def _test_boston_poly_compare_with_sklearn(params):
diabetes = datasets.load_boston()
clf = SVR(kernel='poly', **params)
clf.fit(diabetes.data, diabetes.target)
result = clf.score(diabetes.data, diabetes.target)
clf = SklearnSVR(kernel='poly', **params)
clf.fit(diabetes.data, diabetes.target)
expected = clf.score(diabetes.data, diabetes.target)
assert result > 0.5
assert result > expected - 1e-5
def _test_boston_rbf_compare_with_sklearn(C, gamma):
diabetes = datasets.load_boston()
clf = SVR(kernel='rbf', gamma=gamma, C=C)
clf.fit(diabetes.data, diabetes.target)
result = clf.score(diabetes.data, diabetes.target)
clf = SklearnSVR(kernel='rbf', gamma=gamma, C=C)
clf.fit(diabetes.data, diabetes.target)
expected = clf.score(diabetes.data, diabetes.target)
assert result > 0.4
assert result > expected - 1e-5
def _test_boston_linear_compare_with_sklearn(C):
diabetes = datasets.load_boston()
clf = SVR(kernel='linear', C=C)
clf.fit(diabetes.data, diabetes.target)
result = clf.score(diabetes.data, diabetes.target)
clf = SklearnSVR(kernel='linear', C=C)
clf.fit(diabetes.data, diabetes.target)
expected = clf.score(diabetes.data, diabetes.target)
assert result > 0.5
assert result > expected - 1e-3
def _test_diabetes_compare_with_sklearn(kernel):
diabetes = datasets.load_diabetes()
clf_onedal = SVR(kernel=kernel, C=10.)
clf_onedal.fit(diabetes.data, diabetes.target)
result = clf_onedal.score(diabetes.data, diabetes.target)
clf_sklearn = SklearnSVR(kernel=kernel, C=10.)
clf_sklearn.fit(diabetes.data, diabetes.target)
expected = clf_sklearn.score(diabetes.data, diabetes.target)
assert result > expected - 1e-5
assert_allclose(clf_sklearn.intercept_, clf_onedal.intercept_, atol=1e-4)
assert_allclose(clf_sklearn.support_vectors_.shape,
clf_sklearn.support_vectors_.shape)
assert_allclose(clf_sklearn.dual_coef_, clf_onedal.dual_coef_, atol=1e-2)
def test_diabetes_simple():
diabetes = datasets.load_diabetes()
clf = SVR(kernel='linear', C=10.)
clf.fit(diabetes.data, diabetes.target)
assert clf.score(diabetes.data, diabetes.target) > 0.02