lightning/pytorch_lightning/plugins/__init__.py

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from typing import Union
from pytorch_lightning.plugins.environments import ClusterEnvironment
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from pytorch_lightning.plugins.io.checkpoint_plugin import CheckpointIO
from pytorch_lightning.plugins.io.hpu_plugin import HPUCheckpointIO
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from pytorch_lightning.plugins.io.torch_plugin import TorchCheckpointIO
from pytorch_lightning.plugins.io.xla_plugin import XLACheckpointIO
from pytorch_lightning.plugins.layer_sync import LayerSync, NativeSyncBatchNorm
from pytorch_lightning.plugins.precision.apex_amp import ApexMixedPrecisionPlugin
from pytorch_lightning.plugins.precision.deepspeed import DeepSpeedPrecisionPlugin
from pytorch_lightning.plugins.precision.double import DoublePrecisionPlugin
from pytorch_lightning.plugins.precision.fully_sharded_native_amp import FullyShardedNativeMixedPrecisionPlugin
from pytorch_lightning.plugins.precision.hpu import HPUPrecisionPlugin
from pytorch_lightning.plugins.precision.ipu import IPUPrecisionPlugin
from pytorch_lightning.plugins.precision.native_amp import NativeMixedPrecisionPlugin
from pytorch_lightning.plugins.precision.precision_plugin import PrecisionPlugin
from pytorch_lightning.plugins.precision.sharded_native_amp import ShardedNativeMixedPrecisionPlugin
from pytorch_lightning.plugins.precision.tpu import TPUPrecisionPlugin
from pytorch_lightning.plugins.precision.tpu_bf16 import TPUBf16PrecisionPlugin
from pytorch_lightning.plugins.training_type.ddp import DDPPlugin
from pytorch_lightning.plugins.training_type.ddp2 import DDP2Plugin
from pytorch_lightning.plugins.training_type.ddp_spawn import DDPSpawnPlugin
from pytorch_lightning.plugins.training_type.deepspeed import DeepSpeedPlugin
from pytorch_lightning.plugins.training_type.dp import DataParallelPlugin
from pytorch_lightning.plugins.training_type.fully_sharded import DDPFullyShardedPlugin
from pytorch_lightning.plugins.training_type.horovod import HorovodPlugin
from pytorch_lightning.plugins.training_type.ipu import IPUPlugin
from pytorch_lightning.plugins.training_type.parallel import ParallelPlugin
from pytorch_lightning.plugins.training_type.sharded import DDPShardedPlugin
from pytorch_lightning.plugins.training_type.sharded_spawn import DDPSpawnShardedPlugin
from pytorch_lightning.plugins.training_type.single_device import SingleDevicePlugin
from pytorch_lightning.plugins.training_type.single_tpu import SingleTPUPlugin
from pytorch_lightning.plugins.training_type.tpu_spawn import TPUSpawnPlugin
from pytorch_lightning.plugins.training_type.training_type_plugin import TrainingTypePlugin
from pytorch_lightning.strategies import Strategy
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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PLUGIN = Union[Strategy, PrecisionPlugin, ClusterEnvironment, CheckpointIO, LayerSync]
PLUGIN_INPUT = Union[PLUGIN, str]
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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__all__ = [
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"CheckpointIO",
"TorchCheckpointIO",
"XLACheckpointIO",
"HPUCheckpointIO",
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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"ApexMixedPrecisionPlugin",
"DataParallelPlugin",
"DDP2Plugin",
"DDPPlugin",
"DDPSpawnPlugin",
"DDPFullyShardedPlugin",
"DeepSpeedPlugin",
DeepSpeed Integration (#5954) * Add initial deepspeed changes * Address code review * Move static method outside of function * Fixes * Add missing annotation * Remove seed setting * Doc changes * Doc changes, add address reviews * Fix docs * Try fixing issue by moving to torch adam * Clean up check * Changes, better APIs! * Add wrapper, swap to git install revision * Add special test * Add warning * Address review * Add better disclaimer * Turn off ZeRO for testing due to compilation * Add description on modifying parameters via the plugin * Doc strings clear * Small doc fixes * Fix hash, reduce test * Added CI change * Move to azure pipeline * Fix test name * Add missing flag * Remove sudo... * Try conda instead * Swap to conda base * Try suggested install * Apply suggestions from code review * Apply suggestions from code review * Revert "Apply suggestions from code review" This reverts commit 41cca05a * Revert "Apply suggestions from code review" This reverts commit e06ec29e * Remove setter * Address most review * Move out function, remove DeepSpeed from requirements * Install deepspeed/mpi4py within container * Use special tests, move to master commit for deepspeed * Export path * Force compile to happen first * Remove! * Debugging ninja * Fix error in optimizer step logic * Attempt to fix symbolic link * Reverse to aid debugging * Export path again * Clean up mess * var * Revert "var" This reverts commit 3450eaca * Address review, add todo * Add note about unsupported functionality Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com> Co-authored-by: tchaton <thomas@grid.ai> Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz>
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"DeepSpeedPrecisionPlugin",
"DoublePrecisionPlugin",
"HorovodPlugin",
"IPUPlugin",
IPU Integration 5/5 (#7867) * Initial changes * Add broken example for now * Fix reference * Fix format * Code runs * Fixes * Clear up files * Add tests, helpers, fixes * Small cleanups * Refactors based on review * Swap to special tests * Add special tests * Add source * Cleanups * Add logic to attach/detach model from devices * Fixes for tests * Fixes for tests * Move earlier * Cleanups * Add check for nvcc * Add tests, cleanups * Fix errors * fix * Try condition * Add missing annotation * Clearer * Clearer message * Fix variable * Cleanups * Add comment * CHANGELOG.md * Add simple selection test * Remove special=True to see what happens * Fix test * Update tests/accelerators/test_ipu.py Co-authored-by: Kaushik B <45285388+kaushikb11@users.noreply.github.com> * Convert ipu_cores -> ipus * Add typing, fail earlier * simplify precision * Add test, add helper * fix accum * Update pytorch_lightning/plugins/training_type/ipu.py Co-authored-by: thomas chaton <thomas@grid.ai> * Use stages * Make sure warning message returned * thorw error * Add more tests, use fs * add comment * Clean * Address feedback, add IPU tests * Fixes * Fix signature * Add types * Remove autoround * Add docstring * ipu_cores -> ipus * Add test, remove unnecessary precision set * Add optimizer test * Add precision back with test * Address code review * Change to probs * Move some of the asserts earlier Co-authored-by: Kaushik B <45285388+kaushikb11@users.noreply.github.com> Co-authored-by: thomas chaton <thomas@grid.ai>
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"IPUPrecisionPlugin",
"HPUPrecisionPlugin",
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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"NativeMixedPrecisionPlugin",
"PrecisionPlugin",
"ShardedNativeMixedPrecisionPlugin",
"FullyShardedNativeMixedPrecisionPlugin",
"SingleDevicePlugin",
"SingleTPUPlugin",
"TPUPrecisionPlugin",
"TPUBf16PrecisionPlugin",
"TPUSpawnPlugin",
"TrainingTypePlugin",
"ParallelPlugin",
"DDPShardedPlugin",
"DDPSpawnShardedPlugin",
"LayerSync",
"NativeSyncBatchNorm",
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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]