Scikit-learn 1.8 'CatBoostRegressor' object has no attribute '__sklearn_tags__'. #1388
Description
The recent upgrade of scikit-learn to 1.8 introduced errors like:
Traceback (most recent call last):
File "/usr/src/enmapbox/typeguard/__init__.py", line 1033, in wrapper
retval = func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/usr/src/enmapboxprocessing/algorithm/fitregressoralgorithmbase.py", line 101, in processAlgorithm
regressor.fit(dump.X, dumpY)
File "/opt/virtualenvs/enmapbox/lib/python3.12/site-packages/sklearn/base.py", line 1336, in wrapper
return fit_method(estimator, *args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/virtualenvs/enmapbox/lib/python3.12/site-packages/sklearn/multioutput.py", line 242, in fit
y = validate_data(self, X="no_validation", y=y, multi_output=True)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/virtualenvs/enmapbox/lib/python3.12/site-packages/sklearn/utils/validation.py", line 2878, in validate_data
tags = get_tags(_estimator)
^^^^^^^^^^^^^^^^^^^^
File "/opt/virtualenvs/enmapbox/lib/python3.12/site-packages/sklearn/utils/_tags.py", line 283, in get_tags
raise AttributeError(
AttributeError: The following error was raised: The following error was raised: 'CatBoostRegressor' object has no attribute '__sklearn_tags__'. It seems that there are no classes that implement `__sklearn_tags__` in the MRO and/or all classes in the MRO call `super().__sklearn_tags__()`. Make sure to inherit from `BaseEstimator` which implements `__sklearn_tags__` (or alternatively define `__sklearn_tags__` but we don't recommend this approach). Note that `BaseEstimator` needs to be on the right side of other Mixins in the inheritance order.. It seems that there are no classes that implement `__sklearn_tags__` in the MRO and/or all classes in the MRO call `super().__sklearn_tags__()`. Make sure to inherit from `BaseEstimator` which implements `__sklearn_tags__` (or alternatively define `__sklearn_tags__` but we don't recommend this approach). Note that `BaseEstimator` needs to be on the right side of other Mixins in the inheritance order.