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.. PyTorch-Lightning documentation master file, created by
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Welcome to PyTorch Lightning
============================
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:description: Learn how to leverage the PyTorch Lightning features for your Machine Learning projects with ease in this quickstart guide.
:header: Introduction
:button_link: starter/introduction.html
:button_text: Get started with PyTorch Lightning
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:description: Guide to restructure your PyTorch code to PyTorch Lightning and help you focus more on research rather than the tricky engineering aspects.
:header: PyTorch to PyTorch Lightning
:button_link: starter/converting.html
:button_text: Organize PyTorch to PyTorch Lightning
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.. tutoriallist ::
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.. toctree ::
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:maxdepth: 1
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:name: start
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:caption: Getting started
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starter/introduction
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starter/installation
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starter/converting
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starter/lightning_lite
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:maxdepth: 1
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:name: guides
:caption: Best practices
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guides/speed
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guides/data
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starter/style_guide
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Lightning project template<https://github.com/PyTorchLightning/pytorch-lightning-conference-seed>
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benchmarking/benchmarks
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:maxdepth: 2
:name: pl_docs
:caption: Lightning API
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common/lightning_module
common/trainer
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:maxdepth: 2
:name: docs
:caption: Optional Extensions
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extensions/accelerator
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extensions/callbacks
extensions/datamodules
extensions/logging
extensions/plugins
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extensions/strategy
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extensions/loops
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:maxdepth: 1
:name: Accelerators
:caption: Accelerators
accelerators/gpu
accelerators/tpu
accelerators/ipu
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accelerators/hpu
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.. toctree ::
:maxdepth: 1
:name: Common Use Cases
:caption: Common Use Cases
clouds/cloud_training
clouds/cluster
common/debugging
common/early_stopping
common/hyperparameters
common/production_inference
common/lightning_cli
common/loggers
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advanced/model_parallel
advanced/precision
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common/checkpointing
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advanced/fault_tolerant_training
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common/optimization
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advanced/profiler
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advanced/strategy_registry
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common/remote_fs
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advanced/training_tricks
advanced/pruning_quantization
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common/progress_bar
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advanced/transfer_learning
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common/evaluation
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:maxdepth: 1
:name: Tutorials
:caption: Tutorials
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:glob:
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starter/core_guide
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PyTorch Lightning 101 class <https://www.youtube.com/playlist?list=PLaMu-SDt_RB5NUm67hU2pdE75j6KaIOv2>
From PyTorch to PyTorch Lightning [Blog] <https://towardsdatascience.com/from-pytorch-to-pytorch-lightning-a-gentle-introduction-b371b7caaf09>
From PyTorch to PyTorch Lightning [Video] <https://www.youtube.com/watch?v=QHww1JH7IDU>
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notebooks/**/*
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.. toctree ::
:maxdepth: 2
:name: api
:caption: API References
api_references
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:maxdepth: 1
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:name: Lightning Ecosystem
:caption: Lightning Ecosystem
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ecosystem/metrics
ecosystem/flash
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ecosystem/bolts
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ecosystem/transformers
ecosystem/ecosystem-ci
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:maxdepth: 1
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:name: Examples
:caption: Examples
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ecosystem/community_examples
ecosystem/asr_nlp_tts
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Autoencoder <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/autoencoders.html>
BYOL <https://lightning-bolts.readthedocs.io/en/stable/deprecated/callbacks/self_supervised.html#byolmaweightupdate>
DQN <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/reinforce_learn.html#deep-q-network-dqn>
GAN <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/gans.html#basic-gan>
GPT-2 <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/convolutional.html#gpt-2>
Image-GPT <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/convolutional.html#image-gpt>
SimCLR <https://lightning-bolts.readthedocs.io/en/stable/deprecated/transforms/self_supervised.html#simclr-transforms>
VAE <https://lightning-bolts.readthedocs.io/en/stable/deprecated/models/autoencoders.html#basic-vae>
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:maxdepth: 1
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:name: Community
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:caption: Community
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generated/CODE_OF_CONDUCT.md
generated/CONTRIBUTING.md
generated/BECOMING_A_CORE_CONTRIBUTOR.md
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governance
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generated/CHANGELOG.md
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Indices and tables
------------------
* :ref: `genindex`
* :ref: `search`