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PyTorch Prototype Recipes

Prototype features are not available as part of binary distributions like PyPI or Conda (except maybe behind run-time flags). To test these features we would, depending on the feature, recommend building from master or using the nightly wheels that are made available on pytorch.org.

Level of commitment: We are committing to gathering high bandwidth feedback only on these features. Based on this feedback and potential further engagement between community members, we as a community will decide if we want to upgrade the level of commitment or to fail fast.


FX Graph Mode Quantization User Guide

Learn about FX Graph Mode Quantization.

FX,Quantization

FX Graph Mode Post Training Dynamic Quantization

Learn how to do post training dynamic quantization in graph mode based on torch.fx.

FX,Quantization

FX Graph Mode Post Training Static Quantization

Learn how to do post training static quantization in graph mode based on torch.fx.

FX,Quantization

Graph Mode Dynamic Quantization on BERT

Learn how to do post training dynamic quantization with graph mode quantization on BERT models.

Text,Quantization

PyTorch Numeric Suite Tutorial

Learn how to use the PyTorch Numeric Suite to support quantization debugging efforts.

Debugging,Quantization

Use iOS GPU in PyTorch

Learn how to run your models on iOS GPU.

Mobile

Convert MobileNetV2 to NNAPI

Learn how to prepare a computer vision model to use Android’s Neural Networks API (NNAPI).

Mobile

PyTorch Vulkan Backend User Workflow

Learn how to use the Vulkan backend on mobile GPUs.

Mobile

Lite Interpreter Workflow in Android and iOS

Learn how to use the lite interpreter on iOS and Andriod devices.

Mobile

Model Freezing in TorchScript

Freezing is the process of inlining Pytorch module parameters and attributes values into the TorchScript internal representation.

TorchScript

Using torch.vmap

Learn about torch.vmap, an autovectorizer for PyTorch operations.

vmap

Docs

Access comprehensive developer documentation for PyTorch

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Tutorials

Get in-depth tutorials for beginners and advanced developers

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Resources

Find development resources and get your questions answered

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