164 lines
4.1 KiB
ReStructuredText
164 lines
4.1 KiB
ReStructuredText
#############
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How-to Guides
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#############
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******
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Basics
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******
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.. raw:: html
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<div class="display-card-container">
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<div class="row">
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.. displayitem::
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:header: Convert to Fabric in 5 minutes
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:description: Learn how to add Fabric to your PyTorch code
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:button_link: ../fundamentals/convert.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Scale your model with Accelerators
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:description: Take advantage of your hardware with a switch of a flag
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:button_link: ../fundamentals/accelerators.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Structure your Fabric code
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:description: Best practices for setting up your training script with Fabric
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:button_link: ../fundamentals/code_structure.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Launch distributed training
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:description: Launch a Python script on multiple devices and machines
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:button_link: ../fundamentals/launch.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Launch Fabric in a notebook
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:description: Launch on multiple devices from within a Jupyter notebook
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:button_link: ../fundamentals/notebooks.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Improve performance with Mixed-Precision training
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:description: Save memory and speed up training using mixed precision
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:button_link: ../fundamentals/precision.html
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. raw:: html
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</div>
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</div>
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**********************
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Build your own Trainer
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**********************
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.. raw:: html
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<div class="display-card-container">
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<div class="row">
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.. displayitem::
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:header: Organize your model code with with LightningModule
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:description: Organize your code in a LightningModule and use it with Fabric
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:button_link: lightning_module.html
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Encapsulate code into Callbacks
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:description: Make use of the Callback system in Fabric
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:button_link: callbacks.html
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Track and visualize experiments
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:description: Learn how Fabric helps you remove boilerplate code for tracking metrics with a logger
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:button_link: logging.html
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Save and load model progress
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:description: Efficient saving and loading of model weights, training state, hyperparameters and more.
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:button_link: checkpoint.html
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Build your own Trainer
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:description: Take our Fabric Trainer template and customize it for your needs
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:button_link: https://github.com/Lightning-AI/lightning/tree/master/examples/fabric/build_your_own_trainer
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. raw:: html
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</div>
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</div>
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***************
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Advanced Topics
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***************
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.. raw:: html
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<div class="display-card-container">
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<div class="row">
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.. displayitem::
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:header: Use efficient gradient accumulation
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:description: Learn how to perform efficient gradient accumulation in distributed settings
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:button_link: ../advanced/gradient_accumulation.html
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:col_css: col-md-4
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:height: 160
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:tag: advanced
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.. displayitem::
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:header: Distribute communication
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:description: Learn all about communication primitives for distributed operation. Gather, reduce, broadcast, etc.
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:button_link: ../advanced/distributed_communication.html
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:col_css: col-md-4
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:height: 160
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:tag: advanced
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.. displayitem::
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:header: Use multiple models and optimizers
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:description: See how flexible Fabric is to work with multiple models and optimizers!
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:button_link: ../advanced/multiple_setup.html
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:col_css: col-md-4
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:height: 160
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:tag: advanced
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.. raw:: html
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</div>
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</div>
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