title stringlengths 0 125 | url stringlengths 67 206 | markdown stringlengths 55 86.1k | html stringlengths 198 350k | crawlDate stringlengths 24 24 |
|---|---|---|---|---|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/data-types.rst.txt | ```
.. _neuron-data-types:
Data Types
==========
.. contents:: Table of contents
:local:
:depth: 2
Introduction
------------
:ref:`Inferentia <neurondevice_inferentia>` and :ref:`Trainium <neurondevice_trainium>` NeuronDevices include different NeuronCore versions, which support different data-types. This sec... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-data-types:
Data Types
==========
.. contents:: Table of contents
:local:
:depth: 2
Introduction
------------
:ref:`Inferentia <neurondevice_inferentia>` and :ref... | 2023-09-29T20:55:15.530Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/byoc-hosting-devflow.rst.txt | ```
.. _byoc-hosting-devflow:
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
====================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/byoc-then-hosting-dev-flow.png
:width: 850
:al... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _byoc-hosting-devflow:
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
====================================================
.. contents:: Table of Contents
:local:
:d... | 2023-09-29T20:55:15.649Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/parallelcluster/parallelcluster-training.rst.txt | ```
.. _parallelcluster-training:
Train your model on ParallelCluster
===================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
------------
This document explains how to use AWS ParallelCluster to build HPC compute environment
that uses Trn1 compute nodes to run your ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _parallelcluster-training:
Train your model on ParallelCluster
===================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
------------
Th... | 2023-09-29T20:55:15.714Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/index.rst.txt | ```
.. _neuron-architecture-index:
Neuron Architecture
===================
The Neuron Architecture provides insights into Neuron enabled instances system, software and chip capabilities. The EC2 Trn and Inf instance architecture provides an overview of the EC2 instances powered by the Inferentia and Trainium chips (N... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-architecture-index:
Neuron Architecture
===================
The Neuron Architecture provides insights into Neuron enabled instances system, software and chip capabilities. The ... | 2023-09-29T20:55:15.754Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/inf2-arch.rst.txt | ```
.. _aws-inf2-arch:
AWS Inf2 Architecture
=====================
In this page, we provide an architectural overview of the AWS Inf2
instances, and the corresponding Inferentia2 NeuronDevices that power
them (Inferentia2 devices from here on).
Inf2 Architecture
-----------------
The EC2 Inf2 instance is powered by... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _aws-inf2-arch:
AWS Inf2 Architecture
=====================
In this page, we provide an architectural overview of the AWS Inf2
instances, and the corresponding Inferentia2 NeuronDevice... | 2023-09-29T20:55:15.773Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/trainium.rst.txt | ```
.. _trainium-arch:
Trainium Architecture
----------------------
At the heart of the Trn1 instance are 16 x Trainium devices (each Trainium include 2 x :ref:`NeuronCore-v2 <neuroncores-v2-arch>`). Trainium is the second
generation purpose-built Machine Learning accelerator from AWS. The
Trainium device architectu... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _trainium-arch:
Trainium Architecture
----------------------
At the heart of the Trn1 instance are 16 x Trainium devices (each Trainium include 2 x :ref:`NeuronCore-v2 <neuroncores... | 2023-09-29T20:55:15.938Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/inferentia.rst.txt | ```
.. _inferentia-arch:
Inferentia Architecture
-----------------------
At the heart of the Inf1 instance are 16 x Inferentia devices (each Inferentia include 4 x :ref:`NeuronCore-v1 <neuroncores-v1-arch>`), as depicted
below:
.. image:: /images/inferentia-neurondevice.png
Each Inferentia device consists of:
- ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inferentia-arch:
Inferentia Architecture
-----------------------
At the heart of the Inf1 instance are 16 x Inferentia devices (each Inferentia include 4 x :ref:`NeuronCore-v1 <ne... | 2023-09-29T20:55:15.954Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/index.rst.txt | ```
.. _neuron-features-index:
Neuron Features
===============
Neuron features provide insights into Neuron capabilities that enable high-performance and improve usability of developing and deploying deep learning acceleration on top of Inferentia and Trainium based instances.
.. grid:: 2
.. card:: Data Types... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-features-index:
Neuron Features
===============
Neuron features provide insights into Neuron capabilities that enable high-performance and improve usability of developing and de... | 2023-09-29T20:55:15.978Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/trn1-arch.rst.txt | ```
.. _aws-trn1-arch:
AWS Trn1/Trn1n Architecture
===========================
In this page, we provide an architectural overview of the AWS Trn1/Trn1n
instances, and the corresponding :ref:`Trainium <trainium-arch>` NeuronDevices that power them
(Trainium devices from here on).
.. contents:: Table of contents
:... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _aws-trn1-arch:
AWS Trn1/Trn1n Architecture
===========================
In this page, we provide an architectural overview of the AWS Trn1/Trn1n
instances, and the corresponding :ref:`... | 2023-09-29T20:55:16.016Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/model-architecture-fit.rst.txt | ```
.. _model_architecture_fit:
Model Architecture Fit Guidelines
=================================
.. contents:: Table of contents
:local:
:depth: 2
Introduction
$$$$$$$$$$$$
AWS Neuron SDK enables you to train and deploy a wide range of deep learning models on :ref:`EC2 Inf1 <aws-inf1-arch>`, :ref:`EC2 inf2... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _model_architecture_fit:
Model Architecture Fit Guidelines
=================================
.. contents:: Table of contents
:local:
:depth: 2
Introduction
$$$$$$$$$$$$
AWS Neu... | 2023-09-29T20:55:16.138Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/neuroncore-pipeline.rst.txt | ```
.. _neuroncore-pipeline:
NeuronCore Pipeline
===================
The Neuron software feature referred to as a NeuronCore Pipeline refers
to the process of sharding a compute-graph across multiple NeuronCores,
caching the model parameters in each core’s on-chip memory (cache), and
then streaming inference requests... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuroncore-pipeline:
NeuronCore Pipeline
===================
The Neuron software feature referred to as a NeuronCore Pipeline refers
to the process of sharding a compute-graph across ... | 2023-09-29T20:55:16.194Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/neuroncore-batching.rst.txt | ```
.. _neuron-batching:
Neuron Batching
===============
Batching refers to the process of grouping multiple samples together,
and processing them as a group (i.e. passing them together through the
neural network). Batching is typically used as an optimization for
improving throughput at the expense of higher latency... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-batching:
Neuron Batching
===============
Batching refers to the process of grouping multiple samples together,
and processing them as a group (i.e. passing them together throu... | 2023-09-29T20:55:16.242Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/rounding-modes.rst.txt | ```
.. _neuron-rounding-modes:
Neuron Rounding Modes
=====================
.. contents:: Table of contents
:local:
:depth: 1
.. _neuron-rounding-mode-rne:
Round Nearest, ties to Even (RNE)
---------------------------------
When the exact result of a floating point operation cannot be exactly
represented as a fl... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-rounding-modes:
Neuron Rounding Modes
=====================
.. contents:: Table of contents
:local:
:depth: 1
.. _neuron-rounding-mode-rne:
Round Nearest, ties to Even (RN... | 2023-09-29T20:55:16.275Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/inferentia2.rst.txt | ```
.. _inferentia2-arch:
Inferentia2 Architecture
------------------------
At the heart of the Inf2 instance are up to 12 Inferentia2 devices (each Inferentia2 include 2 :ref:`NeuronCore-v2 <neuroncores-v2-arch>`). Inferentia2 is the second
generation purpose built Machine Learning inference accelerator from
AWS. Th... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inferentia2-arch:
Inferentia2 Architecture
------------------------
At the heart of the Inf2 instance are up to 12 Inferentia2 devices (each Inferentia2 include 2 :ref:`NeuronCore-v2 ... | 2023-09-29T20:55:16.310Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/glossary.rst.txt | ```
.. _neuron_hw_glossary:
Neuron Glossary
===============
.. contents:: Table of contents
:local:
:depth: 2
Terms
-----
Neuron Devices (Accelerated Machine Learning chips)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. list-table::
:widths: auto
:header-rows: 1
:align: left
* - ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_hw_glossary:
Neuron Glossary
===============
.. contents:: Table of contents
:local:
:depth: 2
Terms
-----
Neuron Devices (Accelerated Machine Learning chips)
^^^^^^^^... | 2023-09-29T20:55:16.317Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/neuron-runtime/misc-runtime.rst.txt | ```
Misc(Neuron Runtime)
====================
.. toctree::
:maxdepth: 1
Troubleshooting on Inf1 and Trn1 </neuron-runtime/nrt-troubleshoot>
FAQ </neuron-runtime/faq>
/release-notes/runtime/aws-neuronx-runtime-lib/index
/release-notes/runtime/aws-neuronx-dkms/index
/release-notes/runtime/aws-ne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Misc(Neuron Runtime)
====================
.. toctree::
:maxdepth: 1
Troubleshooting on Inf1 and Trn1 </neuron-runtime/nrt-troubleshoot>
FAQ </neuron-runtime/faq>
... | 2023-09-29T20:55:16.392Z | |
PyTorch Neuron Tutorials — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/tutorials/index.html#pytorch-nlp | # PyTorch Neuron Tutorials — AWS Neuron Documentation
Toggle in-page Table of Contents
Contents
- [Before running a tutorial](#before-running-a-tutorial)
- [Computer Vision](#computer-vision)
- [Natural Language Processing](#natural-language-processing)
- [Utilizing Neuron Capabilities](#utilizing-neuron-cap... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>PyTorch Neuron Tutorials — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1... | 2023-09-29T20:55:16.507Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/custom-c++-operators.rst.txt | ```
.. _feature-custom-c++-operators:
Neuron Custom C++ Operators
===========================
.. include:: /neuron-customops/customops-intro.txt
For more details see :ref:`neuron_c++customops`
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _feature-custom-c++-operators:
Neuron Custom C++ Operators
===========================
.. include:: /neuron-customops/customops-intro.txt
For more details see :ref:`neuron_c++customo... | 2023-09-29T20:55:16.598Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/control-flow.rst.txt | ```
.. _feature-control-flow:
Neuron Control Flow
===================
.. note::
This feature is supported in :ref:`neuroncores-v2-arch`, the NeuronCore that exists in :ref:`Trainium <trainium-arch>`, however it is still not implemented by the Neuron Compiler.
Stay tuned and follow the :ref:`Neuron Roadmap <... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _feature-control-flow:
Neuron Control Flow
===================
.. note::
This feature is supported in :ref:`neuroncores-v2-arch`, the NeuronCore that exists in :ref:`Trainium <... | 2023-09-29T20:55:16.665Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-features/dynamic-shapes.rst.txt | ```
.. _dynamic-shapes:
Neuron Dynamic Shapes
=====================
.. note::
This feature is supported in :ref:`neuroncores-v2-arch`, the NeuronCore that exists in :ref:`Trainium <trainium-arch>`, however it is still not implemented by the Neuron Compiler.
Stay tuned and follow the :ref:`Neuron Roadmap <ne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _dynamic-shapes:
Neuron Dynamic Shapes
=====================
.. note::
This feature is supported in :ref:`neuroncores-v2-arch`, the NeuronCore that exists in :ref:`Trainium <tr... | 2023-09-29T20:55:16.674Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/neuron1x/introducing-libnrt.rst.txt | ```
.. _introduce-libnrt:
Introducing Neuron Runtime 2.x (libnrt.so)
==========================================
.. contents:: Table of contents
:local:
:depth: 2
What are we changing?
---------------------
Starting with *Neuron 1.16.0* release, *Neuron Runtime 1.x* (``neuron-rtd``) is entering maintenance ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _introduce-libnrt:
Introducing Neuron Runtime 2.x (libnrt.so)
==========================================
.. contents:: Table of contents
:local:
:depth: 2
What are we changin... | 2023-09-29T20:55:17.451Z | |
Install TensorFlow Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-install.html#install-neuron-tensorflow | # Install TensorFlow Neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Install TensorFlow Neuron[#](#install-tensorflow-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Install TensorFlow Neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=... | 2023-09-29T20:55:18.743Z |
Update to latest TensorFlow Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-update.html#update-neuron-tensorflow | # Update to latest TensorFlow Neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Update to latest TensorFlow Neuron[#](#update-to-latest-tensorflow-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubunt... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Update to latest TensorFlow Neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.cs... | 2023-09-29T20:55:18.913Z |
Release Content — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/releasecontent.html#neuron-release-content | # Release Content — AWS Neuron Documentation
## Release Content[#](#release-content "Permalink to this headline")
Table of contents
- [Neuron 2.9.1 (04/19/2023)](#neuron-2-9-1-04-19-2023)
- [Trn1 packages](#trn1-packages)
- [Inf2 packages](#inf2-packages)
- [Inf1 packages](... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Release Content — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../_static/styles/theme.css?digest=1999514e3f237ded88c... | 2023-09-29T20:55:19.237Z |
Install PyTorch Neuron (torch-neuron) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/setup/pytorch-install.html#install-neuron-pytorch | # Install PyTorch Neuron (torch-neuron) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Install PyTorch Neuron (`torch-neuron`)[#](#install-pytorch-neuron-torch-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron components on Linux host runn... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Install PyTorch Neuron (torch-neuron) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme... | 2023-09-29T20:55:19.391Z |
Update to latest PyTorch Neuron (torch-neuron) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuron/setup/pytorch-update.html#update-neuron-pytorch | # Update to latest PyTorch Neuron (torch-neuron) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Update to latest PyTorch Neuron (`torch-neuron`)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron co... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Update to latest PyTorch Neuron (torch-neuron) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/sty... | 2023-09-29T20:55:19.560Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/index.rst.txt | ```
.. _neuron-appnotes-index:
.. _neuron-appnotes:
Neuron Application Notes
========================
.. dropdown:: Neuron 2.x
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. toctree::
:maxdepth: 1
... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-appnotes-index:
.. _neuron-appnotes:
Neuron Application Notes
========================
.. dropdown:: Neuron 2.x
:class-title: sphinx-design-class-title-med
... | 2023-09-29T20:55:19.586Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/perf/neuron-cc/performance-tuning.rst.txt | ```
.. _appnote-performance-tuning:
Performance Tuning
==================
.. important ::
NeuronCore Groups (NCG) is deprecated, please see :ref:`eol-ncg` and :ref:`neuron-migrating-apps-neuron-to-libnrt` for more details.
This guide is intended to provide the reader with an in-depth
understanding on how to optimi... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _appnote-performance-tuning:
Performance Tuning
==================
.. important ::
NeuronCore Groups (NCG) is deprecated, please see :ref:`eol-ncg` and :ref:`neuron-migrating-apps-ne... | 2023-09-29T20:55:19.596Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/neuron2-intro.rst.txt | ```
.. post:: Oct 10, 2022 04:00
:language: en
:tags: neuron2.x
.. _neuron2-intro:
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
===================================================================================
:ref:`Neuron release 2.3 <neuron2x-trn1ga>` is the first r... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Oct 10, 2022 04:00
:language: en
:tags: neuron2.x
.. _neuron2-intro:
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
================... | 2023-09-29T20:55:19.605Z | |
Install MXNet Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet | # Install MXNet Neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Install MXNet Neuron[#](#install-mxnet-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- For an exa... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Install MXNet Neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e... | 2023-09-29T20:55:19.700Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/torch-neuron/rcnn-app-note.rst.txt | ```
.. _torch-neuron-r-cnn-app-note:
Running R-CNNs on Inf1
======================
This application note demonstrates how to compile and run
`Detectron2 <https://github.com/facebookresearch/detectron2>`__-based
R-CNNs on Inf1. It also provides guidance on how to use profiling to
improve the performance of R-CNN model... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-neuron-r-cnn-app-note:
Running R-CNNs on Inf1
======================
This application note demonstrates how to compile and run
`Detectron2 <https://github.com/facebookresearc... | 2023-09-29T20:55:19.973Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/faq.rst.txt | ```
.. _neuron_faq:
Neuron FAQ
==========
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.x FAQ
--------------
* :ref:`neuron2-intro-faq`
Training Only FAQ
-----------------
* :ref:`neuron-training-faq`
Inference Only FAQ
------------------
* :ref:`neuron-f1-faq`
* :ref:`trouble-shooting-inf1-... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_faq:
Neuron FAQ
==========
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.x FAQ
--------------
* :ref:`neuron2-intro-faq`
Training Only FAQ
---------------... | 2023-09-29T20:55:19.997Z | |
Neuron 2.x Introduction at Trn1 GA - FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/neuron2-intro-faq.html#neuron2-intro-faq | _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
# Neuron 2.x Introduction at Trn1 GA - FAQ[#](#neuron-2-x-introduction-at-trn1-ga-faq "Permalink to this headline")
Table of contents
- [What Instances are supported with this release?](#what-instances-are-supported-with-this-release)
- [What ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron 2.x Introduction at Trn1 GA - FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.cs... | 2023-09-29T20:55:20.145Z |
Update to latest MXNet Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/mxnet-neuron/setup/mxnet-update.html#update-neuron-mxnet | # Update to latest MXNet Neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Update to latest MXNet Neuron[#](#update-to-latest-mxnet-neuron "Permalink to this headline")
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Lin... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Update to latest MXNet Neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest... | 2023-09-29T20:55:20.461Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/troubleshooting.rst.txt | ```
.. _general-troubleshooting:
Troubleshooting Guide
=====================
.. contents:: Table of contents
:local:
:depth: 1
Training Only Troubleshooting
-----------------------------
* :ref:`PyTorch Neuron for Training <pytorch-neuron-traning-troubleshooting>`
Inference Only Troubleshooting
-----------... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _general-troubleshooting:
Troubleshooting Guide
=====================
.. contents:: Table of contents
:local:
:depth: 1
Training Only Troubleshooting
--------------------------... | 2023-09-29T20:55:20.641Z | |
Training with Neuron - FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/training/neuron-training.html#neuron-training-faq | # Training with Neuron - FAQ — AWS Neuron Documentation
## Contents
- [Compute](#compute)
- [How do I get started with training my model on Trn1?](#how-do-i-get-started-with-training-my-model-on-trn1)
- [How do I setup EFA for multi-node training?](#how-do-i-setup-efa-for-multi-node-training)
- [H... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Training with Neuron - FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=19... | 2023-09-29T20:55:20.726Z |
Troubleshooting for Inf1 - FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/inference/trouble-shooting-faq.html#trouble-shooting-inf1-faq | # Troubleshooting for Inf1 - FAQ — AWS Neuron Documentation
Table of contents
- [Performance is not what I expect it to be, what’s the next step?](#performance-is-not-what-i-expect-it-to-be-what-s-the-next-step)
- [Do I need to worry about size of model and size of inferentia memory? what problems can I expe... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Troubleshooting for Inf1 - FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?diges... | 2023-09-29T20:55:20.947Z |
TensorFlow 1.x FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/tensorflow/tensorflow-neuron/tf1_faq.html#tf1-faq | # TensorFlow 1.x FAQ — AWS Neuron Documentation
Table of contents
- [How do I get started with TensorFlow?](#how-do-i-get-started-with-tensorflow)
- [What TensorFlow versions are supported by Neuron?](#what-tensorflow-versions-are-supported-by-neuron)
- [What operators are supported?](#what-operators-... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TensorFlow 1.x FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f... | 2023-09-29T20:55:21.022Z |
TensorFlow 2.x FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/tensorflow/tensorflow-neuron/tf2_faq.html#tf2-faq | # TensorFlow 2.x FAQ — AWS Neuron Documentation
## Contents
- [How do I get started with TensorFlow?](#how-do-i-get-started-with-tensorflow)
- [What TensorFlow versions are supported by Neuron?](#what-tensorflow-versions-are-supported-by-neuron)
- [What operators are supported?](#what-operators-are-supported)
-... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TensorFlow 2.x FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f... | 2023-09-29T20:55:21.239Z |
Inference with Neuron - FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/inference/neuron-faq.html#neuron-f1-faq | # Inference with Neuron - FAQ — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Inference with Neuron - FAQ[#](#inference-with-neuron-faq "Permalink to this headline")
Table of contents
- [What ML model types and operators are supported by AWS Neuron?](#what-ml-model-types-and-operators-are-su... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Inference with Neuron - FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1... | 2023-09-29T20:55:21.323Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/security.rst.txt | ```
.. _security:
Security Disclosures
=====================
If you think you’ve found a potential security issue, please do not post it in the Issues. Instead, please follow the instructions here
(https://aws.amazon.com/security/vulnerability-reporting/) or email AWS
security directly (`mailto:aws-security@amazon.co... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _security:
Security Disclosures
=====================
If you think you’ve found a potential security issue, please do not post it in the Issues. Instead, please follow the instructions... | 2023-09-29T20:55:21.403Z | |
ONNX FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/onnx-faq.html#onnx-faq | # ONNX FAQ — AWS Neuron Documentation
Table of contents
- [Can I use ONNX models with Neuron ? If not, what should I do?](#can-i-use-onnx-models-with-neuron-if-not-what-should-i-do)
## [Can I use ONNX models with Neuron ? If not, what should I do?](#id2)[#](#can-i-use-onnx-models-with-neuron-if-not-what-shoul... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>ONNX FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" r... | 2023-09-29T20:55:21.458Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/roadmap-readme.rst.txt | ```
.. _neuron_roadmap:
Roadmap
=======
The AWS Neuron feature roadmap provides visibility onto what we are
working on in terms of functional and performance in the near future. We
hope this will help you better plan how to use Neuron with your
products. We’d love to get our customers feedback as well, to help us
en... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_roadmap:
Roadmap
=======
The AWS Neuron feature roadmap provides visibility onto what we are
working on in terms of functional and performance in the near future. We
hope this... | 2023-09-29T20:55:21.609Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/sdk-policy.rst.txt | ```
.. _sdk-maintenance-policy:
.. _neuron-maintenance-policy:
SDK Maintenance Policy
======================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This document outlines the maintenance policy for AWS Neuron Software Development Kit (SDK) and its underlying dependencies. AWS regu... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _sdk-maintenance-policy:
.. _neuron-maintenance-policy:
SDK Maintenance Policy
======================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This d... | 2023-09-29T20:55:21.620Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/release.rst.txt | ```
.. _latest-release:
Release Details
===============
Latest Release
---------------
* :ref:`What's New <latest-neuron-release>`
* :ref:`Release Artifacts <latest-neuron-release-artifacts>`
Previous Releases
-----------------
* :ref:`prev-rn`
* :ref:`pre-release-content`
* :ref:`prev-n1-rn`
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _latest-release:
Release Details
===============
Latest Release
---------------
* :ref:`What's New <latest-neuron-release>`
* :ref:`Release Artifacts <latest-neuron-release-a... | 2023-09-29T20:55:21.640Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/contact.rst.txt | ```
.. _contact-us:
Contact Us
==========
For support please checkout the `Github issues <https://github.com/aws/aws-neuron-sdk/issues>`__ or `Neuron AWS forums <https://forums.aws.amazon.com/forum.jspa?forumID=355>`__ for an answer, if none of those resources have an answer to your
question please open a ticket.
... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _contact-us:
Contact Us
==========
For support please checkout the `Github issues <https://github.com/aws/aws-neuron-sdk/issues>`__ or `Neuron AWS forums <https://forums.aws... | 2023-09-29T20:55:21.647Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.rst.txt | ```
.. _neuron_llm_inference:
Generative LLM inference with Neuron
====================================
.. contents:: Table of contents
:local:
:depth: 2
Background
----------
Large Language Models (LLMs) generate human-like text through a
process known as generative inference. Fundamentally, generative LLM
... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_llm_inference:
Generative LLM inference with Neuron
====================================
.. contents:: Table of contents
:local:
:depth: 2
Background
----------
Large ... | 2023-09-29T20:55:21.713Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/perf/neuron-cc/parallel-ncgs.rst.txt | ```
.. _parallel-exec-ncgs:
Parallel Execution using NEURON_RT_NUM_CORES
===============================================
.. important ::
``NEURONCORE_GROUP_SIZES`` will no longer be supported starting Neuron 1.19.0 release if your application is using ``NEURONCORE_GROUP_SIZES`` please
see :ref:`neuron-migrating-a... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _parallel-exec-ncgs:
Parallel Execution using NEURON_RT_NUM_CORES
===============================================
.. important ::
``NEURONCORE_GROUP_SIZES`` will no longer be support... | 2023-09-29T20:55:21.730Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/benchmarks/inf2/inf2-performance.rst.txt | ```
.. _inf2-performance:
Inf2 Performance
================
.. contents:: Table of contents
:local:
:depth: 1
*Last update: September 15th, 2023*
.. _inf2_inference_perf:
Language Models Inference Performance
---------------------
.. tab-set::
.. tab-item:: Throughput optimized
.. df-table::
... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inf2-performance:
Inf2 Performance
================
.. contents:: Table of contents
:local:
:depth: 1
*Last update: September 15th, 2023*
.. _inf2_inference_perf:
Language Mo... | 2023-09-29T20:55:21.744Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-eos-pytorch-1-9.rst.txt | ```
.. post:: August 28, 2023
:language: en
:tags: announce-eol, torch-neuron
.. _announce-eol-pytorch19:
Announcing end of support for ``torch-neuron`` version 1.9
-------------------------------------------
:ref:`Neuron release 2.13 <neuron-2.13.0-whatsnew>` will be the last release that will include sup... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: August 28, 2023
:language: en
:tags: announce-eol, torch-neuron
.. _announce-eol-pytorch19:
Announcing end of support for ``torch-neuron`` version 1.9
----------------... | 2023-09-29T20:55:21.813Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/benchmarks/inf1/index.rst.txt | ```
.. _appnote-performance-benchmark:
Inf1 Inference Performance
===========================
.. contents:: Table of contents
:local:
The following tables contain the reference inference performance for models in the tutorials. Follow the links on each row to replicate similar results in your own environment. Ref... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _appnote-performance-benchmark:
Inf1 Inference Performance
===========================
.. contents:: Table of contents
:local:
The following tables contain the reference inference ... | 2023-09-29T20:55:21.972Z | |
Contributing Guidelines FAQs — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/contributing-faq.html#contribute-faq | # Contributing Guidelines FAQs — AWS Neuron Documentation
## Contents
- [How to reporting Bugs/Feature Requests](#how-to-reporting-bugs-feature-requests)
- [Contributing via Pull Requests](#contributing-via-pull-requests)
- [How to find contributions to work on](#how-to-find-contributions-to-work-on)
- [What ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Contributing Guidelines FAQs — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=199... | 2023-09-29T20:55:22.114Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/benchmarks/trn1/trn1-performance.rst.txt | ```
.. _trn1-performance:
Trn1/Trn1n Performance
=======================
.. contents:: Table of contents
:local:
*Last update: September 15th, 2023*
.. _NLP:
Training Performance (Trn1 / Trn1n)
-----------------------------------
.. csv-table::
:file: trn1_trn1n_nlp_data.csv
:header-rows: 1
.. note::... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _trn1-performance:
Trn1/Trn1n Performance
=======================
.. contents:: Table of contents
:local:
*Last update: September 15th, 2023*
.. _NLP:
Training Performance (Tr... | 2023-09-29T20:55:22.208Z | |
Neuron Setup Troubleshooting — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/setup-troubleshooting.html#neuron-setup-troubleshooting | # Neuron Setup Troubleshooting — AWS Neuron Documentation
Table of contents
- [How to update Neuron repository GNU Privacy Guard (GPG) key for Ubuntu installation](#how-to-update-neuron-repository-gnu-privacy-guard-gpg-key-for-ubuntu-installation)
- [Description](#description)
- [Solution]... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron Setup Troubleshooting — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=199... | 2023-09-29T20:55:22.305Z |
Roadmap FAQ — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq/roadmap-faq.html#neuron-roadmap-faq | # Roadmap FAQ — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Roadmap FAQ[#](#roadmap-faq "Permalink to this headline")
Table of contents
- [Why did you build this?](#why-did-you-build-this)
- [What do the roadmap categories mean?](#what-do-the-roadmap-categor... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Roadmap FAQ — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf... | 2023-09-29T20:55:22.371Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/dlami-neuron-2.12.rst.txt | ```
.. post:: July 26, 2023 11:00
:language: en
:tags: dlami, pytorch, trn1, inf2, inf1
.. _announce-dlami-neuron-2.12:
AWS Deep Learning AMIs now available with Neuron 2.12 version
-------------------------------------------------------------
We are happy to announce that the following Deep Learning AMIs ar... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: July 26, 2023 11:00
:language: en
:tags: dlami, pytorch, trn1, inf2, inf1
.. _announce-dlami-neuron-2.12:
AWS Deep Learning AMIs now available with Neuron 2.12 version
-... | 2023-09-29T20:55:22.398Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announce-eol-tf-before-2-7.rst.txt | ```
.. post:: May 01, 2023 01:00
:language: en
:tags: announce-eol tensorflow-neuron
.. _announce-eol-tf-before-2-7:
Announcing end of support for ``tensorflow-neuron`` versions 2.7
----------------------------------------------------------------
:ref:`Neuron release 2.10 <neuron-2.10.0-whatsnew>` will be th... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: May 01, 2023 01:00
:language: en
:tags: announce-eol tensorflow-neuron
.. _announce-eol-tf-before-2-7:
Announcing end of support for ``tensorflow-neuron`` versions 2.7
-... | 2023-09-29T20:55:22.404Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-eol-python-3-7.rst.txt | ```
.. post:: Jul 26, 2023 10:00
:language: en
:tags: announce-eol, python37
.. _announce-eol-python37:
Announcing end of support for ``Python 3.7``
-------------------------------------------
:ref:`Neuron release 2.12 <neuron-2.12.0-whatsnew>` will be the last release that will include support for ``Python... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Jul 26, 2023 10:00
:language: en
:tags: announce-eol, python37
.. _announce-eol-python37:
Announcing end of support for ``Python 3.7``
---------------------------------... | 2023-09-29T20:55:22.418Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-eos-megatronlm-2-13.rst.txt | ```
.. post:: Aug 28, 2023
:language: en
:tags: announce-eos, trn1, trn1n
.. _announce-eol-megatronlm:
AWS Neuron reference for Megatron-LM no longer supported
----------------------------------------------------------
:ref:`Neuron release 2.13 <neuron-2.13.0-whatsnew>` no longer includes support for `AWS Ne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Aug 28, 2023
:language: en
:tags: announce-eos, trn1, trn1n
.. _announce-eol-megatronlm:
AWS Neuron reference for Megatron-LM no longer supported
-----------------------... | 2023-09-29T20:55:22.488Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-eol-megatron-lm.rst.txt | ```
.. post:: Aug 8, 2023
:language: en
:tags: announce-eol, trn1, trn1n
.. _announce-eol-megatronlm:
Announcing end of support for AWS Neuron reference for Megatron-LM
-------------------------------------------------------------------
:ref:`Neuron release 2.12 <neuron-2.12.0-whatsnew>` will be the last re... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Aug 8, 2023
:language: en
:tags: announce-eol, trn1, trn1n
.. _announce-eol-megatronlm:
Announcing end of support for AWS Neuron reference for Megatron-LM
-------------... | 2023-09-29T20:55:22.572Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-deprecation-transformer-flag.rst.txt | ```
.. post:: September 15, 2023
:language: en
:tags: announce-deprecation, transformer-flag
.. _announce-deprecation-transformer-flag:
Announcing deprecation for ``--model-type=transformer-inference`` compiler flag
-------------------------------------------
Starting with :ref:`Neuron release 2.14 <neuron-... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: September 15, 2023
:language: en
:tags: announce-deprecation, transformer-flag
.. _announce-deprecation-transformer-flag:
Announcing deprecation for ``--model-type=tran... | 2023-09-29T20:55:22.684Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announce-eol-mx-before-1-5.rst.txt | ```
.. post:: May 01, 2023 01:00
:language: en
:tags: announce-eol mxnet-neuron
.. _announce-eol-mxnet-before-1-5:
Announcing end of support for ``mxnet-neuron`` versions 1.5
-----------------------------------------------------------
:ref:`Neuron release 2.10 <neuron-2.10.0-whatsnew>` will be the last relea... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: May 01, 2023 01:00
:language: en
:tags: announce-eol mxnet-neuron
.. _announce-eol-mxnet-before-1-5:
Announcing end of support for ``mxnet-neuron`` versions 1.5
--------... | 2023-09-29T20:55:22.804Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/announce-eol-ubuntu-18.rst.txt | ```
.. post:: Jul 13, 2023 11:00
:language: en
:tags: announce-eol, ubuntu18
.. _announce-eol-ubuntu18:
Announcing end of support for ``Ubuntu 18``
-------------------------------------------
:ref:`Neuron release 2.12 <neuron-2.12.0-whatsnew>` will be the last release that will include support for ``Ubuntu ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Jul 13, 2023 11:00
:language: en
:tags: announce-eol, ubuntu18
.. _announce-eol-ubuntu18:
Announcing end of support for ``Ubuntu 18``
----------------------------------... | 2023-09-29T20:55:22.838Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announce-eol-tf-before-2-5.rst.txt | ```
.. post:: Nov 22, 2022 01:00
:language: en
:tags: announce-eol tensorflow-neuron
.. _announce-eol-tf-before-2-5:
Announcing end of support for ``tensorflow-neuron`` versions 2.5 and 2.6
------------------------------------------------------------------------
:ref:`Neuron release 2.5 <neuron-2.5.0-whatsne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 22, 2022 01:00
:language: en
:tags: announce-eol tensorflow-neuron
.. _announce-eol-tf-before-2-5:
Announcing end of support for ``tensorflow-neuron`` versions 2.5 a... | 2023-09-29T20:55:22.848Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/prev/rn.rst.txt | ```
.. _prev-rn:
Previous Releases Notes (Neuron 2.x)
====================================
.. contents:: Table of contents
:local:
:depth: 1
.. _neuron-2.13.0-whatsnew:
Neuron 2.13.2 (09/01/2023)
---------------------------
This is a patch release that fixes issues in Kubernetes (K8) deployments related to ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _prev-rn:
Previous Releases Notes (Neuron 2.x)
====================================
.. contents:: Table of contents
:local:
:depth: 1
.. _neuron-2.13.0-whatsnew:
Neuron 2.13.2... | 2023-09-29T20:55:22.867Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announce-eol-pt-before-1-8.rst.txt | ```
.. post:: Nov 22, 2022
:language: en
:tags: announce-eol torch-neuron
.. _announce-eol-pt-before-1-8:
Announcing end of support for ``torch-neuron`` versions 1.7 and 1.8
-------------------------------------------------------------------
:ref:`Neuron release 2.5 <neuron-2.5.0-whatsnew>` will be the last ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 22, 2022
:language: en
:tags: announce-eol torch-neuron
.. _announce-eol-pt-before-1-8:
Announcing end of support for ``torch-neuron`` versions 1.7 and 1.8
---------... | 2023-09-29T20:55:22.987Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/gpg-expiration.rst.txt | ```
.. post:: Nov 10, 2022 00:01
:language: en
:tags: dlami, pytorch
.. _announce-dlami-neuron-pytorch:
Neuron GPG key for Ubuntu installation has expired
--------------------------------------------------
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure tran... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 10, 2022 00:01
:language: en
:tags: dlami, pytorch
.. _announce-dlami-neuron-pytorch:
Neuron GPG key for Ubuntu installation has expired
----------------------------... | 2023-09-29T20:55:23.008Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/eol-pt-15.rst.txt | ```
.. post:: Apr 29, 2022
:language: en
:tags: eol
.. _eol-pt-15:
End of support for torch-neuron version 1.5
-------------------------------------------
Starting with *Neuron 1.19.0* release, *torch-neuron 1.5* will no longer be supported, and
no further releases of *torch-neuron version 1.5* will be is... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Apr 29, 2022
:language: en
:tags: eol
.. _eol-pt-15:
End of support for torch-neuron version 1.5
-------------------------------------------
Starting with *Neuron 1.19... | 2023-09-29T20:55:23.075Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/dlami-neuron-2.10.rst.txt | ```
.. post:: May 02, 2023 11:00
:language: en
:tags: dlami, pytorch, trn1, inf2, inf1
.. _announce-dlc-sm-neuron-2.9.1:
AWS Deep Learning AMIs now available with Neuron 2.10 version
-------------------------------------------------------------
We are happy to announce that the following Deep Learning AMIs a... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: May 02, 2023 11:00
:language: en
:tags: dlami, pytorch, trn1, inf2, inf1
.. _announce-dlc-sm-neuron-2.9.1:
AWS Deep Learning AMIs now available with Neuron 2.10 version
... | 2023-09-29T20:55:23.081Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/neuron250-packages-changes.rst.txt | ```
.. post:: Nov 22, 2022 03:00
:language: en
:tags: neuron2.x
.. _neuron250-packages-changes:
Introducing Neuron packaging and installation changes for Inf1 customers
------------------------------------------------------------------------
Starting with :ref:`Neuron release 2.5 <neuron-2.5.0-whatsnew>`, Ne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 22, 2022 03:00
:language: en
:tags: neuron2.x
.. _neuron250-packages-changes:
Introducing Neuron packaging and installation changes for Inf1 customers
--------------... | 2023-09-29T20:55:23.251Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/sm-training-dlc-2.9.1.rst.txt | ```
.. post:: Apr 26, 2023 11:00
:language: en
:tags: sagemaker, pytorch, trn1, inf2
.. _announce-dlc-sm-neuron-2.9.1:
PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker
--------------------------------------------------------------------------------------
We are happy to... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Apr 26, 2023 11:00
:language: en
:tags: sagemaker, pytorch, trn1, inf2
.. _announce-dlc-sm-neuron-2.9.1:
PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n n... | 2023-09-29T20:55:23.276Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/neuron-rtd-eol.rst.txt | ```
.. post:: Oct 10, 2022 01:00
:language: en
:tags: eol, neuron2.x
.. _announce-neuron-rtd-eol:
Announcing Neuron Runtime 1.x (``neuron-rtd``) end-of-support
-------------------------------------------------------------
Starting with :ref:`Neuron release 2.3 <neuron2x-trn1ga>`, Neuron components like Neuro... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Oct 10, 2022 01:00
:language: en
:tags: eol, neuron2.x
.. _announce-neuron-rtd-eol:
Announcing Neuron Runtime 1.x (``neuron-rtd``) end-of-support
-----------------------... | 2023-09-29T20:55:23.325Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announce-eol-pt-1-5.rst.txt | ```
.. post:: Mar 25, 2022
:language: en
:tags: announce-eol torch-neuron
.. _announce-eol-pt-1-5:
Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release
------------------------------------------------------------------------------------------
Starting with *Neuron 1.19.0... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Mar 25, 2022
:language: en
:tags: announce-eol torch-neuron
.. _announce-eol-pt-1-5:
Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 r... | 2023-09-29T20:55:23.391Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/sm-training-trn1-introduce.rst.txt | ```
.. post:: Nov 03, 2022 00:01
:language: en
:tags: sagemaker, pytorch, trn1
.. _announce-dlami-neuron-pytorch:
Amazon SageMaker now supports Trn1 training jobs
------------------------------------------------
We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 inst... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 03, 2022 00:01
:language: en
:tags: sagemaker, pytorch, trn1
.. _announce-dlami-neuron-pytorch:
Amazon SageMaker now supports Trn1 training jobs
--------------------... | 2023-09-29T20:55:23.410Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/dlami-pytorch-introduce.rst.txt | ```
.. post:: Nov 02, 2022 00:01
:language: en
:tags: dlami, pytorch
.. _announce-dlami-neuron-pytorch:
Introducing AWS Deep Learning AMI Neuron PyTorch
------------------------------------------------
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (``torch-neuronx`... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Nov 02, 2022 00:01
:language: en
:tags: dlami, pytorch
.. _announce-dlami-neuron-pytorch:
Introducing AWS Deep Learning AMI Neuron PyTorch
------------------------------... | 2023-09-29T20:55:23.518Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron2.x/neuron230-packages-changes.rst.txt | ```
.. post:: Oct 10, 2022 03:00
:language: en
:tags: neuron2.x
.. _neuron-packages-changes:
Introducing Packaging and installation changes
----------------------------------------------
Starting with :ref:`Neuron release 2.3 <neuron2x-trn1ga>`, Neuron introduces changes in Neuron packages and installation i... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Oct 10, 2022 03:00
:language: en
:tags: neuron2.x
.. _neuron-packages-changes:
Introducing Packaging and installation changes
-------------------------------------------... | 2023-09-29T20:55:23.578Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/eol-tf-21-24.rst.txt | ```
.. post:: Mar 25, 2022
:language: en
:tags: eol
.. _eol-tf-21-24:
End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4
--------------------------------------------------------------------
Starting with *Neuron 1.18.0* release, *tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4* will no long... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Mar 25, 2022
:language: en
:tags: eol
.. _eol-tf-21-24:
End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4
---------------------------------------------... | 2023-09-29T20:55:23.654Z | |
Megatron-LM GPT Pretraining Tutorial [End of Support] — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/tutorials/training/megatron_lm_gpt.html#megatron-lm-pretraining-tutorial | # Megatron-LM GPT Pretraining Tutorial \[End of Support\] — AWS Neuron Documentation
## Megatron-LM GPT Pretraining Tutorial \[End of Support\][#](#megatron-lm-gpt-pretraining-tutorial-end-of-support "Permalink to this headline")
GPT is a large language model that excels at many natural language processing (NLP) task... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Megatron-LM GPT Pretraining Tutorial [End of Support] — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../../_... | 2023-09-29T20:55:24.038Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/eol-ncgs-env_2.rst.txt | ```
.. post:: Mar 25, 2022
:language: en
:tags: announce-eol
Announcing end of support for ``NEURONCORE_GROUP_SIZES`` starting with Neuron 1.20.0 release
--------------------------------------------------------------------------------------------
Starting with Neuron SDK 1.20.0, ``NEURONCORE_GROUP_SIZES`` en... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Mar 25, 2022
:language: en
:tags: announce-eol
Announcing end of support for ``NEURONCORE_GROUP_SIZES`` starting with Neuron 1.20.0 release
-----------------------------... | 2023-09-29T20:55:24.099Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/announcements/neuron1.x/announcements.rst.txt | ```
.. post:: Feb 17, 2022
:language: en
:tags: announcements
.. _prev-announcements:
Previous Announcements
======================
.. contents:: Table of contents
:local:
:depth: 1
.. _maintenance_tf21_tf24:
02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode
----------... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. post:: Feb 17, 2022
:language: en
:tags: announcements
.. _prev-announcements:
Previous Announcements
======================
.. contents:: Table of contents
:local:
:depth:... | 2023-09-29T20:55:24.181Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.rst.txt | ```
.. _tensorflow-modeslserver-neuronx-rn:
TensorFlow-Model-Server-Neuron (``tensorflow-modeslserver-neuronx``) Release Notes
==================================================================================
.. contents:: Table of contents
:local:
:depth: 1
This document lists the release notes for the
Tenso... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _tensorflow-modeslserver-neuronx-rn:
TensorFlow-Model-Server-Neuron (``tensorflow-modeslserver-neuronx``) Release Notes
=================================================================... | 2023-09-29T20:55:24.264Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/nemo/neuronx-nemo.rst.txt | ```
.. _neuronx-nemo-rn:
AWS Neuron Reference for Nemo Megatron(``neuronx-nemo-megatron``) Release Notes
===============================================================================
.. contents:: Table of contents
:local:
:depth: 1
This document lists the release notes for ``neuronx-nemo-megatron`` librar... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuronx-nemo-rn:
AWS Neuron Reference for Nemo Megatron(``neuronx-nemo-megatron``) Release Notes
===============================================================================
.. c... | 2023-09-29T20:55:24.410Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/documentation/neuron-documentation.rst.txt | ```perceiver
.. _neuron-documentation-rn:
Neuron Documentation Release Notes
==================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.14.0
-------------
Date: 09/15/2023
- Neuron Calculator now supports multiple model configurations for Tensor Parallel Degree computation.... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-documentation-rn:
Neuron Documentation Release Notes
==================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.14.0
-------------
Da... | 2023-09-29T20:55:24.431Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.rst.txt | ```
.. _torch-neuron_vs_torch-neuronx:
Comparison of |torch-neuron| (|Inf1|) versus |torch-neuronx| (|Inf2| & |Trn1|) for Inference
============================================================================================
Neuron now supports multiple instance types for inference. The choice of
instance should be m... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-neuron_vs_torch-neuronx:
Comparison of |torch-neuron| (|Inf1|) versus |torch-neuronx| (|Inf2| & |Trn1|) for Inference
========================================================... | 2023-09-29T20:55:24.472Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/libraries/neuronx-distributed/tutorials/training_llama2_7b.rst.txt | ```
.. _llama2_7b_tp_zero1_tutorial:
Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (``neuronx-distributed`` )
=========================================================================================
In this section, we showcase to pretrain a Llama2 7B model by using the sequence parallel, selective... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _llama2_7b_tp_zero1_tutorial:
Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (``neuronx-distributed`` )
================================================================... | 2023-09-29T20:55:24.519Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.rst.txt | ```
.. _setup-jupyter-notebook-steps-troubleshooting:
.. _Running Jupyter Notebook Browser:
Jupyter Notebook QuickStart
===========================
.. contents:: Table of Contents
:local:
:depth: 2
SSH Tunnel to the Inf1/Trn1 instance
------------------------------------
The Jupyter notebook can be run via a b... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-jupyter-notebook-steps-troubleshooting:
.. _Running Jupyter Notebook Browser:
Jupyter Notebook QuickStart
===========================
.. contents:: Table of Contents
:local:
... | 2023-09-29T20:55:24.795Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/prev/content.rst.txt | ```
.. _pre-release-content:
Previous Releases Artifacts (Neuron 2.x)
=======================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.14.0 (09/15/2023)
--------------------------------------
Trn1 packages
^^^^^^^^^^^^^
.. program-output:: python3 src/helperscripts/n2-helpe... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pre-release-content:
Previous Releases Artifacts (Neuron 2.x)
=======================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.14.0 (09/15/20... | 2023-09-29T20:55:25.050Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/neuron1/prev/rn.rst.txt | ```
.. _prev-n1-rn:
Previous Release Notes (Neuron 1.x)
===================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 1.19.2 (08/02/2022)
--------------------------
**Neuron 1.19.2** This is a patch release. The release include a :ref:`security update <ndriver_2_3_26_0>` for Ne... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _prev-n1-rn:
Previous Release Notes (Neuron 1.x)
===================================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 1.19.2 (08/02/2022)
--------------... | 2023-09-29T20:55:25.135Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/notebook/running-jupyter-notebook-as-script.rst.txt | ```
.. _running-jupyter-notebook-as-script:
Running Jupyter Notebook as script
==================================
Converting the Jupyter Notebook and running
-------------------------------------------
Go into the aws-neuron-sdk repository directory containing the Jupyter Notebook (.ipynb file),
.. code:: bash
... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _running-jupyter-notebook-as-script:
Running Jupyter Notebook as script
==================================
Converting the Jupyter Notebook and running
---------------------------------... | 2023-09-29T20:55:25.153Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/neuron-core-v1.rst.txt | ```
.. _neuroncores-v1-arch:
NeuronCore-v1 Architecture
--------------------------
NeuronCore-v1 is the first generation of the NeuronCore engine, powering
the Inferentia NeuronDevices. Each NeuronCore-v1 is a fully-independent
heterogenous compute-unit, with 3 main engines (Tensor/Vector/Scalar
Engines), and on-chi... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuroncores-v1-arch:
NeuronCore-v1 Architecture
--------------------------
NeuronCore-v1 is the first generation of the NeuronCore engine, powering
the Inferentia NeuronDevices. Each... | 2023-09-29T20:55:25.214Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.rst.txt | ```
.. _torch_neuronx_lazy_async_load_api:
PyTorch Neuron (``torch-neuronx``) Lazy and Asynchronous Loading API
=============================
The :func:`torch_neuronx.lazy_load` and :func:`torch_neuronx.async_load` Python APIs allow
for more fine-grained control of loading a model onto the Neuron cores. They are desi... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_lazy_async_load_api:
PyTorch Neuron (``torch-neuronx``) Lazy and Asynchronous Loading API
=============================
The :func:`torch_neuronx.lazy_load` and :func:`to... | 2023-09-29T20:55:25.262Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/tools/neuronperf/neuronperf_model_index_guide.rst.txt | ```
.. _neuronperf_model_index_guide:
============================
NeuronPerf Model Index Guide
============================
A **model index** is a JSON file that tracks information about one or more compiled models. You can generate them using ``compile``, by using the API described here, or you may create them manu... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuronperf_model_index_guide:
============================
NeuronPerf Model Index Guide
============================
A **model index** is a JSON file that tracks information about one... | 2023-09-29T20:55:25.359Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/containers/neuron-k8.rst.txt | ```
.. _neuron-k8-rn:
Neuron K8 Release Notes
^^^^^^^^^^^^^^^^^^^^^^^
.. contents:: Table of contents
:local:
:depth: 1
Introduction
============
This document lists the current release notes for AWS Neuron Kubernetes
(k8) components. Neuron K8 components include a device plugin and a
scheduler extension to ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-k8-rn:
Neuron K8 Release Notes
^^^^^^^^^^^^^^^^^^^^^^^
.. contents:: Table of contents
:local:
:depth: 1
Introduction
============
This document lists the current rele... | 2023-09-29T20:55:25.368Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/tools/neuronperf/neuronperf_api.rst.txt | ```
.. _neuronperf_api:
NeuronPerf API
==============
.. contents:: Table of Contents
:local:
:depth: 2
Due to a bug in Sphinx, some of the type annotations may be incomplete. You can :download:`download the source code here </src/neuronperf.tar.gz>`. In the future, the source will be hosted in a more browsab... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuronperf_api:
NeuronPerf API
==============
.. contents:: Table of Contents
:local:
:depth: 2
Due to a bug in Sphinx, some of the type annotations may be incomplete. You can... | 2023-09-29T20:55:25.391Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/9c91f3c0268c772a942b742486b8c90d/handler_bert.py | ```
import os
import json
import sys
import logging
from abc import ABC
import torch
import torch_neuron
from transformers import AutoTokenizer
from ts.torch_handler.base_handler import BaseHandler
# one core per worker
os.environ['NEURON_RT_NUM_CORES'] = '1'
logger = logging.getLogger(__name__)
class BertEmbeddi... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import os
import json
import sys
import logging
from abc import ABC
import torch
import torch_neuron
from transformers import AutoTokenizer
from ts.torch_handler.base_handler import BaseH... | 2023-09-29T20:55:25.398Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.ipynb.txt | ```
{
"cells": [
{
"cell_type": "markdown",
"id": "4674f667",
"metadata": {},
"source": [
"# Deploy a pretrained PyTorch BERT model from HuggingFace on Amazon SageMaker with Neuron container"
]
},
{
"cell_type": "markdown",
"id": "b3e39838",
"metadata": {},
"source": [
"## Over... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"cell_type": "markdown",
"id": "4674f667",
"metadata": {},
"source": [
"# Deploy a pretrained PyTorch BERT model from HuggingFace on Amazon SageMaker with ... | 2023-09-29T20:55:25.430Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.ipynb.txt | ```
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Introduction\n",
"\n",
"In this tutorial we will compile and deploy BER... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT\n",
"\n"
]
},
{
"cell_type": "markdo... | 2023-09-29T20:55:25.441Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/resnet50.ipynb.txt | ```
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ResNet50 model for Inferentia\n",
"\n",
"\n",
"## Introduction:\n",
"\n",
"In this tutorial we will compile and deploy a ResNet50 model for inference on Inferentia. \n",
"\n",
"This Jupyter notebook sh... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ResNet50 model for Inferentia\n",
"\n",
"\n",
"## Introduction:\n",
"\n",
"In this... | 2023-09-29T20:55:25.501Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/neuron-core-v2.rst.txt | ```
.. _neuroncores-v2-arch:
NeuronCore-v2 Architecture
--------------------------
NeuronCore-v2 is the second generation of the NeuronCore engine,
powering the Trainium NeuronDevices. Each NeuronCore-v2 is a
fully-independent heterogenous compute-unit, with 4 main engines
(Tensor/Vector/Scalar/GPSIMD Engines), and o... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuroncores-v2-arch:
NeuronCore-v2 Architecture
--------------------------
NeuronCore-v2 is the second generation of the NeuronCore engine,
powering the Trainium NeuronDevices. Each N... | 2023-09-29T20:55:25.537Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorial-torchserve.rst.txt | ```
.. _pytorch-tutorials-torchserve:
BERT TorchServe Tutorial
========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `TorchServe <https://pytorch.org/serve>`_ with Neuron, the SDK for Amazon Inf1 instances. By the end of this tutori... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-tutorials-torchserve:
BERT TorchServe Tutorial
========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates... | 2023-09-29T20:55:25.599Z |
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