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add get_feature_importance to model interpret
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@@ -10,9 +10,10 @@ from catboost.utils import get_gpu_device_count
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from ...model.base import Model
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from ...data.dataset import DatasetH
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from ...data.dataset.handler import DataHandlerLP
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from ...model.interpret.base import FeatureInt
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class CatBoostModel(Model):
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class CatBoostModel(Model, FeatureInt):
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"""CatBoost Model"""
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def __init__(self, loss="RMSE", **kwargs):
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@@ -69,6 +70,18 @@ class CatBoostModel(Model):
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x_test = dataset.prepare(segment, col_set="feature", data_key=DataHandlerLP.DK_I)
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return pd.Series(self.model.predict(x_test.values), index=x_test.index)
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def get_feature_importance(self, *args, **kwargs) -> pd.Series:
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"""get feature importance
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Notes
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-----
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parameters references:
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https://catboost.ai/docs/concepts/python-reference_catboost_get_feature_importance.html#python-reference_catboost_get_feature_importance
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"""
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return pd.Series(
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data=self.model.get_feature_importance(*args, **kwargs), index=self.model.feature_names_
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).sort_values(ascending=False)
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if __name__ == "__main__":
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cat = CatBoostModel()
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