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2 changes: 2 additions & 0 deletions pymc_bart/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,7 @@
plot_scatter_submodels,
plot_variable_importance,
plot_variable_inclusion,
vi_to_kulprit,
)

__all__ = [
Expand All @@ -41,6 +42,7 @@
"plot_scatter_submodels",
"plot_variable_importance",
"plot_variable_inclusion",
"vi_to_kulprit",
]
__version__ = "0.10.0"

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18 changes: 18 additions & 0 deletions pymc_bart/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -1006,6 +1006,24 @@ def compute_variable_importance( # noqa: PLR0915 PLR0912
return vi_results


def vi_to_kulprit(vi_results: dict) -> list[list[str]]:
"""
Export variable importance results to Kulprit format.

Parameters
----------
vi_results : dict
Dictionary computed with `compute_variable_importance`

Returns
-------
list[list[str]]
A list of lists containing variable names for each submodel.
"""
clean_labels = [label.strip("+ ") for label in vi_results["labels"]]
return [clean_labels[:idx] for idx in range(len(clean_labels))]


def plot_variable_importance(
vi_results: dict,
submodels: Optional[Union[list[int], np.ndarray, tuple[int, ...]]] = None,
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4 changes: 4 additions & 0 deletions tests/test_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -79,6 +79,10 @@ def test_vi(self, kwargs):
pmb.plot_variable_importance(vi_results, **kwargs)
pmb.plot_scatter_submodels(vi_results, **kwargs)

user_terms = pmb.vi_to_kulprit(vi_results)
assert len(user_terms) == 3
assert all("+" not in term for terms in user_terms[1:] for term in terms)

def test_pdp_pandas_labels(self):
pd = pytest.importorskip("pandas")

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