lightning/pytorch_lightning/accelerators/cpu.py

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2021-03-24 13:29:46 +00:00
# Copyright The PyTorch Lightning team.
#
# 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.
import pytorch_lightning as pl
Hardware specific parts of Accelerator Refactoring (#5719) * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * fixes * move * yapf * . * . * . * flake8 * sync accelerator connector changes from dev1.2 * changelog * fix tpu handling * tpu * aval * yapf * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update tpu_spawn.py * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * indentation Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz> Co-authored-by: chaton <thomas@grid.ai>
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from pytorch_lightning.accelerators.accelerator import Accelerator
from pytorch_lightning.plugins.precision import MixedPrecisionPlugin
from pytorch_lightning.utilities.exceptions import MisconfigurationException
class CPUAccelerator(Accelerator):
""" Accelerator for CPU devices. """
Hardware specific parts of Accelerator Refactoring (#5719) * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * fixes * move * yapf * . * . * . * flake8 * sync accelerator connector changes from dev1.2 * changelog * fix tpu handling * tpu * aval * yapf * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update tpu_spawn.py * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * indentation Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz> Co-authored-by: chaton <thomas@grid.ai>
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def setup(self, trainer: 'pl.Trainer', model: 'pl.LightningModule') -> None:
"""
Raises:
MisconfigurationException:
If AMP is used with CPU, or if the selected device is not CPU.
"""
Hardware specific parts of Accelerator Refactoring (#5719) * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * fixes * move * yapf * . * . * . * flake8 * sync accelerator connector changes from dev1.2 * changelog * fix tpu handling * tpu * aval * yapf * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update tpu_spawn.py * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * indentation Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz> Co-authored-by: chaton <thomas@grid.ai>
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if isinstance(self.precision_plugin, MixedPrecisionPlugin):
raise MisconfigurationException(
" Mixed precision is currenty only supported with the AMP backend"
" and AMP + CPU is not supported. Please use a GPU option or"
" change precision setting."
)
Hardware specific parts of Accelerator Refactoring (#5719) * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * fixes * move * yapf * . * . * . * flake8 * sync accelerator connector changes from dev1.2 * changelog * fix tpu handling * tpu * aval * yapf * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update tpu_spawn.py * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * indentation Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz> Co-authored-by: chaton <thomas@grid.ai>
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if "cpu" not in str(self.root_device):
raise MisconfigurationException(
f"Device should be CPU, got {self.root_device} instead."
)
Hardware specific parts of Accelerator Refactoring (#5719) * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * add basic accelerator class. Co-Authored with @awaelchi * pep8 Co-authored-by: @awaelchi * add cpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add gpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu accelerator Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add accelerator connector Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single device training Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add single tpu Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * add tpu spawn Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> * make on_colab_kaggle utility func * fixes * move * yapf * . * . * . * flake8 * sync accelerator connector changes from dev1.2 * changelog * fix tpu handling * tpu * aval * yapf * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * Update pytorch_lightning/plugins/training_type/tpu_spawn.py Co-authored-by: chaton <thomas@grid.ai> * Update tpu_spawn.py * Update pytorch_lightning/accelerators/accelerator_connector.py Co-authored-by: chaton <thomas@grid.ai> * indentation Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz> Co-authored-by: chaton <thomas@grid.ai>
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return super().setup(trainer, model)