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Python SequentialFeatureSelector._TESTING_INTERRUPT_MODE方法代码示例

本文整理汇总了Python中mlxtend.feature_selection.SequentialFeatureSelector._TESTING_INTERRUPT_MODE方法的典型用法代码示例。如果您正苦于以下问题:Python SequentialFeatureSelector._TESTING_INTERRUPT_MODE方法的具体用法?Python SequentialFeatureSelector._TESTING_INTERRUPT_MODE怎么用?Python SequentialFeatureSelector._TESTING_INTERRUPT_MODE使用的例子?那么恭喜您, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在mlxtend.feature_selection.SequentialFeatureSelector的用法示例。


在下文中一共展示了SequentialFeatureSelector._TESTING_INTERRUPT_MODE方法的2个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的Python代码示例。

示例1: test_check_pandas_dataframe_fit_backward

# 需要导入模块: from mlxtend.feature_selection import SequentialFeatureSelector [as 别名]
# 或者: from mlxtend.feature_selection.SequentialFeatureSelector import _TESTING_INTERRUPT_MODE [as 别名]
def test_check_pandas_dataframe_fit_backward():
    for floating in [True, False]:
        iris = load_iris()
        X = iris.data
        y = iris.target
        lr = SoftmaxRegression(random_seed=1)
        sfs1 = SFS(lr,
                   k_features=2,
                   forward=False,
                   floating=floating,
                   scoring='accuracy',
                   cv=0,
                   verbose=0,
                   n_jobs=1)

        df = pd.DataFrame(X, columns=['sepal len', 'sepal width',
                                      'petal len', 'petal width'])

        sfs1 = sfs1.fit(X, y)
        assert sfs1.k_feature_idx_ == (1, 2)
        assert sfs1.k_feature_names_ == ('1', '2')
        assert sfs1.subsets_[2]['feature_names'] == ('1', '2')

        sfs1 = sfs1.fit(df, y)
        assert sfs1.subsets_[3]['feature_names'] == ('sepal len',
                                                     'sepal width',
                                                     'petal len')
        assert sfs1.subsets_[2]['feature_names'] == ('sepal width',
                                                     'petal len')
        assert sfs1.subsets_[3]['feature_idx'] == (0, 1, 2)
        assert sfs1.subsets_[2]['feature_idx'] == (1, 2)
        assert sfs1.k_feature_idx_ == (1, 2)
        assert sfs1.k_feature_names_ == ('sepal width', 'petal len')

        sfs1._TESTING_INTERRUPT_MODE = True
        out = sfs1.fit(df, y)
        assert len(out.subsets_.keys()) > 0
        assert sfs1.interrupted_
        assert sfs1.subsets_[3]['feature_names'] == ('sepal len',
                                                     'sepal width',
                                                     'petal len')
        assert sfs1.k_feature_idx_ == (0, 1, 2)
        assert sfs1.k_feature_names_ == ('sepal len', 'sepal width',
                                         'petal len')
开发者ID:rasbt,项目名称:mlxtend,代码行数:46,代码来源:test_sequential_feature_selector.py

示例2: test_keyboard_interrupt

# 需要导入模块: from mlxtend.feature_selection import SequentialFeatureSelector [as 别名]
# 或者: from mlxtend.feature_selection.SequentialFeatureSelector import _TESTING_INTERRUPT_MODE [as 别名]
def test_keyboard_interrupt():
    iris = load_iris()
    X = iris.data
    y = iris.target

    knn = KNeighborsClassifier(n_neighbors=4)
    sfs1 = SFS(
        knn,
        k_features=3,
        forward=True,
        floating=False,
        cv=3,
        clone_estimator=False,
        verbose=5,
        n_jobs=1
    )

    sfs1._TESTING_INTERRUPT_MODE = True
    out = sfs1.fit(X, y)

    assert len(out.subsets_.keys()) > 0
    assert sfs1.interrupted_
开发者ID:rasbt,项目名称:mlxtend,代码行数:24,代码来源:test_sequential_feature_selector.py


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