Index

A

acceptable_task_types() (fedot.core.operations.operation.Operation property) accuracy (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) add_node() (fedot.core.graphs.graph.GraphObject method) allow_single_operations (fedot.core.composer.composer.ComposerRequirements attribute) allowed_positions (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) analyze() (fedot.sensitivity.chain_sensitivity.ChainStructureAnalyze method) (fedot.sensitivity.node_sensitivity.NodeAnalysis method) (fedot.sensitivity.node_sensitivity.NodeAnalyzeApproach method) (fedot.sensitivity.node_sensitivity.NodeDeletionAnalyze method) (fedot.sensitivity.node_sensitivity.NodeReplaceOperationAnalyze method) (fedot.sensitivity.node_sensitivity.NodeTuneAnalyze method) (fedot.sensitivity.operation_sensitivity.OperationAnalyze method)

atomized_model_meta_tags() (in module fedot.core.repository.operation_types_repository) atomized_model_type() (in module fedot.core.repository.operation_types_repository)

C

Chain (class in fedot.core.chains.chain) ChainStructureAnalyze (class in fedot.sensitivity.chain_sensitivity) check_and_correct_params() (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ComponentAnalysisImplementation method) check_and_correct_window_size() (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.LaggedTransformationImplementation method) classification (fedot.core.repository.tasks.TaskTypesEnum attribute) classification_dataset() (in module fedot.utilities.synth_dataset_generator) ClassificationMetricsEnum (class in fedot.core.repository.quality_metrics_repository) clean() (fedot.api.main.Fedot method) clean_sample_variables() (in module fedot.sensitivity.operation_sensitivity) clear_cache() (fedot.core.log.LogManager method) clustering (fedot.core.repository.tasks.TaskTypesEnum attribute) ClusteringMetricsEnum (class in fedot.core.repository.quality_metrics_repository)

compatible_task_types() (in module fedot.core.repository.tasks) ComplexityMetricsEnum (class in fedot.core.repository.quality_metrics_repository) ComponentAnalysisImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) compose_chain() (fedot.core.composer.composer.Composer method) Composer (class in fedot.core.composer.composer) ComposerRequirements (class in fedot.core.composer.composer) computation_time (fedot.core.repository.quality_metrics_repository.ComplexityMetricsEnum attribute) convert_results_to_json() (in module fedot.sensitivity.operation_sensitivity) convert_to_multivariate_model() (in module fedot.core.operations.evaluation.evaluation_interfaces) current_strategy() (fedot.core.repository.operation_types_repository.OperationMetaInfo method) custom_params() (fedot.core.chains.node.Node property) CustomPreprocessingStrategy (class in fedot.core.operations.evaluation.common_preprocessing) cv_folds (fedot.core.composer.composer.ComposerRequirements attribute)

D

Data (class in fedot.core.data.data) data_type (fedot.core.data.data.Data attribute) DataOperation (class in fedot.core.operations.data_operation) DataTypesEnum (class in fedot.core.repository.dataset_types) debug() (fedot.core.log.Log method) (fedot.core.log.LogManager property) default_evo_params() (in module fedot.api.main)

default_log() (in module fedot.core.log) delete_node() (fedot.core.graphs.graph.GraphObject method) delete_subtree() (fedot.core.graphs.graph.GraphObject method) depth() (fedot.core.graphs.graph.GraphObject property) description() (fedot.core.operations.operation.Operation property) descriptive_id() (fedot.core.chains.node.Node property) (fedot.core.graphs.graph_node.GraphNode property) distance_to_primary_level() (fedot.core.graphs.graph_node.GraphNode property)

E

error() (fedot.core.log.Log method) EvaluationStrategy (class in fedot.core.operations.evaluation.evaluation_interfaces)

ExogDataTransformationImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations) ext_debug() (fedot.core.log.Log method) extract_task_param() (in module fedot.core.repository.tasks)

F

f1 (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) features (fedot.core.data.data.Data attribute) Fedot (class in fedot.api.main) fedot.api.main (module) fedot.core.chains.chain (module) fedot.core.chains.node (module) fedot.core.chains.tuning.tuner_interface (module) fedot.core.composer.composer (module) fedot.core.data.data (module) fedot.core.graphs.graph (module) fedot.core.graphs.graph_node (module) fedot.core.log (module) fedot.core.operations.data_operation (module) fedot.core.operations.evaluation.common_preprocessing (module) fedot.core.operations.evaluation.evaluation_interfaces (module) fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations (module) fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations (module) fedot.core.operations.model (module) fedot.core.operations.operation (module) fedot.core.repository.dataset_types (module) fedot.core.repository.operation_types_repository (module) fedot.core.repository.quality_metrics_repository (module) fedot.core.repository.tasks (module) fedot.sensitivity.chain_sensitivity (module) fedot.sensitivity.node_sensitivity (module) fedot.sensitivity.operation_sensitivity (module) fedot.utilities.profiler.memory_profiler (module) fedot.utilities.profiler.time_profiler (module) fedot.utilities.synth_dataset_generator (module)

final_check() (fedot.core.chains.tuning.tuner_interface.HyperoptTuner method) fine_tune_all_nodes() (fedot.core.chains.chain.Chain method) fit() (fedot.api.main.Fedot method) (fedot.core.chains.chain.Chain method) (fedot.core.chains.node.Node method) (fedot.core.chains.node.PrimaryNode method) (fedot.core.chains.node.SecondaryNode method) (fedot.core.operations.evaluation.common_preprocessing.CustomPreprocessingStrategy method) (fedot.core.operations.evaluation.evaluation_interfaces.EvaluationStrategy method) (fedot.core.operations.evaluation.evaluation_interfaces.SkLearnEvaluationStrategy method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ComponentAnalysisImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ImputationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.OneHotEncodingImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.ExogDataTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.GaussianFilterImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.LaggedTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.TsSmoothingImplementation method) (fedot.core.operations.operation.Operation method) fit_from_cache() (fedot.core.chains.chain.Chain method) fit_from_scratch() (fedot.core.chains.chain.Chain method) fitted_operation() (fedot.core.chains.node.Node property) forecast() (fedot.api.main.Fedot method) forecast_length (fedot.core.repository.tasks.TsForecastingParams attribute) from_csv() (fedot.core.data.data.Data static method) from_csv_time_series() (fedot.core.data.data.Data static method) from_image() (fedot.core.data.data.Data static method) from_json_files() (fedot.core.data.data.Data static method) from_predictions() (fedot.core.data.data.InputData static method) from_text_files() (fedot.core.data.data.Data static method) from_text_meta_file() (fedot.core.data.data.Data static method)

G

gauss_quantiles_dataset() (in module fedot.utilities.synth_dataset_generator) GaussianFilterImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations) generate_synthetic_data() (in module fedot.utilities.synth_dataset_generator) get_data_from_node() (fedot.core.chains.node.PrimaryNode method) get_logger() (fedot.core.log.LogManager method) get_metric_value() (fedot.core.chains.tuning.tuner_interface.HyperoptTuner static method) get_metrics() (fedot.api.main.Fedot method) get_nodes_degrees() (in module fedot.sensitivity.chain_sensitivity) get_operation_response_matrix() (fedot.sensitivity.operation_sensitivity.OperationAnalyze method) get_operation_type_from_id() (in module fedot.core.repository.operation_types_repository) get_operations_for_task() (in module fedot.core.repository.operation_types_repository) get_params() (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ComponentAnalysisImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ImputationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.NormalizationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.OneHotEncodingImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.PolyFeaturesImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ScalingImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.ExogDataTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.GaussianFilterImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.LaggedTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.TsSmoothingImplementation method)

get_strategies_by_metadata() (fedot.core.repository.operation_types_repository.OperationTypesRepository static method) get_ts_operations() (in module fedot.core.repository.operation_types_repository) GraphNode (class in fedot.core.graphs.graph_node) GraphObject (class in fedot.core.graphs.graph)

H

handlers() (fedot.core.log.Log property)

HyperoptTuner (class in fedot.core.chains.tuning.tuner_interface)

I

id (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) idx (fedot.core.data.data.Data attribute) image (fedot.core.repository.dataset_types.DataTypesEnum attribute) implementation_info() (fedot.core.operations.evaluation.evaluation_interfaces.EvaluationStrategy property) (fedot.core.operations.evaluation.evaluation_interfaces.SkLearnEvaluationStrategy property)

ImputationImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) info() (fedot.core.log.Log method) init_check() (fedot.core.chains.tuning.tuner_interface.HyperoptTuner method) input_types (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) InputData (class in fedot.core.data.data) is_fitted() (fedot.core.chains.chain.Chain property)

K

KernelPCAImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations)

L

LaggedTransformationImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations) length() (fedot.core.graphs.graph.GraphObject property) load() (fedot.api.main.Fedot method) (fedot.core.chains.chain.Chain method)

lock (fedot.sensitivity.operation_sensitivity.OperationAnalyze attribute) Log (class in fedot.core.log) logloss (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) LogManager (class in fedot.core.log)

M

MAE (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) make_saltelly_sample() (in module fedot.sensitivity.operation_sensitivity) MAPE (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) max_arity (fedot.core.composer.composer.ComposerRequirements attribute) max_chain_fit_time (fedot.core.composer.composer.ComposerRequirements attribute) max_depth (fedot.core.composer.composer.ComposerRequirements attribute) max_lead_time (fedot.core.composer.composer.ComposerRequirements attribute) MemoryProfiler (class in fedot.utilities.profiler.memory_profiler) message() (fedot.core.log.Log method)

metadata() (fedot.core.operations.data_operation.DataOperation property) (fedot.core.operations.operation.Operation property) metric_by_id() (fedot.core.repository.quality_metrics_repository.MetricsRepository method) metric_class_by_id() (fedot.core.repository.quality_metrics_repository.MetricsRepository method) MetricsEnum (class in fedot.core.repository.quality_metrics_repository) MetricsRepository (class in fedot.core.repository.quality_metrics_repository) min_arity (fedot.core.composer.composer.ComposerRequirements attribute) Model (class in fedot.core.operations.model) MSE (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) MSLE (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute)

N

Node (class in fedot.core.chains.node) node_data() (fedot.core.chains.node.PrimaryNode property) node_num (fedot.core.repository.quality_metrics_repository.ComplexityMetricsEnum attribute) NodeAnalysis (class in fedot.sensitivity.node_sensitivity) NodeAnalyzeApproach (class in fedot.sensitivity.node_sensitivity)

NodeDeletionAnalyze (class in fedot.sensitivity.node_sensitivity) NodeReplaceOperationAnalyze (class in fedot.sensitivity.node_sensitivity) nodes_with_operation() (in module fedot.core.chains.chain) NodeTuneAnalyze (class in fedot.sensitivity.node_sensitivity) NormalizationImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) num_classes() (fedot.core.data.data.InputData property)

O

OneHotEncodingImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) Operation (class in fedot.core.operations.operation) operation_info_by_id() (fedot.core.repository.operation_types_repository.OperationTypesRepository method) operation_type() (fedot.core.operations.evaluation.evaluation_interfaces.EvaluationStrategy property) OperationAnalyze (class in fedot.sensitivity.operation_sensitivity) OperationMetaInfo (class in fedot.core.repository.operation_types_repository)

operations() (fedot.core.repository.operation_types_repository.OperationTypesRepository property) operations_with_tag() (fedot.core.repository.operation_types_repository.OperationTypesRepository method) OperationTypesRepository (class in fedot.core.repository.operation_types_repository) ordered_subnodes_hierarchy() (fedot.core.graphs.graph_node.GraphNode method) output_types (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) OutputData (class in fedot.core.data.data)

P

PCAImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) plot_prediction() (fedot.api.main.Fedot method) PolyFeaturesImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) precision (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) predict (fedot.core.data.data.OutputData attribute) predict() (fedot.api.main.Fedot method) (fedot.core.chains.chain.Chain method) (fedot.core.chains.node.Node method) (fedot.core.chains.node.PrimaryNode method) (fedot.core.chains.node.SecondaryNode method) (fedot.core.operations.evaluation.common_preprocessing.CustomPreprocessingStrategy method) (fedot.core.operations.evaluation.evaluation_interfaces.EvaluationStrategy method) (fedot.core.operations.evaluation.evaluation_interfaces.SkLearnEvaluationStrategy method) (fedot.core.operations.operation.Operation method)

predict_proba() (fedot.api.main.Fedot method) primary (fedot.core.composer.composer.ComposerRequirements attribute) PrimaryGraphNode (class in fedot.core.graphs.graph_node) PrimaryNode (class in fedot.core.chains.node) profile() (fedot.utilities.profiler.time_profiler.TimeProfiler method)

Q

QualityMetricsEnum (class in fedot.core.repository.quality_metrics_repository)

R

R2 (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) regression (fedot.core.repository.tasks.TaskTypesEnum attribute) regression_dataset() (in module fedot.utilities.synth_dataset_generator) RegressionMetricsEnum (class in fedot.core.repository.quality_metrics_repository) release_handlers() (fedot.core.log.Log method)

RMSE (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) RMSE_penalty (fedot.core.repository.quality_metrics_repository.RegressionMetricsEnum attribute) ROCAUC (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) ROCAUC_penalty (fedot.core.repository.quality_metrics_repository.ClassificationMetricsEnum attribute) root_node() (fedot.core.chains.chain.Chain property) (fedot.core.graphs.graph.GraphObject property)

S

sample() (fedot.sensitivity.node_sensitivity.NodeAnalyzeApproach method) (fedot.sensitivity.node_sensitivity.NodeDeletionAnalyze method) (fedot.sensitivity.node_sensitivity.NodeReplaceOperationAnalyze method) (fedot.sensitivity.node_sensitivity.NodeTuneAnalyze method) (fedot.sensitivity.operation_sensitivity.OperationAnalyze method) save() (fedot.core.chains.chain.Chain method) ScalingImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations) secondary (fedot.core.composer.composer.ComposerRequirements attribute) SecondaryGraphNode (class in fedot.core.graphs.graph_node) SecondaryNode (class in fedot.core.chains.node) show() (fedot.core.graphs.graph.GraphObject method)

silhouette (fedot.core.repository.quality_metrics_repository.ClusteringMetricsEnum attribute) SingletonMeta (class in fedot.core.log) SkLearnEvaluationStrategy (class in fedot.core.operations.evaluation.evaluation_interfaces) sobol_method() (in module fedot.sensitivity.operation_sensitivity) start_end_log_decorator() (in module fedot.core.log) str_columns_check() (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.OneHotEncodingImplementation static method) structural (fedot.core.repository.quality_metrics_repository.ComplexityMetricsEnum attribute) subset() (fedot.core.data.data.InputData method) suitable_operation() (fedot.core.repository.operation_types_repository.OperationTypesRepository method) supplementary_data (fedot.core.data.data.Data attribute) supported_strategies (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute)

T

table (fedot.core.repository.dataset_types.DataTypesEnum attribute) tags (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) target (fedot.core.data.data.InputData attribute) (fedot.core.data.data.OutputData attribute) Task (class in fedot.core.repository.tasks) task (fedot.core.data.data.Data attribute) task_params (fedot.core.repository.tasks.Task attribute) task_type (fedot.core.repository.operation_types_repository.OperationMetaInfo attribute) (fedot.core.repository.tasks.Task attribute) TaskParams (class in fedot.core.repository.tasks) TaskTypesEnum (class in fedot.core.repository.tasks) text (fedot.core.repository.dataset_types.DataTypesEnum attribute)

TimeProfiler (class in fedot.utilities.profiler.time_profiler) transform() (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ComponentAnalysisImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.ImputationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations.OneHotEncodingImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.ExogDataTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.GaussianFilterImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.LaggedTransformationImplementation method) (fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations.TsSmoothingImplementation method) ts (fedot.core.repository.dataset_types.DataTypesEnum attribute) ts_forecasting (fedot.core.repository.tasks.TaskTypesEnum attribute) TsForecastingParams (class in fedot.core.repository.tasks) TsSmoothingImplementation (class in fedot.core.operations.evaluation.operation_implementations.data_operations.ts_transformations) tune_chain() (fedot.core.chains.tuning.tuner_interface.HyperoptTuner method)

U

unfit() (fedot.core.chains.chain.Chain method) (fedot.core.chains.node.Node method) (fedot.core.chains.node.PrimaryNode method)

update_fitted_on_data() (fedot.core.chains.chain.Chain method) update_node() (fedot.core.graphs.graph.GraphObject method) update_subtree() (fedot.core.graphs.graph.GraphObject method)

W

warn() (fedot.core.log.Log method)

worker() (fedot.sensitivity.operation_sensitivity.OperationAnalyze method)