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Implemented proper work with multiple threads
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#=============================================================================== | ||
# Copyright 2022 Intel Corporation | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
#=============================================================================== | ||
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import warnings | ||
from functools import update_wrapper | ||
from .._config import config_context | ||
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class _FuncWrapper: | ||
"""Load the global configuration before calling the function.""" | ||
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def __init__(self, function): | ||
self.function = function | ||
update_wrapper(self, self.function) | ||
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def with_config(self, config): | ||
self.config = config | ||
return self | ||
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def __call__(self, *args, **kwargs): | ||
config = getattr(self, "config", None) | ||
if config is None: | ||
warnings.warn( | ||
"`sklearn.utils.parallel.delayed` should be used with " | ||
"`sklearn.utils.parallel.Parallel` to make it possible to propagate " | ||
"the scikit-learn configuration of the current thread to the " | ||
"joblib workers.", | ||
UserWarning, | ||
) | ||
config = {} | ||
with config_context(**config): | ||
return self.function(*args, **kwargs) |