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BUG] test_kernel_housing_dataset fails with synthetic housing dataset #7640

@csadorf

Description

@csadorf

Summary

test_kernel_housing_dataset in test_explainer_kernel_shap.py fails when using the synthetic housing dataset fixture. The test is currently marked as xfail.

Follow-up to #7637

Test Details

  • Test file: python/cuml/tests/explainer/test_explainer_kernel_shap.py
  • Test name: test_kernel_housing_dataset

Description

After replacing the downloaded California Housing dataset with a synthetic alternative, the Kernel SHAP explainer test no longer produces values matching the expected housing_regression_result. The test was marked xfail as a temporary workaround.

The failure likely indicates that the synthetic dataset has different characteristics than the real California Housing dataset, causing the SHAP values to differ from the hardcoded expected result.

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