.. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_compose_plot_compare_reduction.py: ================================================================= Selecting dimensionality reduction with Pipeline and GridSearchCV ================================================================= This example constructs a pipeline that does dimensionality reduction followed by prediction with a support vector classifier. It demonstrates the use of ``GridSearchCV`` and ``Pipeline`` to optimize over different classes of estimators in a single CV run -- unsupervised ``PCA`` and ``NMF`` dimensionality reductions are compared to univariate feature selection during the grid search. Additionally, ``Pipeline`` can be instantiated with the ``memory`` argument to memoize the transformers within the pipeline, avoiding to fit again the same transformers over and over. Note that the use of ``memory`` to enable caching becomes interesting when the fitting of a transformer is costly. Illustration of ``Pipeline`` and ``GridSearchCV`` ############################################################################## This section illustrates the use of a ``Pipeline`` with ``GridSearchCV`` .. code-block:: default # Authors: Robert McGibbon, Joel Nothman, Guillaume Lemaitre from __future__ import print_function, division import numpy as np import matplotlib.pyplot as plt from sklearn.datasets import load_digits from sklearn.model_selection import GridSearchCV from sklearn.pipeline import Pipeline from sklearn.svm import LinearSVC from sklearn.decomposition import PCA, NMF from sklearn.feature_selection import SelectKBest, chi2 print(__doc__) pipe = Pipeline([ # the reduce_dim stage is populated by the param_grid ('reduce_dim', None), ('classify', LinearSVC()) ]) N_FEATURES_OPTIONS = [2, 4, 8] C_OPTIONS = [1, 10, 100, 1000] param_grid = [ { 'reduce_dim': [PCA(iterated_power=7), NMF()], 'reduce_dim__n_components': N_FEATURES_OPTIONS, 'classify__C': C_OPTIONS }, { 'reduce_dim': [SelectKBest(chi2)], 'reduce_dim__k': N_FEATURES_OPTIONS, 'classify__C': C_OPTIONS }, ] reducer_labels = ['PCA', 'NMF', 'KBest(chi2)'] grid = GridSearchCV(pipe, cv=5, n_jobs=1, param_grid=param_grid) digits = load_digits() grid.fit(digits.data, digits.target) mean_scores = np.array(grid.cv_results_['mean_test_score']) # scores are in the order of param_grid iteration, which is alphabetical mean_scores = mean_scores.reshape(len(C_OPTIONS), -1, len(N_FEATURES_OPTIONS)) # select score for best C mean_scores = mean_scores.max(axis=0) bar_offsets = (np.arange(len(N_FEATURES_OPTIONS)) * (len(reducer_labels) + 1) + .5) plt.figure() COLORS = 'bgrcmyk' for i, (label, reducer_scores) in enumerate(zip(reducer_labels, mean_scores)): plt.bar(bar_offsets + i, reducer_scores, label=label, color=COLORS[i]) plt.title("Comparing feature reduction techniques") plt.xlabel('Reduced number of features') plt.xticks(bar_offsets + len(reducer_labels) / 2, N_FEATURES_OPTIONS) plt.ylabel('Digit classification accuracy') plt.ylim((0, 1)) plt.legend(loc='upper left') plt.show() .. image:: /auto_examples/compose/images/sphx_glr_plot_compare_reduction_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out Out: .. code-block:: none /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/model_selection/_search.py:842: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal. DeprecationWarning) /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) Caching transformers within a ``Pipeline`` ############################################################################## It is sometimes worthwhile storing the state of a specific transformer since it could be used again. Using a pipeline in ``GridSearchCV`` triggers such situations. Therefore, we use the argument ``memory`` to enable caching. .. warning:: Note that this example is, however, only an illustration since for this specific case fitting PCA is not necessarily slower than loading the cache. Hence, use the ``memory`` constructor parameter when the fitting of a transformer is costly. .. code-block:: default from tempfile import mkdtemp from shutil import rmtree from joblib import Memory # Create a temporary folder to store the transformers of the pipeline cachedir = mkdtemp() memory = Memory(cachedir=cachedir, verbose=10) cached_pipe = Pipeline([('reduce_dim', PCA()), ('classify', LinearSVC())], memory=memory) # This time, a cached pipeline will be used within the grid search grid = GridSearchCV(cached_pipe, cv=5, n_jobs=1, param_grid=param_grid) digits = load_digits() grid.fit(digits.data, digits.target) # Delete the temporary cache before exiting rmtree(cachedir) .. rst-class:: sphx-glr-script-out Out: .. code-block:: none ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=2, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=2, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=2, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=2, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.2s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=2, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=4, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=4, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.2s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=4, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=4, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=4, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=8, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=8, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=8, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=8, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(PCA(copy=True, iterated_power=7, n_components=8, random_state=None, svd_solver='auto', tol=0.0, whiten=False), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=2, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=2, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=2, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=2, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=2, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=4, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=4, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.2s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=4, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=4, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=4, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.1s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.2s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.2s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.3s, 0.0min ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.3s, 0.0min [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/99030190aa1cbbd235640b05063c22a1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd5af3545d6413292daf306fec7806e1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/6216faccde16e65b4babcfac673f3a3b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b39ee4c1313b78f35a274325259ea3b5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9cf54e3f15945d798d1439ae5056a296 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ccb071b592fd8b1f674776d43554c495 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/83da2ed5f842ca488aa1eba623501586 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/424887a3088180942118eba1a271e303 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/70f96c7d4e953424b10173451c0a188b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/91fab49bad8e01ee74bb30217740b852 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/837af6c3828cc968eaaf4732bb8ee772 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4f055cf1f6b4ff3a85402c9ca6a0f071 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/73a102a635a51fb132d4c7f1b7a59751 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/18d8ba25ab1b7e3804f24e1649e2d696 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/cce86d166377fa892602121608af4e8e ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bb71d973d7e410f4abc584b1543385a0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bda6a969e2c8065ab5e3d0b17c1a9a37 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/21e5afee0b5eecdecb359617f48ff22d ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a139bb2710313861c8514cf0d432837f ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/5320bed678d7b056911eb23063fef569 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ada32f25a9da9a4da19f1ee6525e18a4 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ce9b569be340e4927c7c80e076a75093 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd6bf3c8ff36e43d97a7c19a3182fd32 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ddb092001bbce9302f5f73046f5ebaf2 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/8537805cc6e6e0c9c7a989cbce0cd4a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/e178166e1f4e48397c0c4dc766a57697 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/c35eaafc2193a546c2740027acd869c7 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d7f0d720f77cadfa170def63d597d157 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/3b5f3954049c5fbd4a8866c4a9efb628 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bcf3579286406ef213c40a928708eba6 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/99030190aa1cbbd235640b05063c22a1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd5af3545d6413292daf306fec7806e1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/6216faccde16e65b4babcfac673f3a3b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b39ee4c1313b78f35a274325259ea3b5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9cf54e3f15945d798d1439ae5056a296 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ccb071b592fd8b1f674776d43554c495 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/83da2ed5f842ca488aa1eba623501586 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/424887a3088180942118eba1a271e303 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/70f96c7d4e953424b10173451c0a188b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/91fab49bad8e01ee74bb30217740b852 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/837af6c3828cc968eaaf4732bb8ee772 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4f055cf1f6b4ff3a85402c9ca6a0f071 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/73a102a635a51fb132d4c7f1b7a59751 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/18d8ba25ab1b7e3804f24e1649e2d696 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/cce86d166377fa892602121608af4e8e ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bb71d973d7e410f4abc584b1543385a0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bda6a969e2c8065ab5e3d0b17c1a9a37 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/21e5afee0b5eecdecb359617f48ff22d ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a139bb2710313861c8514cf0d432837f ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/5320bed678d7b056911eb23063fef569 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ada32f25a9da9a4da19f1ee6525e18a4 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ce9b569be340e4927c7c80e076a75093 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd6bf3c8ff36e43d97a7c19a3182fd32 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ddb092001bbce9302f5f73046f5ebaf2 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/8537805cc6e6e0c9c7a989cbce0cd4a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/e178166e1f4e48397c0c4dc766a57697 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/c35eaafc2193a546c2740027acd869c7 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d7f0d720f77cadfa170def63d597d157 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/3b5f3954049c5fbd4a8866c4a9efb628 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bcf3579286406ef213c40a928708eba6 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/99030190aa1cbbd235640b05063c22a1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd5af3545d6413292daf306fec7806e1 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/6216faccde16e65b4babcfac673f3a3b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b39ee4c1313b78f35a274325259ea3b5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9cf54e3f15945d798d1439ae5056a296 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ccb071b592fd8b1f674776d43554c495 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/83da2ed5f842ca488aa1eba623501586 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/424887a3088180942118eba1a271e303 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/70f96c7d4e953424b10173451c0a188b ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/91fab49bad8e01ee74bb30217740b852 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/837af6c3828cc968eaaf4732bb8ee772 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4f055cf1f6b4ff3a85402c9ca6a0f071 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/73a102a635a51fb132d4c7f1b7a59751 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/18d8ba25ab1b7e3804f24e1649e2d696 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/cce86d166377fa892602121608af4e8e ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bb71d973d7e410f4abc584b1543385a0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bda6a969e2c8065ab5e3d0b17c1a9a37 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/21e5afee0b5eecdecb359617f48ff22d ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a139bb2710313861c8514cf0d432837f ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/5320bed678d7b056911eb23063fef569 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ada32f25a9da9a4da19f1ee6525e18a4 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ce9b569be340e4927c7c80e076a75093 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fd6bf3c8ff36e43d97a7c19a3182fd32 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ddb092001bbce9302f5f73046f5ebaf2 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/8537805cc6e6e0c9c7a989cbce0cd4a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/e178166e1f4e48397c0c4dc766a57697 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/c35eaafc2193a546c2740027acd869c7 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d7f0d720f77cadfa170def63d597d157 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/3b5f3954049c5fbd4a8866c4a9efb628 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bcf3579286406ef213c40a928708eba6 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=2, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=2, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=2, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=2, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=2, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=4, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=4, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=4, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=4, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=4, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=8, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=8, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=8, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=8, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(SelectKBest(k=8, score_func=), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 9]), None) ________________________________________________fit_transform_one - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9f03feae786e954eb655cec568dbd930 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d97d229d8dabde9676fb389c893f790a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fbd4f8d0d4a89396347768eac1ab58e0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a4fd1cea85200e1f0083111dcb37e844 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b35adeadb235d13b6ec18f3807db6412 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a06623d6c70fa52487768058e2187806 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/38415c6fae02ab7e5d12ab8a29472e28 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fdb40226ed5f577ddfe2f8a21f79b5f5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ad90c157b42567e57efafe55e0fbbe73 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bbf3c60a42b256a682c9d61a8451efbc ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4d587f8dbb456fd803125ba30f282a4a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/84d1c0d0b1ee5d7cc0684ffb6bd98984 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/eab5dca57bb193865942a8d3f01d45a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/619e5295cc89673aef757731c5243834 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/806aeb48cbe43bcb1b71cc03c7774b71 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9f03feae786e954eb655cec568dbd930 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d97d229d8dabde9676fb389c893f790a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fbd4f8d0d4a89396347768eac1ab58e0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a4fd1cea85200e1f0083111dcb37e844 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b35adeadb235d13b6ec18f3807db6412 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a06623d6c70fa52487768058e2187806 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/38415c6fae02ab7e5d12ab8a29472e28 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fdb40226ed5f577ddfe2f8a21f79b5f5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ad90c157b42567e57efafe55e0fbbe73 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bbf3c60a42b256a682c9d61a8451efbc ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4d587f8dbb456fd803125ba30f282a4a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/84d1c0d0b1ee5d7cc0684ffb6bd98984 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/eab5dca57bb193865942a8d3f01d45a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/619e5295cc89673aef757731c5243834 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/806aeb48cbe43bcb1b71cc03c7774b71 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/9f03feae786e954eb655cec568dbd930 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/d97d229d8dabde9676fb389c893f790a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fbd4f8d0d4a89396347768eac1ab58e0 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a4fd1cea85200e1f0083111dcb37e844 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/b35adeadb235d13b6ec18f3807db6412 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/a06623d6c70fa52487768058e2187806 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/38415c6fae02ab7e5d12ab8a29472e28 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/fdb40226ed5f577ddfe2f8a21f79b5f5 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/ad90c157b42567e57efafe55e0fbbe73 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/bbf3c60a42b256a682c9d61a8451efbc ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/4d587f8dbb456fd803125ba30f282a4a ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/84d1c0d0b1ee5d7cc0684ffb6bd98984 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/eab5dca57bb193865942a8d3f01d45a9 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/619e5295cc89673aef757731c5243834 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) [Memory]0.0s, 0.0min : Loading _fit_transform_one from /tmp/tmp7mq43s6y/joblib/sklearn/pipeline/_fit_transform_one/806aeb48cbe43bcb1b71cc03c7774b71 ___________________________________fit_transform_one cache loaded - 0.0s, 0.0min /home/circleci/project/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. "the number of iterations.", ConvergenceWarning) /home/circleci/project/sklearn/model_selection/_search.py:842: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal. DeprecationWarning) ________________________________________________________________________________ [Memory] Calling sklearn.pipeline._fit_transform_one... _fit_transform_one(NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=8, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0), array([[0., ..., 0.], ..., [0., ..., 0.]]), array([0, ..., 8]), None) ________________________________________________fit_transform_one - 0.5s, 0.0min The ``PCA`` fitting is only computed at the evaluation of the first configuration of the ``C`` parameter of the ``LinearSVC`` classifier. The other configurations of ``C`` will trigger the loading of the cached ``PCA`` estimator data, leading to save processing time. Therefore, the use of caching the pipeline using ``memory`` is highly beneficial when fitting a transformer is costly. .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 2 minutes 45.328 seconds) .. _sphx_glr_download_auto_examples_compose_plot_compare_reduction.py: .. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-example .. container:: sphx-glr-download :download:`Download Python source code: plot_compare_reduction.py ` .. container:: sphx-glr-download :download:`Download Jupyter notebook: plot_compare_reduction.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_