python3-scikit-learn-0.23.2-1.76 RPM for ppc64le

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Scikit-learn is a python module for machine learning built on top of
scipy.

Provides

• python3-scikit-learn
• python3-scikit-learn(ppc-64)
• python3-sklearn
• sklearn

Requires

• libc.so.6()(64bit)
• libc.so.6(GLIBC_2.17)(64bit)
• libgcc_s.so.1()(64bit)
• libgcc_s.so.1(GCC_3.0)(64bit)
• libgomp.so.1()(64bit)
• libgomp.so.1(GOMP_1.0)(64bit)
• libgomp.so.1(GOMP_4.0)(64bit)
• libgomp.so.1(OMP_1.0)(64bit)
• libm.so.6()(64bit)
• libm.so.6(GLIBC_2.17)(64bit)
• libm.so.6(GLIBC_2.23)(64bit)
• libm.so.6(GLIBC_2.27)(64bit)
• libm.so.6(GLIBC_2.29)(64bit)
• libpthread.so.0()(64bit)
• libpython3.6m.so.1.0()(64bit)
• libstdc++.so.6()(64bit)
• libstdc++.so.6(CXXABI_1.3)(64bit)
• libstdc++.so.6(CXXABI_1.3.8)(64bit)
• libstdc++.so.6(GLIBCXX_3.4)(64bit)
• libstdc++.so.6(GLIBCXX_3.4.21)(64bit)
• python(abi) = 3.6
• python3-joblib >= 0.11
• python3-matplotlib
• python3-numpy >= 1.13.3
• python3-scipy >= 0.19.1
• python3-threadpoolctl >= 2.0.0
• python3-xml
• rpmlib(CompressedFileNames) <= 3.0.4-1
• rpmlib(FileDigests) <= 4.6.0-1
• rpmlib(PartialHardlinkSets) <= 4.0.4-1
• rpmlib(PayloadFilesHavePrefix) <= 4.0-1
• rpmlib(PayloadIsXz) <= 5.2-1

License

BSD-3-Clause

Changelog

* Sat Aug 15 2020 [email protected]
  - specfile:
    * update numpy, scipy required versions
    * added requirement for threadpoolctl
  - update to version 0.23.2:
    * sklearn.cluster
      + Fix Fixed a bug in cluster.KMeans where rounding errors could
      prevent convergence to be declared when tol=0. #17959 by Jérémie
      du Boisberranger.
      + Fix Fixed a bug in cluster.KMeans and cluster.MiniBatchKMeans
      where the reported inertia was incorrectly weighted by the
      sample weights. #17848 by Jérémie du Boisberranger.
      + Fix Fixed a bug in cluster.MeanShift with bin_seeding=True. When
      the estimated bandwidth is 0, the behavior is equivalent to
      bin_seeding=False. #17742 by Jeremie du Boisberranger.
      + Fix Fixed a bug in cluster.AffinityPropagation, that gives
      incorrect clusters when the array dtype is float32. #17995 by
      Thomaz Santana and Amanda Dsouza.
    * sklearn.decomposition
      + Fix Fixed a bug in
      decomposition.MiniBatchDictionaryLearning.partial_fit which
      should update the dictionary by iterating only once over a
      mini-batch. #17433 by Chiara Marmo.
      + Fix Avoid overflows on Windows in
      decomposition.IncrementalPCA.partial_fit for large batch_size
      and n_samples values. #17985 by Alan Butler and Amanda Dsouza.
    * sklearn.ensemble
      + Fix Fixed bug in ensemble.MultinomialDeviance where the average
      of logloss was incorrectly calculated as sum of logloss. #17694
      by Markus Rempfler and Tsutomu Kusanagi.
      + Fix Fixes ensemble.StackingClassifier and
      ensemble.StackingRegressor compatibility with estimators that do
      not define n_features_in_. #17357 by Thomas Fan.
    * sklearn.feature_extraction
      + Fix Fixes bug in feature_extraction.text.CountVectorizer where
      sample order invariance was broken when max_features was set and
      features had the same count. #18016 by Thomas Fan, Roman
      Yurchak, and Joel Nothman.
    * sklearn.linear_model
      + Fix linear_model.lars_path does not overwrite X when X_copy=True
      and Gram='auto'. #17914 by Thomas Fan.
    * sklearn.manifold
      + Fix Fixed a bug where metrics.pairwise_distances would raise an
      error if metric='seuclidean' and X is not type
      np.float64. #15730 by Forrest Koch.
    * sklearn.metrics
      + Fix Fixed a bug in metrics.mean_squared_error where the average
      of multiple RMSE values was incorrectly calculated as the root
      of the average of multiple MSE values. #17309 by Swier Heeres.
    * sklearn.pipeline
      + Fix pipeline.FeatureUnion raises a deprecation warning when None
      is included in transformer_list. #17360 by Thomas Fan.
    * sklearn.utils
      + Fix Fix utils.estimator_checks.check_estimator so that all test
      cases support the binary_only estimator tag. #17812 by Bruno
      Charron.
* Sat May 23 2020 [email protected]
  - update to version 0.23.1:
    * sklearn.cluster
      + Efficiency cluster.KMeans efficiency has been improved for very
      small datasets. In particular it cannot spawn idle threads any
      more. #17210 and #17235 by Jeremie du Boisberranger.
      + Fix Fixed a bug in cluster.KMeans where the sample weights
      provided by the user were modified in place. #17204 by Jeremie
      du Boisberranger.
    * Miscellaneous
      + Fix Fixed a bug in the repr of third-party estimators that use a
    * *kwargs parameter in their constructor, when changed_only is
      True which is now the default. #17205 by Nicolas Hug.
  - changes from version 0.23:
    * long list of changes, see
      https://scikit-learn.org/stable/whats_new/v0.23.html#version-0-23-0
      for details
  - changes from version 0.22.2.post1:
    * sklearn.impute
      + Efficiency Reduce impute.KNNImputer asymptotic memory usage by
      chunking pairwise distance computation. #16397 by Joel Nothman.
    * sklearn.metrics
      + Fix Fixed a bug in metrics.plot_roc_curve where the name of the
      estimator was passed in the metrics.RocCurveDisplay instead of
      the parameter name. It results in a different plot when calling
      metrics.RocCurveDisplay.plot for the subsequent times. #16500 by
      Guillaume Lemaitre.
      + Fix Fixed a bug in metrics.plot_precision_recall_curve where the
      name of the estimator was passed in the
      metrics.PrecisionRecallDisplay instead of the parameter name. It
      results in a different plot when calling
      metrics.PrecisionRecallDisplay.plot for the subsequent
      times. #16505 by Guillaume Lemaitre.
    * sklearn.neighbors
      + Fix Fix a bug which converted a list of arrays into a 2-D object
      array instead of a 1-D array containing NumPy arrays. This bug
* Thu May 07 2020 [email protected]
  - added provide sklearn and python-sklearn as this is name most
    users will search for
* Tue Apr 28 2020 [email protected]
  - Require at least pytest 4.x for testing
* Tue Jan 07 2020 [email protected]
  - version update to 0.22.1
    * Clear definition of the public API
    * Deprecations: using FutureWarning from now on
    * Certain estimators and functions may produce different models
    * See
    https://scikit-learn.org/stable/whats_new/v0.22.html#version-0-22-0
* Tue Nov 19 2019 [email protected]
  - Update to Version 0.21.3
    + sklearn.cluster
    * Fix: Fixed a bug in :class:`cluster.KMeans` where computation with
      `init='random'` was single threaded for `n_jobs > 1` or `n_jobs = -1`.
    * Fix: Fixed a bug in :class:`cluster.OPTICS` where users were unable to pass
      float `min_samples` and `min_cluster_size`.
    * Fix: Fixed a bug in :class:`cluster.KMeans` where KMeans++ initialisation
      could rarely result in an IndexError..
    + sklearn.compose
    * Fix: Fixed an issue in :class:`compose.ColumnTransformer` where using
      DataFrames whose column order differs between :func:``fit`` and
      :func:``transform`` could lead to silently passing incorrect columns to the
      ``remainder`` transformer.
    + sklearn.datasets
    * Fix: :func:`datasets.fetch_california_housing`,
      :func:`datasets.fetch_covtype`,
      :func:`datasets.fetch_kddcup99`, :func:`datasets.fetch_olivetti_faces`,
      :func:`datasets.fetch_rcv1`, and :func:`datasets.fetch_species_distributions`
      try to persist the previously cache using the new ``joblib`` if the cached
      data was persisted using the deprecated ``sklearn.externals.joblib``. This
      behavior is set to be deprecated and removed in v0.23.
    .
    + sklearn.ensemble
    * Fix: Fix zero division error in :func:`HistGradientBoostingClassifier` and
      :func:`HistGradientBoostingRegressor`.
    + sklearn.impute
    * Fix: Fixed a bug in :class:`impute.SimpleImputer` and
      :class:`impute.IterativeImputer` so that no errors are thrown when there are
      missing values in training data.
    + sklearn.inspection
    * Fix: Fixed a bug in :func:`inspection.plot_partial_dependence` where
      ``target`` parameter was not being taken into account for multiclass problems.
      :pr:`14393` by :user:`Guillem G. Subies <guillemgsubies>`.
    + sklearn.linear_model
    * Fix: Fixed a bug in :class:`linear_model.LogisticRegressionCV` where
      ``refit=False`` would fail depending on the ``'multiclass'`` and
      ``'penalty'`` parameters (regression introduced in 0.21).
    * Fix: Compatibility fix for :class:`linear_model.ARDRegression` and
      Scipy>=1.3.0. Adapts to upstream changes to the default `pinvh` cutoff
      threshold which otherwise results in poor accuracy in some cases.
    + sklearn.neighbors
    * Fix: Fixed a bug in :class:`neighbors.NeighborhoodComponentsAnalysis` where
      the validation of initial parameters ``n_components``, ``max_iter`` and
      ``tol`` required too strict types.
    + sklearn.tree
    * Fix: Fixed bug in :func:`tree.export_text` when the tree has one feature and
      a single feature name is passed in.
    * Fix: Fixed an issue with :func:`plot_tree` where it displayed
      entropy calculations even for `gini` criterion in DecisionTreeClassifiers.
* Fri Jul 26 2019 [email protected]
  - Update to Version 0.21.2
    + sklearn.decomposition
    * Fix:  Fixed a bug in cross_decomposition.CCA improving numerical
      stability when Y is close to zero..
    + sklearn.metrics
    * Fix:  Fixed a bug in metrics.euclidean_distances where a part of the
      distance matrix was left un-instanciated for suffiently large float32
      datasets (regression introduced in 0.21)..
    + sklearn.preprocessing
    * Fix:  Fixed a bug in preprocessing.OneHotEncoder where the new
      drop parameter was not reflected in get_feature_names..
    + sklearn.utils.sparsefuncs
    * Fix:  Fixed a bug where min_max_axis would fail on 32-bit systems
      for certain large inputs. This affects preprocessing.MaxAbsScaler,
      preprocessing.normalize and preprocessing.LabelBinarizer..
  - Update to Version 0.21.1
    + sklearn.metrics
    * Fix:  Fixed a bug in metrics.pairwise_distances where it would raise
      AttributeError for boolean metrics when X had a boolean dtype and
      Y == None..
    * Fix:  Fixed two bugs in metrics.pairwise_distances when
      n_jobs > 1. First it used to return a distance matrix with same dtype as
      input, even for integer dtype. Then the diagonal was not zeros for euclidean
      metric when Y is X..
    + sklearn.neighbors
    * Fix:  Fixed a bug in neighbors.KernelDensity which could not be
      restored from a pickle if sample_weight had been used..
  - Update to Version 0.21.0
    + Changed models
      The following estimators and functions, when fit with the same data and
      parameters, may produce different models from the previous version. This often
      occurs due to changes in the modelling logic (bug fixes or enhancements), or in
      random sampling procedures.
    * discriminant_analysis.LinearDiscriminantAnalysis for multiclass
      classification. |Fix|
    * discriminant_analysis.LinearDiscriminantAnalysis with 'eigen'
      solver. |Fix|
    * linear_model.BayesianRidge |Fix|
    * Decision trees and derived ensembles when both max_depth and
      max_leaf_nodes are set. |Fix|
    * linear_model.LogisticRegression and
      linear_model.LogisticRegressionCV with 'saga' solver. |Fix|
    * ensemble.GradientBoostingClassifier |Fix|
    * sklearn.feature_extraction.text.HashingVectorizer,
      sklearn.feature_extraction.text.TfidfVectorizer, and
      sklearn.feature_extraction.text.CountVectorizer |Fix|
    * neural_network.MLPClassifier |Fix|
    * svm.SVC.decision_function and
      multiclass.OneVsOneClassifier.decision_function. |Fix|
    * linear_model.SGDClassifier and any derived classifiers. |Fix|
    * Any model using the linear_model.sag.sag_solver function with a 0
      seed, including linear_model.LogisticRegression,
      linear_model.LogisticRegressionCV, linear_model.Ridge,
      and linear_model.RidgeCV with 'sag' solver. |Fix|
    * linear_model.RidgeCV when using generalized cross-validation
      with sparse inputs. |Fix|
      Details are listed in the changelog below.
      (While we are trying to better inform users by providing this information, we
      cannot assure that this list is complete.)
    + Known Major Bugs
    * The default max_iter for linear_model.LogisticRegression is too
      small for many solvers given the default tol. In particular, we
      accidentally changed the default max_iter for the liblinear solver from
      1000 to 100 iterations in released in version 0.16.
      In a future release we hope to choose better default max_iter and tol
      heuristically depending on the solver.
    + Support for Python 3.4 and below has been officially dropped.
    + sklearn.base
    * API:  The R2 score used when calling score on a regressor will use
      multioutput='uniform_average' from version 0.23 to keep consistent with
      metrics.r2_score. This will influence the score method of all
      the multioutput regressors (except for
      multioutput.MultiOutputRegressor)..
    + sklearn.calibration
    * Enhancement:  Added support to bin the data passed into
      calibration.calibration_curve by quantiles instead of uniformly
      between 0 and 1..
    * Enhancement:  Allow n-dimensional arrays as input for
      calibration.CalibratedClassifierCV..
    + sklearn.cluster
    * MajorFeature:  A new clustering algorithm: cluster.OPTICS: an
      algoritm related to cluster.DBSCAN, that has hyperparameters easier
      to set and that scales better,
    * Fix:  Fixed a bug where cluster.Birch could occasionally raise an
      AttributeError..
    * Fix:  Fixed a bug in cluster.KMeans where empty clusters weren't
      correctly relocated when using sample weights..
    * API:  The n_components_ attribute in cluster.AgglomerativeClustering
      and cluster.FeatureAgglomeration has been renamed to
      n_connected_components_..
    * Enhancement:  cluster.AgglomerativeClustering and
      cluster.FeatureAgglomeration now accept a distance_threshold
      parameter which can be used to find the clusters instead of n_clusters.
    + sklearn.compose
    * API:  compose.ColumnTransformer is no longer an experimental
      feature..
    + sklearn.datasets
    * Fix:  Added support for 64-bit group IDs and pointers in SVMLight files..
    * Fix:  datasets.load_sample_images returns images with a deterministic
      order..
    + sklearn.decomposition
    * Enhancement:  decomposition.KernelPCA now has deterministic output
      (resolved sign ambiguity in eigenvalue decomposition of the kernel matrix)..
    * Fix:  Fixed a bug in decomposition.KernelPCA, fit().transform()
      now produces the correct output (the same as fit_transform()) in case
      of non-removed zero eigenvalues (remove_zero_eig=False).
      fit_inverse_transform was also accelerated by using the same trick as
      fit_transform to compute the transform of X.
    * Fix:  Fixed a bug in decomposition.NMF where init = 'nndsvd',
      init = 'nndsvda', and init = 'nndsvdar' are allowed when
      n_components < n_features instead of
      n_components <= min(n_samples, n_features).
    * API:  The default value of the init argument in
      decomposition.non_negative_factorization will change from
      random to None in version 0.23 to make it consistent with
      decomposition.NMF. A FutureWarning is raised when
      the default value is used..
    + sklearn.discriminant_analysis
    * Enhancement:  discriminant_analysis.LinearDiscriminantAnalysis now
      preserves float32 and float64 dtypes.
    * Fix:  A ChangedBehaviourWarning is now raised when
      discriminant_analysis.LinearDiscriminantAnalysis is given as
      parameter n_components > min(n_features, n_classes - 1), and
      n_components is changed to min(n_features, n_classes - 1) if so.
      Previously the change was made, but silently..
    * Fix:  Fixed a bug in discriminant_analysis.LinearDiscriminantAnalysis
      where the predicted probabilities would be incorrectly computed in the
      multiclass case.
    * Fix:  Fixed a bug in discriminant_analysis.LinearDiscriminantAnalysis
      where the predicted probabilities would be incorrectly computed with eigen
      solver.
    + sklearn.dummy
    * Fix:  Fixed a bug in dummy.DummyClassifier where the
      predict_proba method was returning int32 array instead of
      float64 for the stratified strategy..
    * Fix:  Fixed a bug in dummy.DummyClassifier where it was throwing a
      dimension mismatch error in prediction time if a column vector y with
      shape=(n, 1) was given at fit time.
    + sklearn.ensemble
    * MajorFeature:  Add two new implementations of
      gradient boosting trees: ensemble.HistGradientBoostingClassifier
      and ensemble.HistGradientBoostingRegressor. The implementation of
      these estimators is inspired by
      LightGBM and can be orders of
      magnitude faster than ensemble.GradientBoostingRegressor and
      ensemble.GradientBoostingClassifier when the number of samples is
      larger than tens of thousands of samples. The API of these new estimators
      is slightly different, and some of the features from
      ensemble.GradientBoostingClassifier and
      ensemble.GradientBoostingRegressor are not yet supported.
      These new estimators are experimental, which means that their results or
      their API might change without any deprecation cycle. To use them, you
      need to explicitly import enable_hist_gradient_boosting::
      >>> # explicitly require this experimental feature
      >>> from sklearn.experimental import enable_hist_gradient_boosting  # noqa
      >>> # now you can import normally from sklearn.ensemble
      >>> from sklearn.ensemble import HistGradientBoostingClassifier.
    * Feature:  Add ensemble.VotingRegressor
      which provides an equivalent of ensemble.VotingClassifier
      for regression problems.
    * Efficiency:  Make ensemble.IsolationForest prefer threads over
      processes when running with n_jobs > 1 as the underlying decision tree
      fit calls do release the GIL. This changes reduces memory usage and
      communication overhead.
    * Efficiency:  Make ensemble.IsolationForest more memory efficient
      by avoiding keeping in memory each tree prediction..
    * Efficiency:  ensemble.IsolationForest now uses chunks of data at
      prediction step, thus capping the memory usage..
    * Efficiency:  sklearn.ensemble.GradientBoostingClassifier and
      sklearn.ensemble.GradientBoostingRegressor now keep the
      input y as float64 to avoid it being copied internally by trees..
    * Enhancement:  Minimized the validation of X in
      ensemble.AdaBoostClassifier and ensemble.AdaBoostRegressor.
    * Enhancement:  ensemble.IsolationForest now exposes warm_start
      parameter, allowing iterative addition of trees to an isolation
      forest..
    * Fix:  The values of feature_importances_ in all random forest based
      models (i.e.
      ensemble.RandomForestClassifier,
      ensemble.RandomForestRegressor,
      ensemble.ExtraTreesClassifier,
      ensemble.ExtraTreesRegressor,
      ensemble.RandomTreesEmbedding,
      ensemble.GradientBoostingClassifier, and
      ensemble.GradientBoostingRegressor) now:
      > sum up to 1
      > all the single node trees in feature importance calculation are ignored
      > in case all trees have only one single node (i.e. a root node),
      feature importances will be an array of all zeros.
    * Fix:  Fixed a bug in ensemble.GradientBoostingClassifier and
      ensemble.GradientBoostingRegressor, which didn't support
      scikit-learn estimators as the initial estimator. Also added support of
      initial estimator which does not support sample weights. and.
    * Fix:  Fixed the output of the average path length computed in
      ensemble.IsolationForest when the input is either 0, 1 or 2.
    * Fix:  Fixed a bug in ensemble.GradientBoostingClassifier where
      the gradients would be incorrectly computed in multiclass classification
      problems..
    * Fix:  Fixed a bug in ensemble.GradientBoostingClassifier where
      validation sets for early stopping were not sampled with stratification..
    * Fix:  Fixed a bug in ensemble.GradientBoostingClassifier where
      the default initial prediction of a multiclass classifier would predict the
      classes priors instead of the log of the priors..
    * Fix:  Fixed a bug in ensemble.RandomForestClassifier where the
      predict method would error for multiclass multioutput forests models
      if any targets were strings..
    * Fix:  Fixed a bug in ensemble.gradient_boosting.LossFunction and
      ensemble.gradient_boosting.LeastSquaresError where the default
      value of learning_rate in update_terminal_regions is not consistent
      with the document and the caller functions. Note however that directly using
      these loss functions is deprecated..
    * Fix:  ensemble.partial_dependence (and consequently the new
      version sklearn.inspection.partial_dependence) now takes sample
      weights into account for the partial dependence computation when the
      gradient boosting model has been trained with sample weights..
    * API:  ensemble.partial_dependence and
      ensemble.plot_partial_dependence are now deprecated in favor of
      inspection.partial_dependence
      and
      inspection.plot_partial_dependence. and
    * Fix:  ensemble.VotingClassifier and
      ensemble.VotingRegressor were failing during fit in one
      of the estimators was set to None and sample_weight was not None..
    * API:  ensemble.VotingClassifier and
      ensemble.VotingRegressor accept 'drop' to disable an estimator
      in addition to None to be consistent with other estimators (i.e.,
      pipeline.FeatureUnion and compose.ColumnTransformer)..
    + sklearn.externals
    * API:  Deprecated externals.six since we have dropped support for
      Python 2.7..
    + sklearn.feature_extraction
    * Fix:  If input='file' or input='filename', and a callable is given as
      the analyzer, sklearn.feature_extraction.text.HashingVectorizer,
      sklearn.feature_extraction.text.TfidfVectorizer, and
      sklearn.feature_extraction.text.CountVectorizer now read the data
      from the file(s) and then pass it to the given analyzer, instead of
      passing the file name(s) or the file object(s) to the analyzer..
    + sklearn.impute
    * MajorFeature:  Added impute.IterativeImputer, which is a strategy
      for imputing missing values by modeling each feature with missing values as a
      function of other features in a round-robin fashion.
      The API of IterativeImputer is experimental and subject to change without any
      deprecation cycle. To use them, you need to explicitly import
      enable_iterative_imputer::
      >>> from sklearn.experimental import enable_iterative_imputer  # noqa
      >>> # now you can import normally from sklearn.impute
      >>> from sklearn.impute import IterativeImputer
    * Feature:  The impute.SimpleImputer and
      impute.IterativeImputer have a new parameter 'add_indicator',
      which simply stacks a impute.MissingIndicator transform into the
      output of the imputer's transform. That allows a predictive estimator to
      account for missingness.
    * Fix:  In impute.MissingIndicator avoid implicit densification by
      raising an exception if input is sparse add missing_values property
      is set to 0..
    * Fix:  Fixed two bugs in impute.MissingIndicator. First, when
      X is sparse, all the non-zero non missing values used to become
      explicit False in the transformed data. Then, when
      features='missing-only', all features used to be kept if there were no
      missing values at all..
    + sklearn.inspection
      (new subpackage)
    * Feature:  Partial dependence plots
      (inspection.plot_partial_dependence) are now supported for
      any regressor or classifier (provided that they have a predict_proba
      method).
    + sklearn.isotonic
    * Feature:  Allow different dtypes (such as float32) in
      isotonic.IsotonicRegression.
    + sklearn.linear_model
    * Enhancement:  linear_model.Ridge now preserves float32 and
      float64 dtypes.
    * Feature:  linear_model.LogisticRegression and
      linear_model.LogisticRegressionCV now support Elastic-Net penalty,
      with the 'saga' solver..
    * Feature:  Added linear_model.lars_path_gram, which is
      linear_model.lars_path in the sufficient stats mode, allowing
      users to compute linear_model.lars_path without providing
      X and y..
    * Efficiency:  linear_model.make_dataset now preserves
      float32 and float64 dtypes, reducing memory consumption in stochastic
      gradient, SAG and SAGA solvers.
    * Enhancement:  linear_model.LogisticRegression now supports an
      unregularized objective when penalty='none' is passed. This is
      equivalent to setting C=np.inf with l2 regularization. Not supported
      by the liblinear solver..
    * Enhancement:  sparse_cg solver in linear_model.Ridge
      now supports fitting the intercept (i.e. fit_intercept=True) when
      inputs are sparse..
    * Enhancement:  The coordinate descent solver used in Lasso, ElasticNet,
      etc. now issues a ConvergenceWarning when it completes without meeting the
      desired toleranbce.
    * Fix:  Fixed a bug in linear_model.LogisticRegression and
      linear_model.LogisticRegressionCV with 'saga' solver, where the
      weights would not be correctly updated in some cases..
    * Fix:  Fixed the posterior mean, posterior covariance and returned
      regularization parameters in linear_model.BayesianRidge. The
      posterior mean and the posterior covariance were not the ones computed
      with the last update of the regularization parameters and the returned
      regularization parameters were not the final ones. Also fixed the formula of
      the log marginal likelihood used to compute the score when
      compute_score=True..
    * Fix:  Fixed a bug in linear_model.LassoLarsIC, where user input
      copy_X=False at instance creation would be overridden by default
      parameter value copy_X=True in fit.
    * Fix:  Fixed a bug in linear_model.LinearRegression that
      was not returning the same coeffecients and intercepts with
      fit_intercept=True in sparse and dense case.
    * Fix:  Fixed a bug in linear_model.HuberRegressor that was
      broken when X was of dtype bool..
    * Fix:  Fixed a performance issue of saga and sag solvers when called
      in a joblib.Parallel setting with n_jobs > 1 and
      backend="threading", causing them to perform worse than in the sequential
      case..
    * Fix:  Fixed a bug in
      linear_model.stochastic_gradient.BaseSGDClassifier that was not
      deterministic when trained in a multi-class setting on several threads..
    * Fix:  Fixed bug in linear_model.ridge_regression,
      linear_model.Ridge and
      linear_model.RidgeClassifier that
      caused unhandled exception for arguments return_intercept=True and
      solver=auto (default) or any other solver different from sag.
    * Fix:  linear_model.ridge_regression will now raise an exception
      if return_intercept=True and solver is different from sag. Previously,
      only warning was issued.
    * Fix:  linear_model.ridge_regression will choose sparse_cg
      solver for sparse inputs when solver=auto and sample_weight
      is provided (previously cholesky solver was selected).
    * API:   The use of linear_model.lars_path with X=None
      while passing Gram is deprecated in version 0.21 and will be removed
      in version 0.23. Use linear_model.lars_path_gram instead..
    * API:  linear_model.logistic_regression_path is deprecated
      in version 0.21 and will be removed in version 0.23..
    * Fix:  linear_model.RidgeCV with generalized cross-validation
      now correctly fits an intercept when fit_intercept=True and the design
      matrix is sparse.
    + sklearn.manifold
    * Efficiency:  Make manifold.tsne.trustworthiness use an inverted index
      instead of an np.where lookup to find the rank of neighbors in the input
      space. This improves efficiency in particular when computed with
      lots of neighbors and/or small datasets..
    + sklearn.metrics
    * Feature:  Added the metrics.max_error metric and a corresponding
      'max_error' scorer for single output regression..
    * Feature:  Add metrics.multilabel_confusion_matrix, which calculates a
      confusion matrix with true positive, false positive, false negative and true
      negative counts for each class. This facilitates the calculation of set-wise
      metrics such as recall, specificity, fall out and miss rate.
    * Feature:  metrics.jaccard_score has been added to calculate the
      Jaccard coefficient as an evaluation metric for binary, multilabel and
      multiclass tasks, with an interface analogous to metrics.f1_score.
    * Feature:  Added metrics.pairwise.haversine_distances which can be
      accessed with metric='pairwise' through metrics.pairwise_distances
      and estimators. (Haversine distance was previously available for nearest
      neighbors calculation.)
    * Efficiency:  Faster metrics.pairwise_distances with n_jobs
      > 1 by using a thread-based backend, instead of process-based backends.
    * Efficiency:  The pairwise manhattan distances with sparse input now uses the
      BLAS shipped with scipy instead of the bundled BLAS.
    * Enhancement:  Use label accuracy instead of micro-average on
      metrics.classification_report to avoid confusion. micro-average is
      only shown for multi-label or multi-class with a subset of classes because
      it is otherwise identical to accuracy.
    * Enhancement:  Added beta parameter to
      metrics.homogeneity_completeness_v_measure and
      metrics.v_measure_score to configure the
      tradeoff between homogeneity and completeness.
    * Fix:  The metric metrics.r2_score is degenerate with a single sample
      and now it returns NaN and raises exceptions.UndefinedMetricWarning..
    * Fix:  Fixed a bug where metrics.brier_score_loss will sometimes
      return incorrect result when there's only one class in y_true..
    * Fix:  Fixed a bug in metrics.label_ranking_average_precision_score
      where sample_weight wasn't taken into account for samples with degenerate
      labels..
    * API:  The parameter labels in metrics.hamming_loss is deprecated
      in version 0.21 and will be removed in version 0.23.
    * Fix:  The function metrics.pairwise.euclidean_distances, and
      therefore several estimators with metric='euclidean', suffered from
      numerical precision issues with float32 features. Precision has been
      increased at the cost of a small drop of performance.
    * API:  metrics.jaccard_similarity_score is deprecated in favour of
      the more consistent metrics.jaccard_score. The former behavior for
      binary and multiclass targets is broken..
    + sklearn.mixture
    * Fix:  Fixed a bug in mixture.BaseMixture and therefore on estimators
      based on it, i.e. mixture.GaussianMixture and
      mixture.BayesianGaussianMixture, where fit_predict and
      fit.predict were not equivalent..
    + sklearn.model_selection
    * Feature:  Classes ~model_selection.GridSearchCV and
      ~model_selection.RandomizedSearchCV now allow for refit=callable
      to add flexibility in identifying the best estimator.
      See sphx_glr_auto_examples_model_selection_plot_grid_search_refit_callable.py.
    * Enhancement:  Classes ~model_selection.GridSearchCV,
      ~model_selection.RandomizedSearchCV, and methods
      ~model_selection.cross_val_score,
      ~model_selection.cross_val_predict,
      ~model_selection.cross_validate, now print train scores when
      return_train_scores is True and verbose > 2. For
      ~model_selection.learning_curve, and
      ~model_selection.validation_curve only the latter is required.
    * Enhancement:  Some CV splitter classes and
      model_selection.train_test_split now raise ValueError when the
      resulting training set is empty..
    * Fix:  Fixed a bug where model_selection.StratifiedKFold
      shuffles each class's samples with the same random_state,
      making shuffle=True ineffective..
    * Fix:  Added ability for model_selection.cross_val_predict to handle
      multi-label (and multioutput-multiclass) targets with predict_proba-type
      methods..
    * Fix:  Fixed an issue in ~model_selection.cross_val_predict where
      method="predict_proba" returned always 0.0 when one of the classes was
      excluded in a cross-validation fold.
    + sklearn.multiclass
    * Fix:  Fixed an issue in multiclass.OneVsOneClassifier.decision_function
      where the decision_function value of a given sample was different depending on
      whether the decision_function was evaluated on the sample alone or on a batch
      containing this same sample due to the scaling used in decision_function..
    + sklearn.multioutput
    * Fix:  Fixed a bug in multioutput.MultiOutputClassifier where the
      predict_proba method incorrectly checked for predict_proba attribute in
      the estimator object.
    + sklearn.neighbors
    * MajorFeature:  Added neighbors.NeighborhoodComponentsAnalysis for
      metric learning, which implements the Neighborhood Components Analysis
      algorithm.
    * API:  Methods in neighbors.NearestNeighbors :
      ~neighbors.NearestNeighbors.kneighbors,
      ~neighbors.NearestNeighbors.radius_neighbors,
      ~neighbors.NearestNeighbors.kneighbors_graph,
      ~neighbors.NearestNeighbors.radius_neighbors_graph
      now raise NotFittedError, rather than AttributeError,
      when called before fit.
    + sklearn.neural_network
    * Fix:  Fixed a bug in neural_network.MLPClassifier and
      neural_network.MLPRegressor where the option shuffle=False
      was being ignored..
    * Fix:  Fixed a bug in neural_network.MLPClassifier where
      validation sets for early stopping were not sampled with stratification. In
      the multilabel case however, splits are still not stratified..
    + sklearn.pipeline
    * Feature:  pipeline.Pipeline can now use indexing notation (e.g.
      my_pipeline[0:-1]) to extract a subsequence of steps as another Pipeline
      instance.  A Pipeline can also be indexed directly to extract a particular
      step (e.g. my_pipeline['svc']), rather than accessing named_steps..
    * Feature:  Added optional parameter verbose in pipeline.Pipeline,
      compose.ColumnTransformer and pipeline.FeatureUnion
      and corresponding make_ helpers for showing progress and timing of
      each step.
    * Enhancement:  pipeline.Pipeline now supports using 'passthrough'
      as a transformer, with the same effect as None..
    * Enhancement:  pipeline.Pipeline  implements __len__ and
      therefore len(pipeline) returns the number of steps in the pipeline..
    + sklearn.preprocessing
    * Feature:  preprocessing.OneHotEncoder now supports dropping one
      feature per category with a new drop parameter..
    * Efficiency:  preprocessing.OneHotEncoder and
      preprocessing.OrdinalEncoder now handle pandas DataFrames more
      efficiently..
    * Efficiency:  Make preprocessing.MultiLabelBinarizer cache class
      mappings instead of calculating it every time on the fly.
    * Efficiency:  preprocessing.PolynomialFeatures now supports
      compressed sparse row (CSR) matrices as input for degrees 2 and 3. This is
      typically much faster than the dense case as it scales with matrix density
      and expansion degree (on the order of density^degree), and is much, much
      faster than the compressed sparse column (CSC) case..
    * Efficiency:  Speed improvement in preprocessing.PolynomialFeatures,
      in the dense case. Also added a new parameter order which controls output
      order for further speed performances..
    * Fix:  Fixed the calculation overflow when using a float16 dtype with
      preprocessing.StandardScaler.
    * Fix:  Fixed a bug in preprocessing.QuantileTransformer and
      preprocessing.quantile_transform to force n_quantiles to be at most
      equal to n_samples. Values of n_quantiles larger than n_samples were either
      useless or resulting in a wrong approximation of the cumulative distribution
      function estimator..
    * API:  The default value of copy in preprocessing.quantile_transform
      will change from False to True in 0.23 in order to make it more consistent
      with the default copy values of other functions in
      preprocessing and prevent unexpected side effects by modifying
      the value of X inplace..
    + sklearn.svm
    * Fix:  Fixed an issue in svm.SVC.decision_function when
      decision_function_shape='ovr'. The decision_function value of a given
      sample was different depending on whether the decision_function was evaluated
      on the sample alone or on a batch containing this same sample due to the
      scaling used in decision_function..
    + sklearn.tree
    * Feature:  Decision Trees can now be plotted with matplotlib using
      tree.plot_tree without relying on the dot library,
      removing a hard-to-install dependency..
    * Feature:  Decision Trees can now be exported in a human readable
      textual format using tree.export_text.
    * Feature:  get_n_leaves() and get_depth() have been added to
      tree.BaseDecisionTree and consequently all estimators based
      on it, including tree.DecisionTreeClassifier,
      tree.DecisionTreeRegressor, tree.ExtraTreeClassifier,
      and tree.ExtraTreeRegressor..
    * Fix:  Trees and forests did not previously predict multi-output
      classification targets with string labels, despite accepting them in fit..
    * Fix:  Fixed an issue with tree.BaseDecisionTree
      and consequently all estimators based
      on it, including tree.DecisionTreeClassifier,
      tree.DecisionTreeRegressor, tree.ExtraTreeClassifier,
      and tree.ExtraTreeRegressor, where they used to exceed the given
      max_depth by 1 while expanding the tree if max_leaf_nodes and
      max_depth were both specified by the user. Please note that this also
      affects all ensemble methods using decision trees..
    + sklearn.utils
    * Feature:  utils.resample now accepts a stratify parameter for
      sampling according to class distributions..
    * API:  Deprecated warn_on_dtype parameter from utils.check_array
      and utils.check_X_y. Added explicit warning for dtype conversion
      in check_pairwise_arrays if the metric being passed is a
      pairwise boolean metric..
    + Multiple modules
    * MajorFeature:  The __repr__() method of all estimators (used when calling
      print(estimator)) has been entirely re-written, building on Python's
      pretty printing standard library. All parameters are printed by default,
      but this can be altered with the print_changed_only option in
      sklearn.set_config..
    * MajorFeature:  Add estimators tags: these are annotations of estimators
      that allow programmatic inspection of their capabilities, such as sparse
      matrix support, supported output types and supported methods. Estimator
      tags also determine the tests that are run on an estimator when
      check_estimator is called.
    * Efficiency:  Memory copies are avoided when casting arrays to a different
      dtype in multiple estimators..
    * Fix:  Fixed a bug in the implementation of the our_rand_r
      helper function that was not behaving consistently across platforms.
    + Miscellaneous
    * Enhancement:  Joblib is no longer vendored in scikit-learn, and becomes a
      dependency. Minimal supported version is joblib 0.11, however using
      version >= 0.13 is strongly recommended..
    + Changes to estimator checks
      These changes mostly affect library developers.
    * Add check_fit_idempotent to
      ~utils.estimator_checks.check_estimator, which checks that
      when fit is called twice with the same data, the ouput of
      predict, predict_proba, transform, and decision_function does not
      change.
    * Many checks can now be disabled or configured with estimator_tags..
* Wed Jan 30 2019 [email protected]
  - Switch off tests, gh#scikit-learn/scikit-learn#12369
* Tue Jan 29 2019 [email protected]
  - Update to 0.20.2:
    * This is a bug-fix release with some minor documentation
      improvements and enhancements to features released in 0.20.0.
      Note that we also include some API changes in this release, so
      you might get some extra warnings after updating from 0.20.0.
* Wed Oct 24 2018 [email protected]
  - update to 0.20.0:
    * http://scikit-learn.org/stable/whats_new.html#version-0-20-0
    Support for Python 3.3 has been officially dropped
  - drop scikit-learn-skip-test.patch (merged)
* Thu May 17 2018 [email protected]
  - Skip test sklearn.linear_model.tests.test_logistic.test_max_iter
    * Upstream plans to fix it in next release
    * scikit-learn-skip-test.patch
* Thu May 17 2018 [email protected]
  - Update package to properly state dependencies as in setup.py
  - Install license file
* Mon Oct 30 2017 [email protected]
  - update to version 0.19.1:
    * API changes
      + Reverted the addition of metrics.ndcg_score and
      metrics.dcg_score which had been merged into version 0.19.0 by
      error. The implementations were broken and undocumented.
      + return_train_score which was added to
      model_selection.GridSearchCV, model_selection.RandomizedSearchCV
      and model_selection.cross_validate in version 0.19.0 will be
      changing its default value from True to False in version
      0.21. We found that calculating training score could have a
      great effect on cross validation runtime in some cases. Users
      should explicitly set return_train_score to False if prediction
      or scoring functions are slow, resulting in a deleterious effect
      on CV runtime, or to True if they wish to use the calculated
      scores. #9677 by Kumar Ashutosh and Joel Nothman.
      + correlation_models and regression_models from the legacy
      gaussian processes implementation have been belatedly
      deprecated. #9717 by Kumar Ashutosh.
    * Bug fixes
      + Avoid integer overflows in metrics.matthews_corrcoef. #9693 by
      Sam Steingold.
      + Fix ValueError in preprocessing.LabelEncoder when using
      inverse_transform on unseen labels. #9816 by Charlie Newey.
      + Fixed a bug in the objective function for manifold.TSNE (both
      exact and with the Barnes-Hut approximation) when n_components
      >= 3. #9711 by @goncalo-rodrigues.
      + Fix regression in model_selection.cross_val_predict where it
      raised an error with method='predict_proba' for some
      probabilistic classifiers. #9641 by James Bourbeau.
      + Fixed a bug where datasets.make_classification modified its
      input weights. #9865 by Sachin Kelkar.
      + model_selection.StratifiedShuffleSplit now works with
      multioutput multiclass or multilabel data with more than 1000
      columns. #9922 by Charlie Brummitt.
      + Fixed a bug with nested and conditional parameter setting,
      e.g. setting a pipeline step and its parameter at the same
      time. #9945 by Andreas Müller and Joel Nothman.
    * Regressions in 0.19.0 fixed in 0.19.1:
      + Fixed a bug where parallelised prediction in random forests was
      not thread-safe and could (rarely) result in arbitrary
      errors. #9830 by Joel Nothman.
      + Fix regression in model_selection.cross_val_predict where it no
      longer accepted X as a list. #9600 by Rasul Kerimov.
      + Fixed handling of model_selection.cross_val_predict for binary
      classification with method='decision_function'. #9593 by
      Reiichiro Nakano and core devs.
      + Fix regression in pipeline.Pipeline where it no longer accepted
      steps as a tuple. #9604 by Joris Van den Bossche.
      + Fix bug where n_iter was not properly deprecated, leaving n_iter
      unavailable for interim use in linear_model.SGDClassifier,
      linear_model.SGDRegressor,
      linear_model.PassiveAggressiveClassifier,
      linear_model.PassiveAggressiveRegressor and
      linear_model.Perceptron. #9558 by Andreas Müller.
      + Dataset fetchers make sure temporary files are closed before
      removing them, which caused errors on Windows. #9847 by Joan
      Massich.
      + Fixed a regression in manifold.TSNE where it no longer supported
      metrics other than ‘euclidean’ and ‘precomputed’. #9623 by Oli
      Blum.
    * Enhancements
      + Our test suite and utils.estimator_checks.check_estimators can
      now be run without Nose installed. #9697 by Joan Massich.
      + To improve usability of version 0.19’s pipeline.Pipeline
      caching, memory now allows joblib.Memory instances. This make
      use of the new utils.validation.check_memory helper. #9584 by
      Kumar Ashutosh
      + Some fixes to examples: #9750, #9788, #9815
      + Made a FutureWarning in SGD-based estimators less verbose. #9802
      by Vrishank Bhardwaj.
* Sun Sep 24 2017 [email protected]
  - update to version 0.19.0:
    * Highlights
      + We are excited to release a number of great new features
      including neighbors.LocalOutlierFactor for anomaly detection,
      preprocessing.QuantileTransformer for robust feature
      transformation, and the multioutput.ClassifierChain
      meta-estimator to simply account for dependencies between
      classes in multilabel problems. We have some new algorithms in
      existing estimators, such as multiplicative update in
      decomposition.NMF and multinomial
      linear_model.LogisticRegression with L1 loss (use
      solver='saga').
      + Cross validation is now able to return the results from multiple
      metric evaluations. The new model_selection.cross_validate can
      return many scores on the test data as well as training set
      performance and timings, and we have extended the scoring and
      refit parameters for grid/randomized search to handle multiple
      metrics.
      + You can also learn faster. For instance, the new option to cache
      transformations in pipeline.Pipeline makes grid search over
      pipelines including slow transformations much more
      efficient. And you can predict faster: if you’re sure you know
      what you’re doing, you can turn off validating that the input is
      finite using config_context.
      + We’ve made some important fixes too. We’ve fixed a longstanding
      implementation error in metrics.average_precision_score, so
      please be cautious with prior results reported from that
      function. A number of errors in the manifold.TSNE implementation
      have been fixed, particularly in the default Barnes-Hut
      approximation. semi_supervised.LabelSpreading and
      semi_supervised.LabelPropagation have had substantial
      fixes. LabelPropagation was previously broken. LabelSpreading
      should now correctly respect its alpha parameter.
    * Changed models
    * The following estimators and functions, when fit with the same
      data and parameters, may produce different models from the
      previous version. This often occurs due to changes in the
      modelling logic (bug fixes or enhancements), or in random sampling
      procedures.
      + cluster.KMeans with sparse X and initial centroids given (bug
      fix)
      + cross_decomposition.PLSRegression with scale=True (bug fix)
      + ensemble.GradientBoostingClassifier and
      ensemble.GradientBoostingRegressor where min_impurity_split is
      used (bug fix)
      + gradient boosting loss='quantile' (bug fix)
      + ensemble.IsolationForest (bug fix)
      + feature_selection.SelectFdr (bug fix)
      + linear_model.RANSACRegressor (bug fix)
      + linear_model.LassoLars (bug fix)
      + linear_model.LassoLarsIC (bug fix)
      + manifold.TSNE (bug fix)
      + neighbors.NearestCentroid (bug fix)
      + semi_supervised.LabelSpreading (bug fix)
      + semi_supervised.LabelPropagation (bug fix)
      + tree based models where min_weight_fraction_leaf is used
      (enhancement)
    * complete changelog at http://scikit-learn.org/stable/whats_new.html
* Sun Jun 11 2017 [email protected]
  - Implement single-spec version
  - Update source URL
  - Update to version 0.18.1
    * Large number of changes. See:
      https://github.com/scikit-learn/scikit-learn/blob/0.18.1/doc/whats_new.rst
* Mon Jan 11 2016 [email protected]
  - Switch to proper package name: python-scikit-learn
* Fri Nov 20 2015 [email protected]
  - Update to version 0.17

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Fabrice Bellet, Tue Jul 9 17:57:49 2024