diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml index a1449f10e7..45422d04eb 100644 --- a/.github/workflows/stale.yaml +++ b/.github/workflows/stale.yaml @@ -9,7 +9,7 @@ jobs: steps: - uses: actions/stale@v3 with: - days-before-stale: 30 + days-before-stale: 60 days-before-close: 7 stale-issue-message: > This issue has been automatically marked as stale because it has not had @@ -18,7 +18,5 @@ jobs: close-issue-message: > This issue has been automatically closed due to inactivity. stale-issue-label: 'stale' - # Only issues with ANY of these labels are checked. - # Separate multiple labels with commas (eg. "incomplete,waiting-feedback"). - any-of-labels: 'Answered,Feedback-Required,invalid,wontfix' + only-issue-labels: 'Answered,Feedback-Required,invalid,wontfix' exempt-all-milestones: true diff --git a/autosklearn/automl.py b/autosklearn/automl.py index bb8f6b5ddb..0721eb3c7f 100644 --- a/autosklearn/automl.py +++ b/autosklearn/automl.py @@ -55,7 +55,6 @@ get_named_client_logger, ) from autosklearn.util import pipeline, RE_PATTERN -from autosklearn.util.pipeline import parse_include_exclude_components from autosklearn.util.parallel import preload_modules from autosklearn.ensemble_builder import EnsembleBuilderManager from autosklearn.ensembles.singlebest_ensemble import SingleBest @@ -125,10 +124,8 @@ def __init__(self, memory_limit=3072, metadata_directory=None, debug_mode=False, - include_estimators=None, - exclude_estimators=None, - include_preprocessors=None, - exclude_preprocessors=None, + include=None, + exclude=None, resampling_strategy='holdout-iterative-fit', resampling_strategy_arguments=None, n_jobs=None, @@ -157,10 +154,8 @@ def __init__(self, self._memory_limit = memory_limit self._data_memory_limit = None self._metadata_directory = metadata_directory - self._include_estimators = include_estimators - self._exclude_estimators = exclude_estimators - self._include_preprocessors = include_preprocessors - self._exclude_preprocessors = exclude_preprocessors + self._include = include + self._exclude = exclude self._resampling_strategy = resampling_strategy self._scoring_functions = scoring_functions if scoring_functions is not None else [] self._resampling_strategy_arguments = resampling_strategy_arguments \ @@ -565,10 +560,8 @@ def fit( self._logger.debug(' memory_limit: %s', str(self._memory_limit)) self._logger.debug(' metadata_directory: %s', self._metadata_directory) self._logger.debug(' debug_mode: %s', self._debug_mode) - self._logger.debug(' include_estimators: %s', str(self._include_estimators)) - self._logger.debug(' exclude_estimators: %s', str(self._exclude_estimators)) - self._logger.debug(' include_preprocessors: %s', str(self._include_preprocessors)) - self._logger.debug(' exclude_preprocessors: %s', str(self._exclude_preprocessors)) + self._logger.debug(' include: %s', str(self._include)) + self._logger.debug(' exclude: %s', str(self._exclude)) self._logger.debug(' resampling_strategy: %s', str(self._resampling_strategy)) self._logger.debug(' resampling_strategy_arguments: %s', str(self._resampling_strategy_arguments)) @@ -629,10 +622,9 @@ def fit( self._backend.temporary_directory, self._backend, datamanager, - include_estimators=self._include_estimators, - exclude_estimators=self._exclude_estimators, - include_preprocessors=self._include_preprocessors, - exclude_preprocessors=self._exclude_preprocessors) + include=self._include, + exclude=self._exclude, + ) if only_return_configuration_space: self._fit_cleanup() return self.configuration_space @@ -748,10 +740,8 @@ def fit( metric=self._metric, resampling_strategy=self._resampling_strategy, resampling_strategy_args=self._resampling_strategy_arguments, - include_estimators=self._include_estimators, - exclude_estimators=self._exclude_estimators, - include_preprocessors=self._include_preprocessors, - exclude_preprocessors=self._exclude_preprocessors, + include=self._include, + exclude=self._exclude, disable_file_output=self._disable_evaluator_output, get_smac_object_callback=self._get_smac_object_callback, smac_scenario_args=self._smac_scenario_args, @@ -1088,21 +1078,11 @@ def fit_pipeline( config = Configuration(self.configuration_space, config) config.config_id = self.num_run - # Get the components to include and exclude on the configuration space - # from the estimator attributes - include, exclude = parse_include_exclude_components( - task=self._task, - include_estimators=self._include_estimators, - exclude_estimators=self._exclude_estimators, - include_preprocessors=self._include_preprocessors, - exclude_preprocessors=self._exclude_preprocessors, - ) - # Prepare missing components to the TAE function call if 'include' not in kwargs: - kwargs['include'] = include + kwargs['include'] = self._include if 'exclude' not in kwargs: - kwargs['exclude'] = exclude + kwargs['exclude'] = self._exclude if 'memory_limit' not in kwargs: kwargs['memory_limit'] = self._memory_limit if 'resampling_strategy' not in kwargs: @@ -1575,20 +1555,18 @@ def show_models(self): return sio.getvalue() def _create_search_space(self, tmp_dir, backend, datamanager, - include_estimators=None, - exclude_estimators=None, - include_preprocessors=None, - exclude_preprocessors=None): + include=None, + exclude=None, + ): task_name = 'CreateConfigSpace' self._stopwatch.start_task(task_name) configspace_path = os.path.join(tmp_dir, 'space.json') configuration_space = pipeline.get_configuration_space( datamanager.info, - include_estimators=include_estimators, - exclude_estimators=exclude_estimators, - include_preprocessors=include_preprocessors, - exclude_preprocessors=exclude_preprocessors) + include=include, + exclude=exclude, + ) configuration_space = self.configuration_space_created_hook( datamanager, configuration_space) backend.write_txt_file( diff --git a/autosklearn/data/abstract_data_manager.py b/autosklearn/data/abstract_data_manager.py index a6a8445afb..739e707334 100644 --- a/autosklearn/data/abstract_data_manager.py +++ b/autosklearn/data/abstract_data_manager.py @@ -5,8 +5,8 @@ import scipy.sparse -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing.feature_type \ + import FeatTypeSplit class AbstractDataManager(): @@ -39,11 +39,11 @@ def feat_type(self, value: Dict[Union[str, int], str]) -> None: self._feat_type = value @property - def encoder(self) -> DataPreprocessor: + def encoder(self) -> FeatTypeSplit: return self._encoder @encoder.setter - def encoder(self, value: DataPreprocessor) -> DataPreprocessor: + def encoder(self, value: FeatTypeSplit) -> FeatTypeSplit: self._encoder = value def __repr__(self) -> str: diff --git a/autosklearn/estimators.py b/autosklearn/estimators.py index 2878a24d70..576c8bd6a5 100644 --- a/autosklearn/estimators.py +++ b/autosklearn/estimators.py @@ -33,10 +33,8 @@ def __init__( max_models_on_disc=50, seed=1, memory_limit=3072, - include_estimators=None, - exclude_estimators=None, - include_preprocessors=None, - exclude_preprocessors=None, + include=None, + exclude=None, resampling_strategy='holdout', resampling_strategy_arguments=None, tmp_folder=None, @@ -102,22 +100,16 @@ def __init__( In case of multi-processing, `memory_limit` will be per job. This memory limit also applies to the ensemble creation process. - include_estimators : list, optional (None) - If None, all possible estimators are used. Otherwise specifies - set of estimators to use. + include : dict, optional (None) + If None, all possible algorithms are used. Otherwise specifies + set of algorithms for each added component is used. Include and + exclude are incompatible if used together on the same component - exclude_estimators : list, optional (None) - If None, all possible estimators are used. Otherwise specifies - set of estimators not to use. Incompatible with include_estimators. - - include_preprocessors : list, optional (None) - If None all possible preprocessors are used. Otherwise specifies set - of preprocessors to use. - - exclude_preprocessors : list, optional (None) - If None all possible preprocessors are used. Otherwise specifies set - of preprocessors not to use. Incompatible with - include_preprocessors. + exclude : dict, optional (None) + If None, all possible algorithms are used. Otherwise specifies + set of algorithms for each added component is not used. + Incompatible with include. Include and exclude are incompatible + if used together on the same component resampling_strategy : string or object, optional ('holdout') how to to handle overfitting, might need 'resampling_strategy_arguments' @@ -161,7 +153,7 @@ def __init__( folder to store configuration output and log files, if ``None`` automatically use ``/tmp/autosklearn_tmp_$pid_$random_number`` - delete_tmp_folder_after_terminate: string, optional (True) + delete_tmp_folder_after_terminate: bool, optional (True) remove tmp_folder, when finished. If tmp_folder is None tmp_dir will always be deleted @@ -254,10 +246,8 @@ def __init__( self.max_models_on_disc = max_models_on_disc self.seed = seed self.memory_limit = memory_limit - self.include_estimators = include_estimators - self.exclude_estimators = exclude_estimators - self.include_preprocessors = include_preprocessors - self.exclude_preprocessors = exclude_preprocessors + self.include = include + self.exclude = exclude self.resampling_strategy = resampling_strategy self.resampling_strategy_arguments = resampling_strategy_arguments self.tmp_folder = tmp_folder @@ -309,10 +299,8 @@ def build_automl(self): max_models_on_disc=self.max_models_on_disc, seed=self.seed, memory_limit=self.memory_limit, - include_estimators=self.include_estimators, - exclude_estimators=self.exclude_estimators, - include_preprocessors=self.include_preprocessors, - exclude_preprocessors=self.exclude_preprocessors, + include=self.include, + exclude=self.exclude, resampling_strategy=self.resampling_strategy, resampling_strategy_arguments=self.resampling_strategy_arguments, n_jobs=self._n_jobs, diff --git a/autosklearn/evaluation/abstract_evaluator.py b/autosklearn/evaluation/abstract_evaluator.py index 404fce5ee0..5c2ce3734f 100644 --- a/autosklearn/evaluation/abstract_evaluator.py +++ b/autosklearn/evaluation/abstract_evaluator.py @@ -241,8 +241,7 @@ def __init__( self.predict_function = self._predict_proba self._init_params = { - 'data_preprocessing:feat_type': - self.datamanager.feat_type + 'data_preprocessor:feat_type': self.datamanager.feat_type } if init_params is not None: diff --git a/autosklearn/experimental/askl2.py b/autosklearn/experimental/askl2.py index 3e67eae29d..1b8252d629 100644 --- a/autosklearn/experimental/askl2.py +++ b/autosklearn/experimental/askl2.py @@ -305,6 +305,8 @@ def __init__( 'extra_trees', 'passive_aggressive', 'random_forest', 'sgd', 'gradient_boosting', 'mlp', ] include_preprocessors = ["no_preprocessing"] + include = {'classifier': include_estimators, + 'feature_preprocessor': include_preprocessors} super().__init__( time_left_for_this_task=time_left_for_this_task, per_run_time_limit=per_run_time_limit, @@ -314,10 +316,8 @@ def __init__( max_models_on_disc=max_models_on_disc, seed=seed, memory_limit=memory_limit, - include_estimators=include_estimators, - exclude_estimators=None, - include_preprocessors=include_preprocessors, - exclude_preprocessors=None, + include=include, + exclude=None, resampling_strategy=None, resampling_strategy_arguments=None, tmp_folder=tmp_folder, diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_10CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_10CV_iterative_es_if.json index f948fc6cd5..752ffd8213 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_10CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "b3cfcb7": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -17,17 +17,18 @@ "classifier:extra_trees:min_samples_leaf": 4, "classifier:extra_trees:min_samples_split": 15, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11840768063684459, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7668727846319956, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.28633349214759163 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11840768063684459, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7668727846319956, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.28633349214759163, + "data_preprocessor:__choice__": "feature_type" }, "f1500cd": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 8.789671314063565e-10, @@ -39,16 +40,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013138596672908974, - "classifier:gradient_boosting:n_iter_no_change": 13 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013138596672908974, + "classifier:gradient_boosting:n_iter_no_change": 13, + "data_preprocessor:__choice__": "feature_type" }, "3e1a332": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 8.445149920482102e-05, "classifier:sgd:average": "True", @@ -57,17 +59,18 @@ "classifier:sgd:loss": "hinge", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.017561035108251574, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006544845548292656, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1062, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006544845548292656, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1062, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "22a29ef": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.02104146638847e-09, @@ -79,18 +82,19 @@ "classifier:gradient_boosting:min_samples_leaf": 20, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 452, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 452, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 6, - "classifier:gradient_boosting:validation_fraction": 0.11549557161401015 + "classifier:gradient_boosting:validation_fraction": 0.11549557161401015, + "data_preprocessor:__choice__": "feature_type" }, "5886349": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 7.351153898550631e-07, @@ -103,15 +107,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.16202792486532844 + "classifier:gradient_boosting:validation_fraction": 0.16202792486532844, + "data_preprocessor:__choice__": "feature_type" }, "8f54538": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.062143149732377403, @@ -127,15 +132,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.004667222369408079 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.004667222369408079, + "data_preprocessor:__choice__": "feature_type" }, "9b6c297": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.008092998885131791, @@ -147,16 +153,17 @@ "classifier:gradient_boosting:min_samples_leaf": 138, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7972710156738574, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2243563424345074 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7972710156738574, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2243563424345074, + "data_preprocessor:__choice__": "feature_type" }, "4dffb08": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -504,17 +528,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 14, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.15443993532080638, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 999, - 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0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7875382396139146, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.1913513845124594, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7875382396139146, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.1913513845124594, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "d4abc34": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.039008613885296826, @@ -589,16 +617,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.748076585259295, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.23337355967199702 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.748076585259295, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.23337355967199702, + "data_preprocessor:__choice__": "feature_type" }, "283cac3": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -608,15 +637,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 15, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "808d532": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.033560240666557016, @@ -628,15 +658,16 @@ "classifier:gradient_boosting:min_samples_leaf": 16, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05184374776387598 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 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"classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.1230380187387616e-09, @@ -649,7 +680,8 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.29656195578950684 + "classifier:gradient_boosting:validation_fraction": 0.29656195578950684, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_3CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_3CV_iterative_es_if.json index 2ad78f4a46..ea49298d0c 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_3CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "7f08e0f": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -17,31 +17,33 @@ 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0004075445377479483, @@ -202,15 +211,16 @@ "classifier:gradient_boosting:min_samples_leaf": 22, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28959335532988506 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28959335532988506, + "data_preprocessor:__choice__": "feature_type" }, "56a06e6": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -220,15 +230,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 9, - 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.53808963332957e-06, "classifier:sgd:average": "False", @@ -237,19 +248,20 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 1.2771380908393242e-05, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9839909362125318, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.26823460234764473, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9839909362125318, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.26823460234764473, "classifier:sgd:epsilon": 0.0060184515243734615, "classifier:sgd:eta0": 8.74381130399994e-05, - "classifier:sgd:power_t": 0.040470778304526875 + "classifier:sgd:power_t": 0.040470778304526875, + "data_preprocessor:__choice__": "feature_type" }, "2a3926a": { "balancing:strategy": "none", "classifier:__choice__": 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"classifier:gradient_boosting:min_samples_leaf": 14, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.819543972373473, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.1765511759516072, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.819543972373473, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.1765511759516072, "classifier:gradient_boosting:n_iter_no_change": 9, - "classifier:gradient_boosting:validation_fraction": 0.08017220174930173 + "classifier:gradient_boosting:validation_fraction": 0.08017220174930173, + "data_preprocessor:__choice__": "feature_type" }, "9616495": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0025611584907147865, @@ -600,17 +628,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7029655210876955, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.17384885170243727, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7029655210876955, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.17384885170243727, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "3e4ac17": { "balancing:strategy": "weighting", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "gini", @@ -621,17 +650,18 @@ "classifier:random_forest:min_samples_leaf": 1, "classifier:random_forest:min_samples_split": 13, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02336976484926326, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 869, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02336976484926326, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 869, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "3e922f0": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 8.028060858442007e-10, @@ -643,17 +673,18 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00550342373297507, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00550342373297507, "classifier:gradient_boosting:n_iter_no_change": 4, - "classifier:gradient_boosting:validation_fraction": 0.20573288758098512 + "classifier:gradient_boosting:validation_fraction": 0.20573288758098512, + "data_preprocessor:__choice__": "feature_type" }, "b2b7a37": { "balancing:strategy": "weighting", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "gini", @@ -664,7 +695,8 @@ "classifier:random_forest:min_samples_leaf": 15, "classifier:random_forest:min_samples_split": 12, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0495878468366018 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0495878468366018, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_5CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_5CV_iterative_es_if.json index 217740b7de..ff0f42a423 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_5CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "71d456f": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.165422942816628e-08, @@ -18,18 +18,19 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7146667701921173, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.026511611819517358, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7146667701921173, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.026511611819517358, "classifier:gradient_boosting:n_iter_no_change": 11, - "classifier:gradient_boosting:validation_fraction": 0.1 + "classifier:gradient_boosting:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "153cd48": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -40,16 +41,17 @@ "classifier:extra_trees:min_samples_leaf": 5, "classifier:extra_trees:min_samples_split": 12, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.75, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.25870043409765325 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.75, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.25870043409765325, + "data_preprocessor:__choice__": "feature_type" }, "517b840": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.9647778080817898e-07, "classifier:sgd:average": "True", @@ -58,15 +60,16 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 6.822673172007927e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002283522288122212 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002283522288122212, + "data_preprocessor:__choice__": "feature_type" }, "251a3fa": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.534901641715434e-09, @@ -78,18 +81,19 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00033614666342494747, - 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"data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 5.285091139053568e-06, "classifier:sgd:average": "True", @@ -98,16 +102,17 @@ "classifier:sgd:loss": "hinge", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.007271455729069826, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002459755534184245, - "classifier:sgd:eta0": 0.0050360748910538156 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002459755534184245, + "classifier:sgd:eta0": 0.0050360748910538156, + "data_preprocessor:__choice__": "feature_type" }, "d814f50": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.007919045316140303, @@ -119,16 +124,17 @@ "classifier:gradient_boosting:min_samples_leaf": 87, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04720821151303774, - "classifier:gradient_boosting:n_iter_no_change": 18 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04720821151303774, + "classifier:gradient_boosting:n_iter_no_change": 18, + "data_preprocessor:__choice__": "feature_type" }, "0c1ac11": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -139,15 +145,16 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 8, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010386159652388809 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010386159652388809, + "data_preprocessor:__choice__": "feature_type" }, "17bd445": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.0284271916840534e-08, @@ -159,17 +166,18 @@ "classifier:gradient_boosting:min_samples_leaf": 17, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002843139741773352, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002843139741773352, "classifier:gradient_boosting:n_iter_no_change": 6, - "classifier:gradient_boosting:validation_fraction": 0.25495619812848924 + "classifier:gradient_boosting:validation_fraction": 0.25495619812848924, + "data_preprocessor:__choice__": "feature_type" }, "c2a619b": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0018807583762633499, @@ -181,16 +189,17 @@ "classifier:gradient_boosting:min_samples_leaf": 153, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1607, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1607, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "ddc3d8c": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 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0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1753262636941602 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1753262636941602, + "data_preprocessor:__choice__": "feature_type" }, "f0dcb8c": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + 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"data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.007119404794524833, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", "classifier:passive_aggressive:tol": 0.0002974739873385178, - 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 3.124982690347907e-06, @@ -627,17 +657,18 @@ "classifier:gradient_boosting:min_samples_leaf": 20, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018048175604161183, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8687568474210459, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.14957346857371134 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018048175604161183, + 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.0377869481001921e-05, "classifier:sgd:average": "False", @@ -646,10 +677,11 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.0002764034445362185, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11694897585392038, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1287, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:sgd:eta0": 1.4478521162990933e-05 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11694897585392038, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1287, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:sgd:eta0": 1.4478521162990933e-05, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_holdout_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_holdout_iterative_es_if.json index 70553e4299..ece0700362 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_holdout_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_None_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "fe0e803": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -17,16 +17,17 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 10, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7586354047062515, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2909702584195659 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7586354047062515, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2909702584195659, + "data_preprocessor:__choice__": "feature_type" }, "d38f297": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 3.781490148577552e-05, "classifier:sgd:average": "True", @@ -35,16 +36,17 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.002985016693669331, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.017077961357419263, - "classifier:sgd:l1_ratio": 0.1498449443375854 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.017077961357419263, + "classifier:sgd:l1_ratio": 0.1498449443375854, + "data_preprocessor:__choice__": "feature_type" }, "2d4a38e": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.00011677856836627539, @@ -56,15 +58,16 @@ "classifier:gradient_boosting:min_samples_leaf": 14, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 10 + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "77764f9": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -75,16 +78,17 @@ "classifier:extra_trees:min_samples_leaf": 7, "classifier:extra_trees:min_samples_split": 15, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1555, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1555, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "099d657": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.06909369313911565, @@ -99,15 +103,16 @@ "classifier:mlp:num_nodes_per_layer": 232, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "1684610": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.0563029390270957e-10, @@ -286,19 +299,20 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00014691274592991226, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 652, - 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"data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.058558914473045606 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.058558914473045606, + "data_preprocessor:__choice__": "feature_type" }, "d618703": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + 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1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02643262139119834, - "classifier:gradient_boosting:n_iter_no_change": 12 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02643262139119834, + "classifier:gradient_boosting:n_iter_no_change": 12, + "data_preprocessor:__choice__": "feature_type" }, "4ad9cee": { "balancing:strategy": "weighting", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + 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"balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -681,8 +712,9 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8700451777827737, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.24811629410747338 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8700451777827737, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.24811629410747338, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json index 012b492db7..652659bda0 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "b3cfcb7": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -17,17 +17,18 @@ "classifier:extra_trees:min_samples_leaf": 4, "classifier:extra_trees:min_samples_split": 15, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11840768063684459, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7668727846319956, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.28633349214759163 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11840768063684459, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7668727846319956, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.28633349214759163, + 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"classifier:gradient_boosting:l2_regularization": 8.789671314063565e-10, @@ -39,16 +40,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013138596672908974, - "classifier:gradient_boosting:n_iter_no_change": 13 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013138596672908974, + "classifier:gradient_boosting:n_iter_no_change": 13, + "data_preprocessor:__choice__": "feature_type" }, "3e1a332": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 8.445149920482102e-05, "classifier:sgd:average": "True", @@ -57,17 +59,18 @@ "classifier:sgd:loss": "hinge", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.017561035108251574, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006544845548292656, - 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"classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.4957078222983833e-07, @@ -125,16 +130,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05217337165303994, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05217337165303994, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "78a0240": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - 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- "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 2.781693052845358e-05, "classifier:sgd:average": "False", @@ -203,19 +212,20 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 3.467206367066193e-05, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9824430499521853, - 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"no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.838928592802082e-10, @@ -269,18 +281,19 @@ "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.052810517511364376, @@ -317,18 +331,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.021708091410761958, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1822, - 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -339,17 +354,18 @@ "classifier:extra_trees:min_samples_leaf": 6, "classifier:extra_trees:min_samples_split": 14, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0020131193326745865, - 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 7.127844584323953e-07, @@ -361,16 +377,17 @@ "classifier:gradient_boosting:min_samples_leaf": 136, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.047507672861535975, - 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "entropy", @@ -381,15 +398,16 @@ "classifier:extra_trees:min_samples_leaf": 19, "classifier:extra_trees:min_samples_split": 13, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016446890106470516 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016446890106470516, + "data_preprocessor:__choice__": "feature_type" }, "44e2072": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.0003013049465842118, "classifier:sgd:average": "False", @@ -398,17 +416,18 @@ "classifier:sgd:loss": "hinge", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 1.4130607731928e-05, - 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"data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.026267946591530228, @@ -420,16 +439,17 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0001253687001786426, - "classifier:gradient_boosting:n_iter_no_change": 4 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0001253687001786426, + "classifier:gradient_boosting:n_iter_no_change": 4, + "data_preprocessor:__choice__": "feature_type" }, "79812c6": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -440,17 +460,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 14, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.15443993532080638, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 999, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.15443993532080638, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 999, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "8e0e269": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.0196996434481493e-10, @@ -463,15 +484,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 3, - "classifier:gradient_boosting:validation_fraction": 0.14053446064492747 + "classifier:gradient_boosting:validation_fraction": 0.14053446064492747, + "data_preprocessor:__choice__": "feature_type" }, "66c3cf8": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - 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"classifier:extra_trees:min_samples_split": 13, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00017390212311709855 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00017390212311709855, + "data_preprocessor:__choice__": "feature_type" }, "bff26f9": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 5.531758015253012e-05, "classifier:sgd:average": "True", @@ -499,29 +522,31 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.0005655131678222187, - "classifier:sgd:eta0": 0.00022254320651933049 + "classifier:sgd:eta0": 0.00022254320651933049, + "data_preprocessor:__choice__": "feature_type" }, "ce012ed": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.0015705840539998888, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", - "classifier:passive_aggressive:tol": 0.009455868366528827 + "classifier:passive_aggressive:tol": 0.009455868366528827, + "data_preprocessor:__choice__": "feature_type" }, "d2d2039": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.1230380187387616e-09, @@ -534,15 +559,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.29656195578950684 + "classifier:gradient_boosting:validation_fraction": 0.29656195578950684, + "data_preprocessor:__choice__": "feature_type" }, "eac6b8e": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.03522482415097184, "classifier:sgd:average": "True", @@ -551,17 +577,18 @@ "classifier:sgd:loss": "hinge", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.0001237547963958395, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.001003862016677866, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1987, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.001003862016677866, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1987, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "a31129f": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.054227157582095134, @@ -577,15 +604,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014794967781387955 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014794967781387955, + "data_preprocessor:__choice__": "feature_type" }, "da90184": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.353570126460532e-08, @@ -597,15 +625,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 11 + "classifier:gradient_boosting:n_iter_no_change": 11, + "data_preprocessor:__choice__": "feature_type" }, "85bfdfa": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.0003503796227984789, "classifier:sgd:average": "False", @@ -614,17 +643,18 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.030501813434465796, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011947142763501097, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1194, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011947142763501097, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1194, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "d4abc34": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.039008613885296826, @@ -640,16 +670,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.748076585259295, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.23337355967199702 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.748076585259295, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.23337355967199702, + "data_preprocessor:__choice__": "feature_type" }, "acb3733": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.6035334546219686e-08, @@ -661,9 +692,10 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0017046848576384626, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0017046848576384626, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.2938721928434415 + "classifier:gradient_boosting:validation_fraction": 0.2938721928434415, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json index 8cc2451ff9..08a5a03a9b 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "7f08e0f": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -17,16 +17,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 11, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1025, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1025, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "08d784a": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 4.614746679164856e-05, @@ -38,17 +39,18 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1719, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:gradient_boosting:n_iter_no_change": 1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1719, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:gradient_boosting:n_iter_no_change": 1, + "data_preprocessor:__choice__": "feature_type" }, "d91f995": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.06679930002438379, "classifier:sgd:average": "True", @@ -57,17 +59,18 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.0001319788904752133, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01665326684623352, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01665326684623352, "classifier:sgd:eta0": 0.0008683421715267357, - "classifier:sgd:l1_ratio": 0.0037742853051687883 + "classifier:sgd:l1_ratio": 0.0037742853051687883, + "data_preprocessor:__choice__": "feature_type" }, "9b1161c": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -78,16 +81,17 @@ "classifier:extra_trees:min_samples_leaf": 14, "classifier:extra_trees:min_samples_split": 8, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9371966597485295, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2181009648699602 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9371966597485295, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2181009648699602, + "data_preprocessor:__choice__": "feature_type" }, "e6b6325": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.004101219175271864, @@ -99,16 +103,17 @@ "classifier:gradient_boosting:min_samples_leaf": 114, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010402618316459437, - "classifier:gradient_boosting:n_iter_no_change": 17 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010402618316459437, + "classifier:gradient_boosting:n_iter_no_change": 17, + "data_preprocessor:__choice__": "feature_type" }, "53634b7": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0004482370341138251, @@ -123,15 +128,16 @@ "classifier:mlp:num_nodes_per_layer": 232, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "ba079f7": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1e-10, @@ -143,17 +149,18 @@ 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"classifier:gradient_boosting:min_samples_leaf": 157, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006260093819007469, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1997, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006260093819007469, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1997, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 10, - "classifier:gradient_boosting:validation_fraction": 0.2850324540065884 + 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"data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.0028903696679526123, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", "classifier:passive_aggressive:tol": 2.8118963978316873e-05, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1742, - 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"classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 4.048304859322502e-05, @@ -580,15 +607,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "45b9541": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 5.873835405224114e-06, @@ -604,16 +632,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006209804535789879, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006209804535789879, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "48cd11d": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 2.82212902529957e-05, @@ -628,15 +657,16 @@ "classifier:mlp:num_nodes_per_layer": 230, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "95e43e6": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0006330678584728555, @@ -652,23 +682,25 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018226002574401903, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1093, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018226002574401903, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1093, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "f8aba41": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.000660680474210688, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", - "classifier:passive_aggressive:tol": 0.010384183550709794 + "classifier:passive_aggressive:tol": 0.010384183550709794, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json index 97cbaecc44..556c888df0 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "71d456f": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.165422942816628e-08, @@ -18,18 +18,19 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7146667701921173, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.026511611819517358, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7146667701921173, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.026511611819517358, "classifier:gradient_boosting:n_iter_no_change": 11, - "classifier:gradient_boosting:validation_fraction": 0.1 + "classifier:gradient_boosting:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "153cd48": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -40,16 +41,17 @@ "classifier:extra_trees:min_samples_leaf": 5, "classifier:extra_trees:min_samples_split": 12, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.75, - 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"classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011240853770638584 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011240853770638584, + "data_preprocessor:__choice__": "feature_type" }, "aa37c31": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + 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"classifier:sgd:l1_ratio": 0.24549411803520174, - "classifier:sgd:power_t": 0.8667397248944955 + "classifier:sgd:power_t": 0.8667397248944955, + "data_preprocessor:__choice__": "feature_type" }, "b546b81": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.8571930929129601e-09, @@ -249,17 +260,18 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.12608190257925678, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.12608190257925678, "classifier:gradient_boosting:n_iter_no_change": 15, - "classifier:gradient_boosting:validation_fraction": 0.061293139245041775 + "classifier:gradient_boosting:validation_fraction": 0.061293139245041775, + "data_preprocessor:__choice__": "feature_type" }, "17bd445": { "balancing:strategy": 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+ "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.9647778080817898e-07, "classifier:sgd:average": "True", @@ -505,15 +529,16 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 6.822673172007927e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002283522288122212 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002283522288122212, + "data_preprocessor:__choice__": "feature_type" }, 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.00927437864440639, "classifier:sgd:average": "True", @@ -541,17 +567,18 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.0657337718999743, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3222595116142074, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3222595116142074, "classifier:sgd:eta0": 0.0014873014786985059, - 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"standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "entropy", @@ -562,30 +589,32 @@ "classifier:random_forest:min_samples_leaf": 13, "classifier:random_forest:min_samples_split": 3, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1510498275894446 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1510498275894446, + "data_preprocessor:__choice__": "feature_type" }, "70fc8a2": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - 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"classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 0.0038046183268173064, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00016898186356742833 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00016898186356742833, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json index d36854ea84..5d528fc589 100644 --- a/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json +++ b/autosklearn/experimental/balanced_accuracy/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "fe0e803": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -17,16 +17,17 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 10, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7586354047062515, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2909702584195659 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7586354047062515, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2909702584195659, + "data_preprocessor:__choice__": "feature_type" }, "eb6f7f1": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.47095007918779275, @@ -38,17 +39,18 @@ "classifier:gradient_boosting:min_samples_leaf": 105, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015284619454999112, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.744931703493537, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.25686097824357923 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015284619454999112, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.744931703493537, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.25686097824357923, + "data_preprocessor:__choice__": "feature_type" }, "d033742": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.07265467317681851, @@ -64,15 +66,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05231190906849011 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05231190906849011, + "data_preprocessor:__choice__": "feature_type" }, "d38f297": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 3.781490148577552e-05, "classifier:sgd:average": "True", @@ -81,16 +84,17 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.002985016693669331, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.017077961357419263, - "classifier:sgd:l1_ratio": 0.1498449443375854 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.017077961357419263, + "classifier:sgd:l1_ratio": 0.1498449443375854, + "data_preprocessor:__choice__": "feature_type" }, "e249036": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.3128315275707097e-07, "classifier:sgd:average": "False", @@ -504,18 +528,19 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.0008155572115779113, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0410328417794441, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1840, - 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.048783850577746084, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", "classifier:passive_aggressive:tol": 0.0007201456859918386, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00011374720541793248 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00011374720541793248, + 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"classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.6751406472487905e-08, @@ -631,18 +661,19 @@ "classifier:gradient_boosting:min_samples_leaf": 6, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 511, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 511, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", "classifier:gradient_boosting:n_iter_no_change": 15, - "classifier:gradient_boosting:validation_fraction": 0.373905213665471 + "classifier:gradient_boosting:validation_fraction": 0.373905213665471, + "data_preprocessor:__choice__": "feature_type" }, "564103f": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.6255825430331554e-09, @@ -654,11 +685,12 @@ "classifier:gradient_boosting:min_samples_leaf": 51, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.001700044416197127, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 660, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.001700044416197127, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 660, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", "classifier:gradient_boosting:n_iter_no_change": 4, - "classifier:gradient_boosting:validation_fraction": 0.2551421881660974 + "classifier:gradient_boosting:validation_fraction": 0.2551421881660974, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_10CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_10CV_iterative_es_if.json index 1274e00d82..e99742213f 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_10CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "996dc5a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 4.135845976833545e-08, @@ -18,17 +18,18 @@ "classifier:gradient_boosting:min_samples_leaf": 22, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006280403042161129, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006280403042161129, "classifier:gradient_boosting:n_iter_no_change": 17, - "classifier:gradient_boosting:validation_fraction": 0.12820455722720236 + "classifier:gradient_boosting:validation_fraction": 0.12820455722720236, + "data_preprocessor:__choice__": "feature_type" }, "69a5aed": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.00850898893096724, @@ -44,32 +45,34 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.020507323983341024 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.020507323983341024, + "data_preprocessor:__choice__": "feature_type" }, "278a3b7": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - 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"classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 6.85948209258571e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.043140728717176134, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7565211582936167, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2427714099781957 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.043140728717176134, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7565211582936167, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2427714099781957, + "data_preprocessor:__choice__": "feature_type" }, "2b21643": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.013809809641576552, @@ -85,16 +88,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.409343172741526e-06, @@ -106,17 +110,18 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03190939434652121, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03190939434652121, "classifier:gradient_boosting:n_iter_no_change": 19, - 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+305,18 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 853, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:gradient_boosting:n_iter_no_change": 2 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 853, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:gradient_boosting:n_iter_no_change": 2, + "data_preprocessor:__choice__": "feature_type" }, "2d37001": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.09147886472229623, @@ -319,15 +332,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "c11fce2": 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@@ "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.0012132021248816036, "classifier:sgd:eta0": 0.00030412915402748054, - "classifier:sgd:power_t": 0.3300398436994113 + "classifier:sgd:power_t": 0.3300398436994113, + "data_preprocessor:__choice__": "feature_type" }, "040bd83": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 8.442791202715153e-07, @@ -361,17 +376,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0011172717285354973, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 848, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0011172717285354973, + 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 2.551277651464218e-07, @@ -387,16 +403,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.19791986161487668, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.19791986161487668, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "72903c0": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - 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"classifier:gradient_boosting:max_leaf_nodes": 32, "classifier:gradient_boosting:min_samples_leaf": 154, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "a82be94": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1.207532460446615e-10, @@ -427,15 +445,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006309920762276479 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006309920762276479, + "data_preprocessor:__choice__": "feature_type" }, "395da55": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - 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0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7076847567891946, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.005025836888703367, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7076847567891946, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.005025836888703367, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "121a4ef": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.1733618624846009, @@ -473,15 +493,16 @@ "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 16 + "classifier:gradient_boosting:n_iter_no_change": 16, + "data_preprocessor:__choice__": "feature_type" }, "e403bce": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - 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"classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 15, - "classifier:gradient_boosting:validation_fraction": 0.038609281162211954 + "classifier:gradient_boosting:validation_fraction": 0.038609281162211954, + "data_preprocessor:__choice__": "feature_type" }, "e1d88ff": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 2.5783446471657705e-06, @@ -514,15 +536,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0017745595112219766 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0017745595112219766, + "data_preprocessor:__choice__": "feature_type" }, "3b1767a": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - 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"classifier:random_forest:min_samples_split": 20, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00022212882394186624, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 877, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00022212882394186624, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 877, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "7e1cc2b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - 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23, "classifier:gradient_boosting:min_samples_leaf": 151, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "5ac8b4c": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + 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-622,19 +649,20 @@ "classifier:gradient_boosting:min_samples_leaf": 34, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2501082993180921, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8339017823452624, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.14157483812028196, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2501082993180921, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8339017823452624, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.14157483812028196, "classifier:gradient_boosting:n_iter_no_change": 7, - "classifier:gradient_boosting:validation_fraction": 0.044378278898149826 + 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"no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 3.8400528669514735e-07, @@ -650,15 +678,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003132312313645055 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003132312313645055, + "data_preprocessor:__choice__": "feature_type" }, "46148ef": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 6.479897559743589e-07, @@ -673,15 +702,16 @@ "classifier:mlp:num_nodes_per_layer": 133, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "b96cfb3": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0011673388229807315, @@ -697,15 +727,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0032925248120968527 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0032925248120968527, + "data_preprocessor:__choice__": "feature_type" }, "a69fc2a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 2.7242103487444368e-09, @@ -716,7 +747,8 @@ "classifier:gradient_boosting:max_leaf_nodes": 4, "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_3CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_3CV_iterative_es_if.json index 20f16f70cb..1bf572ad28 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_3CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "a52c261": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.031629779784352e-05, @@ -18,17 +18,18 @@ "classifier:gradient_boosting:min_samples_leaf": 10, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004981969019895562, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004981969019895562, "classifier:gradient_boosting:n_iter_no_change": 4, - "classifier:gradient_boosting:validation_fraction": 0.23374473517320618 + "classifier:gradient_boosting:validation_fraction": 0.23374473517320618, + "data_preprocessor:__choice__": "feature_type" }, "a4cc318": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.07047097309400825, @@ -43,30 +44,32 @@ "classifier:mlp:num_nodes_per_layer": 163, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "5d80c27": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 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"quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.05807993704988249, @@ -82,16 +85,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 4.5087580612284503e-10, @@ -163,16 +170,17 @@ "classifier:gradient_boosting:min_samples_leaf": 4, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1696500193573621, - "classifier:gradient_boosting:n_iter_no_change": 20 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1696500193573621, + 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"classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.043065910657555925, @@ -183,15 +191,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 55, "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "7cd518a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.8329220773010684, @@ -202,15 +211,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 13, "classifier:gradient_boosting:min_samples_leaf": 50, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "94dbc0f": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - 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"data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03612642945550235 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03612642945550235, + "data_preprocessor:__choice__": "feature_type" }, "e623b07": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.03858920961454499, @@ -249,15 +260,16 @@ "classifier:mlp:num_nodes_per_layer": 101, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "05b30ee": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - 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"classifier:gradient_boosting:n_iter_no_change": 7 + "classifier:gradient_boosting:n_iter_no_change": 7, + "data_preprocessor:__choice__": "feature_type" }, "fb3d3cb": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.007721550492387327, @@ -316,15 +330,16 @@ "classifier:mlp:num_nodes_per_layer": 24, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "b351885": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0029204756992156147, @@ -336,15 +351,16 @@ "classifier:gradient_boosting:min_samples_leaf": 34, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.000146347913583504 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.000146347913583504, + "data_preprocessor:__choice__": "feature_type" }, "e5e92a5": { "balancing:strategy": 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8.345284863434284e-06, @@ -356,15 +372,16 @@ "classifier:gradient_boosting:min_samples_leaf": 40, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08571475959664131 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08571475959664131, + "data_preprocessor:__choice__": "feature_type" }, "80918df": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + 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"classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0922294472020022 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0922294472020022, + "data_preprocessor:__choice__": "feature_type" }, "7cbf2e6": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": 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"classifier:sgd:average": "False", @@ -524,18 +548,19 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 1.0311963715978118e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011569320045396394, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 744, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:sgd:eta0": 3.9926577858082636e-05 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011569320045396394, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 744, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:sgd:eta0": 3.9926577858082636e-05, + "data_preprocessor:__choice__": "feature_type" }, "9605116": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.05648878698645104, @@ -547,15 +572,16 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 2 + "classifier:gradient_boosting:n_iter_no_change": 2, + "data_preprocessor:__choice__": "feature_type" }, "6c51fe7": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.02020788205946434, @@ -571,15 +597,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "255fc3f": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.028288412739548e-06, @@ -595,15 +622,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "5c39af4": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.027671340189469637, @@ -618,15 +646,16 @@ "classifier:mlp:num_nodes_per_layer": 21, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "3b71f29": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.7649222568191821, @@ -637,15 +666,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 46, "classifier:gradient_boosting:min_samples_leaf": 87, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "1726d64": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.00038482444941268824, "classifier:sgd:average": "False", @@ -654,18 +684,19 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.000223907194528867, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018047814456708076, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1124, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:sgd:l1_ratio": 0.02078042178977767 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.018047814456708076, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1124, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:sgd:l1_ratio": 0.02078042178977767, + "data_preprocessor:__choice__": "feature_type" }, "ddf8743": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.0009527315125396805, @@ -677,8 +708,9 @@ "classifier:gradient_boosting:min_samples_leaf": 126, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05399187079844309, - "classifier:gradient_boosting:n_iter_no_change": 7 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05399187079844309, + "classifier:gradient_boosting:n_iter_no_change": 7, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_5CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_5CV_iterative_es_if.json index 99d8562802..451749d104 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_5CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "ed1f31b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.015023413072247305, @@ -19,15 +19,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 20, - "classifier:gradient_boosting:validation_fraction": 0.021337414482578282 + "classifier:gradient_boosting:validation_fraction": 0.021337414482578282, + "data_preprocessor:__choice__": "feature_type" }, "04ec8ba": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.052525116966960085, @@ -43,31 +44,33 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00010526559119801658 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00010526559119801658, + "data_preprocessor:__choice__": "feature_type" }, "e26c1a0": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.026448718649501053, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 0.00025296373413613473, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7108230489029451, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.06748030619538817 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7108230489029451, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.06748030619538817, + "data_preprocessor:__choice__": "feature_type" }, "d0b9bfd": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.00014036574707557224, @@ -79,33 +82,35 @@ "classifier:gradient_boosting:min_samples_leaf": 9, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008354944527013063, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8370983132899402, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.23517300107634806, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008354944527013063, + 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.09184761131187708, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", - "classifier:passive_aggressive:tol": 0.051629399473293695 + "classifier:passive_aggressive:tol": 0.051629399473293695, + "data_preprocessor:__choice__": "feature_type" }, "91ff063": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.017672012257615253, @@ -121,15 +126,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.005591829098246694 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.005591829098246694, + "data_preprocessor:__choice__": "feature_type" }, "5b541c8": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 5.665531200801443e-07, @@ -140,15 +146,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 10, "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "6e089e5": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.2949814755843218, @@ -160,16 +167,17 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007472986296445738, - "classifier:gradient_boosting:n_iter_no_change": 13 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007472986296445738, + "classifier:gradient_boosting:n_iter_no_change": 13, + "data_preprocessor:__choice__": "feature_type" }, "6ab4d4e": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -180,16 +188,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 3, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9922490300053561, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.1829734948438291 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9922490300053561, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.1829734948438291, + "data_preprocessor:__choice__": "feature_type" }, "0ba913b": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.05338665182405857, @@ -204,15 +213,16 @@ "classifier:mlp:num_nodes_per_layer": 133, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "cf5bab1": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.7805306693123284, @@ -224,16 +234,17 @@ "classifier:gradient_boosting:min_samples_leaf": 4, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0665604479729369, - "classifier:gradient_boosting:n_iter_no_change": 7 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0665604479729369, + "classifier:gradient_boosting:n_iter_no_change": 7, + "data_preprocessor:__choice__": "feature_type" }, "297e609": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.5308359958788623e-07, @@ -249,17 +260,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1952627887023227, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1185, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1952627887023227, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1185, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "ace7e83": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 5.402057855993556e-07, @@ -275,15 +287,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:__choice__": "feature_type" }, "1e5b9a4": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 9.497312797018587e-05, @@ -606,16 +633,17 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004231632120121218, - "classifier:gradient_boosting:n_iter_no_change": 10 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004231632120121218, + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 3.183039135652761e-05, @@ -631,17 +659,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.005344635230824308, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 778, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.005344635230824308, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 778, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "82d949b": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.8783508914254162, @@ -653,16 +682,17 @@ "classifier:gradient_boosting:min_samples_leaf": 146, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4281393406025153, - "classifier:gradient_boosting:n_iter_no_change": 10 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4281393406025153, + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "1892815": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0014861563880540114, @@ -677,15 +707,16 @@ "classifier:mlp:num_nodes_per_layer": 21, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "26b1b25": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 7.753979789288419e-06, "classifier:sgd:average": "True", @@ -694,11 +725,12 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 2.450893856821357e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01928283480079869, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1415, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01928283480079869, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1415, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:eta0": 0.07771727761177989, - "classifier:sgd:l1_ratio": 0.1318744496830014 + "classifier:sgd:l1_ratio": 0.1318744496830014, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_holdout_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_holdout_iterative_es_if.json index d4a4adbaf8..0c67a990c6 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_holdout_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_None_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "66a25c8": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.276588472468541e-06, @@ -18,33 +18,35 @@ "classifier:gradient_boosting:min_samples_leaf": 24, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 750, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 750, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.15148736566968157 + "classifier:gradient_boosting:validation_fraction": 0.15148736566968157, + "data_preprocessor:__choice__": "feature_type" }, "fac7a35": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.08006755526933586, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 3.994632621445496e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01158501039849096 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01158501039849096, + "data_preprocessor:__choice__": "feature_type" }, "73f216b": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.07674703728087869, @@ -59,15 +61,16 @@ "classifier:mlp:num_nodes_per_layer": 84, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "b73823e": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.9522537974873806, @@ -79,15 +82,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 10 + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "bdbd472": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "entropy", @@ -98,17 +102,18 @@ "classifier:random_forest:min_samples_leaf": 2, "classifier:random_forest:min_samples_split": 3, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01261738379662994, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1909, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01261738379662994, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1909, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "e447ff7": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.010500061319870085, @@ -124,17 +129,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003422849226960965, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1243, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003422849226960965, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1243, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "2224037": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.00034281041215667574, @@ -146,19 +152,20 @@ "classifier:gradient_boosting:min_samples_leaf": 41, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03549621160355942, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 802, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03549621160355942, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 802, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.10022515354287 + "classifier:gradient_boosting:validation_fraction": 0.10022515354287, + "data_preprocessor:__choice__": "feature_type" }, "c7e9f6c": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 3.872840267260413e-06, "classifier:sgd:average": "False", @@ -167,16 +174,17 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.03697396801428135, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7964677178110968, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.06005060035154881 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7964677178110968, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.06005060035154881, + "data_preprocessor:__choice__": "feature_type" }, "6931b43": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.08259542580886936, @@ -191,15 +199,16 @@ "classifier:mlp:num_nodes_per_layer": 226, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "281561b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.41324302013166286, @@ -211,16 +220,17 @@ "classifier:gradient_boosting:min_samples_leaf": 6, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1089, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1089, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "a1fef2a": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -231,16 +241,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 8, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7455371733579619, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.24115086053573728 + 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0030469556797570936, @@ -256,15 +267,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0033457517477028763 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0033457517477028763, + "data_preprocessor:__choice__": "feature_type" }, "440cf58": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - 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"data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1.9039247780123527e-08, @@ -302,17 +315,18 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3087815620469713, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9632661624804552, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.22254575317019368 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3087815620469713, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9632661624804552, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.22254575317019368, + "data_preprocessor:__choice__": "feature_type" }, "aeb22c7": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.6992136866442806, @@ -324,16 +338,17 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.03603519820333786, @@ -349,16 +364,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9664568034228809, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.05941132539521904 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9664568034228809, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.05941132539521904, + "data_preprocessor:__choice__": 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"gini", @@ -369,16 +385,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8441739960764526, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.23854700600096612 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8441739960764526, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.23854700600096612, + "data_preprocessor:__choice__": "feature_type" }, "8f4c1a4": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 6.715648609586823e-08, @@ -390,15 +407,16 @@ "classifier:gradient_boosting:min_samples_leaf": 16, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 6 + "classifier:gradient_boosting:n_iter_no_change": 6, + "data_preprocessor:__choice__": "feature_type" }, "d2d26b1": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.00047844507820284375, @@ -414,15 +432,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "4332765": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 7.65300175393968e-10, @@ -434,17 +453,18 @@ "classifier:gradient_boosting:min_samples_leaf": 23, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002722722541363936, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002722722541363936, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "92c8a99": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.09107618249902935, @@ -459,15 +479,16 @@ "classifier:mlp:num_nodes_per_layer": 123, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "84e34e8": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.07708820384547525, @@ -483,15 +504,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3203579669193948 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3203579669193948, + "data_preprocessor:__choice__": "feature_type" }, "ca1afa4": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.08620921721843912, @@ -680,15 +710,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.025627338912525964 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.025627338912525964, + "data_preprocessor:__choice__": "feature_type" }, "981e948": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -699,7 +730,8 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.026426948053594874 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.026426948053594874, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json index 139e70f811..9da086e17f 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "996dc5a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 4.135845976833545e-08, @@ -18,17 +18,18 @@ "classifier:gradient_boosting:min_samples_leaf": 22, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006280403042161129, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006280403042161129, "classifier:gradient_boosting:n_iter_no_change": 17, - "classifier:gradient_boosting:validation_fraction": 0.12820455722720236 + "classifier:gradient_boosting:validation_fraction": 0.12820455722720236, + "data_preprocessor:__choice__": "feature_type" }, "69a5aed": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - 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"classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 4.600134091062198e-06, @@ -262,16 +273,17 @@ "classifier:gradient_boosting:min_samples_leaf": 10, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "classifier:gradient_boosting:n_iter_no_change": 3 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "classifier:gradient_boosting:n_iter_no_change": 3, + "data_preprocessor:__choice__": "feature_type" }, "0ed94fb": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 3.7084991352658154e-10, @@ -413,15 +431,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 32, "classifier:gradient_boosting:min_samples_leaf": 154, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "5ac8b4c": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.019351671860328223, @@ -437,15 +456,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.009080589517127771 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.009080589517127771, + "data_preprocessor:__choice__": "feature_type" }, "dcc5375": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -455,15 +475,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "6c58cb5": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.020348951487242983, @@ -475,15 +496,16 @@ "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 2 + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.08240008956266115, @@ -499,15 +521,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.029737145358412768 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.029737145358412768, + "data_preprocessor:__choice__": "feature_type" }, "395da55": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0332576520252882, @@ -523,17 +546,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7076847567891946, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.005025836888703367, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.8633519766032422e-05, "classifier:sgd:average": "False", @@ -542,17 +566,18 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.0002873548893756406, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1545, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:sgd:l1_ratio": 0.0016338977047375043 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1545, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:sgd:l1_ratio": 0.0016338977047375043, + "data_preprocessor:__choice__": "feature_type" }, "4cf2fa5": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 9.80346488062071e-07, "classifier:sgd:average": "False", @@ -561,19 +586,20 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 1.086969404979005e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0913160554397187, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1129, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0913160554397187, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1129, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:epsilon": 0.0012221439818245812, - "classifier:sgd:eta0": 0.008943497619680189 + "classifier:sgd:eta0": 0.008943497619680189, + "data_preprocessor:__choice__": "feature_type" }, "5fc1b32": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.8577168794438558e-06, @@ -585,17 +611,18 @@ "classifier:gradient_boosting:min_samples_leaf": 71, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.06548786110794219 + "classifier:gradient_boosting:validation_fraction": 0.06548786110794219, + "data_preprocessor:__choice__": "feature_type" }, "d87827f": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 7.99103727973616e-09, @@ -608,15 +635,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.07410624737565304 + "classifier:gradient_boosting:validation_fraction": 0.07410624737565304, + "data_preprocessor:__choice__": "feature_type" }, "596ffcf": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.00027636242065856353, "classifier:sgd:average": "True", @@ -625,18 +653,19 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.013180538572367732, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2851115921554341, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1244, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:sgd:l1_ratio": 0.030723049722014444 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2851115921554341, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1244, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:sgd:l1_ratio": 0.030723049722014444, + "data_preprocessor:__choice__": "feature_type" }, "7e1cc2b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1.081546830542745e-10, @@ -647,15 +676,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 23, "classifier:gradient_boosting:min_samples_leaf": 151, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "e5c9543": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 8.01254493932139e-06, "classifier:sgd:average": "False", @@ -663,15 +693,16 @@ "classifier:sgd:learning_rate": "optimal", "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "l1", - "classifier:sgd:tol": 0.0004953514665899356 + "classifier:sgd:tol": 0.0004953514665899356, + "data_preprocessor:__choice__": "feature_type" }, "231dfac": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.002691737591396719, @@ -683,9 +714,10 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 853, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:gradient_boosting:n_iter_no_change": 2 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 853, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:gradient_boosting:n_iter_no_change": 2, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json index 6db8dac598..5d5a8153ec 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "a52c261": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + 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"classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.05807993704988249, @@ -44,31 +45,33 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "5d80c27": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.38335027737351507, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 0.0005787736999064962, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.012192559003185645 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.014666702706735913, @@ -83,15 +86,16 @@ "classifier:mlp:num_nodes_per_layer": 181, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "e5c81ce": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.0005629960525048008, @@ -103,17 +107,18 @@ "classifier:gradient_boosting:min_samples_leaf": 76, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1259, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -210,15 +219,16 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0007621274530118648 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0007621274530118648, + "data_preprocessor:__choice__": "feature_type" }, "50aa7ad": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.0022187389530905e-07, @@ -234,15 +244,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006044015369290746 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "entropy", @@ -253,17 +264,18 @@ "classifier:random_forest:min_samples_leaf": 1, "classifier:random_forest:min_samples_split": 5, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008716562758519649, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8571845899461281, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.19501334084607963 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008716562758519649, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8571845899461281, + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.00037214108790852615, @@ -278,15 +290,16 @@ "classifier:mlp:num_nodes_per_layer": 132, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "ef2bd55": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + 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"classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0014143330565857936, - "classifier:gradient_boosting:n_iter_no_change": 16 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0014143330565857936, + "classifier:gradient_boosting:n_iter_no_change": 16, + "data_preprocessor:__choice__": "feature_type" }, "80918df": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0016394622023558874, @@ -554,15 +579,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.038744762665218604 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.038744762665218604, + "data_preprocessor:__choice__": "feature_type" }, "ce18bb7": { 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5.028288412739548e-06, @@ -601,15 +628,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "e5e92a5": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 8.345284863434284e-06, @@ -621,15 +649,16 @@ "classifier:gradient_boosting:min_samples_leaf": 40, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08571475959664131 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08571475959664131, + "data_preprocessor:__choice__": "feature_type" }, "6d8d3a8": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.02022936574853202, @@ -645,17 +674,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014867338455589912, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1762, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014867338455589912, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1762, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "84f6f17": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.006929454623470319, "classifier:sgd:average": "False", @@ -664,18 +694,19 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 6.855505127584628e-05, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1433, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1433, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", "classifier:sgd:eta0": 3.091511250116596e-05, - "classifier:sgd:l1_ratio": 0.3302336331591988 + "classifier:sgd:l1_ratio": 0.3302336331591988, + "data_preprocessor:__choice__": "feature_type" }, "6c51fe7": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.02020788205946434, @@ -691,7 +722,8 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json index e6f3ffd7c1..52f4d84c26 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "ed1f31b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.015023413072247305, @@ -19,15 +19,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 20, - "classifier:gradient_boosting:validation_fraction": 0.021337414482578282 + "classifier:gradient_boosting:validation_fraction": 0.021337414482578282, + "data_preprocessor:__choice__": "feature_type" }, "0ba913b": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.05338665182405857, @@ -42,31 +43,33 @@ "classifier:mlp:num_nodes_per_layer": 133, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "e26c1a0": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.026448718649501053, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 0.00025296373413613473, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7108230489029451, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.06748030619538817 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7108230489029451, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.06748030619538817, + "data_preprocessor:__choice__": "feature_type" }, "1bbdcf7": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.6646434005223762, @@ -78,16 +81,17 @@ "classifier:gradient_boosting:min_samples_leaf": 9, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1994, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1994, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "f937be6": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.09624923460954e-05, @@ -103,29 +107,31 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "b174099": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.01963047196175654, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", - "classifier:passive_aggressive:tol": 0.00016439976946376104 + "classifier:passive_aggressive:tol": 0.00016439976946376104, + "data_preprocessor:__choice__": "feature_type" }, "04ec8ba": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.052525116966960085, @@ -141,15 +147,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00010526559119801658 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00010526559119801658, + "data_preprocessor:__choice__": "feature_type" }, "403e74e": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.0002548120210455956, "classifier:sgd:average": "True", @@ -158,15 +165,16 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 2.7281817942839784e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00930364133754329 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00930364133754329, + "data_preprocessor:__choice__": "feature_type" }, "83d9459": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 9.497312797018587e-05, @@ -178,16 +186,17 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004231632120121218, - "classifier:gradient_boosting:n_iter_no_change": 10 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0004231632120121218, + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "6ab4d4e": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -198,16 +207,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 3, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9922490300053561, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.1829734948438291 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9922490300053561, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.1829734948438291, + "data_preprocessor:__choice__": "feature_type" }, "6e089e5": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.2949814755843218, @@ -219,16 +229,17 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007472986296445738, - "classifier:gradient_boosting:n_iter_no_change": 13 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007472986296445738, + "classifier:gradient_boosting:n_iter_no_change": 13, + "data_preprocessor:__choice__": "feature_type" }, "2ff9871": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.203227980310049e-07, @@ -244,16 +255,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0042422461274778025, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0042422461274778025, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "8933744": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 4.5310067314525186e-09, @@ -264,15 +276,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 17, "classifier:gradient_boosting:min_samples_leaf": 95, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "271d452": { "balancing:strategy": "weighting", "classifier:__choice__": 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"classifier:gradient_boosting:max_leaf_nodes": 3, "classifier:gradient_boosting:min_samples_leaf": 24, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "8c9971b": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.1639713505264491e-05, @@ -333,16 +348,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8926817285376502, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.08139907756830209 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8926817285376502, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.08139907756830209, + "data_preprocessor:__choice__": "feature_type" }, "ace7e83": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - 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"adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:__choice__": "feature_type" }, "dc9d49c": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": 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"data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:gradient_boosting:n_iter_no_change": 12, + "data_preprocessor:__choice__": "feature_type" }, "7e9bd96": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.010238945184548503, @@ -404,18 +422,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0003138314216302848, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 115, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0003138314216302848, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 115, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "0c11923": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 1.1705945278059233e-06, @@ -427,29 +446,31 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 8 + "classifier:gradient_boosting:n_iter_no_change": 8, + "data_preprocessor:__choice__": "feature_type" }, "ca6d42d": { "balancing:strategy": "none", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.00019530500583957, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", - "classifier:passive_aggressive:tol": 1.874391988200189e-05 + "classifier:passive_aggressive:tol": 1.874391988200189e-05, + "data_preprocessor:__choice__": "feature_type" }, "27587a2": { "balancing:strategy": "none", "classifier:__choice__": 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"classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 8, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "5367b82": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.0003215216943036034, @@ -480,15 +502,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 6, - "classifier:gradient_boosting:validation_fraction": 0.11360221557156701 + "classifier:gradient_boosting:validation_fraction": 0.11360221557156701, + "data_preprocessor:__choice__": "feature_type" }, "050fe7a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 3.1263692953978157e-09, @@ -500,15 +523,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008032087955934802 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008032087955934802, + "data_preprocessor:__choice__": "feature_type" }, "4f50608": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.00432222070345599, @@ -524,16 +548,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.724059454604005, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.25 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.724059454604005, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.25, + "data_preprocessor:__choice__": "feature_type" }, "4f414ab": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.07631127538351487, @@ -549,18 +574,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", 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"data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01928283480079869, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1415, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01928283480079869, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1415, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:eta0": 0.07771727761177989, - "classifier:sgd:l1_ratio": 0.1318744496830014 + "classifier:sgd:l1_ratio": 0.1318744496830014, + "data_preprocessor:__choice__": "feature_type" }, "8f7d99e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.005215435114386711, @@ -597,15 +624,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0030354192387363837 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0030354192387363837, + "data_preprocessor:__choice__": "feature_type" }, "cca9a17": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -615,15 +643,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "28afd70": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.003805857052406206, @@ -639,15 +668,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010271514866804008 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010271514866804008, + "data_preprocessor:__choice__": "feature_type" }, "2373433": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.8010371361722845e-05, @@ -663,15 +693,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.004960032952598242 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.004960032952598242, + "data_preprocessor:__choice__": "feature_type" }, "0a2cd4a": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.7020307356319102e-07, "classifier:sgd:average": "False", @@ -680,12 +711,13 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.00032645538502326643, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0011278084434492351, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1921, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0011278084434492351, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1921, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:epsilon": 0.001977206007382024, "classifier:sgd:eta0": 0.008049468921629188, - "classifier:sgd:l1_ratio": 0.5783321148432391 + "classifier:sgd:l1_ratio": 0.5783321148432391, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json index 9e74940df5..e3aead06b8 100644 --- a/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json +++ b/autosklearn/experimental/log_loss/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "66a25c8": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.276588472468541e-06, @@ -18,33 +18,35 @@ "classifier:gradient_boosting:min_samples_leaf": 24, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 750, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 750, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 19, - "classifier:gradient_boosting:validation_fraction": 0.15148736566968157 + "classifier:gradient_boosting:validation_fraction": 0.15148736566968157, + "data_preprocessor:__choice__": "feature_type" }, "fac7a35": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.08006755526933586, "classifier:passive_aggressive:average": "False", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 3.994632621445496e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01158501039849096 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01158501039849096, + "data_preprocessor:__choice__": "feature_type" }, "73f216b": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.07674703728087869, @@ -59,15 +61,16 @@ "classifier:mlp:num_nodes_per_layer": 84, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "e447ff7": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.010500061319870085, @@ -83,17 +86,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003422849226960965, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1243, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003422849226960965, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1243, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "b73823e": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.9522537974873806, @@ -105,15 +109,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 10 + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "6931b43": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.08259542580886936, @@ -128,15 +133,16 @@ "classifier:mlp:num_nodes_per_layer": 226, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "c7e9f6c": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 3.872840267260413e-06, "classifier:sgd:average": "False", @@ -145,16 +151,17 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.03697396801428135, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7964677178110968, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.06005060035154881 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7964677178110968, + 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 7.65300175393968e-10, @@ -473,17 +494,18 @@ "classifier:gradient_boosting:min_samples_leaf": 23, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002722722541363936, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - 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"classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 4.8682508397636915e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015207593701241244, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1023, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015207593701241244, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1023, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:eta0": 0.03270619114268647, - "classifier:sgd:l1_ratio": 0.6366758350267246 + "classifier:sgd:l1_ratio": 0.6366758350267246, + "data_preprocessor:__choice__": "feature_type" }, "84e34e8": { 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+609,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3203579669193948 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3203579669193948, + "data_preprocessor:__choice__": "feature_type" }, "440cf58": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0536730887874045, @@ -607,17 +634,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4664181155003834, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1323, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 7.715308590007419e-05, @@ -633,15 +661,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.043137864752964175 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.043137864752964175, + "data_preprocessor:__choice__": "feature_type" }, "d4b1080": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 1.8259965371824657e-05, "classifier:sgd:average": "False", @@ -650,19 +679,20 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 1.452995735058356e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.12942077457134954, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 197, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.12942077457134954, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 197, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", "classifier:sgd:eta0": 2.7253528919863838e-05, - "classifier:sgd:l1_ratio": 0.09043420706418341 + "classifier:sgd:l1_ratio": 0.09043420706418341, + "data_preprocessor:__choice__": "feature_type" }, "6933af5": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 4.545207967051902e-06, @@ -678,24 +708,26 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.15923339809849205, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9921300116071107, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.006717144431080089 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.15923339809849205, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9921300116071107, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.006717144431080089, + "data_preprocessor:__choice__": "feature_type" }, "c2bfd40": { "balancing:strategy": "none", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 5.450328300221067, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "squared_hinge", "classifier:passive_aggressive:tol": 1.197123139199107e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.40377267259792243 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.40377267259792243, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_10CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_10CV_iterative_es_if.json index 2867a58946..6be8f31b8c 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_10CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "721c57a": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.00013465657201236543, @@ -18,16 +18,17 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.061845829235074645, "classifier:sgd:average": "False", @@ -147,15 +153,16 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.0005568060975043113, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01053168704546915 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01053168704546915, + "data_preprocessor:__choice__": "feature_type" }, "5aab6e4": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.06380435274121282, @@ -171,16 +178,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.021809618585192588, - "classifier:mlp:validation_fraction": 0.1 + 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+ "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.07460201640366029, @@ -193,15 +201,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 11, - "classifier:gradient_boosting:validation_fraction": 0.2767824989716728 + "classifier:gradient_boosting:validation_fraction": 0.2767824989716728, + "data_preprocessor:__choice__": "feature_type" }, "4a934ee": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 2.6606906120701918e-08, @@ -212,15 +221,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 65, "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "c0e6259": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 5.033162042323634e-07, @@ -236,31 +246,33 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8207344726818622, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.050481917951293094, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8207344726818622, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.050481917951293094, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "14994aa": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - 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"classifier:gradient_boosting:l2_regularization": 2.3625386522582843e-05, @@ -272,16 +284,17 @@ "classifier:gradient_boosting:min_samples_leaf": 41, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002152450797464187, - "classifier:gradient_boosting:n_iter_no_change": 11 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0002152450797464187, + "classifier:gradient_boosting:n_iter_no_change": 11, + "data_preprocessor:__choice__": "feature_type" }, "604e370": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "gini", @@ -291,15 +304,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 6, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + 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"False", "classifier:extra_trees:criterion": "entropy", @@ -310,15 +324,16 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.29531825974563736 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.29531825974563736, + "data_preprocessor:__choice__": "feature_type" }, "bdb1c5c": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.661469858787088e-06, @@ -334,17 +349,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1087, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + 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"classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.10464338969122808 + "classifier:gradient_boosting:validation_fraction": 0.10464338969122808, + "data_preprocessor:__choice__": "feature_type" }, "3373e00": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.1078058613234884, @@ -402,17 +420,18 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.49938868874150427, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.3803843462388068e-07, @@ -428,15 +447,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "7c0aca6": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 6.827029760813435e-10, @@ -448,18 +468,19 @@ "classifier:gradient_boosting:min_samples_leaf": 29, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 395, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 395, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 20, - "classifier:gradient_boosting:validation_fraction": 0.010012508536536974 + "classifier:gradient_boosting:validation_fraction": 0.010012508536536974, + "data_preprocessor:__choice__": "feature_type" }, "8fda287": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.000979512334428161, "classifier:sgd:average": "False", @@ -468,15 +489,16 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.0003330846127844381, - "classifier:sgd:epsilon": 0.05751688066646589 + "classifier:sgd:epsilon": 0.05751688066646589, + "data_preprocessor:__choice__": 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"entropy", @@ -487,15 +509,16 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 12, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00232269597189769 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00232269597189769, + "data_preprocessor:__choice__": "feature_type" }, "b62b471": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 5.682252595549685e-07, @@ -507,17 +530,18 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002371604450008676, + 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.03658073392643779, @@ -533,17 +557,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010279798317958203, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7529347700207953, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2586577204324494 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.7888536650164595e-09, @@ -556,15 +581,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 9, - "classifier:gradient_boosting:validation_fraction": 0.21013865145204977 + "classifier:gradient_boosting:validation_fraction": 0.21013865145204977, + "data_preprocessor:__choice__": "feature_type" }, "b03f092": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 6.198316392162021e-05, "classifier:sgd:average": "True", @@ -573,19 +599,20 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 0.00393495861462236, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 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"data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.8825361999836349, @@ -598,15 +625,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 2, - 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.03823770159400361, @@ -618,15 +646,16 @@ "classifier:gradient_boosting:min_samples_leaf": 151, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 18 + "classifier:gradient_boosting:n_iter_no_change": 18, + "data_preprocessor:__choice__": "feature_type" }, "e3b07fe": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.006005654452453007, @@ -642,16 +671,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04337401371806109, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04337401371806109, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "32ab8ad": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -662,17 +692,18 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4884138170289074, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4884138170289074, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "952e617": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "entropy", @@ -682,7 +713,8 @@ "classifier:random_forest:min_impurity_decrease": 0.0, "classifier:random_forest:min_samples_leaf": 15, "classifier:random_forest:min_samples_split": 19, - "classifier:random_forest:min_weight_fraction_leaf": 0.0 + "classifier:random_forest:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_3CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_3CV_iterative_es_if.json index 709cbeb0ee..1928878da9 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_3CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "7fadb7f": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.45393721940046616, @@ -18,15 +18,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 1 + "classifier:gradient_boosting:n_iter_no_change": 1, + "data_preprocessor:__choice__": "feature_type" }, "057a961": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.08270335706419916, @@ -42,15 +43,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.019274771652010168 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.019274771652010168, + "data_preprocessor:__choice__": "feature_type" }, "18b9a26": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -61,17 +63,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01722698747911545, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7057003246095424, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.19450556868583982 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01722698747911545, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7057003246095424, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.19450556868583982, + "data_preprocessor:__choice__": "feature_type" }, "32b95ed": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.004166028419488433, @@ -83,16 +86,17 @@ "classifier:gradient_boosting:min_samples_leaf": 119, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3101738987949935, - "classifier:gradient_boosting:n_iter_no_change": 9 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.3101738987949935, + "classifier:gradient_boosting:n_iter_no_change": 9, + "data_preprocessor:__choice__": "feature_type" }, "3b9d012": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0002552383013241971, @@ -104,15 +108,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02647964603290406 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02647964603290406, + "data_preprocessor:__choice__": "feature_type" }, "e94ffc2": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 7.148089068460268e-09, @@ -124,17 +129,18 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.012839593604617927, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.012839593604617927, "classifier:gradient_boosting:n_iter_no_change": 3, - "classifier:gradient_boosting:validation_fraction": 0.3750029060371645 + "classifier:gradient_boosting:validation_fraction": 0.3750029060371645, + "data_preprocessor:__choice__": "feature_type" }, "611fcd2": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1.5647996172761155e-07, @@ -146,15 +152,16 @@ "classifier:gradient_boosting:min_samples_leaf": 106, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04973487764532246 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04973487764532246, + "data_preprocessor:__choice__": "feature_type" }, "2cc7fa6": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.157948463257776e-09, @@ -166,18 +173,19 @@ "classifier:gradient_boosting:min_samples_leaf": 16, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1109, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1109, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 5, - "classifier:gradient_boosting:validation_fraction": 0.11007668926581227 + "classifier:gradient_boosting:validation_fraction": 0.11007668926581227, + "data_preprocessor:__choice__": "feature_type" }, "a507a1e": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.0010890025696774e-06, @@ -189,17 +197,18 @@ "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0012964352618779716, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0012964352618779716, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.3636102017236529 + "classifier:gradient_boosting:validation_fraction": 0.3636102017236529, + "data_preprocessor:__choice__": "feature_type" }, "6270995": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.02736565130688392, @@ -215,16 +224,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006335781408792834, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006335781408792834, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "09c23ea": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 7.610661420799152e-05, @@ -237,15 +247,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 3, - "classifier:gradient_boosting:validation_fraction": 0.3906906166499882 + "classifier:gradient_boosting:validation_fraction": 0.3906906166499882, + "data_preprocessor:__choice__": "feature_type" }, "8436422": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.02115433639174142, @@ -257,31 +268,33 @@ 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.05031061058949074, @@ -370,17 +386,18 @@ "classifier:gradient_boosting:min_samples_leaf": 65, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.10770240781492481, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7080966958283763, - 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"classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0009439166308847433, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 629, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0009439166308847433, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 629, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "ea94610": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - 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"classifier:random_forest:min_samples_split": 4, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2641107295539412 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2641107295539412, + "data_preprocessor:__choice__": "feature_type" }, "fb21bf8": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -457,17 +477,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010763165432149112, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 10, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.0961615055874908, @@ -479,15 +500,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 14 + "classifier:gradient_boosting:n_iter_no_change": 14, + "data_preprocessor:__choice__": "feature_type" }, "70d7673": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - 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"data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.03249561945002279, @@ -556,16 +580,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.008616859943826969, - "classifier:mlp:validation_fraction": 0.1 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.1137510514809372e-05, @@ -581,15 +606,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "7a1979d": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.027188098593268734, @@ -600,15 +626,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 338, "classifier:gradient_boosting:min_samples_leaf": 174, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "db47f52": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.004416135866821359, @@ -620,16 +647,17 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.07919351726301219, - "classifier:gradient_boosting:n_iter_no_change": 18 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.07919351726301219, + "classifier:gradient_boosting:n_iter_no_change": 18, + "data_preprocessor:__choice__": "feature_type" }, "57c1d3d": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -639,15 +667,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 4, "classifier:extra_trees:min_samples_split": 7, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "330533a": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.43680460589768993, @@ -659,15 +688,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 9 + "classifier:gradient_boosting:n_iter_no_change": 9, + "data_preprocessor:__choice__": "feature_type" }, "31f9d24": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 1.0973657353962832e-09, @@ -678,15 +708,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 3, "classifier:gradient_boosting:min_samples_leaf": 43, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "b7a81a4": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.06363323517312597, @@ -698,9 +729,10 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.16522606245500177, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8360632014850663, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2880796632700646 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.16522606245500177, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8360632014850663, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2880796632700646, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_5CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_5CV_iterative_es_if.json index 3ac98702d6..4752cc9ecc 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_5CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "182a858": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.5637457124111532, @@ -18,19 +18,20 @@ "classifier:gradient_boosting:min_samples_leaf": 4, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.12446922535601551 + "classifier:gradient_boosting:validation_fraction": 0.12446922535601551, + "data_preprocessor:__choice__": "feature_type" }, "48e7d72": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.2258110513076192e-07, @@ -46,18 +47,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00664357238135439, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1633, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00664357238135439, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1633, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "3b5725c": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "gini", @@ -67,15 +69,16 @@ "classifier:random_forest:min_impurity_decrease": 0.0, "classifier:random_forest:min_samples_leaf": 7, "classifier:random_forest:min_samples_split": 6, - "classifier:random_forest:min_weight_fraction_leaf": 0.0 + "classifier:random_forest:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "e8567fc": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.03163197457204322, "classifier:sgd:average": "True", @@ -84,15 +87,16 @@ "classifier:sgd:loss": "log", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.0007858702630144828, - "classifier:sgd:eta0": 1.3077397138182272e-06 + "classifier:sgd:eta0": 1.3077397138182272e-06, + "data_preprocessor:__choice__": "feature_type" }, "8aac02c": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -102,15 +106,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "0b0f56b": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.014441035336047228, @@ -122,19 +127,20 @@ "classifier:gradient_boosting:min_samples_leaf": 14, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00478670752735577, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 878, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00478670752735577, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 878, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 2, - "classifier:gradient_boosting:validation_fraction": 0.015980615501050732 + "classifier:gradient_boosting:validation_fraction": 0.015980615501050732, + "data_preprocessor:__choice__": "feature_type" }, "766431d": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.07582794009656268, "classifier:sgd:average": "True", @@ -143,18 +149,19 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 1.393955947452411e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0007067961852657844, + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.00016669192148396247, @@ -196,15 +204,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014783697119079647 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014783697119079647, + "data_preprocessor:__choice__": "feature_type" }, "a8f7d08": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.874836597952193e-05, @@ -216,16 +225,17 @@ "classifier:gradient_boosting:min_samples_leaf": 64, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03763157344543798, - "classifier:gradient_boosting:n_iter_no_change": 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0061156000475928755, @@ -355,18 +370,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.09433061331169024, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 968, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.09433061331169024, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 968, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.06840196435119587, @@ -382,17 +398,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014993536738242566, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1006, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014993536738242566, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1006, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "546748f": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.05474267552000694, @@ -408,17 +425,18 @@ 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"one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -429,16 +447,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 6, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1805, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1805, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "d2a3f8c": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.200831789019631e-06, @@ -454,17 +473,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1074, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1074, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "36cd396": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 2.4478580106678868e-05, @@ -480,15 +500,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "09555d8": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.00757691646869649, @@ -500,16 +521,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016129570857335443, - "classifier:gradient_boosting:n_iter_no_change": 12 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016129570857335443, + "classifier:gradient_boosting:n_iter_no_change": 12, + "data_preprocessor:__choice__": "feature_type" }, "8ffaacd": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "entropy", @@ -520,15 +542,16 @@ "classifier:random_forest:min_samples_leaf": 2, "classifier:random_forest:min_samples_split": 2, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013280091773466545 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0013280091773466545, + "data_preprocessor:__choice__": "feature_type" }, "4396ea3": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.001031275866929051, @@ -544,17 +567,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04792826808552058, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 499, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.04792826808552058, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 499, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "1d4a4c2": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.007195775145233969, "classifier:sgd:average": "False", @@ -563,18 +587,19 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.07235863809766979, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 775, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:sgd:eta0": 0.08292033673052085 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 775, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:sgd:eta0": 0.08292033673052085, + "data_preprocessor:__choice__": "feature_type" }, "038e453": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 5.097887658296115e-10, @@ -586,16 +611,17 @@ "classifier:gradient_boosting:min_samples_leaf": 119, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "classifier:gradient_boosting:n_iter_no_change": 9 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "classifier:gradient_boosting:n_iter_no_change": 9, + "data_preprocessor:__choice__": "feature_type" }, "d2b0a20": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.589883900533631e-05, @@ -611,18 +637,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003494332317431934, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 989, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.003494332317431934, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 989, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "7308c48": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.8788302704592856e-08, @@ -634,19 +661,20 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002054731810377537, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1307, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002054731810377537, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1307, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 17, - "classifier:gradient_boosting:validation_fraction": 0.19824476185559053 + "classifier:gradient_boosting:validation_fraction": 0.19824476185559053, + "data_preprocessor:__choice__": "feature_type" }, "4e08230": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.746966788672433e-10, @@ -659,15 +687,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 11, - "classifier:gradient_boosting:validation_fraction": 0.010048821300335692 + "classifier:gradient_boosting:validation_fraction": 0.010048821300335692, + "data_preprocessor:__choice__": "feature_type" }, "a9c54cc": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 1.9842106812835266e-08, @@ -679,16 +708,17 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0025534629798769164, - "classifier:gradient_boosting:n_iter_no_change": 19 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0025534629798769164, + "classifier:gradient_boosting:n_iter_no_change": 19, + "data_preprocessor:__choice__": "feature_type" }, "c9ed268": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "gini", @@ -699,15 +729,16 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28925175872648934 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28925175872648934, + "data_preprocessor:__choice__": "feature_type" }, "3995b86": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 7.590182576737764e-05, "classifier:sgd:average": "False", @@ -716,11 +747,12 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 1.0753061398127813e-05, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 957, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 957, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:eta0": 0.0004991855218627508, "classifier:sgd:l1_ratio": 0.5188568617869495, - "classifier:sgd:power_t": 0.040071332883664504 + "classifier:sgd:power_t": 0.040071332883664504, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_holdout_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_holdout_iterative_es_if.json index 43ee30e09b..6d05ceeb47 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_holdout_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_None_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "c2be434": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.6748753104809287, @@ -18,16 +18,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 467, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 467, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "c85132e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.02403680354109863, @@ -43,15 +44,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006864495761122583 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006864495761122583, + "data_preprocessor:__choice__": "feature_type" }, "3ffac3d": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - 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"classifier:extra_trees:min_samples_split": 12, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011646685244486026 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011646685244486026, + "data_preprocessor:__choice__": "feature_type" }, "3861869": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.71988109367239, @@ -105,17 +109,18 @@ "classifier:gradient_boosting:min_samples_leaf": 60, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -150,17 +156,18 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 6, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014692720865382352, - 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.2045057725467069e-06, @@ -176,15 +183,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.019065400719425012 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "True", "classifier:random_forest:criterion": "entropy", @@ -195,15 +203,16 @@ "classifier:random_forest:min_samples_leaf": 1, "classifier:random_forest:min_samples_split": 3, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00894575704976732 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00894575704976732, + "data_preprocessor:__choice__": "feature_type" }, "5da6d7e": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.3273541586659225e-07, @@ -215,17 +224,18 @@ "classifier:gradient_boosting:min_samples_leaf": 53, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02106255140796113, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02106255140796113, "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.1034846810050602 + "classifier:gradient_boosting:validation_fraction": 0.1034846810050602, + "data_preprocessor:__choice__": "feature_type" }, "4522c5c": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.9670011197771353e-06, @@ -241,16 +251,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0031947270899377388, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0031947270899377388, + 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"classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.1115184878827328e-08, @@ -262,18 +273,19 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7095737810789393, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.25, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7095737810789393, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.25, "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.3430240407684142 + "classifier:gradient_boosting:validation_fraction": 0.3430240407684142, + "data_preprocessor:__choice__": "feature_type" }, "e33f5d1": { "balancing:strategy": "weighting", "classifier:__choice__": 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"elasticnet", "classifier:sgd:tol": 0.00820385437008071, - "classifier:sgd:l1_ratio": 3.8082985862639424e-06 + "classifier:sgd:l1_ratio": 3.8082985862639424e-06, + "data_preprocessor:__choice__": "feature_type" }, "6e537da": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 5.006130202859359e-07, @@ -306,15 +319,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "e72a0d0": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + 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"data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.0001875192067620779, "classifier:sgd:average": "False", @@ -345,15 +360,16 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 8.27706111772171e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007965405034296472 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007965405034296472, + "data_preprocessor:__choice__": "feature_type" }, "cbcd40f": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - 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"classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007638069834416036, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1229, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:gradient_boosting:n_iter_no_change": 15 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007638069834416036, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1229, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:gradient_boosting:n_iter_no_change": 15, + "data_preprocessor:__choice__": "feature_type" }, "04b6e1c": { "balancing:strategy": "weighting", "classifier:__choice__": "passive_aggressive", - 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"classifier:passive_aggressive:loss": "squared_hinge", - "classifier:passive_aggressive:tol": 0.01877747201567429 + "classifier:passive_aggressive:tol": 0.01877747201567429, + "data_preprocessor:__choice__": "feature_type" }, "4a96439": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + 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"normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.06676670886464435, @@ -421,15 +440,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 5, - "classifier:gradient_boosting:validation_fraction": 0.023676944177253988 + "classifier:gradient_boosting:validation_fraction": 0.023676944177253988, + "data_preprocessor:__choice__": "feature_type" }, "4464ce4": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -439,15 +459,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 5, "classifier:extra_trees:min_samples_split": 10, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "3a1cf69": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0015950011702236145, @@ -463,15 +484,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "3230065": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.09754317433401026, @@ -487,15 +509,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "e5d8521": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - 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"data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 445, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 445, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "ee1d407": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.005416726300011578, @@ -533,15 +557,16 @@ "classifier:gradient_boosting:min_samples_leaf": 8, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0030968404387141115 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.8738168709214254e-05, @@ -553,15 +578,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 18 + "classifier:gradient_boosting:n_iter_no_change": 18, + "data_preprocessor:__choice__": "feature_type" }, "5ec319d": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -572,17 +598,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0059309332615295795, - 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"data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.0004945288559565946, @@ -594,18 +621,19 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.07294394095398503, - 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"minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.655806757580722e-06, @@ -621,17 +649,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.000219180545401084, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 88, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.000219180545401084, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 88, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "33ce15c": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -642,17 +671,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2974843930412059, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 817, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2974843930412059, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 817, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "7166357": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -662,15 +692,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 3, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "fcfb9a5": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 5.982250583056293e-07, @@ -682,10 +713,11 @@ "classifier:gradient_boosting:min_samples_leaf": 31, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7222720678541623, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.1962257728731655, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7222720678541623, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.1962257728731655, "classifier:gradient_boosting:n_iter_no_change": 5, - "classifier:gradient_boosting:validation_fraction": 0.03541393128244466 + "classifier:gradient_boosting:validation_fraction": 0.03541393128244466, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json index 14ac62c9a7..8048cc14d4 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_10CV_iterative_es_if.json @@ -3,10 +3,10 @@ "721c57a": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.00013465657201236543, @@ -18,16 +18,17 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8406370831514932, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.20389889461388738 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8406370831514932, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.20389889461388738, + "data_preprocessor:__choice__": "feature_type" }, "078caa9": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.01099360364479807, @@ -42,15 +43,16 @@ "classifier:mlp:num_nodes_per_layer": 158, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "e457d9c": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.00030613924609073983, @@ -62,16 +64,17 @@ "classifier:gradient_boosting:min_samples_leaf": 41, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.10560266211666122, - "classifier:gradient_boosting:n_iter_no_change": 1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.10560266211666122, + "classifier:gradient_boosting:n_iter_no_change": 1, + "data_preprocessor:__choice__": "feature_type" }, "ef55f97": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 5.856855256358514e-05, @@ -84,15 +87,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.17760188229708512 + "classifier:gradient_boosting:validation_fraction": 0.17760188229708512, + "data_preprocessor:__choice__": "feature_type" }, "3aa9e49": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -103,16 +107,17 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7260837314772796, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2525954332120069 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7260837314772796, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.2525954332120069, + "data_preprocessor:__choice__": "feature_type" }, "2e26e3e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.05355468767048555, @@ -128,17 +133,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 275, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 275, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "9fbdad0": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -149,15 +155,16 @@ "classifier:extra_trees:min_samples_leaf": 20, "classifier:extra_trees:min_samples_split": 11, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.030049905394547737 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.030049905394547737, + "data_preprocessor:__choice__": "feature_type" }, "f3d6f6e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.010701517792694699, @@ -173,16 +180,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.20784580770691768, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.20784580770691768, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "344e35a": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.005583481234500803, "classifier:sgd:average": "False", @@ -191,18 +199,19 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "l2", "classifier:sgd:tol": 0.0005048105374069469, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1023, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", - "classifier:sgd:eta0": 0.09184400512698869 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1023, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "classifier:sgd:eta0": 0.09184400512698869, + "data_preprocessor:__choice__": "feature_type" }, "fd44352": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.009102349946737863, "classifier:sgd:average": "False", @@ -211,17 +220,18 @@ "classifier:sgd:loss": "squared_hinge", "classifier:sgd:penalty": "elasticnet", "classifier:sgd:tol": 5.961960699068331e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002492245059153722, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002492245059153722, "classifier:sgd:eta0": 0.011565276785900419, - "classifier:sgd:l1_ratio": 0.3056450833447781 + "classifier:sgd:l1_ratio": 0.3056450833447781, + "data_preprocessor:__choice__": "feature_type" }, "3c53750": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:passive_aggressive:C": 0.2507812540376952, "classifier:passive_aggressive:average": "True", "classifier:passive_aggressive:fit_intercept": "True", "classifier:passive_aggressive:loss": "hinge", "classifier:passive_aggressive:tol": 0.092080536430842, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1282, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1282, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "fd2205c": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 1.7677431032972546e-05, @@ -590,18 +617,19 @@ "classifier:gradient_boosting:min_samples_leaf": 8, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 158, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 158, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", "classifier:gradient_boosting:n_iter_no_change": 18, - "classifier:gradient_boosting:validation_fraction": 0.3960774294744941 + "classifier:gradient_boosting:validation_fraction": 0.3960774294744941, + "data_preprocessor:__choice__": "feature_type" }, "9d1c409": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.006455255785035623, @@ -617,16 +645,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002464603685466766, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.002464603685466766, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "bdb1c5c": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.661469858787088e-06, @@ -642,17 +671,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1087, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1087, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "4a934ee": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 2.6606906120701918e-08, @@ -663,15 +693,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 65, "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "32ab8ad": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -682,9 +713,10 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4884138170289074, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.4884138170289074, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json index 53904928ff..a74fd998d7 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_3CV_iterative_es_if.json @@ -3,10 +3,10 @@ "7fadb7f": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.45393721940046616, @@ -18,15 +18,16 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 1 + "classifier:gradient_boosting:n_iter_no_change": 1, + "data_preprocessor:__choice__": "feature_type" }, "4e2d8ae": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.5791524331329776e-10, @@ -38,16 +39,17 @@ "classifier:gradient_boosting:min_samples_leaf": 1, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00683041403778669, - "classifier:gradient_boosting:n_iter_no_change": 6 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00683041403778669, + "classifier:gradient_boosting:n_iter_no_change": 6, + "data_preprocessor:__choice__": "feature_type" }, "a507a1e": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.0010890025696774e-06, @@ -59,17 +61,18 @@ "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0012964352618779716, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0012964352618779716, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.3636102017236529 + "classifier:gradient_boosting:validation_fraction": 0.3636102017236529, + "data_preprocessor:__choice__": "feature_type" }, "3b9d012": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0002552383013241971, @@ -81,15 +84,16 @@ "classifier:gradient_boosting:min_samples_leaf": 3, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02647964603290406 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02647964603290406, + "data_preprocessor:__choice__": "feature_type" }, "37ed3d0": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.07979356062608887, @@ -105,15 +109,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "09c23ea": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 7.610661420799152e-05, @@ -126,15 +131,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 3, - "classifier:gradient_boosting:validation_fraction": 0.3906906166499882 + "classifier:gradient_boosting:validation_fraction": 0.3906906166499882, + "data_preprocessor:__choice__": "feature_type" }, "70fe9d8": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 3.637005963966944e-09, @@ -146,15 +152,16 @@ "classifier:gradient_boosting:min_samples_leaf": 26, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "classifier:gradient_boosting:n_iter_no_change": 1 + "classifier:gradient_boosting:n_iter_no_change": 1, + "data_preprocessor:__choice__": "feature_type" }, "da2661d": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - 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"data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.04448426739885174, + "classifier:gradient_boosting:n_iter_no_change": 6, + "data_preprocessor:__choice__": "feature_type" }, "9bdce9a": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.0011830246161850955, @@ -496,15 +518,16 @@ "classifier:gradient_boosting:max_leaf_nodes": 51, "classifier:gradient_boosting:min_samples_leaf": 7, "classifier:gradient_boosting:scoring": "loss", - "classifier:gradient_boosting:tol": 1e-07 + "classifier:gradient_boosting:tol": 1e-07, + "data_preprocessor:__choice__": "feature_type" }, "18708a2": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.3823866149047987, @@ -516,15 +539,16 @@ "classifier:gradient_boosting:min_samples_leaf": 5, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.03356994088246032 + 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.013933941367471931, @@ -540,18 +564,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015177309301599575, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.9455241437884573, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.059719120916944465, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.015177309301599575, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.9455241437884573, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.059719120916944465, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "3f02da0": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.01725640030888011, "classifier:sgd:average": "False", @@ -560,19 +585,20 @@ "classifier:sgd:loss": "modified_huber", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 0.000444097430988237, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02295717112387062, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 616, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02295717112387062, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 616, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:sgd:epsilon": 3.109676948490368e-05, - "classifier:sgd:eta0": 2.5983206022574477e-05 + "classifier:sgd:eta0": 2.5983206022574477e-05, + "data_preprocessor:__choice__": "feature_type" }, "21ff716": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 3.501444256691464e-05, @@ -588,16 +614,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02075801210840713, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02075801210840713, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "f2e837c": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0323361335081128, @@ -613,15 +640,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "fb21bf8": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -632,17 +660,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010763165432149112, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 10, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010763165432149112, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 10, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "d13d06f": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 1.2319594782492531e-07, @@ -658,15 +687,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01896761231951133 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.01896761231951133, + "data_preprocessor:__choice__": "feature_type" }, "d95f74b": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "True", "classifier:random_forest:criterion": "gini", @@ -677,16 +707,17 @@ "classifier:random_forest:min_samples_leaf": 16, "classifier:random_forest:min_samples_split": 7, "classifier:random_forest:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1456, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1456, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "7167f0c": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.060787732025367934, @@ -702,7 +733,8 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05789857129625832 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.05789857129625832, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json index dfd4630e4f..6580310dcb 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_5CV_iterative_es_if.json @@ -3,10 +3,10 @@ "182a858": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.5637457124111532, @@ -18,19 +18,20 @@ "classifier:gradient_boosting:min_samples_leaf": 4, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1000, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.12446922535601551 + "classifier:gradient_boosting:validation_fraction": 0.12446922535601551, + "data_preprocessor:__choice__": "feature_type" }, "48e7d72": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.2258110513076192e-07, @@ -46,18 +47,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00664357238135439, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1633, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.00664357238135439, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1633, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "3b5725c": { "balancing:strategy": "none", "classifier:__choice__": "random_forest", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:random_forest:bootstrap": "False", "classifier:random_forest:criterion": "gini", @@ -67,15 +69,16 @@ "classifier:random_forest:min_impurity_decrease": 0.0, "classifier:random_forest:min_samples_leaf": 7, "classifier:random_forest:min_samples_split": 6, - "classifier:random_forest:min_weight_fraction_leaf": 0.0 + "classifier:random_forest:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "e8567fc": { "balancing:strategy": "weighting", "classifier:__choice__": "sgd", - 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+202,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8593841208287082, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.27443311984781915, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.8593841208287082, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.27443311984781915, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "ed48b1e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.018568748078166122, @@ -220,16 +229,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.19593845967764903, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.19593845967764903, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "7eb153b": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + 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"feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.06840196435119587, @@ -268,17 +279,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014993536738242566, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1006, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014993536738242566, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1006, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "uniform", + "data_preprocessor:__choice__": "feature_type" }, "c3c5a39": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.2696271815993723e-08, @@ -291,15 +303,16 @@ "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, "classifier:gradient_boosting:n_iter_no_change": 13, - "classifier:gradient_boosting:validation_fraction": 0.09536739955550967 + "classifier:gradient_boosting:validation_fraction": 0.09536739955550967, + "data_preprocessor:__choice__": "feature_type" }, "09555d8": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.00757691646869649, @@ -311,16 +324,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016129570857335443, - "classifier:gradient_boosting:n_iter_no_change": 12 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0016129570857335443, + 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"no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "gini", @@ -331,15 +345,16 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 2, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28925175872648934 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.28925175872648934, + "data_preprocessor:__choice__": "feature_type" }, "07b7a65": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - 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"data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "gini", @@ -464,16 +484,17 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1979, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1979, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "aeea657": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + 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"data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 6.384148142829129e-07, @@ -561,17 +585,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11290792173552132, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1206, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.11290792173552132, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1206, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "51f697f": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -581,15 +606,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 4, - 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"data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 5.968581863785958e-07, @@ -601,16 +627,17 @@ "classifier:gradient_boosting:min_samples_leaf": 31, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006793803631342036, - "classifier:gradient_boosting:n_iter_no_change": 10 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006793803631342036, + "classifier:gradient_boosting:n_iter_no_change": 10, + "data_preprocessor:__choice__": "feature_type" }, "05ee5be": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - 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"data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0018907050183624963 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0018907050183624963, + "data_preprocessor:__choice__": "feature_type" }, "0ca3806": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.0013208466807075462, @@ -650,18 +678,19 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08818186730767953, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.8684897085540992, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.16274635771642468, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.08818186730767953, + 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+ "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 5.368880296753774e-05, @@ -673,16 +702,17 @@ "classifier:gradient_boosting:min_samples_leaf": 37, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1090812196521665, - "classifier:gradient_boosting:n_iter_no_change": 8 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.1090812196521665, + "classifier:gradient_boosting:n_iter_no_change": 8, + "data_preprocessor:__choice__": "feature_type" }, "53af782": { "balancing:strategy": 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"classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7158581239252029, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.23727106534304226 + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7158581239252029, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.23727106534304226, + "data_preprocessor:__choice__": "feature_type" }, "04ee8cd": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 9.288290269247413e-06, @@ -719,8 +750,9 @@ "classifier:gradient_boosting:min_samples_leaf": 29, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, - "classifier:gradient_boosting:n_iter_no_change": 14 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "classifier:gradient_boosting:n_iter_no_change": 14, + "data_preprocessor:__choice__": "feature_type" } }, "cutoffs": [ diff --git a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json index b00c3047b1..3c444db186 100644 --- a/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json +++ b/autosklearn/experimental/roc_auc/askl2_portfolios/RF_SH-eta4-i_holdout_iterative_es_if.json @@ -3,10 +3,10 @@ "c2be434": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.6748753104809287, @@ -18,16 +18,17 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 467, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 467, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "c85132e": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.02403680354109863, @@ -43,15 +44,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006864495761122583 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.006864495761122583, + "data_preprocessor:__choice__": "feature_type" }, "3ffac3d": { "balancing:strategy": "weighting", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -62,15 +64,16 @@ "classifier:extra_trees:min_samples_leaf": 2, "classifier:extra_trees:min_samples_split": 12, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011646685244486026 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.011646685244486026, + "data_preprocessor:__choice__": "feature_type" }, "3861869": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 0.00016738991392028723, @@ -82,18 +85,19 @@ "classifier:gradient_boosting:min_samples_leaf": 34, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.014811458584487597, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7621841297339562, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.2689588813833072, - 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 0.71988109367239, @@ -105,17 +109,18 @@ "classifier:gradient_boosting:min_samples_leaf": 60, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.010000000000000004, "classifier:gradient_boosting:n_iter_no_change": 2, - "classifier:gradient_boosting:validation_fraction": 0.35512720315660784 + "classifier:gradient_boosting:validation_fraction": 0.35512720315660784, + "data_preprocessor:__choice__": "feature_type" }, "e8c14b9": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 3.608918520734071e-09, @@ -127,16 +132,17 @@ "classifier:gradient_boosting:min_samples_leaf": 84, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.012653276795134658, - "classifier:gradient_boosting:n_iter_no_change": 7 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.012653276795134658, + "classifier:gradient_boosting:n_iter_no_change": 7, + "data_preprocessor:__choice__": "feature_type" }, "93a94fc": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.827675471031294e-06, @@ -152,15 +158,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "ee1d407": { "balancing:strategy": "weighting", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "off", "classifier:gradient_boosting:l2_regularization": 0.005416726300011578, @@ -172,15 +179,16 @@ "classifier:gradient_boosting:min_samples_leaf": 8, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0030968404387141115 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0030968404387141115, + "data_preprocessor:__choice__": "feature_type" }, "4464ce4": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -190,15 +198,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 5, "classifier:extra_trees:min_samples_split": 10, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "5da6d7e": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 3.3273541586659225e-07, @@ -210,17 +219,18 @@ "classifier:gradient_boosting:min_samples_leaf": 53, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02106255140796113, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.02106255140796113, "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.1034846810050602 + "classifier:gradient_boosting:validation_fraction": 0.1034846810050602, + "data_preprocessor:__choice__": "feature_type" }, "4522c5c": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 1.9670011197771353e-06, @@ -236,16 +246,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0031947270899377388, - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0031947270899377388, + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "cbcd40f": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "train", "classifier:gradient_boosting:l2_regularization": 2.400226925336298e-10, @@ -257,18 +268,19 @@ "classifier:gradient_boosting:min_samples_leaf": 16, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007638069834416036, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 1229, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - 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"data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -278,15 +290,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 3, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "3a1cf69": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0015950011702236145, @@ -302,15 +315,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "e99d884": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 5.586823512052795e-07, @@ -326,15 +340,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.14403104186842322 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.14403104186842322, + "data_preprocessor:__choice__": "feature_type" }, "1312886": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "minmax", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "minmax", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.08148032343886343, @@ -349,15 +364,16 @@ "classifier:mlp:num_nodes_per_layer": 161, "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", - "classifier:mlp:tol": 0.0001 + "classifier:mlp:tol": 0.0001, + "data_preprocessor:__choice__": "feature_type" }, "59fbdef": { "balancing:strategy": "none", "classifier:__choice__": "sgd", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "standardize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "standardize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:sgd:alpha": 0.0001875192067620779, "classifier:sgd:average": "False", @@ -366,15 +382,16 @@ "classifier:sgd:loss": "perceptron", "classifier:sgd:penalty": "l1", "classifier:sgd:tol": 8.27706111772171e-05, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007965405034296472 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007965405034296472, + "data_preprocessor:__choice__": "feature_type" }, "33ce15c": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "gini", @@ -385,17 +402,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2974843930412059, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 817, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.2974843930412059, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 817, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "e72a0d0": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "none", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "none", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.3269976253487158e-07, @@ -407,17 +425,18 @@ "classifier:gradient_boosting:min_samples_leaf": 2, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007883404564380745, + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.007883404564380745, "classifier:gradient_boosting:n_iter_no_change": 1, - "classifier:gradient_boosting:validation_fraction": 0.058283078146253935 + "classifier:gradient_boosting:validation_fraction": 0.058283078146253935, + "data_preprocessor:__choice__": "feature_type" }, "5ec319d": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "minority_coalescer", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "False", "classifier:extra_trees:criterion": "entropy", @@ -428,17 +447,18 @@ "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 4, "classifier:extra_trees:min_weight_fraction_leaf": 0.0, - "data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0059309332615295795, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7122245303069001, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.26765391722955484 + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction": 0.0059309332615295795, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7122245303069001, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.26765391722955484, + "data_preprocessor:__choice__": "feature_type" }, "3230065": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 0.09754317433401026, @@ -454,15 +474,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "4a96439": { "balancing:strategy": "none", "classifier:__choice__": "extra_trees", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "normalize", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "normalize", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:extra_trees:bootstrap": "True", "classifier:extra_trees:criterion": "entropy", @@ -472,15 +493,16 @@ "classifier:extra_trees:min_impurity_decrease": 0.0, "classifier:extra_trees:min_samples_leaf": 1, "classifier:extra_trees:min_samples_split": 5, - "classifier:extra_trees:min_weight_fraction_leaf": 0.0 + "classifier:extra_trees:min_weight_fraction_leaf": 0.0, + "data_preprocessor:__choice__": "feature_type" }, "970f3cb": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "no_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "no_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "tanh", "classifier:mlp:alpha": 6.254082115000192e-06, @@ -496,16 +518,17 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 70, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal" + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 70, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "data_preprocessor:__choice__": "feature_type" }, "3e86168": { "balancing:strategy": "none", "classifier:__choice__": "gradient_boosting", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "mean", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "robust_scaler", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "mean", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "robust_scaler", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:gradient_boosting:early_stop": "valid", "classifier:gradient_boosting:l2_regularization": 2.1115184878827328e-08, @@ -517,18 +540,19 @@ "classifier:gradient_boosting:min_samples_leaf": 12, "classifier:gradient_boosting:scoring": "loss", "classifier:gradient_boosting:tol": 1e-07, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max": 0.7095737810789393, - "data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min": 0.25, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max": 0.7095737810789393, + "data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min": 0.25, "classifier:gradient_boosting:n_iter_no_change": 14, - "classifier:gradient_boosting:validation_fraction": 0.3430240407684142 + "classifier:gradient_boosting:validation_fraction": 0.3430240407684142, + "data_preprocessor:__choice__": "feature_type" }, "6e537da": { "balancing:strategy": "none", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "most_frequent", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "power_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "most_frequent", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "power_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 5.006130202859359e-07, @@ -544,15 +568,16 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "classifier:mlp:validation_fraction": 0.1 + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": "feature_type" }, "e5d8521": { "balancing:strategy": "weighting", "classifier:__choice__": "mlp", - "data_preprocessing:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", - "data_preprocessing:categorical_transformer:category_coalescence:__choice__": "no_coalescense", - "data_preprocessing:numerical_transformer:imputation:strategy": "median", - "data_preprocessing:numerical_transformer:rescaling:__choice__": "quantile_transformer", + "data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__": "one_hot_encoding", + "data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__": "no_coalescense", + "data_preprocessor:feature_type:numerical_transformer:imputation:strategy": "median", + "data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__": "quantile_transformer", "feature_preprocessor:__choice__": "no_preprocessing", "classifier:mlp:activation": "relu", "classifier:mlp:alpha": 0.0004559602967163812, @@ -568,17 +593,18 @@ "classifier:mlp:shuffle": "True", "classifier:mlp:solver": "adam", "classifier:mlp:tol": 0.0001, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 445, - "data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", - "classifier:mlp:validation_fraction": 0.1 + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles": 445, + "data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution": "normal", + "classifier:mlp:validation_fraction": 0.1, + "data_preprocessor:__choice__": 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/accuracy_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/accuracy_multiclass.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/accuracy_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/accuracy_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv index 322061c507..3233f6aff0 100644 --- a/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/average_precision_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/average_precision_binary.classification_sparse/configurations.csv index 24e3bece50..50fca277e7 100644 --- a/autosklearn/metalearning/files/average_precision_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/average_precision_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv index 322061c507..3233f6aff0 100644 --- a/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv index 3712b358d0..6c963103ad 100644 --- a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_sparse/configurations.csv index 51354776d5..c5e276d402 100644 --- a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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a/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_sparse/configurations.csv index 51354776d5..c5e276d402 100644 --- a/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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b/autosklearn/metalearning/files/f1_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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a/autosklearn/metalearning/files/f1_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv index e48af966f2..cb5b010b80 100644 --- a/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_macro_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_macro_binary.classification_sparse/configurations.csv index d51ae5cead..f6c9a1d1f4 100644 --- a/autosklearn/metalearning/files/f1_macro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+554,weighting,adaboost,SAMME,0.0898116612384131,5,305,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,,,,feature_type +556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv index e48af966f2..cb5b010b80 100644 --- a/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_macro_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_macro_multiclass.classification_sparse/configurations.csv index d51ae5cead..f6c9a1d1f4 100644 --- a/autosklearn/metalearning/files/f1_macro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+554,weighting,adaboost,SAMME,0.0898116612384131,5,305,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,,,,feature_type +556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_micro_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_micro_binary.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/f1_micro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_micro_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_micro_multiclass.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/f1_micro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv index fcc453f286..cfa6955d45 100644 --- a/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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a/autosklearn/metalearning/files/f1_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_samples_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_samples_binary.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/f1_samples_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_samples_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_samples_multiclass.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/f1_samples_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_weighted_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_weighted_binary.classification_dense/configurations.csv index 1deb4555aa..6e6aaca8e9 100644 --- a/autosklearn/metalearning/files/f1_weighted_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_weighted_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_weighted_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_weighted_binary.classification_sparse/configurations.csv index 08edd20413..7c13c8a492 100644 --- a/autosklearn/metalearning/files/f1_weighted_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_weighted_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv index 1deb4555aa..6e6aaca8e9 100644 --- a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_sparse/configurations.csv index 08edd20413..7c13c8a492 100644 --- a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv index 49e6d86159..b9ca27886b 100644 --- a/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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a/autosklearn/metalearning/files/log_loss_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv index 49e6d86159..b9ca27886b 100644 --- a/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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a/autosklearn/metalearning/files/log_loss_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv index 49499dc140..29e87b202f 100644 --- a/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv @@ -1,98 +1,98 @@ 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+285,no_encoding,no_coalescense,,mean,minmax,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2186105871515939,fdr,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.10377482408306521,0.016255400771699312,least_squares,255,None,65,70,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/mean_squared_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/mean_squared_error_regression_dense/configurations.csv index cae265ab62..52fdb0ce9f 100644 --- a/autosklearn/metalearning/files/mean_squared_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/mean_squared_error_regression_dense/configurations.csv @@ -1,98 +1,98 @@ 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a/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv +++ b/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv @@ -1,98 +1,98 @@ 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a/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv @@ -1,98 +1,98 @@ 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a/autosklearn/metalearning/files/median_absolute_error_regression_sparse/configurations.csv +++ b/autosklearn/metalearning/files/median_absolute_error_regression_sparse/configurations.csv @@ -1,98 +1,98 @@ 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a/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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a/autosklearn/metalearning/files/precision_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_macro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_macro_binary.classification_dense/configurations.csv index c91a5cf742..3299990db6 100644 --- a/autosklearn/metalearning/files/precision_macro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_macro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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5173c4f22c..15ab19d8d2 100644 --- a/autosklearn/metalearning/files/precision_macro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_macro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv index c91a5cf742..3299990db6 100644 --- a/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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5173c4f22c..15ab19d8d2 100644 --- a/autosklearn/metalearning/files/precision_macro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_macro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_micro_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/precision_micro_binary.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/precision_micro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_micro_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/precision_micro_multiclass.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/precision_micro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv index c0ed072c83..28f4817afa 100644 --- a/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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--- a/autosklearn/metalearning/files/precision_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_samples_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/precision_samples_binary.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/precision_samples_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_samples_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/precision_samples_multiclass.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/precision_samples_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv index e9369184f5..55ccef0239 100644 --- a/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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e86e985dae..01ba5822ca 100644 --- a/autosklearn/metalearning/files/precision_weighted_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/precision_weighted_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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-463,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.14833233294431605,True,True,squared_hinge,0.00016482166646253793,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.20722745113476584,most_frequent,robust_scaler,,,0.9201445143882738,0.011024052631694491,kitchen_sinks,,,,,,,,,,,,,,,,0.00013628193307668312,148,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -467,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6366103480947918,None,0.0,1,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7043060551256404,0.2598803216804252,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l1,3.3171560075651037e-05,,,,,,,,,,,,,,,,,,,,, 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-476,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36838130785733464,False,True,1,squared_hinge,ovr,l2,3.7925330320714236e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,, -479,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.7712734111885328,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.015314877693262816,most_frequent,quantile_transformer,1356,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.53446402021245,chi2,,,, 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-487,weighting,adaboost,SAMME.R,0.10801403333310834,4,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,, -490,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.20435138760822585,,,7.373654384480026e-05,rbf,-1,True,4.6066870756479984e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00735024652166023,mean,robust_scaler,,,0.7677608514902781,0.2657531902363328,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,17.38906914321722,False,True,1,squared_hinge,ovr,l1,0.01870172495953023,,,,,,,,,,,,,,,,,,,,, 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv index e9369184f5..55ccef0239 100644 --- a/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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-463,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.14833233294431605,True,True,squared_hinge,0.00016482166646253793,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.20722745113476584,most_frequent,robust_scaler,,,0.9201445143882738,0.011024052631694491,kitchen_sinks,,,,,,,,,,,,,,,,0.00013628193307668312,148,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -467,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6366103480947918,None,0.0,1,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7043060551256404,0.2598803216804252,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l1,3.3171560075651037e-05,,,,,,,,,,,,,,,,,,,,, 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-476,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36838130785733464,False,True,1,squared_hinge,ovr,l2,3.7925330320714236e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,, -479,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.7712734111885328,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.015314877693262816,most_frequent,quantile_transformer,1356,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.53446402021245,chi2,,,, 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-487,weighting,adaboost,SAMME.R,0.10801403333310834,4,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,, -490,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.20435138760822585,,,7.373654384480026e-05,rbf,-1,True,4.6066870756479984e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00735024652166023,mean,robust_scaler,,,0.7677608514902781,0.2657531902363328,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,17.38906914321722,False,True,1,squared_hinge,ovr,l1,0.01870172495953023,,,,,,,,,,,,,,,,,,,,, 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/r2_regression_dense/configurations.csv b/autosklearn/metalearning/files/r2_regression_dense/configurations.csv index cae265ab62..52fdb0ce9f 100644 --- a/autosklearn/metalearning/files/r2_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/r2_regression_dense/configurations.csv @@ -1,98 +1,98 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_binary.classification_sparse/configurations.csv index b8a2a19a13..ca63cd2469 100644 --- a/autosklearn/metalearning/files/recall_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv index 00fafe18e8..d08655ede9 100644 --- a/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_macro_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_macro_binary.classification_sparse/configurations.csv index 51354776d5..c5e276d402 100644 --- a/autosklearn/metalearning/files/recall_macro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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a/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_macro_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_macro_multiclass.classification_sparse/configurations.csv index 51354776d5..c5e276d402 100644 --- a/autosklearn/metalearning/files/recall_macro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+554,weighting,adaboost,SAMME,0.0898116612384131,5,305,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,,,,feature_type +556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_micro_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_micro_binary.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/recall_micro_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_micro_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_micro_multiclass.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/recall_micro_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv index 1179fbc6b0..c60c9f746d 100644 --- a/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_multiclass.classification_sparse/configurations.csv index b8a2a19a13..ca63cd2469 100644 --- a/autosklearn/metalearning/files/recall_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_samples_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_samples_binary.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/recall_samples_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv index b0a46c2e0d..b5deecc423 100644 --- a/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_samples_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_samples_multiclass.classification_sparse/configurations.csv index 50463a2187..90339103c1 100644 --- a/autosklearn/metalearning/files/recall_samples_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_weighted_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_weighted_binary.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/recall_weighted_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+707,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00018030860519654287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.041538950281903686,mean,robust_scaler,,,0.8898452660666816,0.1704082739702074,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0005845623820571637,8606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_sparse/configurations.csv b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv index ff822b6074..b5faebf1a6 100644 --- a/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+706,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,train,0.004127605355970154,0.07415321473589787,auto,255,None,32,49,13,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/roc_auc_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/roc_auc_binary.classification_sparse/configurations.csv index cebc45e274..2629b2d275 100644 --- a/autosklearn/metalearning/files/roc_auc_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/roc_auc_binary.classification_sparse/configurations.csv @@ -1,198 +1,198 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv index ff822b6074..b5faebf1a6 100644 --- a/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv @@ -1,206 +1,206 @@ 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+556,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2243702699735874,median,robust_scaler,,,0.9398079108777535,0.06751508236447328,extra_trees_preproc_for_classification,False,gini,None,0.5400657457230515,None,0.0,17,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv index cae265ab62..52fdb0ce9f 100644 --- a/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv @@ -1,98 +1,98 @@ 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+285,no_encoding,no_coalescense,,mean,minmax,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2186105871515939,fdr,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.10377482408306521,0.016255400771699312,least_squares,255,None,65,70,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/files/root_mean_squared_error_regression_sparse/configurations.csv b/autosklearn/metalearning/files/root_mean_squared_error_regression_sparse/configurations.csv index cae265ab62..52fdb0ce9f 100644 --- a/autosklearn/metalearning/files/root_mean_squared_error_regression_sparse/configurations.csv +++ b/autosklearn/metalearning/files/root_mean_squared_error_regression_sparse/configurations.csv @@ -1,98 +1,98 @@ 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+285,no_encoding,no_coalescense,,mean,minmax,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2186105871515939,fdr,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.10377482408306521,0.016255400771699312,least_squares,255,None,65,70,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/autosklearn/metalearning/metafeatures/metafeatures.py b/autosklearn/metalearning/metafeatures/metafeatures.py index 7ad663f0be..f19ce9c5ed 100644 --- a/autosklearn/metalearning/metafeatures/metafeatures.py +++ b/autosklearn/metalearning/metafeatures/metafeatures.py @@ -14,8 +14,8 @@ from sklearn.utils import check_array from sklearn.utils.multiclass import type_of_target -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing.feature_type \ + import FeatTypeSplit from .metafeature import MetaFeature, HelperFunction, DatasetMetafeatures @@ -1082,7 +1082,7 @@ def calculate_all_metafeatures(X, y, categorical, dataset_name, logger, # TODO make sure this is done as efficient as possible (no copy for # sparse matrices because of wrong sparse format) sparse = scipy.sparse.issparse(X) - DPP = DataPreprocessor( + DPP = FeatTypeSplit( # The difference between feat_type and categorical, is that # categorical has True/False instead of categorical/numerical feat_type={key: 'categorical' if value else 'numerical' diff --git a/autosklearn/pipeline/base.py b/autosklearn/pipeline/base.py index 9da737a17d..7b85e9453b 100644 --- a/autosklearn/pipeline/base.py +++ b/autosklearn/pipeline/base.py @@ -49,6 +49,8 @@ def __init__(self, config=None, steps=None, dataset_properties=None, else: self.steps = steps + self._validate_include_exclude_params() + self.config_space = self.get_hyperparameter_search_space() if config is None: @@ -394,7 +396,7 @@ def _check_init_params_honored(self, init_params): ) ) continue - variable_name = key.split(':')[1] + variable_name = key.split(':')[-1] node = self.named_steps[node_name] if isinstance(node, BasePipeline): # If dealing with a sub pipe, @@ -470,3 +472,37 @@ def get_additional_run_info(self): the optimization algorithm. """ return self._additional_run_info + + def _validate_include_exclude_params(self): + if self.include is not None and self.exclude is not None: + for key in self.include.keys(): + if key in self.exclude.keys(): + raise ValueError("Cannot specify include and exclude for same step '{}'." + .format(key)) + + supported_steps = {step[0]: step[1] for step in self.steps + if isinstance(step[1], AutoSklearnChoice)} + for arg in ['include', 'exclude']: + argument = getattr(self, arg) + if not argument: + continue + for key in list(argument.keys()): + if key not in supported_steps: + raise ValueError("The provided key '{}' in the '{}' argument is not valid. The" + " only supported keys for this task are {}" + .format(key, arg, list(supported_steps.keys()))) + + candidate_components = argument[key] + if not (isinstance(candidate_components, list) and candidate_components): + raise ValueError("The provided value of the key '{}' in the '{}' argument is " + "not valid. The value must be a non-empty list." + .format(key, arg)) + + available_components = list(supported_steps[key].get_available_components( + dataset_properties=self.dataset_properties).keys()) + for component in candidate_components: + if component not in available_components: + raise ValueError("The provided component '{}' for the key '{}' in the '{}'" + " argument is not valid. The supported components for the" + " step '{}' for this task are {}" + .format(component, key, arg, key, available_components)) diff --git a/autosklearn/pipeline/classification.py b/autosklearn/pipeline/classification.py index 4e21941ce5..6bc662baf8 100644 --- a/autosklearn/pipeline/classification.py +++ b/autosklearn/pipeline/classification.py @@ -8,8 +8,8 @@ from ConfigSpace.configuration_space import ConfigurationSpace from ConfigSpace.forbidden import ForbiddenEqualsClause, ForbiddenAndConjunction -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing import DataPreprocessorChoice + from autosklearn.pipeline.components import classification as \ classification_components from autosklearn.pipeline.components.data_preprocessing.balancing.balancing import \ @@ -72,6 +72,10 @@ def __init__(self, config=None, steps=None, dataset_properties=None, include=None, exclude=None, random_state=None, init_params=None): self._output_dtype = np.int32 + if dataset_properties is None: + dataset_properties = dict() + if 'target_type' not in dataset_properties: + dataset_properties['target_type'] = 'classification' super().__init__( config, steps, dataset_properties, include, exclude, random_state, init_params) @@ -286,8 +290,8 @@ def _get_pipeline_steps(self, dataset_properties): default_dataset_properties.update(dataset_properties) steps.extend([ - ["data_preprocessing", - DataPreprocessor(dataset_properties=default_dataset_properties)], + ["data_preprocessor", + DataPreprocessorChoice(dataset_properties=default_dataset_properties)], ["balancing", Balancing()], ["feature_preprocessor", diff --git a/autosklearn/pipeline/components/classification/__init__.py b/autosklearn/pipeline/components/classification/__init__.py index d755a4c6b3..27ba3c94ac 100644 --- a/autosklearn/pipeline/components/classification/__init__.py +++ b/autosklearn/pipeline/components/classification/__init__.py @@ -78,8 +78,8 @@ def get_hyperparameter_search_space(self, dataset_properties=None, dataset_properties = {} if include is not None and exclude is not None: - raise ValueError("The arguments include_estimators and " - "exclude_estimators cannot be used together.") + raise ValueError("The arguments include and " + "exclude cannot be used together.") cs = ConfigurationSpace() diff --git a/autosklearn/pipeline/components/data_preprocessing/__init__.py b/autosklearn/pipeline/components/data_preprocessing/__init__.py index e69de29bb2..cef83fa19f 100644 --- a/autosklearn/pipeline/components/data_preprocessing/__init__.py +++ b/autosklearn/pipeline/components/data_preprocessing/__init__.py @@ -0,0 +1,154 @@ +import os +from collections import OrderedDict +from typing import Dict, Optional + +from ConfigSpace.configuration_space import ConfigurationSpace +from ConfigSpace.hyperparameters import CategoricalHyperparameter +from autosklearn.pipeline.base import PIPELINE_DATA_DTYPE + +from ..base import find_components, \ + ThirdPartyComponents, AutoSklearnChoice, AutoSklearnPreprocessingAlgorithm + +classifier_directory = os.path.split(__file__)[0] +_preprocessors = find_components(__package__, + classifier_directory, + AutoSklearnPreprocessingAlgorithm) +_addons = ThirdPartyComponents(AutoSklearnPreprocessingAlgorithm) + + +def add_preprocessor(preprocessor: AutoSklearnPreprocessingAlgorithm) -> None: + _addons.add_component(preprocessor) + + +class DataPreprocessorChoice(AutoSklearnChoice): + + @classmethod + def get_components(cls) -> OrderedDict: + components: OrderedDict = OrderedDict() + components.update(_preprocessors) + components.update(_addons.components) + return components + + def get_available_components(self, dataset_properties: Optional[Dict] = None, + include: Optional[Dict] = None, + exclude: Optional[Dict] = None) -> OrderedDict: + if dataset_properties is None: + dataset_properties = {} + + if include is not None and exclude is not None: + raise ValueError( + "The argument include and exclude cannot be used together.") + + available_comp = self.get_components() + + if include is not None: + for incl in include: + if incl not in available_comp: + raise ValueError("Trying to include unknown component: " + "%s" % incl) + + # TODO check for task type classification and/or regression! + + components_dict = OrderedDict() + for name in available_comp: + if include is not None and name not in include: + continue + elif exclude is not None and name in exclude: + continue + + entry = available_comp[name] + + # Exclude itself to avoid infinite loop + if entry == DataPreprocessorChoice or hasattr(entry, 'get_components'): + continue + + target_type = dataset_properties['target_type'] + if target_type == 'classification': + if entry.get_properties()['handles_classification'] is False: + continue + if dataset_properties.get('multiclass') is True and \ + entry.get_properties()['handles_multiclass'] is False: + continue + if dataset_properties.get('multilabel') is True and \ + entry.get_properties()['handles_multilabel'] is False: + continue + + elif target_type == 'regression': + if entry.get_properties()['handles_regression'] is False: + continue + if dataset_properties.get('multioutput') is True and \ + entry.get_properties()['handles_multioutput'] is False: + continue + + else: + raise ValueError('Unknown target type %s' % target_type) + + components_dict[name] = entry + + return components_dict + + def get_hyperparameter_search_space(self, dataset_properties: Optional[Dict] = None, + default: str = None, + include: Optional[Dict] = None, + exclude: Optional[Dict] = None) -> ConfigurationSpace: + cs = ConfigurationSpace() + + if dataset_properties is None: + dataset_properties = {} + + # Compile a list of legal preprocessors for this problem + available_preprocessors = self.get_available_components( + dataset_properties=dataset_properties, + include=include, exclude=exclude) + + if len(available_preprocessors) == 0: + raise ValueError( + "No preprocessors found, please add NoPreprocessing") + + if default is None: + defaults = ["feature_type"] + for default_ in defaults: + if default_ in available_preprocessors: + default = default_ + break + + preprocessor = CategoricalHyperparameter('__choice__', + list(available_preprocessors.keys()), + default_value=default) + cs.add_hyperparameter(preprocessor) + for name in available_preprocessors: + preprocessor_configuration_space = available_preprocessors[name]( + dataset_properties=dataset_properties). \ + get_hyperparameter_search_space(dataset_properties) + parent_hyperparameter = {'parent': preprocessor, 'value': name} + cs.add_configuration_space(name, preprocessor_configuration_space, + parent_hyperparameter=parent_hyperparameter) + return cs + + def transform(self, X: PIPELINE_DATA_DTYPE) -> PIPELINE_DATA_DTYPE: + return self.choice.transform(X) + + def set_hyperparameters(self, configuration: ConfigurationSpace, + init_params: Optional[Dict] = None) -> 'DataPreprocessorChoice': + config = {} + params = configuration.get_dictionary() + choice = params['__choice__'] + del params['__choice__'] + + for param, value in params.items(): + param = param.replace(choice, '').split(':', 1)[1] + config[param] = value + + new_params = {} + feat_type = None + if init_params is not None: + for param, value in init_params.items(): + param = param.replace(choice, '').split(':', 1)[-1] + if "feat_type" in param: + feat_type = value + else: + new_params[param] = value + self.choice = self.get_components()[choice](config=config, init_params=new_params, + feat_type=feat_type) + + return self diff --git a/autosklearn/pipeline/components/data_preprocessing/data_preprocessing.py b/autosklearn/pipeline/components/data_preprocessing/feature_type.py similarity index 92% rename from autosklearn/pipeline/components/data_preprocessing/data_preprocessing.py rename to autosklearn/pipeline/components/data_preprocessing/feature_type.py index 7a4f96b966..be8433c5fd 100644 --- a/autosklearn/pipeline/components/data_preprocessing/data_preprocessing.py +++ b/autosklearn/pipeline/components/data_preprocessing/feature_type.py @@ -8,18 +8,19 @@ import numpy as np -from sklearn.base import BaseEstimator, TransformerMixin +from sklearn.base import BaseEstimator from autosklearn.pipeline.base import ( BasePipeline, DATASET_PROPERTIES_TYPE, PIPELINE_DATA_DTYPE, ) -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing_categorical \ +from autosklearn.pipeline.components.data_preprocessing.feature_type_categorical \ import CategoricalPreprocessingPipeline -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing_numerical \ +from autosklearn.pipeline.components.data_preprocessing.feature_type_numerical \ import NumericalPreprocessingPipeline -from autosklearn.pipeline.components.base import AutoSklearnComponent, AutoSklearnChoice +from autosklearn.pipeline.components.base import AutoSklearnComponent, AutoSklearnChoice, \ + AutoSklearnPreprocessingAlgorithm from autosklearn.pipeline.constants import DENSE, SPARSE, UNSIGNED_DATA, INPUT from autosklearn.data.validation import ( SUPPORTED_FEAT_TYPES, @@ -27,7 +28,7 @@ ) -class DataPreprocessor(TransformerMixin, AutoSklearnComponent): +class FeatTypeSplit(AutoSklearnPreprocessingAlgorithm): """ This component is used to apply distinct transformations to categorical and numerical features of a dataset. It is built on top of sklearn's ColumnTransformer. """ @@ -64,7 +65,7 @@ def __init__( # Configuration of the data-preprocessor is different from the configuration of # the categorical pipeline. Hence, force to None # It is actually the call to set_hyperparameter who properly sets this argument - # TODO: Extract the child configuration space from the datapreprocessor to the + # TODO: Extract the child configuration space from the FeatTypeSplit to the # pipeline if needed self.categ_ppl = CategoricalPreprocessingPipeline( config=None, steps=pipeline, dataset_properties=dataset_properties, @@ -75,7 +76,7 @@ def __init__( # Configuration of the data-preprocessor is different from the configuration of # the numerical pipeline. Hence, force to None # It is actually the call to set_hyperparameter who properly sets this argument - # TODO: Extract the child configuration space from the datapreprocessor to the + # TODO: Extract the child configuration space from the FeatTypeSplit to the # pipeline if needed self.numer_ppl = NumericalPreprocessingPipeline( config=None, steps=pipeline, dataset_properties=dataset_properties, @@ -90,7 +91,7 @@ def __init__( self.column_transformer = column_transformer def fit(self, X: SUPPORTED_FEAT_TYPES, y: Optional[SUPPORTED_TARGET_TYPES] = None - ) -> 'DataPreprocessor': + ) -> 'FeatTypeSplit': n_feats = X.shape[1] categorical_features = [] @@ -165,6 +166,7 @@ def get_properties(dataset_properties: Optional[DATASET_PROPERTIES_TYPE] = None 'handles_classification': True, 'handles_multiclass': True, 'handles_multilabel': True, + 'handles_multioutput': True, # TODO find out of this is right! 'handles_sparse': True, 'handles_dense': True, @@ -172,7 +174,7 @@ def get_properties(dataset_properties: Optional[DATASET_PROPERTIES_TYPE] = None 'output': (INPUT,), } def set_hyperparameters(self, configuration: Configuration, - init_params: Optional[Dict[str, Any]] = None) -> 'DataPreprocessor': + init_params: Optional[Dict[str, Any]] = None) -> 'FeatTypeSplit': if init_params is not None and 'feat_type' in init_params.keys(): self.feat_type = init_params['feat_type'] @@ -216,7 +218,7 @@ def get_hyperparameter_search_space( ) -> ConfigurationSpace: self.dataset_properties = dataset_properties cs = ConfigurationSpace() - cs = DataPreprocessor._get_hyperparameter_search_space_recursevely( + cs = FeatTypeSplit._get_hyperparameter_search_space_recursevely( dataset_properties, cs, self._transformers) return cs @@ -232,6 +234,6 @@ def _get_hyperparameter_search_space_recursevely( st_name, st_operation.get_hyperparameter_search_space(dataset_properties)) else: - return DataPreprocessor._get_hyperparameter_search_space_recursevely( + return FeatTypeSplit._get_hyperparameter_search_space_recursevely( dataset_properties, cs, st_operation) return cs diff --git a/autosklearn/pipeline/components/data_preprocessing/data_preprocessing_categorical.py b/autosklearn/pipeline/components/data_preprocessing/feature_type_categorical.py similarity index 100% rename from autosklearn/pipeline/components/data_preprocessing/data_preprocessing_categorical.py rename to autosklearn/pipeline/components/data_preprocessing/feature_type_categorical.py diff --git a/autosklearn/pipeline/components/data_preprocessing/data_preprocessing_numerical.py b/autosklearn/pipeline/components/data_preprocessing/feature_type_numerical.py similarity index 100% rename from autosklearn/pipeline/components/data_preprocessing/data_preprocessing_numerical.py rename to autosklearn/pipeline/components/data_preprocessing/feature_type_numerical.py diff --git a/autosklearn/pipeline/regression.py b/autosklearn/pipeline/regression.py index e6e3291e71..44ccb3f111 100644 --- a/autosklearn/pipeline/regression.py +++ b/autosklearn/pipeline/regression.py @@ -6,8 +6,8 @@ from ConfigSpace.forbidden import ForbiddenEqualsClause, ForbiddenAndConjunction -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing import DataPreprocessorChoice + from ConfigSpace.configuration_space import ConfigurationSpace from autosklearn.pipeline.components import regression as \ @@ -69,6 +69,10 @@ def __init__(self, config=None, steps=None, dataset_properties=None, include=None, exclude=None, random_state=None, init_params=None): self._output_dtype = np.float32 + if dataset_properties is None: + dataset_properties = dict() + if 'target_type' not in dataset_properties: + dataset_properties['target_type'] = 'regression' super().__init__( config=config, steps=steps, dataset_properties=dataset_properties, @@ -102,31 +106,16 @@ def _get_hyperparameter_search_space(self, include=None, exclude=None, Parameters ---------- - include_estimators : list of str - If include_estimators is given, only the regressors specified + include : dict + If include is given, only the modules specified for nodes are used. Specify them by their module name; e.g., to include - only the SVM use :python:`include_regressors=['svr']`. - Cannot be used together with :python:`exclude_regressors`. + only the SVM use :python:`include={'regressor':['svr']}`. - exclude_estimators : list of str - If exclude_estimators is given, only the regressors specified + exclude : dict + If exclude is given, only the components specified for nodes are used. Specify them by their module name; e.g., to include all regressors except the SVM use - :python:`exclude_regressors=['svr']`. - Cannot be used together with :python:`include_regressors`. - - include_preprocessors : list of str - If include_preprocessors is given, only the preprocessors specified - are used. Specify them by their module name; e.g., to include - only the PCA use :python:`include_preprocessors=['pca']`. - Cannot be used together with :python:`exclude_preprocessors`. - - exclude_preprocessors : list of str - If include_preprocessors is given, only the preprocessors specified - are used. Specify them by their module name; e.g., to include - all preprocessors except the PCA use - :python:`exclude_preprocessors=['pca']`. - Cannot be used together with :python:`include_preprocessors`. + :python:`exclude=['regressor': 'svr']`. Returns ------- @@ -235,8 +224,8 @@ def _get_pipeline_steps(self, dataset_properties, init_params=None): default_dataset_properties.update(dataset_properties) steps.extend([ - ['data_preprocessing', - DataPreprocessor(dataset_properties=default_dataset_properties)], + ['data_preprocessor', + DataPreprocessorChoice(dataset_properties=default_dataset_properties)], ['feature_preprocessor', feature_preprocessing_components.FeaturePreprocessorChoice( default_dataset_properties)], diff --git a/autosklearn/smbo.py b/autosklearn/smbo.py index 22a1851d9a..dff29d84d0 100644 --- a/autosklearn/smbo.py +++ b/autosklearn/smbo.py @@ -31,7 +31,6 @@ from autosklearn.evaluation import ExecuteTaFuncWithQueue, get_cost_of_crash from autosklearn.util.logging_ import get_named_client_logger from autosklearn.util.parallel import preload_modules -from autosklearn.util.pipeline import parse_include_exclude_components from autosklearn.metalearning.metalearning.meta_base import MetaBase from autosklearn.metalearning.metafeatures.metafeatures import \ calculate_all_metafeatures_with_labels, calculate_all_metafeatures_encoded_labels @@ -232,10 +231,8 @@ def __init__(self, config_space, dataset_name, metadata_directory=None, resampling_strategy='holdout', resampling_strategy_args=None, - include_estimators=None, - exclude_estimators=None, - include_preprocessors=None, - exclude_preprocessors=None, + include=None, + exclude=None, disable_file_output=False, smac_scenario_args=None, get_smac_object_callback=None, @@ -278,10 +275,8 @@ def __init__(self, config_space, dataset_name, self.seed = seed self.metadata_directory = metadata_directory self.start_num_run = start_num_run - self.include_estimators = include_estimators - self.exclude_estimators = exclude_estimators - self.include_preprocessors = include_preprocessors - self.exclude_preprocessors = exclude_preprocessors + self.include = include + self.exclude = exclude self.disable_file_output = disable_file_output self.smac_scenario_args = smac_scenario_args self.get_smac_object_callback = get_smac_object_callback @@ -418,21 +413,14 @@ def run_smbo(self): # evaluator, which takes into account that a run can be killed prior # to the model being fully fitted; thus putting intermediate results # into a queue and querying them once the time is over - include, exclude = parse_include_exclude_components( - task=self.task, - include_estimators=self.include_estimators, - exclude_estimators=self.exclude_estimators, - include_preprocessors=self.include_preprocessors, - exclude_preprocessors=self.exclude_preprocessors, - ) ta_kwargs = dict( backend=copy.deepcopy(self.backend), autosklearn_seed=seed, resampling_strategy=self.resampling_strategy, initial_num_run=num_run, - include=include, - exclude=exclude, + include=self.include, + exclude=self.exclude, metric=self.metric, memory_limit=self.memory_limit, disable_file_output=self.disable_file_output, diff --git a/autosklearn/util/pipeline.py b/autosklearn/util/pipeline.py index ff70b085af..4a75d479d3 100755 --- a/autosklearn/util/pipeline.py +++ b/autosklearn/util/pipeline.py @@ -1,5 +1,5 @@ # -*- encoding: utf-8 -*- -from typing import Any, Dict, List, Optional, Tuple +from typing import Any, Dict, List, Optional from ConfigSpace.configuration_space import ConfigurationSpace @@ -7,11 +7,9 @@ from autosklearn.constants import ( BINARY_CLASSIFICATION, - CLASSIFICATION_TASKS, MULTICLASS_CLASSIFICATION, MULTILABEL_CLASSIFICATION, MULTIOUTPUT_REGRESSION, - REGRESSION, REGRESSION_TASKS ) from autosklearn.pipeline.classification import SimpleClassificationPipeline @@ -24,58 +22,10 @@ ] -def parse_include_exclude_components( - task: int, - include_estimators: Optional[List[str]] = None, - exclude_estimators: Optional[List[str]] = None, - include_preprocessors: Optional[List[str]] = None, - exclude_preprocessors: Optional[List[str]] = None -) -> Tuple[Dict[str, List[str]], Dict[str, List[str]]]: - exclude = dict() - include = dict() - if include_preprocessors is not None and \ - exclude_preprocessors is not None: - raise ValueError('Cannot specify include_preprocessors and ' - 'exclude_preprocessors.') - elif include_preprocessors is not None: - include['feature_preprocessor'] = include_preprocessors - elif exclude_preprocessors is not None: - exclude['feature_preprocessor'] = exclude_preprocessors - - if include_estimators is not None and \ - exclude_estimators is not None: - raise ValueError('Cannot specify include_estimators and ' - 'exclude_estimators.') - elif include_estimators is not None: - if task in CLASSIFICATION_TASKS: - include['classifier'] = include_estimators - elif task in REGRESSION_TASKS: - include['regressor'] = include_estimators - else: - raise ValueError(task) - elif exclude_estimators is not None: - if task in CLASSIFICATION_TASKS: - exclude['classifier'] = exclude_estimators - elif task in REGRESSION_TASKS: - exclude['regressor'] = exclude_estimators - else: - raise ValueError(task) - return include, exclude - - def get_configuration_space(info: Dict[str, Any], - include_estimators: Optional[List[str]] = None, - exclude_estimators: Optional[List[str]] = None, - include_preprocessors: Optional[List[str]] = None, - exclude_preprocessors: Optional[List[str]] = None + include: Optional[Dict[str, List[str]]] = None, + exclude: Optional[Dict[str, List[str]]] = None, ) -> ConfigurationSpace: - include, exclude = parse_include_exclude_components( - task=info['task'], - include_estimators=include_estimators, - exclude_estimators=exclude_estimators, - include_preprocessors=include_preprocessors, - exclude_preprocessors=exclude_preprocessors, - ) if info['task'] in REGRESSION_TASKS: return _get_regression_configuration_space(info, include, exclude) @@ -83,21 +33,24 @@ def get_configuration_space(info: Dict[str, Any], return _get_classification_configuration_space(info, include, exclude) -def _get_regression_configuration_space(info: Dict[str, Any], include: Dict[str, List[str]], - exclude: Dict[str, List[str]]) -> ConfigurationSpace: +def _get_regression_configuration_space(info: Dict[str, Any], + include: Optional[Dict[str, List[str]]], + exclude: Optional[Dict[str, List[str]]] + ) -> ConfigurationSpace: task_type = info['task'] sparse = False multioutput = False if task_type == MULTIOUTPUT_REGRESSION: multioutput = True + if info['is_sparse'] == 1: + sparse = True + dataset_properties = { 'multioutput': multioutput, 'sparse': sparse } - if info['is_sparse'] == 1: - sparse = True configuration_space = SimpleRegressionPipeline( dataset_properties=dataset_properties, include=include, @@ -106,8 +59,10 @@ def _get_regression_configuration_space(info: Dict[str, Any], include: Dict[str, return configuration_space -def _get_classification_configuration_space(info: Dict[str, Any], include: Dict[str, List[str]], - exclude: Dict[str, List[str]]) -> ConfigurationSpace: +def _get_classification_configuration_space(info: Dict[str, Any], + include: Optional[Dict[str, List[str]]], + exclude: Optional[Dict[str, List[str]]] + ) -> ConfigurationSpace: task_type = info['task'] multilabel = False @@ -116,8 +71,6 @@ def _get_classification_configuration_space(info: Dict[str, Any], include: Dict[ if task_type == MULTILABEL_CLASSIFICATION: multilabel = True - if task_type == REGRESSION: - raise NotImplementedError() if task_type == MULTICLASS_CLASSIFICATION: multiclass = True if task_type == BINARY_CLASSIFICATION: diff --git a/doc/manual.rst b/doc/manual.rst index 1e3ac0ae66..2809663422 100644 --- a/doc/manual.rst +++ b/doc/manual.rst @@ -48,8 +48,9 @@ random forests. >>> import autosklearn.classification >>> automl = autosklearn.classification.AutoSklearnClassifier( ->>> include_estimators=["random_forest", ], exclude_estimators=None, ->>> include_preprocessors=["no_preprocessing", ], exclude_preprocessors=None) +>>> include={'classifier':["random_forest", ], +>>> 'feature_preprocessors': ["no_preprocessing"]}, +>>> exclude=None) >>> automl.fit(X_train, y_train) >>> predictions = automl.predict(X_test) @@ -74,7 +75,7 @@ features or samples. These steps currently cannot be turned off. Feature preprocessing is a single transformer which implements for example feature selection or transformation of features into a different space (i.e. PCA). This can be turned off by setting -``include_preprocessors=["no_preprocessing"]`` as shown in the example above. +``include={'feature_preprocessors'=["no_preprocessing"]}`` as shown in the example above. Resampling strategies ===================== diff --git a/examples/40_advanced/example_get_pipeline_components.py b/examples/40_advanced/example_get_pipeline_components.py index 4e74e0a0b1..67c6019175 100644 --- a/examples/40_advanced/example_get_pipeline_components.py +++ b/examples/40_advanced/example_get_pipeline_components.py @@ -38,7 +38,7 @@ disable_evaluator_output=False, # To simplify querying the models in the final ensemble, we # restrict auto-sklearn to use only pca as a preprocessor - include_preprocessors=['pca'], + include={'feature_preprocessor': ['pca']}, ) automl.fit(X_train, y_train, dataset_name='breast_cancer') @@ -177,7 +177,7 @@ # The explained variance ratio per stage for i, (weight, pipeline) in enumerate(automl.get_models_with_weights()): for stage_name, component in pipeline.named_steps.items(): - if 'preprocessor' in stage_name: + if 'feature_preprocessor' in stage_name: print( "The {}th pipeline has a explained variance of {}".format( i, diff --git a/examples/40_advanced/example_interpretable_models.py b/examples/40_advanced/example_interpretable_models.py index da8a22fa56..70f2e173c6 100644 --- a/examples/40_advanced/example_interpretable_models.py +++ b/examples/40_advanced/example_interpretable_models.py @@ -7,12 +7,11 @@ The following example shows how to inspect the models which *auto-sklearn* optimizes over and how to restrict them to an interpretable subset. """ +import autosklearn.classification +import autosklearn.pipeline.components.classification import sklearn.datasets import sklearn.metrics -import autosklearn.classification - - ############################################################################ # Show available classification models # ==================================== @@ -20,8 +19,6 @@ # We will first list all classifiers Auto-sklearn chooses from. A similar # call is available for preprocessors (see below) and regression (not shown) # as well. - -import autosklearn.pipeline.components.classification for name in autosklearn.pipeline.components.classification.ClassifierChoice.get_components(): print(name) @@ -30,6 +27,7 @@ # ============================ import autosklearn.pipeline.components.feature_preprocessing + for name in autosklearn.pipeline.components.feature_preprocessing.FeaturePreprocessorChoice.get_components(): print(name) @@ -55,8 +53,8 @@ time_left_for_this_task=120, per_run_time_limit=30, tmp_folder='/tmp/autosklearn_interpretable_models_example_tmp', - include_estimators=['decision_tree', 'lda', 'sgd'], - include_preprocessors=['no_preprocessing', 'polynomial', 'select_percentile_classification'], + include={'classifier': ['decision_tree', 'lda', 'sgd'], + 'feature_preprocessor': ['no_preprocessing', 'polynomial', 'select_percentile_classification']}, ensemble_size=1, ) automl.fit(X_train, y_train, dataset_name='breast_cancer') diff --git a/examples/40_advanced/example_single_configuration.py b/examples/40_advanced/example_single_configuration.py index e71da4e02d..aeac609db0 100644 --- a/examples/40_advanced/example_single_configuration.py +++ b/examples/40_advanced/example_single_configuration.py @@ -46,7 +46,7 @@ # We will limit the configuration space only to # have RandomForest as a valid model. We recommend enabling all # possible models to get a better performance. - include_estimators=['random_forest'], + include={'classifier': ['random_forest']}, delete_tmp_folder_after_terminate=False, ) diff --git a/examples/60_search/example_successive_halving.py b/examples/60_search/example_successive_halving.py index 635f2b7d61..61eac517e3 100644 --- a/examples/60_search/example_successive_halving.py +++ b/examples/60_search/example_successive_halving.py @@ -98,9 +98,9 @@ def get_smac_object( # for demonstrational purpose. resampling_strategy='holdout', resampling_strategy_arguments={'train_size': 0.67}, - include_estimators=['extra_trees', 'gradient_boosting', 'random_forest', 'sgd', - 'passive_aggressive'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['extra_trees', 'gradient_boosting', 'random_forest', + 'sgd', 'passive_aggressive'], + 'feature_preprocessor': ['no_preprocessing']}, get_smac_object_callback=get_smac_object_callback('iterations'), ) automl.fit(X_train, y_train, dataset_name='breast_cancer') @@ -126,9 +126,9 @@ def get_smac_object( tmp_folder='/tmp/autosklearn_sh_example_tmp_01', disable_evaluator_output=False, resampling_strategy='cv', - include_estimators=['extra_trees', 'gradient_boosting', 'random_forest', 'sgd', - 'passive_aggressive'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['extra_trees', 'gradient_boosting', 'random_forest', + 'sgd', 'passive_aggressive'], + 'feature_preprocessor': ['no_preprocessing']}, get_smac_object_callback=get_smac_object_callback('iterations'), ) automl.fit(X_train, y_train, dataset_name='breast_cancer') @@ -156,9 +156,9 @@ def get_smac_object( tmp_folder='/tmp/autosklearn_sh_example_tmp_cv_02', disable_evaluator_output=False, resampling_strategy='cv-iterative-fit', - include_estimators=['extra_trees', 'gradient_boosting', 'random_forest', 'sgd', - 'passive_aggressive'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['extra_trees', 'gradient_boosting', 'random_forest', + 'sgd', 'passive_aggressive'], + 'feature_preprocessor': ['no_preprocessing']}, get_smac_object_callback=get_smac_object_callback('iterations'), ) automl.fit(X_train, y_train, dataset_name='breast_cancer') @@ -222,7 +222,7 @@ def get_smac_object( # for demonstrational purpose. resampling_strategy='holdout', resampling_strategy_arguments={'train_size': 0.67}, - include_estimators=['extra_trees', 'gradient_boosting', 'random_forest', 'sgd'], + include={'classifier': ['extra_trees', 'gradient_boosting', 'random_forest', 'sgd']}, get_smac_object_callback=get_smac_object_callback('mixed'), ) automl.fit(X_train, y_train, dataset_name='breast_cancer') diff --git a/examples/80_extending/example_extending_classification.py b/examples/80_extending/example_extending_classification.py index 888e55dbbd..ef627d69a8 100644 --- a/examples/80_extending/example_extending_classification.py +++ b/examples/80_extending/example_extending_classification.py @@ -132,7 +132,7 @@ def get_hyperparameter_search_space(dataset_properties=None): clf = autosklearn.classification.AutoSklearnClassifier( time_left_for_this_task=30, per_run_time_limit=10, - include_estimators=['MLPClassifier'], + include={'classifier': ['MLPClassifier']}, # Bellow two flags are provided to speed up calculations # Not recommended for a real implementation initial_configurations_via_metalearning=0, diff --git a/examples/80_extending/example_extending_data_preprocessor.py b/examples/80_extending/example_extending_data_preprocessor.py new file mode 100644 index 0000000000..61231ef739 --- /dev/null +++ b/examples/80_extending/example_extending_data_preprocessor.py @@ -0,0 +1,87 @@ +""" +======================================================= +Extending Auto-Sklearn with Data Preprocessor Component +======================================================= + +The following example demonstrates how to turn off data preprocessing step in auto-skearn. +""" + +import autosklearn.classification +import autosklearn.pipeline.components.data_preprocessing +import sklearn.metrics +from ConfigSpace.configuration_space import ConfigurationSpace +from autosklearn.pipeline.components.base import AutoSklearnPreprocessingAlgorithm +from autosklearn.pipeline.constants import SPARSE, DENSE, UNSIGNED_DATA, INPUT +from sklearn.datasets import load_breast_cancer +from sklearn.model_selection import train_test_split + + +############################################################################ +# Create NoPreprocessing component for auto-sklearn +# ================================================= +class NoPreprocessing(AutoSklearnPreprocessingAlgorithm): + + def __init__(self, **kwargs): + """ This preprocessors does not change the data """ + self.preprocessor = None + + def fit(self, X, Y=None): + self.preprocessor = 0 + self.fitted_ = True + return self + + def transform(self, X): + if self.preprocessor is None: + raise NotImplementedError() + return X + + @staticmethod + def get_properties(dataset_properties=None): + return {'shortname': 'no', + 'name': 'NoPreprocessing', + 'handles_regression': True, + 'handles_classification': True, + 'handles_multiclass': True, + 'handles_multilabel': True, + 'handles_multioutput': True, + 'is_deterministic': True, + 'input': (SPARSE, DENSE, UNSIGNED_DATA), + 'output': (INPUT,)} + + @staticmethod + def get_hyperparameter_search_space(dataset_properties=None): + cs = ConfigurationSpace() + return cs + + +# Add NoPreprocessing component to auto-sklearn. +autosklearn.pipeline.components.data_preprocessing.add_preprocessor(NoPreprocessing) + +############################################################################ +# Create dataset +# ============== + +X, y = load_breast_cancer(return_X_y=True) +X_train, X_test, y_train, y_test = train_test_split(X, y) + +############################################################################ +# Fit the model without performing data preprocessing +# =================================================== + +clf = autosklearn.classification.AutoSklearnClassifier( + time_left_for_this_task=120, + include={'data_preprocessor': ['NoPreprocessing']}, + # Bellow two flags are provided to speed up calculations + # Not recommended for a real implementation + initial_configurations_via_metalearning=0, + smac_scenario_args={'runcount_limit': 5}, +) +clf.fit(X_train, y_train) + +############################################################################ +# Print prediction score and statistics +# ===================================== + +y_pred = clf.predict(X_test) +print("accuracy: ", sklearn.metrics.accuracy_score(y_pred, y_test)) +print(clf.show_models()) diff --git a/examples/80_extending/example_extending_preprocessor.py b/examples/80_extending/example_extending_preprocessor.py index f83b6aec9f..18144d7596 100644 --- a/examples/80_extending/example_extending_preprocessor.py +++ b/examples/80_extending/example_extending_preprocessor.py @@ -112,7 +112,7 @@ def get_hyperparameter_search_space(dataset_properties=None): clf = autosklearn.classification.AutoSklearnClassifier( time_left_for_this_task=30, - include_preprocessors=['LDA'], + include={'feature_preprocessor': ['LDA']}, # Bellow two flags are provided to speed up calculations # Not recommended for a real implementation initial_configurations_via_metalearning=0, diff --git a/examples/80_extending/example_extending_regression.py b/examples/80_extending/example_extending_regression.py index e6ee7edd1f..807f148d94 100644 --- a/examples/80_extending/example_extending_regression.py +++ b/examples/80_extending/example_extending_regression.py @@ -117,7 +117,7 @@ def get_hyperparameter_search_space(dataset_properties=None): reg = autosklearn.regression.AutoSklearnRegressor( time_left_for_this_task=30, per_run_time_limit=10, - include_estimators=['KernelRidgeRegression'], + include={'regressor': ['KernelRidgeRegression']}, # Bellow two flags are provided to speed up calculations # Not recommended for a real implementation initial_configurations_via_metalearning=0, diff --git a/examples/80_extending/example_restrict_number_of_hyperparameters.py b/examples/80_extending/example_restrict_number_of_hyperparameters.py index f432275eee..821466c7b5 100644 --- a/examples/80_extending/example_restrict_number_of_hyperparameters.py +++ b/examples/80_extending/example_restrict_number_of_hyperparameters.py @@ -115,7 +115,7 @@ def get_hyperparameter_search_space(dataset_properties=None): time_left_for_this_task=30, per_run_time_limit=10, # Here we exclude auto-sklearn's default random forest component - exclude_estimators=['random_forest'], + exclude={'classifier': ['random_forest']}, # Bellow two flags are provided to speed up calculations # Not recommended for a real implementation initial_configurations_via_metalearning=0, diff --git a/scripts/run_auto-sklearn_for_metadata_generation.py b/scripts/run_auto-sklearn_for_metadata_generation.py index fea331c33c..e1fc71a135 100644 --- a/scripts/run_auto-sklearn_for_metadata_generation.py +++ b/scripts/run_auto-sklearn_for_metadata_generation.py @@ -70,13 +70,11 @@ if is_test: automl_arguments['resampling_strategy_arguments'] = {'folds': 2} if task_type == 'classification': - automl_arguments['include_estimators'] = ['libsvm_svc'] - automl_arguments['include_preprocessors'] = ['no_preprocessing'] include = {'classifier': ['libsvm_svc'], 'feature_preprocessor': ['no_preprocessing']} + automl_arguments['include'] = include elif task_type == 'regression': - automl_arguments['include_estimators'] = ['extra_trees'] - automl_arguments['include_preprocessors'] = ['no_preprocessing'] include = {'regressor': ['extra_trees'], 'feature_preprocessor': ['no_preprocessing']} + automl_arguments['include'] = include else: raise ValueError('Unsupported task type: %s' % str(task_type)) else: diff --git a/test/test_automl/test_automl.py b/test/test_automl/test_automl.py index 9db7bd32fd..4a754ff356 100644 --- a/test/test_automl/test_automl.py +++ b/test/test_automl/test_automl.py @@ -204,8 +204,8 @@ def test_delete_non_candidate_models(backend, dask_client): seed=seed, initial_configurations_via_metalearning=0, resampling_strategy='holdout', - include_estimators=['sgd'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['sgd'], + 'feature_preprocessor': ['no_preprocessing']}, metric=accuracy, dask_client=dask_client, # Force model to be deleted. That is, from 50 which is the @@ -255,8 +255,8 @@ def test_binary_score_and_include(backend, dask_client): automl = autosklearn.automl.AutoML( backend, 20, 5, - include_estimators=['sgd'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['sgd'], + 'feature_preprocessor': ['no_preprocessing']}, metric=accuracy, dask_client=dask_client, ) diff --git a/test/test_automl/test_estimators.py b/test/test_automl/test_estimators.py index 94329629b9..7143c6491e 100644 --- a/test/test_automl/test_estimators.py +++ b/test/test_automl/test_estimators.py @@ -72,8 +72,8 @@ def __call__(self, *args, **kwargs): initial_configurations_via_metalearning=0, ensemble_size=5, n_jobs=2, - include_estimators=['sgd'], - include_preprocessors=['no_preprocessing'], + include={'classifier': ['sgd'], + 'feature_preprocessor': ['no_preprocessing']}, get_smac_object_callback=get_smac_object_wrapper_instance, max_models_on_disc=None, ) @@ -619,7 +619,7 @@ def test_classification_pandas_support(tmp_dir, dask_client): automl = AutoSklearnClassifier( time_left_for_this_task=30, per_run_time_limit=5, - exclude_estimators=['libsvm_svc'], + exclude={'classifier': ['libsvm_svc']}, dask_client=dask_client, seed=5, tmp_folder=tmp_dir, @@ -727,7 +727,7 @@ def test_autosklearn_classification_methods_returns_self(dask_client): per_run_time_limit=10, ensemble_size=0, dask_client=dask_client, - exclude_preprocessors=['fast_ica']) + exclude={'feature_preprocessor': ['fast_ica']}) automl_fitted = automl.fit(X_train, y_train) assert automl is automl_fitted @@ -825,11 +825,9 @@ def test_check_askl2_same_arguments_as_askl(): extra_arguments = list(set( inspect.getfullargspec(AutoSklearnEstimator.__init__).args) - set( inspect.getfullargspec(AutoSklearn2Classifier.__init__).args)) - expected_extra_args = ['exclude_estimators', - 'include_preprocessors', + expected_extra_args = ['exclude', + 'include', 'resampling_strategy_arguments', - 'exclude_preprocessors', - 'include_estimators', 'get_smac_object_callback', 'initial_configurations_via_metalearning', 'resampling_strategy', @@ -852,6 +850,10 @@ def test_fit_pipeline(dask_client, task_type, resampling_strategy, disable_file_ ) estimator = AutoSklearnClassifier if task_type == 'classification' else AutoSklearnRegressor seed = 3 + if task_type == "classification": + include = {'classifier': ['random_forest']} + else: + include = {'regressor': ['random_forest']} automl = estimator( time_left_for_this_task=120, # Time left for task plays no role @@ -859,7 +861,7 @@ def test_fit_pipeline(dask_client, task_type, resampling_strategy, disable_file_ per_run_time_limit=30, ensemble_size=0, dask_client=dask_client, - include_estimators=['random_forest'], + include=include, seed=seed, # We cannot get the configuration space with 'test' not fit with it resampling_strategy=resampling_strategy if resampling_strategy != 'test' else 'holdout', @@ -956,7 +958,7 @@ def test_pass_categorical_and_numeric_columns_to_pipeline( per_run_time_limit=30, ensemble_size=0, dask_client=dask_client, - include_estimators=['random_forest'], + include={'classifier': ['random_forest']}, seed=seed, ) config = automl.get_configuration_space(X_train, y_train, @@ -978,7 +980,7 @@ def test_pass_categorical_and_numeric_columns_to_pipeline( expected_dict[X.shape[1] - 1] = 'categorical' else: expected_dict = {i: 'numerical' for i in range(np.shape(X)[1])} - assert expected_dict == pipeline.named_steps['data_preprocessing'].feat_type + assert expected_dict == pipeline.named_steps['data_preprocessor'].choice.feat_type @pytest.mark.parametrize("as_frame", [True, False]) @@ -991,7 +993,7 @@ def test_autosklearn_anneal(as_frame): X, y = sklearn.datasets.fetch_openml(data_id=2, return_X_y=True, as_frame=as_frame) automl = AutoSklearnClassifier(time_left_for_this_task=60, ensemble_size=0, initial_configurations_via_metalearning=0, - smac_scenario_args={'runcount_limit': 3}, + smac_scenario_args={'runcount_limit': 6}, resampling_strategy='holdout-iterative-fit') if as_frame: diff --git a/test/test_evaluation/test_train_evaluator.py b/test/test_evaluation/test_train_evaluator.py index 9210c9eec1..2a3f890e79 100644 --- a/test/test_evaluation/test_train_evaluator.py +++ b/test/test_evaluation/test_train_evaluator.py @@ -2357,7 +2357,7 @@ def test_eval_holdout_budget_iterations(self): def test_eval_holdout_budget_iterations_converged(self): configuration = get_configuration_space( - exclude_estimators=['random_forest', 'liblinear_svc'], + exclude={'classifier': ['random_forest', 'liblinear_svc']}, info={'task': MULTICLASS_CLASSIFICATION, 'is_sparse': False}, ).get_default_configuration() eval_holdout( @@ -2440,7 +2440,7 @@ def test_eval_holdout_budget_mixed_iterations(self): def test_eval_holdout_budget_mixed_subsample(self): configuration = get_configuration_space( - exclude_estimators=['random_forest'], + exclude={'classifier': ['random_forest']}, info={'task': MULTICLASS_CLASSIFICATION, 'is_sparse': False}, ).get_default_configuration() self.assertEqual(configuration['classifier:__choice__'], 'liblinear_svc') diff --git a/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv b/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv index 5ba7fb039c..a681712277 100644 --- a/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv +++ b/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv @@ -1,129 +1,129 @@ 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+125,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +126,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.77554422882638,True,True,hinge,0.02071347009354619,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01999967026715386,most_frequent,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.011708181260754043,8770,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +127,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.5396632902741157e-05,0.18584665494894462,auto,255,None,6,48,13,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,379,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +128,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,921.894056649221,,,0.4428468266254544,rbf,-1,False,1.0295003364004332e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7588611364765459,0.25,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type diff --git a/test/test_metalearning/pyMetaLearn/test_meta_features.py b/test/test_metalearning/pyMetaLearn/test_meta_features.py index 9ad97f68b9..d31f3d0227 100644 --- a/test/test_metalearning/pyMetaLearn/test_meta_features.py +++ b/test/test_metalearning/pyMetaLearn/test_meta_features.py @@ -12,8 +12,8 @@ import numpy as np from sklearn.datasets import make_multilabel_classification, fetch_openml -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing.feature_type \ + import FeatTypeSplit from autosklearn.metalearning.metafeatures.metafeature import MetaFeatureValue import autosklearn.metalearning.metafeatures.metafeatures as meta_features @@ -121,7 +121,7 @@ def meta_train_data_transformed(request): meta_features.helper_functions["ClassOccurences"](X, y, logger), ) - DPP = DataPreprocessor(feat_type={ + DPP = FeatTypeSplit(feat_type={ col: 'categorical' if category else 'numerical' for col, category in categorical.items() }) X_transformed = DPP.fit_transform(X) diff --git a/test/test_metalearning/pyMetaLearn/test_meta_features_sparse.py b/test/test_metalearning/pyMetaLearn/test_meta_features_sparse.py index 6296ad23d8..99a641df7d 100644 --- a/test/test_metalearning/pyMetaLearn/test_meta_features_sparse.py +++ b/test/test_metalearning/pyMetaLearn/test_meta_features_sparse.py @@ -12,10 +12,9 @@ from sklearn.impute import SimpleImputer from sklearn.preprocessing import StandardScaler - +from autosklearn.pipeline.components.data_preprocessing.feature_type \ + import FeatTypeSplit import autosklearn.metalearning.metafeatures.metafeatures as meta_features -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor @pytest.fixture @@ -97,7 +96,7 @@ def sparse_data_transformed(): X_sparse[NaNs] = 0 X_sparse = sparse.csr_matrix(X_sparse) - ohe = DataPreprocessor(feat_type={ + ohe = FeatTypeSplit(feat_type={ col: 'categorical' if category else 'numerical' for col, category in categorical.items() }) diff --git a/test/test_metalearning/test_metalearning.py b/test/test_metalearning/test_metalearning.py index cb9cea9afa..6a7e87511d 100644 --- a/test/test_metalearning/test_metalearning.py +++ b/test/test_metalearning/test_metalearning.py @@ -78,7 +78,7 @@ def test_metalearning(self): 'task': task, 'is_sparse': False }, - include_preprocessors=['no_preprocessing']) + include={'feature_preprocessor': ['no_preprocessing']}) X_train, Y_train, X_test, Y_test = get_dataset(dataset_name) categorical = {i: False for i in range(X_train.shape[1])} diff --git a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing.py b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing.py index 11771bf4fc..5e6f89ad3a 100644 --- a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing.py +++ b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing.py @@ -2,8 +2,8 @@ import numpy as np from scipy import sparse -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing \ - import DataPreprocessor +from autosklearn.pipeline.components.data_preprocessing.feature_type \ + import FeatTypeSplit class PreprocessingPipelineTest(unittest.TestCase): @@ -79,7 +79,7 @@ def do_a_fit_transform(self, sparse_input): Y = [Y[n] for n in cat_to_left_order] Y_comb = np.hstack(Y) # Data preprocessing - DPP = DataPreprocessor(feat_type=categ_feat) + DPP = FeatTypeSplit(feat_type=categ_feat) X_comb = sparse.csc_matrix(X_comb) if sparse_input else X_comb Y_comb_out_1 = DPP.fit_transform(X_comb) # Check if Y_comb_out is what we expect it to be: @@ -120,4 +120,4 @@ def test_string_categories(self): with self.assertRaises(ValueError): categ_feat = {i: 'categorical' if feat else 'numerical' for i, feat in enumerate(categ_feat)} - DataPreprocessor(feat_type=categ_feat).fit_transform(X_comb) + FeatTypeSplit(feat_type=categ_feat).fit_transform(X_comb) diff --git a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_categorical.py b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_categorical.py index 7c11bd36e0..902ff1c9b3 100644 --- a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_categorical.py +++ b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_categorical.py @@ -2,7 +2,7 @@ import numpy as np from scipy import sparse -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing_categorical \ +from autosklearn.pipeline.components.data_preprocessing.feature_type_categorical \ import CategoricalPreprocessingPipeline diff --git a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_numerical.py b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_numerical.py index 549f1ee872..6a0b9d37fc 100644 --- a/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_numerical.py +++ b/test/test_pipeline/components/data_preprocessing/test_data_preprocessing_numerical.py @@ -3,7 +3,7 @@ from scipy import sparse -from autosklearn.pipeline.components.data_preprocessing.data_preprocessing_numerical \ +from autosklearn.pipeline.components.data_preprocessing.feature_type_numerical \ import NumericalPreprocessingPipeline diff --git a/test/test_pipeline/test_base.py b/test/test_pipeline/test_base.py index b1916941e3..0d40bca0d1 100644 --- a/test/test_pipeline/test_base.py +++ b/test/test_pipeline/test_base.py @@ -152,3 +152,46 @@ def test_init_params_handling(self): # object is a magic mock, calling the method doesn't set a new parameter with self.assertRaisesRegex(ValueError, "Cannot properly set the pair"): base.set_hyperparameters(cs.sample_configuration(), init_params={'M:key': 'value'}) + + def test_include_exclude_validation(self): + """ + Makes sure include and exclude arguments are validated and raises expected exception + on error + """ + base = BasePipelineMock() + dataset_properties = {'target_type': 'classification'} + base.dataset_properties = dataset_properties + base.steps = [('p0', + autosklearn.pipeline.components.feature_preprocessing + .FeaturePreprocessorChoice(dataset_properties)), + ('p1', + autosklearn.pipeline.components.feature_preprocessing + .FeaturePreprocessorChoice(dataset_properties)), + ('c', autosklearn.pipeline.components.classification + .ClassifierChoice(dataset_properties))] + + def assert_value_error(include=None, exclude=None): + base.include = include + base.exclude = exclude + with self.assertRaises(ValueError): + base._validate_include_exclude_params() + + # Same key in include and exclude argument + assert_value_error(include={'c': ['adaboost']}, exclude={'c': ['sgd']}) + + # Invalid key in the exclude argument + assert_value_error(exclude={'p2': ['pca']}) + + # Invalid value type for the key in the include argument + assert_value_error(include={'c': ('adaboost', 'sgd')}, exclude=None) + + # Empty list of the key in the include argument + assert_value_error(include={'c': []}) + + # Invalid component in the list value for the key in the include argument + assert_value_error(include={'c': ['pca']}) + + # Case when all conditions passed for include and exclude + base.include = {'c': ['adaboost', 'sgd']} + base.exclude = {'p1': ['pca']} + self.assertIsNone(base._validate_include_exclude_params()) diff --git a/test/test_pipeline/test_classification.py b/test/test_pipeline/test_classification.py index ddd276453d..fc42106492 100644 --- a/test/test_pipeline/test_classification.py +++ b/test/test_pipeline/test_classification.py @@ -257,15 +257,14 @@ def test_configurations_categorical_data(self): 'X_test': X_test, 'Y_test': Y_test} init_params = { - 'data_preprocessing:feat_type': - categorical + 'data_preprocessor:feat_type': categorical } self._test_configurations(configurations_space=cs, make_sparse=True, data=data, init_params=init_params) @unittest.mock.patch('autosklearn.pipeline.components.data_preprocessing' - '.data_preprocessing.DataPreprocessor.set_hyperparameters') + '.DataPreprocessorChoice.set_hyperparameters') def test_categorical_passed_to_one_hot_encoder(self, ohe_mock): # Mock the _check_init_params_honored as there is no object created, @@ -273,8 +272,8 @@ def test_categorical_passed_to_one_hot_encoder(self, ohe_mock): with unittest.mock.patch('autosklearn.pipeline.classification.SimpleClassificationPipeline' '._check_init_params_honored'): cls = SimpleClassificationPipeline( - init_params={'data_preprocessing:feat_type': {0: 'categorical', - 1: 'numerical'}} + init_params={'data_preprocessor:feat_type': {0: 'categorical', + 1: 'numerical'}} ) self.assertEqual( @@ -284,9 +283,9 @@ def test_categorical_passed_to_one_hot_encoder(self, ohe_mock): default = cls.get_hyperparameter_search_space().get_default_configuration() cls.set_hyperparameters( configuration=default, - init_params={'data_preprocessing:feat_type': {0: 'categorical', - 1: 'categorical', - 2: 'numerical'}}, + init_params={'data_preprocessor:feat_type': {0: 'categorical', + 1: 'categorical', + 2: 'numerical'}}, ) self.assertEqual( ohe_mock.call_args[1]['init_params'], @@ -426,22 +425,22 @@ def test_get_hyperparameter_search_space(self): conditions = cs.get_conditions() forbiddens = cs.get_forbiddens() - self.assertEqual(len(cs.get_hyperparameter( - 'data_preprocessing:numerical_transformer:rescaling:__choice__').choices), 7) + param = 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__' + self.assertEqual(len(cs.get_hyperparameter(param).choices), 7) self.assertEqual(len(cs.get_hyperparameter( 'classifier:__choice__').choices), 16) self.assertEqual(len(cs.get_hyperparameter( 'feature_preprocessor:__choice__').choices), 13) hyperparameters = cs.get_hyperparameters() - self.assertEqual(167, len(hyperparameters)) + self.assertEqual(168, len(hyperparameters)) # for hp in sorted([str(h) for h in hyperparameters]): # print hp # The four components which are always active are classifier, # feature preprocessor, balancing and data preprocessing pipeline. - self.assertEqual(len(hyperparameters) - 7, len(conditions)) + self.assertEqual(len(hyperparameters) - 4, len(conditions)) self.assertEqual(len(forbiddens), 53) @@ -702,6 +701,40 @@ def _test_set_hyperparameter_choice(self, expected_key, implementation, config_d # A choice component might have attribute requirements that we need to check expected_sub_key = expected_key.replace(':__choice__', ':') + implementation_type expected_attributes = {} + if 'data_preprocessor:__choice__' in expected_key: + # We have to check both the numerical and categorical + to_check = { + 'numerical_transformer': implementation.choice.numer_ppl.named_steps, + 'categorical_transformer': implementation.choice.categ_ppl.named_steps, + } + + for data_type, pipeline in to_check.items(): + for sub_name, sub_step in pipeline.items(): + # If it is a Choice, make sure it is the correct one! + if isinstance(sub_step, AutoSklearnChoice): + key = "data_preprocessor:feature_type:{}:{}:__choice__".format( + data_type, + sub_name + ) + keys_checked.extend( + self._test_set_hyperparameter_choice( + key, sub_step, config_dict + ) + ) + # If it is a component, make sure it has the correct hyperparams + elif isinstance(sub_step, AutoSklearnComponent): + keys_checked.extend( + self._test_set_hyperparameter_component( + "data_preprocessor:feature_type:{}:{}".format( + data_type, + sub_name + ), + sub_step, config_dict + ) + ) + else: + raise ValueError("New type of pipeline component!") + return keys_checked for key, value in config_dict.items(): if key != expected_key and expected_sub_key in key: expected_attributes[key.split(':')[-1]] = value @@ -777,39 +810,12 @@ def test_set_hyperparameters_honors_configuration(self): keys_checked = [] for name, step in cls.named_steps.items(): - if name == 'data_preprocessing': - # We have to check both the numerical and categorical - to_check = { - 'numerical_transformer': step.numer_ppl.named_steps, - 'categorical_transformer': step.categ_ppl.named_steps, - } - - for data_type, pipeline in to_check.items(): - for sub_name, sub_step in pipeline.items(): - # If it is a Choice, make sure it is the correct one! - if isinstance(sub_step, AutoSklearnChoice): - key = "data_preprocessing:{}:{}:__choice__".format( - data_type, - sub_name - ) - keys_checked.extend( - self._test_set_hyperparameter_choice( - key, sub_step, config_dict - ) - ) - # If it is a component, make sure it has the correct hyperparams - elif isinstance(sub_step, AutoSklearnComponent): - keys_checked.extend( - self._test_set_hyperparameter_component( - "data_preprocessing:{}:{}".format( - data_type, - sub_name - ), - sub_step, config_dict - ) - ) - else: - raise ValueError("New type of pipeline component!") + if name == 'data_preprocessor': + keys_checked.extend( + self._test_set_hyperparameter_choice( + 'data_preprocessor:__choice__', step, config_dict + ) + ) elif name == 'balancing': keys_checked.extend( self._test_set_hyperparameter_component( diff --git a/test/test_pipeline/test_regression.py b/test/test_pipeline/test_regression.py index 3468ad8d45..d86ee94bda 100644 --- a/test/test_pipeline/test_regression.py +++ b/test/test_pipeline/test_regression.py @@ -278,8 +278,8 @@ def test_get_hyperparameter_search_space(self): conditions = cs.get_conditions() hyperparameters = cs.get_hyperparameters() forbiddens = cs.get_forbiddens() - self.assertEqual(155, len(hyperparameters)) - self.assertEqual(len(hyperparameters) - 6, len(conditions)) + self.assertEqual(156, len(hyperparameters)) + self.assertEqual(len(hyperparameters) - 3, len(conditions)) self.assertEqual(len(forbiddens), 35) def test_get_hyperparameter_search_space_include_exclude_models(self): @@ -477,10 +477,45 @@ def _test_set_hyperparameter_choice(self, expected_key, implementation, config_d # A choice component might have attribute requirements that we need to check expected_sub_key = expected_key.replace(':__choice__', ':') + implementation_type expected_attributes = {} - for key, value in config_dict.items(): - if key != expected_key and expected_sub_key in key: - expected_attributes[key.split(':')[-1]] = value - keys_checked.append(key) + if 'data_preprocessor:__choice__' in expected_key: + # We have to check both the numerical and categorical + to_check = { + 'numerical_transformer': implementation.choice.numer_ppl.named_steps, + 'categorical_transformer': implementation.choice.categ_ppl.named_steps, + } + + for data_type, pipeline in to_check.items(): + for sub_name, sub_step in pipeline.items(): + # If it is a Choice, make sure it is the correct one! + if isinstance(sub_step, AutoSklearnChoice): + key = "data_preprocessor:feature_type:{}:{}:__choice__".format( + data_type, + sub_name + ) + keys_checked.extend( + self._test_set_hyperparameter_choice( + key, sub_step, config_dict + ) + ) + # If it is a component, make sure it has the correct hyperparams + elif isinstance(sub_step, AutoSklearnComponent): + keys_checked.extend( + self._test_set_hyperparameter_component( + "data_preprocessor:feature_type:{}:{}".format( + data_type, + sub_name + ), + sub_step, config_dict + ) + ) + else: + raise ValueError("New type of pipeline component!") + return keys_checked + else: + for key, value in config_dict.items(): + if key != expected_key and expected_sub_key in key: + expected_attributes[key.split(':')[-1]] = value + keys_checked.append(key) if expected_attributes: attributes = vars(implementation.choice) # Cannot check the whole dictionary, just names, as some @@ -551,39 +586,12 @@ def test_set_hyperparameters_honors_configuration(self): keys_checked = [] for name, step in auto.named_steps.items(): - if name == 'data_preprocessing': - # We have to check both the numerical and categorical - to_check = { - 'numerical_transformer': step.numer_ppl.named_steps, - 'categorical_transformer': step.categ_ppl.named_steps, - } - - for data_type, pipeline in to_check.items(): - for sub_name, sub_step in pipeline.items(): - # If it is a Choice, make sure it is the correct one! - if isinstance(sub_step, AutoSklearnChoice): - key = "data_preprocessing:{}:{}:__choice__".format( - data_type, - sub_name - ) - keys_checked.extend( - self._test_set_hyperparameter_choice( - key, sub_step, config_dict - ) - ) - # If it is a component, make sure it has the correct hyperparams - elif isinstance(sub_step, AutoSklearnComponent): - keys_checked.extend( - self._test_set_hyperparameter_component( - "data_preprocessing:{}:{}".format( - data_type, - sub_name - ), - sub_step, config_dict - ) - ) - else: - raise ValueError("New type of pipeline component!") + if name == 'data_preprocessor': + keys_checked.extend( + self._test_set_hyperparameter_choice( + 'data_preprocessor:__choice__', step, config_dict + ) + ) elif name == 'balancing': keys_checked.extend( self._test_set_hyperparameter_component( diff --git a/test/test_util/test_trials_callback.py b/test/test_util/test_trials_callback.py index 239517277c..3cda8ea204 100644 --- a/test/test_util/test_trials_callback.py +++ b/test/test_util/test_trials_callback.py @@ -59,8 +59,8 @@ def test_trials_callback_execution(self): memory_limit=1024, delete_tmp_folder_after_terminate=False, n_jobs=1, - include_estimators=["sgd"], - include_preprocessors=["no_preprocessing"], + include={'feature_preprocessor': ['pca'], + 'classifier': ['sgd']}, get_trials_callback=AutoMLTrialsCallBack(trials_summary_fname) ) cls.fit(X_train, Y_train, X_test, Y_test)