tuner), [1], [2]

U

uniform() (in module autoflow.hdl.smac)

union_pipeline() (in module autoflow.utils.pipeline)

V

Variance (class in autoflow.feature_engineer.compress.variance)

vote_predicts() (in module autoflow.ensemble.utils) VoteClassifier (class in autoflow.ensemble.vote.classifier)

W

warning() (autoflow.utils.logging_.PickableLoggerAdapter method)

wrap_to_dataframe() (autoflow.utils.dataframe.DataFrameValuesWrapper method)