def test_regpack_to_stackingCV():
train_Xs, train_Ys, test_Xs, test_Ys = get_reg_data()
reg_pack = RegressionPack()
reg_pack.fit(train_Xs, train_Ys)
stackingCV = reg_pack.to_stackingCVReg(meta_reg=reg_pack['skMLPReg'])
helper_wrapper_reg_common(stackingCV)
def test_skLassoLarsCVReg():
reg = skLassoLarsCVReg()
helper_wrapper_reg_common(reg)
def test_skRidgeReg():
reg = skRidgeReg()
helper_wrapper_reg_common(reg)
def test_skDecisionTreeReg():
reg = skDecisionTreeReg()
helper_wrapper_reg_common(reg)
def test_skAdaBoostReg():
reg = skAdaBoostReg()
helper_wrapper_reg_common(reg)
def test_skBaggingReg():
reg = skBaggingReg()
helper_wrapper_reg_common(reg)
def test_skHuberReg():
reg = skHuberReg()
helper_wrapper_reg_common(reg)
def test_skGradientBoostingReg():
reg = skGradientBoostingReg()
helper_wrapper_reg_common(reg)
def test_CatoostReg_wrapper():
reg = CatBoostReg()
helper_wrapper_reg_common(reg)
def test_skExtraTreeReg():
reg = skExtraTreeReg()
helper_wrapper_reg_common(reg)
def test_XGBoostReg_wrapper():
reg = XGBoostReg()
helper_wrapper_reg_common(reg)
def test_mlxLinearReg():
reg = mlxLinearReg()
helper_wrapper_reg_common(reg)
def test_mlxStackingReg():
meta = skBayesianRidgeReg()
regs = [skDecisionTreeReg(), skLassoReg(), skMLPReg()]
reg = mlxStackingReg(regs, meta)
helper_wrapper_reg_common(reg)
def test_skElasticNetReg():
reg = skElasticNetReg()
helper_wrapper_reg_common(reg)
def test_skKNeighborsReg():
reg = skKNeighborsReg()
helper_wrapper_reg_common(reg)
def test_skIsotonicReg():
reg = skIsotonicReg()
helper_wrapper_reg_common(reg)
def test_skPassiveAggressiveReg():
reg = skPassiveAggressiveReg()
helper_wrapper_reg_common(reg)
def test_skMLPReg():
reg = skMLPReg()
helper_wrapper_reg_common(reg)
def test_skRANSACReg():
reg = skRANSACReg()
helper_wrapper_reg_common(reg)
def test_skRandomForestReg():
reg = skRandomForestReg()
helper_wrapper_reg_common(reg)
def test_skTheilSenReg():
reg = skTheilSenReg()
helper_wrapper_reg_common(reg)
def test_skGaussianProcessReg():
reg = skGaussianProcessReg()
helper_wrapper_reg_common(reg)
def test_skLogisticReg():
reg = skLogisticReg()
helper_wrapper_reg_common(reg)
def test_LightGBMReg_wrapper():
reg = LightGBMReg()
helper_wrapper_reg_common(reg)
def test_regpack():
reg_pack = RegressionPack()
helper_wrapper_reg_common(reg_pack)
