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| Linux py3.8 \[HPUs\]|[?branchName=master>)](https://dev.azure.com/Lightning-AI/lightning/_build/latest?definitionId=26&branchName=master)| - |
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| Linux py3.{7,9} |-|[](https://github.com/Lightning-AI/lightning/actions/workflows/ci-tests-pytorch.yml)|
| Windows py3.{7,9} |-|[](https://github.com/Lightning-AI/lightning/actions/workflows/ci-tests-pytorch.yml)|
We show how to accelerate your PyTorch code with [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/latest/starter/lightning_fabric.html) with minimal code changes.
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We show how to accelerate your PyTorch code with [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/latest/fabric/fabric.html) with minimal code changes.
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You stay in full control of the training loop.
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-[MNIST: Vanilla PyTorch vs. Fabric](fabric/image_classifier/README.md)
Copy file name to clipboardExpand all lines: examples/fabric/dcgan/README.md
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This is an example of a GAN (Generative Adversarial Network) that learns to generate realistic images of faces.
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We show two code versions:
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The first one is implemented in raw PyTorch, but isn't easy to scale.
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The second one is using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/stable/starter/lightning_fabric.html) to accelerate and scale the model.
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The second one is using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/latest/fabric/fabric.html) to accelerate and scale the model.
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Tip: You can easily inspect the difference between the two files with:
Copy file name to clipboardExpand all lines: examples/fabric/image_classifier/README.md
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Here are two MNIST classifiers implemented in PyTorch.
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The first one is implemented in pure PyTorch, but isn't easy to scale.
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The second one is using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/stable/starter/lightning_fabric.html) to accelerate and scale the model.
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The second one is using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/latest/fabric/fabric.html) to accelerate and scale the model.
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Tip: You can easily inspect the difference between the two files with:
This script shows you how to scale the pure PyTorch code to enable GPU and multi-GPU training using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/stable/starter/lightning_fabric.html).
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This script shows you how to scale the pure PyTorch code to enable GPU and multi-GPU training using [Lightning Fabric](https://pytorch-lightning.readthedocs.io/en/latest/fabric/fabric.html).
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