# HG changeset patch
# User bgruening
# Date 1546152687 18000
# Node ID 4368259ff821da0a3a47c05c6a8037e83e926496
# Parent 7509d7059040f2d09e453532db81f9a186157f0f
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
diff -r 7509d7059040 -r 4368259ff821 main_macros.xml
--- a/main_macros.xml Thu Oct 11 03:30:01 2018 -0400
+++ b/main_macros.xml Sun Dec 30 01:51:27 2018 -0500
@@ -1,13 +1,13 @@
- 0.9
+ 1.0
python
- scikit-learn
- pandas
- xgboost
- asteval
+ scikit-learn
+ pandas
+ xgboost
+ asteval
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+ @article{JMLR:v18:16-365,
+ author = {Guillaume Lema{{\^i}}tre and Fernando Nogueira and Christos K. Aridas},
+ title = {Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning},
+ journal = {Journal of Machine Learning Research},
+ year = {2017},
+ volume = {18},
+ number = {17},
+ pages = {1-5},
+ url = {http://jmlr.org/papers/v18/16-365.html}
+ }
+
+
+
diff -r 7509d7059040 -r 4368259ff821 search_model_validation.py
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/search_model_validation.py Sun Dec 30 01:51:27 2018 -0500
@@ -0,0 +1,234 @@
+import imblearn
+import json
+import numpy as np
+import os
+import pandas
+import pickle
+import skrebate
+import sklearn
+import sys
+import xgboost
+import warnings
+from imblearn import under_sampling, over_sampling, combine
+from imblearn.pipeline import Pipeline as imbPipeline
+from sklearn import (cluster, compose, decomposition, ensemble, feature_extraction,
+ feature_selection, gaussian_process, kernel_approximation, metrics,
+ model_selection, naive_bayes, neighbors, pipeline, preprocessing,
+ svm, linear_model, tree, discriminant_analysis)
+from sklearn.exceptions import FitFailedWarning
+from sklearn.externals import joblib
+from utils import get_cv, get_scoring, get_X_y, load_model, read_columns, SafeEval
+
+
+N_JOBS = int(os.environ.get('GALAXY_SLOTS', 1))
+
+
+def get_search_params(params_builder):
+ search_params = {}
+ safe_eval = SafeEval(load_scipy=True, load_numpy=True)
+ safe_eval_es = SafeEval(load_estimators=True)
+
+ for p in params_builder['param_set']:
+ search_p = p['search_param_selector']['search_p']
+ if search_p.strip() == '':
+ continue
+ param_type = p['search_param_selector']['selected_param_type']
+
+ lst = search_p.split(':')
+ assert (len(lst) == 2), "Error, make sure there is one and only one colon in search parameter input."
+ literal = lst[1].strip()
+ param_name = lst[0].strip()
+ if param_name:
+ if param_name.lower() == 'n_jobs':
+ sys.exit("Parameter `%s` is invalid for search." %param_name)
+ elif not param_name.endswith('-'):
+ ev = safe_eval(literal)
+ if param_type == 'final_estimator_p':
+ search_params['estimator__' + param_name] = ev
+ else:
+ search_params['preprocessing_' + param_type[5:6] + '__' + param_name] = ev
+ else:
+ # only for estimator eval, add `-` to the end of param
+ #TODO maybe add regular express check
+ ev = safe_eval_es(literal)
+ for obj in ev:
+ if 'n_jobs' in obj.get_params():
+ obj.set_params( n_jobs=N_JOBS )
+ if param_type == 'final_estimator_p':
+ search_params['estimator__' + param_name[:-1]] = ev
+ else:
+ search_params['preprocessing_' + param_type[5:6] + '__' + param_name[:-1]] = ev
+ elif param_type != 'final_estimator_p':
+ #TODO regular express check ?
+ ev = safe_eval_es(literal)
+ preprocessors = [preprocessing.StandardScaler(), preprocessing.Binarizer(), preprocessing.Imputer(),
+ preprocessing.MaxAbsScaler(), preprocessing.Normalizer(), preprocessing.MinMaxScaler(),
+ preprocessing.PolynomialFeatures(),preprocessing.RobustScaler(),
+ feature_selection.SelectKBest(), feature_selection.GenericUnivariateSelect(),
+ feature_selection.SelectPercentile(), feature_selection.SelectFpr(), feature_selection.SelectFdr(),
+ feature_selection.SelectFwe(), feature_selection.VarianceThreshold(),
+ decomposition.FactorAnalysis(random_state=0), decomposition.FastICA(random_state=0), decomposition.IncrementalPCA(),
+ decomposition.KernelPCA(random_state=0, n_jobs=N_JOBS), decomposition.LatentDirichletAllocation(random_state=0, n_jobs=N_JOBS),
+ decomposition.MiniBatchDictionaryLearning(random_state=0, n_jobs=N_JOBS),
+ decomposition.MiniBatchSparsePCA(random_state=0, n_jobs=N_JOBS), decomposition.NMF(random_state=0),
+ decomposition.PCA(random_state=0), decomposition.SparsePCA(random_state=0, n_jobs=N_JOBS),
+ decomposition.TruncatedSVD(random_state=0),
+ kernel_approximation.Nystroem(random_state=0), kernel_approximation.RBFSampler(random_state=0),
+ kernel_approximation.AdditiveChi2Sampler(), kernel_approximation.SkewedChi2Sampler(random_state=0),
+ cluster.FeatureAgglomeration(),
+ skrebate.ReliefF(n_jobs=N_JOBS), skrebate.SURF(n_jobs=N_JOBS), skrebate.SURFstar(n_jobs=N_JOBS),
+ skrebate.MultiSURF(n_jobs=N_JOBS), skrebate.MultiSURFstar(n_jobs=N_JOBS),
+ imblearn.under_sampling.ClusterCentroids(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.CondensedNearestNeighbour(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.EditedNearestNeighbours(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.RepeatedEditedNearestNeighbours(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.AllKNN(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.InstanceHardnessThreshold(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.NearMiss(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.NeighbourhoodCleaningRule(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.OneSidedSelection(random_state=0, n_jobs=N_JOBS),
+ imblearn.under_sampling.RandomUnderSampler(random_state=0),
+ imblearn.under_sampling.TomekLinks(random_state=0, n_jobs=N_JOBS),
+ imblearn.over_sampling.ADASYN(random_state=0, n_jobs=N_JOBS),
+ imblearn.over_sampling.RandomOverSampler(random_state=0),
+ imblearn.over_sampling.SMOTE(random_state=0, n_jobs=N_JOBS),
+ imblearn.over_sampling.SVMSMOTE(random_state=0, n_jobs=N_JOBS),
+ imblearn.over_sampling.BorderlineSMOTE(random_state=0, n_jobs=N_JOBS),
+ imblearn.over_sampling.SMOTENC(categorical_features=[], random_state=0, n_jobs=N_JOBS),
+ imblearn.combine.SMOTEENN(random_state=0), imblearn.combine.SMOTETomek(random_state=0)]
+ newlist = []
+ for obj in ev:
+ if obj is None:
+ newlist.append(None)
+ elif obj == 'all_0':
+ newlist.extend(preprocessors[0:36])
+ elif obj == 'sk_prep_all': # no KernalCenter()
+ newlist.extend(preprocessors[0:8])
+ elif obj == 'fs_all':
+ newlist.extend(preprocessors[8:15])
+ elif obj == 'decomp_all':
+ newlist.extend(preprocessors[15:26])
+ elif obj == 'k_appr_all':
+ newlist.extend(preprocessors[26:30])
+ elif obj == 'reb_all':
+ newlist.extend(preprocessors[31:36])
+ elif obj == 'imb_all':
+ newlist.extend(preprocessors[36:55])
+ elif type(obj) is int and -1 < obj < len(preprocessors):
+ newlist.append(preprocessors[obj])
+ elif hasattr(obj, 'get_params'): # user object
+ if 'n_jobs' in obj.get_params():
+ newlist.append( obj.set_params(n_jobs=N_JOBS) )
+ else:
+ newlist.append(obj)
+ else:
+ sys.exit("Unsupported preprocessor type: %r" %(obj))
+ search_params['preprocessing_' + param_type[5:6]] = newlist
+ else:
+ sys.exit("Parameter name of the final estimator can't be skipped!")
+
+ return search_params
+
+
+if __name__ == '__main__':
+
+ warnings.simplefilter('ignore')
+
+ input_json_path = sys.argv[1]
+ with open(input_json_path, 'r') as param_handler:
+ params = json.load(param_handler)
+
+ infile_pipeline = sys.argv[2]
+ infile1 = sys.argv[3]
+ infile2 = sys.argv[4]
+ outfile_result = sys.argv[5]
+ if len(sys.argv) > 6:
+ outfile_estimator = sys.argv[6]
+ else:
+ outfile_estimator = None
+
+ params_builder = params['search_schemes']['search_params_builder']
+
+ input_type = params['input_options']['selected_input']
+ if input_type == 'tabular':
+ header = 'infer' if params['input_options']['header1'] else None
+ column_option = params['input_options']['column_selector_options_1']['selected_column_selector_option']
+ if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+ c = params['input_options']['column_selector_options_1']['col1']
+ else:
+ c = None
+ X = read_columns(
+ infile1,
+ c = c,
+ c_option = column_option,
+ sep='\t',
+ header=header,
+ parse_dates=True
+ )
+ else:
+ X = mmread(open(infile1, 'r'))
+
+ header = 'infer' if params['input_options']['header2'] else None
+ column_option = params['input_options']['column_selector_options_2']['selected_column_selector_option2']
+ if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+ c = params['input_options']['column_selector_options_2']['col2']
+ else:
+ c = None
+ y = read_columns(
+ infile2,
+ c = c,
+ c_option = column_option,
+ sep='\t',
+ header=header,
+ parse_dates=True
+ )
+ y = y.ravel()
+
+ optimizer = params['search_schemes']['selected_search_scheme']
+ optimizer = getattr(model_selection, optimizer)
+
+ options = params['search_schemes']['options']
+ splitter, groups = get_cv(options.pop('cv_selector'))
+ if groups is None:
+ options['cv'] = splitter
+ elif groups == '':
+ options['cv'] = list( splitter.split(X, y, groups=None) )
+ else:
+ options['cv'] = list( splitter.split(X, y, groups=groups) )
+ options['n_jobs'] = N_JOBS
+ primary_scoring = options['scoring']['primary_scoring']
+ options['scoring'] = get_scoring(options['scoring'])
+ if options['error_score']:
+ options['error_score'] = 'raise'
+ else:
+ options['error_score'] = np.NaN
+ if options['refit'] and isinstance(options['scoring'], dict):
+ options['refit'] = 'primary'
+ if 'pre_dispatch' in options and options['pre_dispatch'] == '':
+ options['pre_dispatch'] = None
+
+ with open(infile_pipeline, 'rb') as pipeline_handler:
+ pipeline = load_model(pipeline_handler)
+
+ search_params = get_search_params(params_builder)
+ searcher = optimizer(pipeline, search_params, **options)
+
+ if options['error_score'] == 'raise':
+ searcher.fit(X, y)
+ else:
+ warnings.simplefilter('always', FitFailedWarning)
+ with warnings.catch_warnings(record=True) as w:
+ try:
+ searcher.fit(X, y)
+ except ValueError:
+ pass
+ for warning in w:
+ print(repr(warning.message))
+
+ cv_result = pandas.DataFrame(searcher.cv_results_)
+ cv_result.rename(inplace=True, columns={'mean_test_primary': 'mean_test_'+primary_scoring, 'rank_test_primary': 'rank_test_'+primary_scoring})
+ cv_result.to_csv(path_or_buf=outfile_result, sep='\t', header=True, index=False)
+
+ if outfile_estimator:
+ with open(outfile_estimator, 'wb') as output_handler:
+ pickle.dump(searcher.best_estimator_, output_handler, pickle.HIGHEST_PROTOCOL)
diff -r 7509d7059040 -r 4368259ff821 search_model_validation.xml
--- a/search_model_validation.xml Thu Oct 11 03:30:01 2018 -0400
+++ b/search_model_validation.xml Sun Dec 30 01:51:27 2018 -0500
@@ -5,126 +5,25 @@
skrebate
+ imbalanced-learn
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- max_depth: scipy_stats_randin(1, 11)
-- estimator: [ensemble_ExtraTreesClassifier(n_estimators=100, random_state=324089)]
+**Estimator search/eval (additional '-')**::
+
+ base_estimator-: [sklearn_tree.DecisionTreeRegressor(), sklearn_tree.ExtraTreeRegressor()]
+
+**Preprocessors search/swap**::
+
+ : [sklearn_feature_selection.SelectKBest(), sklearn_feature_selection.VarianceThreshold(),
+ skrebate_ReliefF(), sklearn_preprocessing.RobustScaler()]
+
+**Hot number/keyword for preprocessors**::
+
+ 0 sklearn_preprocessing.StandardScaler(copy=True, with_mean=True, with_std=True)
+ 1 sklearn_preprocessing.Binarizer(copy=True, threshold=0.0)
+ 2 sklearn_preprocessing.Imputer(axis=0, copy=True, missing_values='NaN', strategy='mean', verbose=0)
+ 3 sklearn_preprocessing.MaxAbsScaler(copy=True)
+ 4 sklearn_preprocessing.Normalizer(copy=True, norm='l2')
+ 5 sklearn_preprocessing.MinMaxScaler(copy=True, feature_range=(0, 1))
+ 6 sklearn_preprocessing.PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)
+ 7 sklearn_preprocessing.RobustScaler(copy=True, quantile_range=(25.0, 75.0), with_centering=True, with_scaling=True)
+ 8 sklearn_feature_selection.SelectKBest(k=10, score_func=)
+ 9 sklearn_feature_selection.GenericUnivariateSelect(mode='percentile', param=1e-05, score_func=)
+ 10 sklearn_feature_selection.SelectPercentile(percentile=10, score_func=)
+ 11 sklearn_feature_selection.SelectFpr(alpha=0.05, score_func=)
+ 12 sklearn_feature_selection.SelectFdr(alpha=0.05, score_func=)
+ 13 sklearn_feature_selection.SelectFwe(alpha=0.05, score_func=)
+ 14 sklearn_feature_selection.VarianceThreshold(threshold=0.0)
+ 15 sklearn_decomposition.FactorAnalysis(copy=True, iterated_power=3, max_iter=1000, n_components=None,
+ noise_variance_init=None, random_state=0, svd_method='randomized', tol=0.01)
+ 16 sklearn_decomposition.FastICA(algorithm='parallel', fun='logcosh', fun_args=None,
+ max_iter=200, n_components=None, random_state=0, tol=0.0001, w_init=None, whiten=True)
+ 17 sklearn_decomposition.IncrementalPCA(batch_size=None, copy=True, n_components=None, whiten=False)
+ 18 sklearn_decomposition.KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',
+ fit_inverse_transform=False, gamma=None, kernel='linear', kernel_params=None, max_iter=None,
+ n_components=None, random_state=0, remove_zero_eig=False, tol=0)
+ 19 sklearn_decomposition.LatentDirichletAllocation(batch_size=128, doc_topic_prior=None, evaluate_every=-1, learning_decay=0.7,
+ learning_method=None, learning_offset=10.0, max_doc_update_iter=100, max_iter=10, mean_change_tol=0.001, n_components=10,
+ n_topics=None, perp_tol=0.1, random_state=0, topic_word_prior=None, total_samples=1000000.0, verbose=0)
+ 20 sklearn_decomposition.MiniBatchDictionaryLearning(alpha=1, batch_size=3, dict_init=None, fit_algorithm='lars',
+ n_components=None, n_iter=1000, random_state=0, shuffle=True, split_sign=False, transform_algorithm='omp',
+ transform_alpha=None, transform_n_nonzero_coefs=None, verbose=False)
+ 21 sklearn_decomposition.MiniBatchSparsePCA(alpha=1, batch_size=3, callback=None, method='lars', n_components=None,
+ n_iter=100, random_state=0, ridge_alpha=0.01, shuffle=True, verbose=False)
+ 22 sklearn_decomposition.NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200,
+ n_components=None, random_state=0, shuffle=False, solver='cd', tol=0.0001, verbose=0)
+ 23 sklearn_decomposition.PCA(copy=True, iterated_power='auto', n_components=None, random_state=0, svd_solver='auto', tol=0.0, whiten=False)
+ 24 sklearn_decomposition.SparsePCA(U_init=None, V_init=None, alpha=1, max_iter=1000, method='lars',
+ n_components=None, random_state=0, ridge_alpha=0.01, tol=1e-08, verbose=False)
+ 25 sklearn_decomposition.TruncatedSVD(algorithm='randomized', n_components=2, n_iter=5, random_state=0, tol=0.0)
+ 26 sklearn_kernel_approximation.Nystroem(coef0=None, degree=None, gamma=None, kernel='rbf',
+ kernel_params=None, n_components=100, random_state=0)
+ 27 sklearn_kernel_approximation.RBFSampler(gamma=1.0, n_components=100, random_state=0)
+ 28 sklearn_kernel_approximation.AdditiveChi2Sampler(sample_interval=None, sample_steps=2)
+ 29 sklearn_kernel_approximation.SkewedChi2Sampler(n_components=100, random_state=0, skewedness=1.0)
+ 30 sklearn_cluster.FeatureAgglomeration(affinity='euclidean', compute_full_tree='auto', connectivity=None,
+ linkage='ward', memory=None, n_clusters=2, pooling_func=)
+ 31 skrebate_ReliefF(discrete_threshold=10, n_features_to_select=10, n_neighbors=100, verbose=False)
+ 32 skrebate_SURF(discrete_threshold=10, n_features_to_select=10, verbose=False)
+ 33 skrebate_SURFstar(discrete_threshold=10, n_features_to_select=10, verbose=False)
+ 34 skrebate_MultiSURF(discrete_threshold=10, n_features_to_select=10, verbose=False)
+ 35 skrebate_MultiSURFstar(discrete_threshold=10, n_features_to_select=10, verbose=False)
+ 'sk_prep_all': All sklearn preprocessing estimators, i.e., 0-7
+ 'fs_all': All feature_selection estimators, i.e., 8-14
+ 'decomp_all': All decomposition estimators, i.e., 15-25
+ 'k_appr_all': All kernel_approximation estimators, i.e., 26-29
+ 'reb_all': All skrebate estimators, i.e., 31-35
+ 'all_0': All except the imbalanced-learn samplers, i.e., 0-35
+ 'imb_all': All imbalanced-learn sampling methods, i.e., 36-54.
+ **CAUTION**: Mix of imblearn and other preprocessors may not work.
+ None: opt out of preprocessor
+
+Support mix (CAUTION: Mix of imblearn and other preprocessors may not work), e.g.::
+
+ : [None, 'sk_prep_all', 22, 'k_appr_all', sklearn_feature_selection.SelectKBest(k=50)]
.. _`Scikit-learn model_selection GridSearchCV`: http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
@@ -578,5 +680,6 @@
+
diff -r 7509d7059040 -r 4368259ff821 sk_whitelist.json
--- a/sk_whitelist.json Thu Oct 11 03:30:01 2018 -0400
+++ b/sk_whitelist.json Sun Dec 30 01:51:27 2018 -0500
@@ -48,7 +48,10 @@
"sklearn.cluster.mean_shift_.get_bin_seeds", "sklearn.cluster.mean_shift_.mean_shift",
"sklearn.cluster.spectral.SpectralClustering", "sklearn.cluster.spectral.discretize",
"sklearn.cluster.spectral.spectral_clustering", "sklearn.cluster.spectral_clustering",
- "sklearn.cluster.ward_tree", "sklearn.config_context",
+ "sklearn.cluster.ward_tree", "sklearn.config_context", "sklearn.compose.TransformedTargetRegressor",
+ "sklearn.compose._target.TransformedTargetRegressor", "sklearn.compose.ColumnTransformer",
+ "sklearn.compose._column_transformer.ColumnTransformer", "sklearn.compose.make_column_transformer",
+ "sklearn.compose._column_transformer.make_column_transformer",
"sklearn.covariance.EllipticEnvelope", "sklearn.covariance.EmpiricalCovariance",
"sklearn.covariance.GraphLasso", "sklearn.covariance.GraphLassoCV",
"sklearn.covariance.LedoitWolf", "sklearn.covariance.MinCovDet",
@@ -749,5 +752,10 @@
"numpy.core.multiarray._reconstruct", "numpy.ndarray",
"numpy.dtype", "numpy.core.multiarray.scalar",
"numpy.random.__RandomState_ctor"
+ ],
+
+ "IMBLEARN_NAMES":[
+ "imblearn.pipeline.Pipeline", "imblearn.over_sampling._random_over_sampler.RandomOverSampler",
+ "imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.EditedNearestNeighbours"
]
}
\ No newline at end of file
diff -r 7509d7059040 -r 4368259ff821 test-data/abc_model01
Binary file test-data/abc_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/abr_model01
Binary file test-data/abr_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/blobs.txt
--- a/test-data/blobs.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/blobs.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/circles.txt
--- a/test-data/circles.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/circles.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/classification_report.txt
--- a/test-data/classification_report.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/classification_report.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,9 +1,11 @@
classification_report :
- precision recall f1-score support
+ precision recall f1-score support
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diff -r 7509d7059040 -r 4368259ff821 test-data/cluster_result12
--- a/test-data/cluster_result12 Thu Oct 11 03:30:01 2018 -0400
+++ /dev/null Thu Jan 01 00:00:00 1970 +0000
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diff -r 7509d7059040 -r 4368259ff821 test-data/feature_selection_result12
--- a/test-data/feature_selection_result12 Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/feature_selection_result12 Sun Dec 30 01:51:27 2018 -0500
@@ -1,11 +1,11 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/friedman1.txt
--- a/test-data/friedman1.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman1.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/friedman2.txt
--- a/test-data/friedman2.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman2.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/friedman3.txt
--- a/test-data/friedman3.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman3.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/gaus.txt
--- a/test-data/gaus.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gaus.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/gbc_model01
Binary file test-data/gbc_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/gbc_result01
--- a/test-data/gbc_result01 Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gbc_result01 Sun Dec 30 01:51:27 2018 -0500
@@ -1,6 +1,6 @@
0 1 2 3 predicted
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diff -r 7509d7059040 -r 4368259ff821 test-data/gbr_model01
Binary file test-data/gbr_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/gbr_prediction_result01.tabular
--- a/test-data/gbr_prediction_result01.tabular Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gbr_prediction_result01.tabular Sun Dec 30 01:51:27 2018 -0500
@@ -1,88 +1,88 @@
-year month day temp_2 temp_1 average forecast_noaa forecast_acc forecast_under friend week_Fri week_Mon week_Sat week_Sun week_Thurs week_Tues week_Wed 0
-2016 9 29 69 68 66.1 63 71 68 57 0 0 0 0 1 0 0 69.8047715468
-2016 4 27 59 60 60.7 59 65 60 50 0 0 0 0 0 0 1 62.3940847433
-2016 11 28 53 48 48.0 46 48 49 44 0 1 0 0 0 0 0 51.1656331745
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-2016 5 7 68 77 63.0 61 65 63 83 0 0 1 0 0 0 0 71.7162060939
-2016 7 25 75 80 77.1 75 82 76 81 0 1 0 0 0 0 0 78.6168727393
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-2016 12 10 41 36 45.9 44 48 44 65 0 0 1 0 0 0 0 38.5555100028
-2016 4 23 73 64 59.9 56 63 59 57 0 0 1 0 0 0 0 64.0035135524
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-2016 10 2 67 63 64.9 62 69 66 82 0 0 0 1 0 0 0 61.3727414202
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-2016 12 22 51 49 45.1 42 47 46 38 0 0 0 0 1 0 0 44.7834274452
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diff -r 7509d7059040 -r 4368259ff821 test-data/hastie.txt
--- a/test-data/hastie.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/hastie.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,12001 +1,12001 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/imblearn_X.tabular
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/imblearn_X.tabular Sun Dec 30 01:51:27 2018 -0500
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diff -r 7509d7059040 -r 4368259ff821 test-data/imblearn_y.tabular
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/imblearn_y.tabular Sun Dec 30 01:51:27 2018 -0500
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diff -r 7509d7059040 -r 4368259ff821 test-data/moons.txt
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--- a/test-data/prp_result06 Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/prp_result06 Sun Dec 30 01:51:27 2018 -0500
@@ -2,8 +2,8 @@
%
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--- a/test-data/regression.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/regression.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/rfc_model01
Binary file test-data/rfc_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/rfc_result01
--- a/test-data/rfc_result01 Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/rfc_result01 Sun Dec 30 01:51:27 2018 -0500
@@ -1,4 +1,5 @@
-3.68258022948 2.82110345641 -3.990140724 -1.9523364774 0
+0 1 2 3 predicted
+3.68258022948 2.82110345641 -3.9901407239999998 -1.9523364774 1
0.015942057224 -0.7119585943469999 0.125502976978 -0.972218263337 0
2.0869076882499997 0.929399321468 -2.1292408448400004 -1.9971402218799998 1
1.4132105208399999 0.523750660422 -1.4210539291 -1.49298569451 1
diff -r 7509d7059040 -r 4368259ff821 test-data/rfr_model01
Binary file test-data/rfr_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/rfr_result01
--- a/test-data/rfr_result01 Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/rfr_result01 Sun Dec 30 01:51:27 2018 -0500
@@ -1,5 +1,6 @@
-86.9702122735 1.00532111569 -1.01739601979 -0.613139481654 0.641846874331 predicted
-91.2021798817 -0.6215229712070001 1.11914889596 0.390012184498 1.28956938152 0.8511213285107001
--47.4101632272 -0.638416457964 -0.7327774684530001 -0.8640261049779999 -1.06109770116 0.05344095304070007
-61.712804630200004 -1.0999480057700002 -0.739679672932 0.585657963012 1.4890682753600002 1.1892759745694002
--206.998295124 0.130238853011 0.70574123041 1.3320656526399999 -1.3322092373799999 -0.35023626536690006
+0 1 2 3 4 predicted
+86.97021227350001 1.00532111569 -1.01739601979 -0.613139481654 0.641846874331 0.6686209127804698
+91.2021798817 -0.6215229712070001 1.11914889596 0.390012184498 1.28956938152 1.0374491367850487
+-47.4101632272 -0.638416457964 -0.7327774684530001 -0.8640261049779999 -1.06109770116 -0.16198314840411981
+61.712804630200004 -1.0999480057700002 -0.739679672932 0.585657963012 1.4890682753600002 1.1603837128651284
+-206.998295124 0.130238853011 0.70574123041 1.3320656526399999 -1.3322092373799999 -0.6710618307873705
diff -r 7509d7059040 -r 4368259ff821 test-data/roc_curve.txt
--- a/test-data/roc_curve.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/roc_curve.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,2 +1,2 @@
roc_curve :
-(array([0., 1.]), array([1., 1.]), array([1, 0]))
+(array([0., 0., 1.]), array([0., 1., 1.]), array([2, 1, 0]))
diff -r 7509d7059040 -r 4368259ff821 test-data/scurve.txt
--- a/test-data/scurve.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/scurve.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
0 1 2 0
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diff -r 7509d7059040 -r 4368259ff821 test-data/searchCV01
Binary file test-data/searchCV01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/searchCV02
Binary file test-data/searchCV02 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/sparse_u.txt
--- a/test-data/sparse_u.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/sparse_u.txt Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/svc_model01
Binary file test-data/svc_model01 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/svc_model02
Binary file test-data/svc_model02 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/svc_model03
Binary file test-data/svc_model03 has changed
diff -r 7509d7059040 -r 4368259ff821 test-data/svc_prediction_result03.tabular
--- a/test-data/svc_prediction_result03.tabular Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/svc_prediction_result03.tabular Sun Dec 30 01:51:27 2018 -0500
@@ -25,7 +25,7 @@
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diff -r 7509d7059040 -r 4368259ff821 test-data/swiss_r.txt
--- a/test-data/swiss_r.txt Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/swiss_r.txt Sun Dec 30 01:51:27 2018 -0500
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-4.820925920452835 15.392895416597838 5.224215336558182 7.108709630673047
--2.5663079257383234 18.95059956820729 -10.443947716323434 10.75462599400857
-6.273175805783373 3.4071852937122014 2.0463610386400113 6.598509543126363
--0.9286287852994032 8.523507769718787 -10.870765064080713 10.910356753989504
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+-2.56630792573832 18.95059956820729 -10.44394771632344 10.75462599400857
+6.27317580578337 3.40718529371220 2.04636103864001 6.59850954312636
+-0.92862878529940 8.52350776971879 -10.87076506408071 10.91035675398950
diff -r 7509d7059040 -r 4368259ff821 utils.py
--- a/utils.py Thu Oct 11 03:30:01 2018 -0400
+++ b/utils.py Sun Dec 30 01:51:27 2018 -0500
@@ -1,21 +1,34 @@
-import sys
+import json
+import numpy as np
import os
import pandas
+import pickle
import re
-import pickle
-import warnings
-import numpy as np
-import xgboost
import scipy
import sklearn
+import sys
+import warnings
+import xgboost
+
from asteval import Interpreter, make_symbol_table
-from sklearn import (cluster, decomposition, ensemble, feature_extraction, feature_selection,
- gaussian_process, kernel_approximation, metrics,
+from sklearn import (cluster, compose, decomposition, ensemble, feature_extraction,
+ feature_selection, gaussian_process, kernel_approximation, metrics,
model_selection, naive_bayes, neighbors, pipeline, preprocessing,
svm, linear_model, tree, discriminant_analysis)
+try:
+ import skrebate
+except ModuleNotFoundError:
+ pass
+
+
N_JOBS = int(os.environ.get('GALAXY_SLOTS', 1))
+try:
+ sk_whitelist
+except NameError:
+ sk_whitelist = None
+
class SafePickler(pickle.Unpickler):
"""
@@ -25,6 +38,13 @@
"""
def find_class(self, module, name):
+ # sk_whitelist could be read from tool
+ global sk_whitelist
+ if not sk_whitelist:
+ whitelist_file = os.path.join(os.path.dirname(__file__), 'sk_whitelist.json')
+ with open(whitelist_file, 'r') as f:
+ sk_whitelist = json.load(f)
+
bad_names = ('and', 'as', 'assert', 'break', 'class', 'continue',
'def', 'del', 'elif', 'else', 'except', 'exec',
'finally', 'for', 'from', 'global', 'if', 'import',
@@ -46,13 +66,14 @@
or ( ( module.startswith('sklearn.')
or module.startswith('xgboost.')
or module.startswith('skrebate.')
+ or module.startswith('imblearn')
or module.startswith('numpy.')
or module == 'numpy'
)
and (name not in bad_names)
):
# TODO: replace with a whitelist checker
- if fullname not in sk_whitelist['SK_NAMES'] + sk_whitelist['SKR_NAMES'] + sk_whitelist['XGB_NAMES'] + sk_whitelist['NUMPY_NAMES'] + good_names:
+ if fullname not in sk_whitelist['SK_NAMES'] + sk_whitelist['SKR_NAMES'] + sk_whitelist['XGB_NAMES'] + sk_whitelist['NUMPY_NAMES'] + sk_whitelist['IMBLEARN_NAMES'] + good_names:
print("Warning: global %s is not in pickler whitelist yet and will loss support soon. Contact tool author or leave a message at github.com" % fullname)
mod = sys.modules[module]
return getattr(mod, name)
@@ -83,44 +104,56 @@
return y, data
else:
return y
- return y
## generate an instance for one of sklearn.feature_selection classes
def feature_selector(inputs):
- selector = inputs["selected_algorithm"]
+ selector = inputs['selected_algorithm']
selector = getattr(sklearn.feature_selection, selector)
- options = inputs["options"]
+ options = inputs['options']
if inputs['selected_algorithm'] == 'SelectFromModel':
if not options['threshold'] or options['threshold'] == 'None':
options['threshold'] = None
+ else:
+ try:
+ options['threshold'] = float(options['threshold'])
+ except ValueError:
+ pass
if inputs['model_inputter']['input_mode'] == 'prefitted':
model_file = inputs['model_inputter']['fitted_estimator']
with open(model_file, 'rb') as model_handler:
fitted_estimator = load_model(model_handler)
new_selector = selector(fitted_estimator, prefit=True, **options)
else:
- estimator_json = inputs['model_inputter']["estimator_selector"]
+ estimator_json = inputs['model_inputter']['estimator_selector']
estimator = get_estimator(estimator_json)
new_selector = selector(estimator, **options)
elif inputs['selected_algorithm'] == 'RFE':
- estimator = get_estimator(inputs["estimator_selector"])
+ estimator = get_estimator(inputs['estimator_selector'])
+ step = options.get('step', None)
+ if step and step >= 1.0:
+ options['step'] = int(step)
new_selector = selector(estimator, **options)
elif inputs['selected_algorithm'] == 'RFECV':
options['scoring'] = get_scoring(options['scoring'])
options['n_jobs'] = N_JOBS
- options['cv'] = get_cv(options['cv'].strip())
- estimator = get_estimator(inputs["estimator_selector"])
+ splitter, groups = get_cv(options.pop('cv_selector'))
+ # TODO support group cv splitters
+ options['cv'] = splitter
+ step = options.get('step', None)
+ if step and step >= 1.0:
+ options['step'] = int(step)
+ estimator = get_estimator(inputs['estimator_selector'])
new_selector = selector(estimator, **options)
- elif inputs['selected_algorithm'] == "VarianceThreshold":
+ elif inputs['selected_algorithm'] == 'VarianceThreshold':
new_selector = selector(**options)
else:
- score_func = inputs["score_func"]
+ score_func = inputs['score_func']
score_func = getattr(sklearn.feature_selection, score_func)
new_selector = selector(score_func, **options)
@@ -128,12 +161,12 @@
def get_X_y(params, file1, file2):
- input_type = params["selected_tasks"]["selected_algorithms"]["input_options"]["selected_input"]
- if input_type == "tabular":
- header = 'infer' if params["selected_tasks"]["selected_algorithms"]["input_options"]["header1"] else None
- column_option = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_1"]["selected_column_selector_option"]
- if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
- c = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_1"]["col1"]
+ input_type = params['selected_tasks']['selected_algorithms']['input_options']['selected_input']
+ if input_type == 'tabular':
+ header = 'infer' if params['selected_tasks']['selected_algorithms']['input_options']['header1'] else None
+ column_option = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_1']['selected_column_selector_option']
+ if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+ c = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_1']['col1']
else:
c = None
X = read_columns(
@@ -147,10 +180,10 @@
else:
X = mmread(file1)
- header = 'infer' if params["selected_tasks"]["selected_algorithms"]["input_options"]["header2"] else None
- column_option = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_2"]["selected_column_selector_option2"]
- if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
- c = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_2"]["col2"]
+ header = 'infer' if params['selected_tasks']['selected_algorithms']['input_options']['header2'] else None
+ column_option = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_2']['selected_column_selector_option2']
+ if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+ c = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_2']['col2']
else:
c = None
y = read_columns(
@@ -167,7 +200,7 @@
class SafeEval(Interpreter):
- def __init__(self, load_scipy=False, load_numpy=False):
+ def __init__(self, load_scipy=False, load_numpy=False, load_estimators=False):
# File opening and other unneeded functions could be dropped
unwanted = ['open', 'type', 'dir', 'id', 'str', 'repr']
@@ -199,6 +232,30 @@
for f in from_numpy_random:
syms['np_random_' + f] = getattr(np.random, f)
+ if load_estimators:
+ estimator_table = {
+ 'sklearn_svm' : getattr(sklearn, 'svm'),
+ 'sklearn_tree' : getattr(sklearn, 'tree'),
+ 'sklearn_ensemble' : getattr(sklearn, 'ensemble'),
+ 'sklearn_neighbors' : getattr(sklearn, 'neighbors'),
+ 'sklearn_naive_bayes' : getattr(sklearn, 'naive_bayes'),
+ 'sklearn_linear_model' : getattr(sklearn, 'linear_model'),
+ 'sklearn_cluster' : getattr(sklearn, 'cluster'),
+ 'sklearn_decomposition' : getattr(sklearn, 'decomposition'),
+ 'sklearn_preprocessing' : getattr(sklearn, 'preprocessing'),
+ 'sklearn_feature_selection' : getattr(sklearn, 'feature_selection'),
+ 'sklearn_kernel_approximation' : getattr(sklearn, 'kernel_approximation'),
+ 'skrebate_ReliefF': getattr(skrebate, 'ReliefF'),
+ 'skrebate_SURF': getattr(skrebate, 'SURF'),
+ 'skrebate_SURFstar': getattr(skrebate, 'SURFstar'),
+ 'skrebate_MultiSURF': getattr(skrebate, 'MultiSURF'),
+ 'skrebate_MultiSURFstar': getattr(skrebate, 'MultiSURFstar'),
+ 'skrebate_TuRF': getattr(skrebate, 'TuRF'),
+ 'xgboost_XGBClassifier' : getattr(xgboost, 'XGBClassifier'),
+ 'xgboost_XGBRegressor' : getattr(xgboost, 'XGBRegressor')
+ }
+ syms.update(estimator_table)
+
for key in unwanted:
syms.pop(key, None)
@@ -209,33 +266,20 @@
no_raise=True, no_print=True)
-def get_search_params(params_builder):
- search_params = {}
- safe_eval = SafeEval(load_scipy=True, load_numpy=True)
-
- for p in params_builder['param_set']:
- search_p = p['search_param_selector']['search_p']
- if search_p.strip() == '':
- continue
- param_type = p['search_param_selector']['selected_param_type']
-
- lst = search_p.split(":")
- assert (len(lst) == 2), "Error, make sure there is one and only one colon in search parameter input."
- literal = lst[1].strip()
- ev = safe_eval(literal)
- if param_type == "final_estimator_p":
- search_params["estimator__" + lst[0].strip()] = ev
- else:
- search_params["preprocessing_" + param_type[5:6] + "__" + lst[0].strip()] = ev
-
- return search_params
-
def get_estimator(estimator_json):
+
estimator_module = estimator_json['selected_module']
+
+ if estimator_module == 'customer_estimator':
+ c_estimator = estimator_json['c_estimator']
+ with open(c_estimator, 'rb') as model_handler:
+ new_model = load_model(model_handler)
+ return new_model
+
estimator_cls = estimator_json['selected_estimator']
- if estimator_module == "xgboost":
+ if estimator_module == 'xgboost':
cls = getattr(xgboost, estimator_cls)
else:
module = getattr(sklearn, estimator_module)
@@ -244,7 +288,7 @@
estimator = cls()
estimator_params = estimator_json['text_params'].strip()
- if estimator_params != "":
+ if estimator_params != '':
try:
params = safe_eval('dict(' + estimator_params + ')')
except ValueError:
@@ -256,32 +300,68 @@
return estimator
-def get_cv(literal):
- safe_eval = SafeEval()
- if literal == "":
- return None
- if literal.isdigit():
- return int(literal)
- m = re.match(r'^(?P\w+)\((?P.*)\)$', literal)
- if m:
- my_class = getattr(model_selection, m.group('method'))
- args = safe_eval('dict('+ m.group('args') + ')')
- return my_class(**args)
- sys.exit("Unsupported CV input: %s" % literal)
+def get_cv(cv_json):
+ """
+ cv_json:
+ e.g.:
+ {
+ 'selected_cv': 'StratifiedKFold',
+ 'n_splits': 3,
+ 'shuffle': True,
+ 'random_state': 0
+ }
+ """
+ cv = cv_json.pop('selected_cv')
+ if cv == 'default':
+ return cv_json['n_splits'], None
+
+ groups = cv_json.pop('groups', None)
+ if groups:
+ groups = groups.strip()
+ if groups != '':
+ if groups.startswith('__ob__'):
+ groups = groups[6:]
+ if groups.endswith('__cb__'):
+ groups = groups[:-6]
+ groups = [int(x.strip()) for x in groups.split(',')]
+
+ for k, v in cv_json.items():
+ if v == '':
+ cv_json[k] = None
+
+ test_fold = cv_json.get('test_fold', None)
+ if test_fold:
+ if test_fold.startswith('__ob__'):
+ test_fold = test_fold[6:]
+ if test_fold.endswith('__cb__'):
+ test_fold = test_fold[:-6]
+ cv_json['test_fold'] = [int(x.strip()) for x in test_fold.split(',')]
+
+ test_size = cv_json.get('test_size', None)
+ if test_size and test_size > 1.0:
+ cv_json['test_size'] = int(test_size)
+
+ cv_class = getattr(model_selection, cv)
+ splitter = cv_class(**cv_json)
+
+ return splitter, groups
+
+
+# needed when sklearn < v0.20
+def balanced_accuracy_score(y_true, y_pred):
+ C = metrics.confusion_matrix(y_true, y_pred)
+ with np.errstate(divide='ignore', invalid='ignore'):
+ per_class = np.diag(C) / C.sum(axis=1)
+ if np.any(np.isnan(per_class)):
+ warnings.warn('y_pred contains classes not in y_true')
+ per_class = per_class[~np.isnan(per_class)]
+ score = np.mean(per_class)
+ return score
def get_scoring(scoring_json):
- def balanced_accuracy_score(y_true, y_pred):
- C = metrics.confusion_matrix(y_true, y_pred)
- with np.errstate(divide='ignore', invalid='ignore'):
- per_class = np.diag(C) / C.sum(axis=1)
- if np.any(np.isnan(per_class)):
- warnings.warn('y_pred contains classes not in y_true')
- per_class = per_class[~np.isnan(per_class)]
- score = np.mean(per_class)
- return score
- if scoring_json['primary_scoring'] == "default":
+ if scoring_json['primary_scoring'] == 'default':
return None
my_scorers = metrics.SCORERS