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Welcome to AWS Neuron — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/index.html	# Welcome to AWS Neuron — AWS Neuron Documentation ## Welcome to AWS Neuron[#](#welcome-to-aws-neuron "Permalink to this headline") AWS Neuron is the SDK used to run deep learning workloads on AWS Inferentia and AWS Trainium based instances. It supports customers in their end-to-end ML development lifecycle to build ...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"><meta content="Neuron SDK is powering AWS Inferentia and Trainium based instances, natively integrated into PyTorch and TensorFlow. Enabling you to quicky start with Amazon EC2, AWS...	2023-09-29T20:52:36.563Z
Neuron Quick Links — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/docs-quicklinks.html	# Neuron Quick Links — AWS Neuron Documentation Toggle in-page Table of Contents	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Quick Links — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237...	2023-09-29T20:52:38.158Z
Get Started with Neuron — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/index.html	# Get Started with Neuron — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Get Started with Neuron[#](#get-started-with-neuron "Permalink to this headline") This section walks you through the various options to get started with Neuron. Y...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Get Started with Neuron — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e...	2023-09-29T20:52:38.296Z
Neuron GitHub Samples — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/github-samples.html	# Neuron GitHub Samples — AWS Neuron Documentation Toggle in-page Table of Contents	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron GitHub Samples — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f...	2023-09-29T20:52:39.752Z
Neuron Performance — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/index.html	# Neuron Performance — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron Performance[#](#neuron-performance "Permalink to this headline") The Neuron Performance pages provide a reference to the expected performance of various open-so...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Performance — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237...	2023-09-29T20:52:39.829Z
All Posts — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index.html	# All Posts — AWS Neuron Documentation ## [Announcing end of support for torch-neuron version 1.9](neuron2.x/announce-eos-pytorch-1-9.html) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` Title underline too short. [_Read more ..._](neuron2.x/announce-eos-pytorch-1-9.html) --- ## [Announcing end ...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>All Posts — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" ...	2023-09-29T20:52:41.092Z
What’s New — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/index.html	# What’s New — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## What’s New[#](#what-s-new "Permalink to this headline") Table of contents - [Neuron 2.14.1 (09/26/2023)](#neuron-2-14-1-09-26-2023) - [Neuron 2.14.0 (09/15/2023)](#neuron-2-14-0-09-15-2023) - ...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>What’s New — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" re...	2023-09-29T20:52:41.277Z
Pytorch Neuron Setup — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-setup.html	# Pytorch Neuron Setup — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Pytorch Neuron Setup[#](#pytorch-neuron-setup "Permalink to this headline") PyTorch Neuron (`torch-neuronx`) Setup for Inf2, Trn1/Trn1n Instances PyTorch Neuron (`torch-neuron`) Setup for Inf1 Insta...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Pytorch Neuron Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f2...	2023-09-29T20:52:42.340Z
PyTorch Neuron — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/index.html	# PyTorch Neuron — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## PyTorch Neuron[#](#pytorch-neuron "Permalink to this headline") PyTorch Neuron unlocks high-performance and cost-effective deep learning acceleration on AWS Trainium-based and Inferentia-based Amazon EC2 i...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded8...	2023-09-29T20:52:42.598Z
Inference with torch-neuronx (Inf2 & Trn1/Trn1n) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/inference-torch-neuronx.html	# Inference with torch-neuronx (Inf2 & Trn1/Trn1n) — AWS Neuron Documentation next Tutorials for Inference (`torch-neuronx`)	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Inference with torch-neuronx (Inf2 & Trn1/Trn1n) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/sty...	2023-09-29T20:52:43.908Z
Tutorials for Inference (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html	# Tutorials for Inference (torch-neuronx) — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Tutorials for Inference (`torch-neuronx`)[#](#tutorials-for-inference-torch-neuronx "Permalink to this headline") - HuggingFace pretrained BERT tutorial [\[html\]](../../../../../src/exa...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Tutorials for Inference (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../../_static/styles/...	2023-09-29T20:52:44.313Z
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html	# Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 — AWS Neuron Documentation ## Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2[#](#Compiling-and-Deploying-HuggingFace-Pretrained-BERT-on-Trn1-or-Inf2 "Permalink to this headline") ## Introduction[#](#Introduction "Permalink to t...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href=".....	2023-09-29T20:52:45.379Z
BERT TorchServe Tutorial — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html	# BERT TorchServe Tutorial — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## BERT TorchServe Tutorial[#](#bert-torchserve-tutorial "Permalink to this headline") Table of Contents - [Overview](#overview) - [Run the tutorial](#run-the-tutorial) - [Setup TorchServe]...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>BERT TorchServe Tutorial — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../../_static/styles/theme.css?diges...	2023-09-29T20:52:45.958Z
LibTorch C++ Tutorial — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html	# LibTorch C++ Tutorial — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1` ## LibTorch C++ Tutorial[#](#libtorch-c-tutorial "Permalink to this headline") Table of Contents - [Overview](#overview) - [Notes](#notes) - [Run the tutorial](#run-the-tutori...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>LibTorch C++ Tutorial — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999...	2023-09-29T20:52:46.309Z
Compiling and Deploying ResNet50 on Trn1 or Inf2 — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html	# Compiling and Deploying ResNet50 on Trn1 or Inf2 — AWS Neuron Documentation ## Compiling and Deploying ResNet50 on Trn1 or Inf2[#](#Compiling-and-Deploying-ResNet50-on-Trn1-or-Inf2 "Permalink to this headline") ## Introduction[#](#Introduction "Permalink to this headline") In this tutorial we will compile and depl...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Compiling and Deploying ResNet50 on Trn1 or Inf2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/s...	2023-09-29T20:52:46.919Z
T5 model inference on Trn1 or Inf2 — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html	# T5 model inference on Trn1 or Inf2 — AWS Neuron Documentation ``` import torch import torch_xla.core.xla_model as xm from transformers import T5Tokenizer, T5ForConditionalGeneration from transformers.modeling_outputs import BaseModelOutput, Seq2SeqLMOutput from transformers.models.t5.modeling_t5 import T5Stack, T5L...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>T5 model inference on Trn1 or Inf2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.cs...	2023-09-29T20:52:48.130Z
API Reference Guide (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html	# API Reference Guide (torch-neuronx) — AWS Neuron Documentation previous Additional Examples (`torch-neuronx`)	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>API Reference Guide (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../../_static/styles/them...	2023-09-29T20:52:48.610Z
Additional Examples (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html	# Additional Examples (torch-neuronx) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html&body=Your...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Additional Examples (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?...	2023-09-29T20:52:48.890Z
PyTorch Neuron (torch-neuronx) Tracing API for Inference — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html	# PyTorch Neuron (torch-neuronx) Tracing API for Inference — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## PyTorch Neuron (`torch-neuronx`) Tracing API for Inference[#](#pytorch-neuron-torch-neuronx-tracing-api-for-inference "Permalink to this headline") torch\_neuronx.trace(_f...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) Tracing API for Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../....	2023-09-29T20:52:49.470Z
PyTorch Neuron (torch-neuronx) NeuronCore Placement APIs [Experimental] — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html	# PyTorch Neuron (torch-neuronx) NeuronCore Placement APIs \[Experimental\] — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## PyTorch Neuron (`torch-neuronx`) NeuronCore Placement APIs \[Experimental\][#](#pytorch-neuron-torch-neuronx-neuronco...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) NeuronCore Placement APIs [Experimental] — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href...	2023-09-29T20:52:50.140Z
PyTorch Neuron (torch-neuronx) Analyze API for Inference — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html	# PyTorch Neuron (torch-neuronx) Analyze API for Inference — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## PyTorch Neuron (`torch-neuronx`) Analyze API for Inference[#](#pytorch-neuron-torch-neuronx-analyze-api-for-inference "Permalink to this h...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) Analyze API for Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../....	2023-09-29T20:52:50.328Z
PyTorch Neuron (torch-neuronx) DataParallel API — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html	# PyTorch Neuron (torch-neuronx) DataParallel API — AWS Neuron Documentation ## Contents - [Examples](#examples) - [Default usage](#default-usage) - [Specifying NeuronCores](#specifying-neuroncores) - [DataParallel with dim != 0](#dataparallel-with-dim-0) - [Dynamic batching](#dynamic-batchi...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) DataParallel API — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../../_static...	2023-09-29T20:52:50.813Z
Developer Guide (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/programming-guide/inference/index.html	# Developer Guide (torch-neuronx) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuronx/programming-guide/inference/index.html&body=Your%20issue%20con...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Developer Guide (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../../_static/styles/theme.cs...	2023-09-29T20:52:51.615Z
NeuronCore Allocation and Model Placement for Inference (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html	# NeuronCore Allocation and Model Placement for Inference (torch-neuronx) — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## [NeuronCore Allocation and Model Placement for Inference (](#id1)[torch-neuronx](../../../inference-torch-neuronx.html#inference-torch-neuronx))[#](#neuronco...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronCore Allocation and Model Placement for Inference (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href...	2023-09-29T20:52:51.958Z
Comparison of Traced Inference versus XLA Lazy Tensor Inference (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html	# Comparison of Traced Inference versus XLA Lazy Tensor Inference (torch-neuronx) — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Comparison of Traced Inference versus XLA [Lazy Tensor](#xla-lazytensor) Inference (`torch-neuronx`)[#](#comparison-of-traced-inference-versus-xla-la...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Comparison of Traced Inference versus XLA Lazy Tensor Inference (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <l...	2023-09-29T20:52:52.279Z
Data Parallel Inference on torch_neuronx — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html	# Data Parallel Inference on torch\_neuronx — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Data Parallel Inference on torch\_neuronx[#](#data-parallel-inference-on-torch-neuronx "Permalink to this headline") Table of Contents - [Introduction](#introduction) - [Data p...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Data Parallel Inference on torch_neuronx — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme...	2023-09-29T20:52:53.050Z
Misc (torch-neuronx) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html	# Misc (torch-neuronx) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuronx/misc-inference-torch-neuronx.html&body=Your%20issue%20content%20here.) - ...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Misc (torch-neuronx) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e...	2023-09-29T20:52:54.036Z
PyTorch Neuron (torch-neuronx) release notes — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/torch/torch-neuronx/index.html	# PyTorch Neuron (torch-neuronx) release notes — AWS Neuron Documentation ## PyTorch Neuron (`torch-neuronx`) release notes[#](#pytorch-neuron-torch-neuronx-release-notes "Permalink to this headline") Table of Contents - [Release \[1.13.1.1.11.0\]](#release-1-13-1-1-11-0) - [Release \[1.13.1.1.10.1\]](#rele...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) release notes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/t...	2023-09-29T20:52:54.555Z
Inference with torch-neuron (Inf1) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/inference-torch-neuron.html	# Inference with torch-neuron (Inf1) — AWS Neuron Documentation Computer Vision Tutorials - ResNet-50 tutorial [\[html\]](../../src/examples/pytorch/resnet50.html) [\[notebook\]](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/resnet50.ipynb) - PyTorch YOLOv4 tutorial [\[html\]...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Inference with torch-neuron (Inf1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?dige...	2023-09-29T20:52:54.951Z
Tutorials for Inference with torch-neuron (Inf1) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html	# Tutorials for Inference with torch-neuron (Inf1) — AWS Neuron Documentation Computer Vision Tutorials - ResNet-50 tutorial [\[html\]](../../../../src/examples/pytorch/resnet50.html) [\[notebook\]](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/resnet50.ipynb) - PyTorch YOLOv...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Tutorials for Inference with torch-neuron (Inf1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/s...	2023-09-29T20:52:55.431Z
Natural Language Processing (NLP) Tutorials (torch-neuron) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html	# Natural Language Processing (NLP) Tutorials (torch-neuron) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Natural Language Processing (NLP) Tutorials (torch-neuron) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../.....	2023-09-29T20:52:55.871Z
Computer Vision Tutorials (torch-neuron) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html	# Computer Vision Tutorials (torch-neuron) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html&b...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Computer Vision Tutorials (torch-neuron) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/th...	2023-09-29T20:52:56.147Z
Utilizing Neuron Capabilities Tutorials — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html	# Utilizing Neuron Capabilities Tutorials — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html&...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Utilizing Neuron Capabilities Tutorials — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/the...	2023-09-29T20:52:56.617Z
Additional Examples (torch-neuron) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html	# Additional Examples (torch-neuron) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html&body=Your%20...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Additional Examples (torch-neuron) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?d...	2023-09-29T20:52:57.071Z
PyTorch-Neuron trace python API — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/api-compilation-python-api.html	# PyTorch-Neuron trace python API — AWS Neuron Documentation Toggle in-page Table of Contents Contents - [Example Usage](#example-usage) - [Function Compilation](#function-compilation) - [Module Compilation](#module-compilation) - [Pre-Trained Model Compilation](#pre-trained-model-compilation) ...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch-Neuron trace python API — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?dige...	2023-09-29T20:52:57.315Z
API Reference Guide (torch-neuron) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html	# API Reference Guide (torch-neuron) — AWS Neuron Documentation previous Additional Examples (`torch-neuron`)	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>API Reference Guide (torch-neuron) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?d...	2023-09-29T20:52:57.710Z
torch.neuron.DataParallel API — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html	# torch.neuron.DataParallel API — AWS Neuron Documentation ## Contents - [Examples](#examples) - [Default usage](#default-usage) - [Specifying NeuronCores](#specifying-neuroncores) - [DataParallel with dim != 0](#dataparallel-with-dim-0) - [Dynamic batching](#dynamic-batching) - [Dynam...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>torch.neuron.DataParallel API — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest...	2023-09-29T20:52:58.166Z
PyTorch Neuron (torch-neuron) Core Placement API [Experimental] — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/api-core-placement.html	# PyTorch Neuron (torch-neuron) Core Placement API \[Experimental\] — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1` ## PyTorch Neuron (`torch-neuron`) Core Placement API \[Experimental\][#](#module-placement "Permalink to this headline") Warning The following fun...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuron) Core Placement API [Experimental] — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../...	2023-09-29T20:52:58.367Z
Developer Guide (torch-neuron) — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/developer-guide-torch-neuron.html	# Developer Guide (torch-neuron) — AWS Neuron Documentation previous PyTorch Neuron (`torch-neuron`) Core Placement API \[Experimental\]	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Developer Guide (torch-neuron) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?diges...	2023-09-29T20:52:58.963Z
Data Parallel Inference on Torch Neuron — AWS Neuron Documentation	https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html	# Data Parallel Inference on Torch Neuron — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Data Parallel Inference on Torch Neuron[#](#data-parallel-inference-on-torch-neuron "Permalink to this headline") Table of Contents - [Introduction](#introduction) - [Data parallel inference](#da...	<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Data Parallel Inference on Torch Neuron — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme....	2023-09-29T20:52:59.172Z