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format imputer cols_transform_value #5373

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format imputer cols_transform_value #5373

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11 changes: 10 additions & 1 deletion python/federatedml/feature/imputer.py
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Original file line number Diff line number Diff line change
Expand Up @@ -215,7 +215,16 @@ def __get_cols_transform_value(self, data, replace_method, replace_value=None):
LOGGER.debug(f"replace value for feature {feature} is: {transform_value}")
else:
raise ValueError("Unknown replace method:{}".format(replace_method))
cols_transform_value[feature] = transform_value
if (data.schema.get("meta",{}).get("exclusive_data_type",{}).get(feature) is not None):
data_type = data.schema["meta"]["exclusive_data_type"][feature]
if ("str" == data_type):
cols_transform_value[feature] = str(transform_value)
elif ("int" == data_type):
cols_transform_value[feature] = int(transform_value)
else:
cols_transform_value[feature] = float(transform_value)
else:
cols_transform_value[feature] = transform_value

LOGGER.debug(f"cols_transform value is: {cols_transform_value}")
cols_transform_value = [cols_transform_value[key] for key in header]
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