.. include:: links.rst accelerators ------------ .. currentmodule:: pytorch_lightning.accelerators .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst Accelerator CPUAccelerator GPUAccelerator HPUAccelerator IPUAccelerator TPUAccelerator callbacks --------- .. currentmodule:: pytorch_lightning.callbacks .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst BackboneFinetuning BaseFinetuning BasePredictionWriter Callback DeviceStatsMonitor EarlyStopping GradientAccumulationScheduler LambdaCallback LearningRateMonitor ModelCheckpoint ModelPruning ModelSummary ProgressBarBase QuantizationAwareTraining RichModelSummary RichProgressBar StochasticWeightAveraging Timer TQDMProgressBar core ---- .. currentmodule:: pytorch_lightning.core .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ~hooks.CheckpointHooks ~hooks.DataHooks ~hooks.ModelHooks LightningDataModule LightningModule ~mixins.DeviceDtypeModuleMixin ~mixins.HyperparametersMixin ~optimizer.LightningOptimizer ~saving.ModelIO lightninglite ------------- .. currentmodule:: pytorch_lightning.lite .. autosummary:: :toctree: api :nosignatures: LightningLite loggers ------- .. currentmodule:: pytorch_lightning.loggers .. autosummary:: :toctree: api :nosignatures: base comet csv_logs mlflow neptune tensorboard test_tube wandb loops ^^^^^ Base Classes """""""""""" .. currentmodule:: pytorch_lightning.loops .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ~dataloader.dataloader_loop.DataLoaderLoop ~base.Loop Training """""""" .. currentmodule:: pytorch_lightning.loops .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ~batch.TrainingBatchLoop ~epoch.TrainingEpochLoop FitLoop ~optimization.ManualOptimization ~optimization.OptimizerLoop Validation and Testing """""""""""""""""""""" .. currentmodule:: pytorch_lightning.loops .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ~epoch.EvaluationEpochLoop ~dataloader.EvaluationLoop Prediction """""""""" .. currentmodule:: pytorch_lightning.loops .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ~epoch.PredictionEpochLoop ~dataloader.PredictionLoop plugins ^^^^^^^ precision """"""""" .. currentmodule:: pytorch_lightning.plugins.precision .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ApexMixedPrecisionPlugin DeepSpeedPrecisionPlugin DoublePrecisionPlugin FullyShardedNativeMixedPrecisionPlugin HPUPrecisionPlugin IPUPrecisionPlugin MixedPrecisionPlugin NativeMixedPrecisionPlugin PrecisionPlugin ShardedNativeMixedPrecisionPlugin TPUBf16PrecisionPlugin TPUPrecisionPlugin environments """""""""""" .. currentmodule:: pytorch_lightning.plugins.environments .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst ClusterEnvironment KubeflowEnvironment LightningEnvironment LSFEnvironment SLURMEnvironment TorchElasticEnvironment io "" .. currentmodule:: pytorch_lightning.plugins.io .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst CheckpointIO HPUCheckpointIO TorchCheckpointIO XLACheckpointIO others """""" .. currentmodule:: pytorch_lightning.plugins .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst LayerSync NativeSyncBatchNorm profiler -------- .. currentmodule:: pytorch_lightning.profiler .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst AdvancedProfiler PassThroughProfiler Profiler PyTorchProfiler SimpleProfiler XLAProfiler trainer ------- .. currentmodule:: pytorch_lightning.trainer.trainer .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst Trainer strategies ---------- .. currentmodule:: pytorch_lightning.strategies .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst BaguaStrategy DDP2Strategy DDPFullyShardedStrategy DDPShardedStrategy DDPSpawnShardedStrategy DDPSpawnStrategy DDPStrategy DataParallelStrategy DeepSpeedStrategy HorovodStrategy HPUParallelStrategy IPUStrategy ParallelStrategy SingleDeviceStrategy SingleHPUStrategy SingleTPUStrategy Strategy TPUSpawnStrategy tuner ----- .. currentmodule:: pytorch_lightning.tuner.tuning .. autosummary:: :toctree: api :nosignatures: :template: classtemplate.rst Tuner utilities --------- .. currentmodule:: pytorch_lightning.utilities .. autosummary:: :toctree: api :nosignatures: apply_func argparse cli cloud_io deepspeed distributed finite_checks memory model_summary optimizer parsing rank_zero seed warnings