From 6e78aef5a57be1b1c07d0b21a803d10d21a8299a Mon Sep 17 00:00:00 2001 From: Rohit Agarwal Date: Wed, 27 Jan 2021 01:10:55 +0530 Subject: [PATCH] Fixing test cases; updating metalearning with updated hyperparameters --- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../r2_regression_dense/configurations.csv | 195 +++++---- .../r2_regression_sparse/configurations.csv | 195 +++++---- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 412 +++++++++--------- .../configurations.csv | 396 ++++++++--------- .../configurations.csv | 195 +++++---- .../configurations.csv | 195 +++++---- autosklearn/pipeline/base.py | 3 +- .../components/data_preprocessing/__init__.py | 7 +- .../data_preprocessing/feature_type.py | 1 + autosklearn/smbo.py | 6 +- autosklearn/util/pipeline.py | 20 +- ...un_auto-sklearn_for_metadata_generation.py | 6 +- test/test_automl/test_automl.py | 8 +- test/test_automl/test_estimators.py | 8 +- test/test_evaluation/test_train_evaluator.py | 4 +- .../test_meta_base_data/configurations.csv | 258 +++++------ test/test_metalearning/test_metalearning.py | 2 +- test/test_pipeline/test_classification.py | 90 ++-- test/test_pipeline/test_regression.py | 86 ++-- 105 files changed, 17583 insertions(+), 17576 deletions(-) diff --git a/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv index 86c9bdf47c..f70fc7c508 100644 --- a/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/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/accuracy_binary.classification_sparse/configurations.csv b/autosklearn/metalearning/files/accuracy_binary.classification_sparse/configurations.csv index 432d725f73..eb4f526f09 100644 --- a/autosklearn/metalearning/files/accuracy_binary.classification_sparse/configurations.csv +++ b/autosklearn/metalearning/files/accuracy_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/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..ce5550e152 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 +1,97 @@ 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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 +1,97 @@ 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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 +1,97 @@ 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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..e342653b85 100644 --- a/autosklearn/metalearning/files/r2_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/r2_regression_dense/configurations.csv @@ -1,98 +1,97 @@ 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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..e342653b85 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 +1,97 @@ 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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..e342653b85 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 +1,97 @@ 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+232,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,,,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0006517033225329654,False,0.012150149892783745,0.016444224834275295,True,1.7462342366289323e-09,invscaling,epsilon_insensitive,elasticnet,0.21521743568582094,0.002431731981071206,feature_type +235,one_hot_encoding,minority_coalescer,0.010000000000000004,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.035440248140559884,1.142436233486746e-09,2235.498740920408,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +237,no_encoding,minority_coalescer,0.007741331259480108,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.020932011717701825,7.512295484675918e-08,427.92917011793116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +240,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,standardize,,,,,extra_trees_preproc_for_regression,True,friedman_mse,None,0.969236220539822,None,1,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.013068012551322245,2.979079708104577e-07,50599.0613366392,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +245,one_hot_encoding,minority_coalescer,0.052483220498897844,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.017488165983844263,4.199154538507709e-05,18825.14718012417,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +247,one_hot_encoding,minority_coalescer,0.014192135928954746,median,standardize,,,,,fast_ica,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,libsvm_svr,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.4272136443763257,0.2694141260648879,2,0.10000000000000006,0.05757315877344016,poly,-1,False,0.0010000000000000002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +251,no_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_regression,True,mae,None,0.7533134853493275,None,1,4,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,train,0.8025720428105109,0.2759754081799624,least_squares,255,None,18,172,11,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +252,one_hot_encoding,minority_coalescer,0.0001745391328519669,most_frequent,robust_scaler,,,0.8057830372269097,0.24982831110057324,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.3621762718897781,fwe,f_regression,ard_regression,,,,,2.7664515192592053e-05,9.504988116581138e-07,True,6.50650698230178e-09,4.238533890074848e-07,300,78251.58542976103,0.0007301343236220855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +257,one_hot_encoding,minority_coalescer,0.0216783950539192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,train,0.00010889929093369623,0.013461560146088193,least_squares,255,None,922,78,19,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +258,no_encoding,minority_coalescer,0.06944124485705933,median,robust_scaler,,,0.9459191670017113,0.19705568051981365,feature_agglomeration,,,,,,,,,,,,,,euclidean,ward,25,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ard_regression,,,,,1.3451538602739027e-05,9.646408445137836e-08,True,2.5198380744059647e-07,3.03274213695262e-10,300,1212.6400146193068,0.0014720713972345503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +262,no_encoding,minority_coalescer,0.0017516626568532072,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09414230179794553,1.3692618062770113e-09,15642.37580197983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +266,no_encoding,minority_coalescer,0.0002660105205394136,median,none,,,,,fast_ica,,,,,,,,,,deflation,logcosh,977,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,liblinear_svr,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1637099972824213,False,0.5342957861386396,True,1,squared_epsilon_insensitive,0.00011557548242116838,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +268,no_encoding,minority_coalescer,0.019298178366706394,mean,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,decision_tree,,,,,,,,,,,,,mae,0.2781806943014362,1.0,None,0.0,17,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +270,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.037731974209709904,5.002213042554931e-07,22409.945864393645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +274,one_hot_encoding,minority_coalescer,0.0002682359625135144,mean,quantile_transformer,1567,uniform,,,select_percentile_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,85.70259306141033,f_regression,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,train,6.536723381440492e-05,0.03940103065495631,least_squares,255,None,77,9,7,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +276,one_hot_encoding,no_coalescense,,median,minmax,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.991729015298316,True,,,,,,,,,,,,,,,,adaboost,0.019011223549222432,linear,9,395,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +279,no_encoding,minority_coalescer,0.4873131661139947,mean,standardize,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.43441750135120694,fpr,f_regression,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +282,one_hot_encoding,minority_coalescer,0.024334629729258105,most_frequent,standardize,,,,,extra_trees_preproc_for_regression,False,mae,None,0.9280962404032027,None,1,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gaussian_process,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.02341626598167312,1.0753192773067984e-09,30626.12455645968,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +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/pipeline/base.py b/autosklearn/pipeline/base.py index e1551e34b6..c896d28752 100644 --- a/autosklearn/pipeline/base.py +++ b/autosklearn/pipeline/base.py @@ -460,4 +460,5 @@ def _validate_include_exclude_params(self): steps = [step[0] for step in self.steps] for node in list(self.include.keys()) + list(self.exclude): if node not in steps: - raise ValueError("Component {0} in not part for pipeline steps {1}".format(node, str(steps))) \ No newline at end of file + raise ValueError("Component {0} in not part for pipeline steps {1}" + .format(node, str(steps))) diff --git a/autosklearn/pipeline/components/data_preprocessing/__init__.py b/autosklearn/pipeline/components/data_preprocessing/__init__.py index 96382ac35d..e6875ba7ba 100644 --- a/autosklearn/pipeline/components/data_preprocessing/__init__.py +++ b/autosklearn/pipeline/components/data_preprocessing/__init__.py @@ -111,11 +111,12 @@ def get_hyperparameter_search_space(self, dataset_properties=None, break preprocessor = CategoricalHyperparameter('__choice__', - list(available_preprocessors.keys()), default_value=default) + 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, - include=include, exclude=exclude). \ + preprocessor_configuration_space = available_preprocessors[name]( + dataset_properties=dataset_properties, include=include, exclude=exclude). \ get_hyperparameter_search_space(dataset_properties) parent_hyperparameter = {'parent': preprocessor, 'value': name} cs.add_configuration_space(name, preprocessor_configuration_space, diff --git a/autosklearn/pipeline/components/data_preprocessing/feature_type.py b/autosklearn/pipeline/components/data_preprocessing/feature_type.py index 6e23c80eb8..cf71eabb14 100644 --- a/autosklearn/pipeline/components/data_preprocessing/feature_type.py +++ b/autosklearn/pipeline/components/data_preprocessing/feature_type.py @@ -125,6 +125,7 @@ def get_properties(dataset_properties=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, diff --git a/autosklearn/smbo.py b/autosklearn/smbo.py index a082d0c565..dfce3b10a8 100644 --- a/autosklearn/smbo.py +++ b/autosklearn/smbo.py @@ -22,8 +22,7 @@ import autosklearn.metalearning from autosklearn.constants import MULTILABEL_CLASSIFICATION, \ BINARY_CLASSIFICATION, TASK_TYPES_TO_STRING, CLASSIFICATION_TASKS, \ - REGRESSION_TASKS, MULTICLASS_CLASSIFICATION, REGRESSION, \ - MULTIOUTPUT_REGRESSION + MULTICLASS_CLASSIFICATION, REGRESSION, MULTIOUTPUT_REGRESSION from autosklearn.ensemble_builder import EnsembleBuilderManager from autosklearn.metalearning.mismbo import suggest_via_metalearning from autosklearn.data.abstract_data_manager import AbstractDataManager @@ -410,7 +409,8 @@ def run_smbo(self): if self.include is not None and self.exclude is not None: for node in self.include.keys(): if node in self.exclude.keys(): - raise ValueError('Cannot specify include and exclude for same step {0}.'.format(node)) + raise ValueError('Cannot specify include and exclude for same step {0}.' + .format(node)) ta_kwargs = dict( backend=copy.deepcopy(self.backend), diff --git a/autosklearn/util/pipeline.py b/autosklearn/util/pipeline.py index 41a1cb8d71..b33f701ecb 100755 --- a/autosklearn/util/pipeline.py +++ b/autosklearn/util/pipeline.py @@ -7,7 +7,6 @@ from autosklearn.constants import ( BINARY_CLASSIFICATION, - CLASSIFICATION_TASKS, MULTICLASS_CLASSIFICATION, MULTILABEL_CLASSIFICATION, MULTIOUTPUT_REGRESSION, @@ -25,14 +24,15 @@ def get_configuration_space(info: Dict[str, Any], - include: Optional[dict] = None, - exclude: Optional[dict] = None, + include: Optional[Dict[str, List[str]]] = None, + exclude: Optional[Dict[str, List[str]]] = None, ) -> ConfigurationSpace: if include is not None and exclude is not None: for node in include.keys(): if node in exclude.keys(): - raise ValueError('Cannot specify include and exclude for same step {0}.'.format(node)) + raise ValueError('Cannot specify include and exclude for same step {0}.' + .format(node)) if info['task'] in REGRESSION_TASKS: return _get_regression_configuration_space(info, include, exclude) @@ -40,8 +40,10 @@ 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 @@ -64,8 +66,10 @@ 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 diff --git a/scripts/run_auto-sklearn_for_metadata_generation.py b/scripts/run_auto-sklearn_for_metadata_generation.py index dc68d70cde..0123496b34 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 023954a42d..19388c2c18 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 272e85e27c..1d0412e8e7 100644 --- a/test/test_automl/test_estimators.py +++ b/test/test_automl/test_estimators.py @@ -61,8 +61,8 @@ 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, ) @@ -453,7 +453,7 @@ def test_classification_pandas_support(tmp_dir, output_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, @@ -561,7 +561,7 @@ 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 diff --git a/test/test_evaluation/test_train_evaluator.py b/test/test_evaluation/test_train_evaluator.py index 97acceb780..570658ceb7 100644 --- a/test/test_evaluation/test_train_evaluator.py +++ b/test/test_evaluation/test_train_evaluator.py @@ -2403,7 +2403,7 @@ 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( @@ -2486,7 +2486,7 @@ 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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+105,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +106,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.527652780264615,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010739139664277112,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,,,feature_type +107,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6568118863259279,None,0.0,4,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,normalize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,23,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +108,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,86.72140178707858,f_classif,,,,feature_type +109,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +110,weighting,adaboost,SAMME.R,0.22665749778830807,7,78,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,uniform,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,373,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +111,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1689.0860195745497,0.7404917548199534,2,0.011884114654356123,poly,-1,True,4.262566522678876e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004395163582476699,median,minmax,,,,,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,3,None,13,13,1.0,74,,,,,,feature_type +112,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.859589328406253e-07,0.25392293346701533,auto,255,None,4,80,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,65.7135135608214,mutual_info,,,,feature_type +113,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.097196057095871e-06,0.32800101253288033,auto,255,None,53,28,20,loss,1e-07,0.101919468281566,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008121631984215255,median,robust_scaler,,,0.7654960296398138,0.25,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07288328235161678,fwe,chi2,feature_type +114,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5463209559127865,None,0.0,12,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.025636105021492692,mean,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1.4472785394247571,False,True,1,squared_hinge,ovr,l1,0.00018809455411335498,,,,,,,,,,,,,,,,,,,,,,,feature_type +115,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.07970183198340376,None,0.0,9,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.008729901092151533,most_frequent,quantile_transformer,1028,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,,feature_type +116,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.050858257794119e-10,0.0509713008465305,auto,255,None,17,16,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0006772048110168395,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.42719682445182733,fdr,f_classif,feature_type +117,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4886932005592788,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,2.2673178962517726,False,True,1,squared_hinge,ovr,l1,0.07576775715726437,,,,,,,,,,,,,,,,,,,,,,,feature_type +118,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1954.4001293172055,0.5941977727413141,3,0.01222672837922025,poly,-1,False,0.000868704184075337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.023611476558497053,most_frequent,quantile_transformer,1312,normal,,,extra_trees_preproc_for_classification,True,entropy,None,0.26038719206370126,None,0.0,6,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +119,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.48772464140872207,None,0.0,1,16,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,,,feature_type +120,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,571.8976418358935,-0.6542106402522795,,5.0850539598583375e-05,sigmoid,-1,False,0.003954814208041632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1378799965815952,fwe,f_classif,feature_type +121,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6204291847226782,None,0.0,2,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012802264108301202,most_frequent,normalize,,,,,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +122,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.7159488281157247,None,0.0,15,3,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7546151696972261,0.25941712940346606,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,33,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4285190453868457,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.49851517731857553,most_frequent,quantile_transformer,958,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,,,feature_type +124,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.690301155272815,None,0.0,19,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00018373331741554494,most_frequent,normalize,,,,,extra_trees_preproc_for_classification,False,gini,None,0.5638614505566816,None,0.0,1,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,feature_type +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/test_metalearning.py b/test/test_metalearning/test_metalearning.py index a21745c4bb..71bd0b491d 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 = [False] * X_train.shape[1] diff --git a/test/test_pipeline/test_classification.py b/test/test_pipeline/test_classification.py index c111cf3a17..96308c55dd 100644 --- a/test/test_pipeline/test_classification.py +++ b/test/test_pipeline/test_classification.py @@ -255,15 +255,14 @@ def test_configurations_categorical_data(self): 'X_test': X_test, 'Y_test': Y_test} init_params = { - 'data_preprocessor:feature_type:categorical_features': - categorical + 'data_preprocessor:categorical_features': categorical } self._test_configurations(configurations_space=cs, make_sparse=True, data=data, init_params=init_params) @unittest.mock.patch('autosklearn.pipeline.components.data_preprocessing' - '.feature_type.FeatTypeSplit.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, @@ -271,7 +270,7 @@ 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_preprocessor:feature_type:categorical_features': [True, False]} + init_params={'data_preprocessor:categorical_features': [True, False]} ) self.assertEqual( @@ -281,7 +280,7 @@ 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_preprocessor:feature_type:categorical_features': [True, True, False]}, + init_params={'data_preprocessor:categorical_features': [True, True, False]}, ) self.assertEqual( ohe_mock.call_args[1]['init_params'], @@ -420,22 +419,22 @@ 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), 6) + param = 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__' + self.assertEqual(len(cs.get_hyperparameter(param).choices), 6) 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) @@ -696,6 +695,40 @@ 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 @@ -771,39 +804,12 @@ 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(