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Inf1 Inference Performance — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/inf1/index.html#appnote-performance-benchmark | # Inf1 Inference Performance — AWS Neuron Documentation
Table of contents
- [Natural Language Processing](#natural-language-processing)
- [Computer Vision](#computer-vision)
The following tables contain the reference inference performance for models in the tutorials. Follow the links on each row to rep... | <!DOCTYPE html><html lang="en"><head>
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Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eos-pytorch-1-9.html | # Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `torch-neuron` version 1.9[#](#announcing-end-of-support-for-torch-neuron-version-1-9 "Permalink to th... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation</title>
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Trn1/Trn1n Performance — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/trn1/trn1-performance.html#trn1-performance | # Trn1/Trn1n Performance — AWS Neuron Documentation
_This document is relevant for_: `Trn1`, `Trn1n`
## Trn1/Trn1n Performance[#](#trn1-trn1n-performance "Permalink to this headline")
Table of contents
- [Training Performance (Trn1 / Trn1n)](#training-performance-trn1-trn1n)
- [Inference Performance](#infe... | <!DOCTYPE html><html lang="en"><head>
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Announcing end of support for Python 3.7 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-python-3-7.html | # Announcing end of support for Python 3.7 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `Python 3.7`[#](#announcing-end-of-support-for-python-3-7 "Permalink to this headline")
[Neuron release 2.12](../..... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for Python 3.7 — AWS Neuron Documentation</title>
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<link href="../../../_static/styles/theme... | 2023-09-29T20:54:27.124Z |
AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.12.html | # AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## AWS Deep Learning AMIs now available with Neuron 2.12 version[#](#aws-deep-learning-amis-now-available-with-neuron-2-12-version "Permalink to this headline")
... | <!DOCTYPE html><html lang="en"><head>
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<title>AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation</title>
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<link href="../../..... | 2023-09-29T20:54:27.426Z |
AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html | # AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## AWS Neuron reference for Megatron-LM no longer supported[#](#aws-neuron-reference-for-megatron-lm-no-longer-supported "Permalink to this headline")
[Neuron release... | <!DOCTYPE html><html lang="en"><head>
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<title>AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation</title>
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<link href="../../../_sta... | 2023-09-29T20:54:27.687Z |
Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-7.html | # Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`
## Announcing end of support for `tensorflow-neuron` versions 2.7[#](#announcing-end-of-support-for-tensorflow-neuron-versions-2-7 "Permalink to this head... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation</title>
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<link href="../../../... | 2023-09-29T20:54:27.763Z |
Announcing end of support for Ubuntu 18 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-ubuntu-18.html | # Announcing end of support for Ubuntu 18 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `Ubuntu 18`[#](#announcing-end-of-support-for-ubuntu-18 "Permalink to this headline")
[Neuron release 2.12](../../..... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for Ubuntu 18 — AWS Neuron Documentation</title>
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Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-mx-before-1-5.html | # Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`
## Announcing end of support for `mxnet-neuron` versions 1.5[#](#announcing-end-of-support-for-mxnet-neuron-versions-1-5 "Permalink to this headline")
[Neuron... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation</title>
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<link href="../../../_stat... | 2023-09-29T20:54:28.063Z |
Posts in en — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/language/en.html | # Posts in en — 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)
---
## [A... | <!DOCTYPE html><html lang="en"><head>
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Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-megatron-lm.html | # Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for AWS Neuron reference for Megatron-LM[#](#announcing-end-of-support-for-aws-neuron-reference-for-megatron-lm "Permalink to th... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation</title>
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<link href="../... | 2023-09-29T20:54:28.563Z |
AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.10.html | # AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation
## AWS Deep Learning AMIs now available with Neuron 2.10 version[#](#aws-deep-learning-amis-now-available-with-neuron-2-10-version "Permalink to this headline")
We are happy to announce that the following Deep Learning AMIs are... | <!DOCTYPE html><html lang="en"><head>
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<title>AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation</title>
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Posts tagged announce-deprecation — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-deprecation.html | # Posts tagged announce-deprecation — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short. | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged announce-deprecation — AWS Neuron Documentation</title>
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<link href="../../../../_static/styles/theme.css... | 2023-09-29T20:54:29.275Z |
Posts tagged transformer-flag — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/transformer-flag.html | # Posts tagged transformer-flag — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short. | <!DOCTYPE html><html lang="en"><head>
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Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html | # Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing deprecation for `--model-type=transformer-inference` compiler flag[#](#announcing-deprecation-for-mo... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation</title>
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Posts tagged announce-eol — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol.html | # Posts tagged announce-eol — 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.htm... | <!DOCTYPE html><html lang="en"><head>
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Posts tagged torch-neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/torch-neuron.html | # Posts tagged torch-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short. | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged torch-neuron — AWS Neuron Documentation</title>
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Posts tagged announce-eos — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eos.html | # Posts tagged announce-eos — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.13](../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew) no longer includes support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-re... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged announce-eos — AWS Neuron Documentation</title>
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Posts tagged trn1n — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/trn1n.html | # Posts tagged trn1n — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neu... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged trn1n — AWS Neuron Documentation</title>
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Posts tagged trn1 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/trn1.html | # Posts tagged trn1 — AWS Neuron Documentation
## [Announcing end of support for AWS Neuron reference for Megatron-LM](../../neuron2.x/announce-eol-megatron-lm.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) w... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged trn1 — AWS Neuron Documentation</title>
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<link href="../../../../_static/styles/theme.css?digest=1999514e... | 2023-09-29T20:54:30.625Z |
Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/prev/rn.html#neuron-2-13-0-whatsnew | # Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Previous Releases Notes (Neuron 2.x)[#](#previous-releases-notes-neuron-2-x "Permalink to this headline")
Table of contents
- [Neuron 2.13.2 (09/01/2023)](#neuron-2-13-2-09-01-2023... | <!DOCTYPE html><html lang="en"><head>
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<title>Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation</title>
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<link href="../../_static/styles/theme.css?di... | 2023-09-29T20:54:30.917Z |
Posts tagged dlami — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/dlami.html | # Posts tagged dlami — AWS Neuron Documentation
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neur... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged dlami — AWS Neuron Documentation</title>
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Posts tagged inf2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/inf2.html | # Posts tagged inf2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n. | <!DOCTYPE html><html lang="en"><head>
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Posts tagged pytorch — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/pytorch.html | # Posts tagged pytorch — AWS Neuron Documentation
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Ne... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged pytorch — AWS Neuron Documentation</title>
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Posts tagged inf1 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/inf1.html | # Posts tagged inf1 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n. | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged inf1 — AWS Neuron Documentation</title>
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Posts tagged python37 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/python37.html | # Posts tagged python37 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short. | <!DOCTYPE html><html lang="en"><head>
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Posts tagged neuron2.x — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/neuron2x.html | # Posts tagged neuron2.x — AWS Neuron Documentation
## [Introducing Neuron packaging and installation changes for Inf1 customers](../../neuron2.x/neuron250-packages-changes.html)
- 22 November 2022
- [en](../language/en.html)
- [neuron2.x](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
St... | <!DOCTYPE html><html lang="en"><head>
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Announcing end of support for tensorflow-neuron versions 2.5 and 2.6 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-5.html | # Announcing end of support for tensorflow-neuron versions 2.5 and 2.6 — AWS Neuron Documentation
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## Announcing end of support for `tensorflow-neuron` versions 2.5 and 2.6[#](#announcing-end-of-support-for-tensorflow-neuron-versions-2-5-and-2-6... | <!DOCTYPE html><html lang="en"><head>
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Posts tagged announce-eol mxnet-neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-mxnet-neuron.html | # Posts tagged announce-eol mxnet-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[Neuron release 2.10](../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `mxnet-neuron` versions 1.5. Future Neuron releases will not include `mxnet-neuron... | <!DOCTYPE html><html lang="en"><head>
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Posts tagged announce-eol tensorflow-neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-tensorflow-neuron.html | # Posts tagged announce-eol tensorflow-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.5 and 2.6. Future Neuron releases will not inclu... | <!DOCTYPE html><html lang="en"><head>
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Posts tagged sagemaker — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/sagemaker.html | # Posts tagged sagemaker — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training. | <!DOCTYPE html><html lang="en"><head>
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PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/sm-training-dlc-2.9.1.html | # PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker — AWS Neuron Documentation
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_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker[#](#pytorch-1-13-deep... | <!DOCTYPE html><html lang="en"><head>
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Announcing end of support for torch-neuron versions 1.7 and 1.8 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-before-1-8.html | # Announcing end of support for torch-neuron versions 1.7 and 1.8 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`
## Announcing end of support for `torch-neuron` versions 1.7 and 1.8[#](#announcing-end-of-support-for-torch-neuron-versions-1-7-and-1-8 "Permalink to ... | <!DOCTYPE html><html lang="en"><head>
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Introducing Neuron packaging and installation changes for Inf1 customers — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron250-packages-changes.html | # Introducing Neuron packaging and installation changes for Inf1 customers — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Introducing Neuron packaging and installation changes for Inf1 customers[#](#introducing-neuron-packaging-and-inst... | <!DOCTYPE html><html lang="en"><head>
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Posts tagged announce-eol torch-neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-torch-neuron.html | # Posts tagged announce-eol torch-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.19.0_ release, _torch-neuron version 1.5_ will no longer be supported. Last release of _torch-neuron version 1.5_ will be issued as part of _Neuron 1.18.0_ release. Current users of thos... | <!DOCTYPE html><html lang="en"><head>
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<title>Posts tagged announce-eol torch-neuron — AWS Neuron Documentation</title>
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Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/gpg-expiration.html | # Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation
## Neuron GPG key for Ubuntu installation has expired[#](#neuron-gpg-key-for-ubuntu-installation-has-expired "Permalink to this headline")
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure ... | <!DOCTYPE html><html lang="en"><head>
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<title>Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation</title>
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Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/sm-training-trn1-introduce.html | # Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation
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_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## Amazon SageMaker now supports Trn1 training jobs[#](#amazon-sagemaker-now-supports-trn1-training-jobs "Permalink to this headline")
We are happy ... | <!DOCTYPE html><html lang="en"><head>
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<title>Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation</title>
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Posts tagged ubuntu18 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/ubuntu18.html | # Posts tagged ubuntu18 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Ubuntu 18` . Future Neuron releases will not include support ... | <!DOCTYPE html><html lang="en"><head>
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End of support for torch-neuron version 1.5 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-pt-15.html | # End of support for torch-neuron version 1.5 — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`
## End of support for torch-neuron version 1.5[#](#end-of-support-for-torch-neuron-version-1-5 "Permalink to this headline")
Starting with _Neuron 1.19.0_ release, _torch... | <!DOCTYPE html><html lang="en"><head>
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<title>End of support for torch-neuron version 1.5 — AWS Neuron Documentation</title>
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Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-pytorch-introduce.html | # Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation
## Introducing AWS Deep Learning AMI Neuron PyTorch[#](#introducing-aws-deep-learning-ami-neuron-pytorch "Permalink to this headline")
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (`torch-neuronx... | <!DOCTYPE html><html lang="en"><head>
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<title>Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation</title>
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Introducing Packaging and installation changes — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron230-packages-changes.html | # Introducing Packaging and installation changes — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Introducing Packaging and installation changes[#](#introducing-packaging-and-installation-changes "Permalink to this headline")
Starting with Neuron release 2.3, Neuron intr... | <!DOCTYPE html><html lang="en"><head>
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Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron-rtd-eol.html | # Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing Neuron Runtime 1.x (`neuron-rtd`) end-of-support[#](#announcing-neuron-runtime-1-x-neuron-rtd-end-of-support "Permalin... | <!DOCTYPE html><html lang="en"><head>
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<title>Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation</title>
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Posts tagged github — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/github.html | # Posts tagged github — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron Github repositories will be migrated to the new [AWS Neuron GitHub Organization](https://github.com/aws-neuron). | <!DOCTYPE html><html lang="en"><head>
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End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-tf-21-24.html | # End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation
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## End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4[#](#end-of-support-for-tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4 "Perma... | <!DOCTYPE html><html lang="en"><head>
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<title>End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation</title>
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Posts tagged eol — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/eol.html | # Posts tagged eol — AWS Neuron Documentation
## [Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support](../../neuron2.x/neuron-rtd-eol.html)
- 10 October 2022
- [en](../language/en.html)
- [eol](#) [neuron2.x](neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with N... | <!DOCTYPE html><html lang="en"><head>
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https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/index.rst.txt | ```
.. _neuron-whatsnew:
What's New
==========
.. contents:: Table of contents
:local:
:depth: 1
.. _latest-neuron-release:
.. _neuron-2.14.0-whatsnew:
Neuron 2.14.1 (09/26/2023)
--------------------------
This is a patch release that fixes compiler issues in certain configurations of ``Llama`` and ``Llama-... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-whatsnew:
What's New
==========
.. contents:: Table of contents
:local:
:depth: 1
.. _latest-neuron-release:
.. _neuron-2.14.0-whatsnew:
Neuron 2.14.1 (09/26/2023)
---... | 2023-09-29T20:54:37.618Z | |
Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-1-5.html | # Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation
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_This document is relevant for_: `Inf1`
## Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release[#](#announcing-end-of-support-... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation</title>
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AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/nemo/neuronx-nemo.html#neuronx-nemo-rn | # AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation
Table of contents
- [`neuronx-nemo-megatron` \[0.3.0\]](#neuronx-nemo-megatron-0-3-0)
This document lists the release notes for `neuronx-nemo-megatron` library.
## [`neuronx-nemo-megatron` \[0.3.0\]](#id1... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation</title>
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<link ... | 2023-09-29T20:54:37.869Z |
Previous Announcements — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announcements.html | # Previous Announcements — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Previous Announcements[#](#previous-announcements "Permalink to this headline")
Table of contents
- [02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#tensorflow-neuron-versions-2-1-... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Announcements — AWS Neuron Documentation</title>
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<link href="../../../_static/styles/theme.css?digest=199951... | 2023-09-29T20:54:38.117Z |
Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-ncgs-env_2.html | # Announcing end of support for NEURONCORE\_GROUP\_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation
## Announcing end of support for `NEURONCORE_GROUP_SIZES` starting with Neuron 1.20.0 release[#](#announcing-end-of-support-for-neuroncore-group-sizes-starting-with-neuron-1-20-0-release "Permalink t... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation</title>
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https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/index.rst.txt | ```
.. _pytorch-neuronx-main:
.. _neuron-pytorch:
PyTorch Neuron
==============
PyTorch Neuron unlocks high-performance and cost-effective deep learning acceleration on AWS Trainium-based and Inferentia-based Amazon EC2 instances.
PyTorch Neuron plugin architecture enables native PyTorch models to be accelerated on ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-neuronx-main:
.. _neuron-pytorch:
PyTorch Neuron
==============
PyTorch Neuron unlocks high-performance and cost-effective deep learning acceleration on AWS Trainium-based and... | 2023-09-29T20:54:38.540Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-setup.rst.txt | ```
.. _torch-setup:
Pytorch Neuron Setup
====================
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for Inf2, Trn1/Trn1n Instances
:link: setup-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron (``torch-neuron``) Se... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-setup:
Pytorch Neuron Setup
====================
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for Inf2, Trn1/Trn1n Instances
:link: setup-torch-neuronx
... | 2023-09-29T20:54:38.569Z | |
Posts tagged announcements — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announcements.html | # Posts tagged announcements — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode) | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announcements — AWS Neuron Documentation</title>
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<link href="../../../../_static/styles/theme.css?digest... | 2023-09-29T20:54:38.674Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/inference-torch-neuronx.rst.txt | ```
.. _inference-torch-neuronx:
Inference with ``torch-neuronx`` (Inf2 & Trn1/Trn1n)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx>
Additional Examples </frameworks/torch/... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuronx:
Inference with ``torch-neuronx`` (Inf2 & Trn1/Trn1n)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
... | 2023-09-29T20:54:38.800Z | |
Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/libraries/neuronx-distributed/tutorials/training_llama2_7b.html#llama2-7b-tp-zero1-tutorial | # Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation
## Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (`neuronx-distributed` )[#](#training-llama2-7b-with-tensor-parallelism-and-zero-1-optimizer-neuronx-distributed "Permalink to this head... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -... | 2023-09-29T20:54:38.895Z |
TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.html#tensorflow-modeslserver-neuronx-rn | # TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation
Table of contents
- [TensorFlow Model Server Neuron \[2.9.3.0\]](#tensorflow-model-server-neuron-2-9-3-0)
- [TensorFlow Model Server Neuron \[2.8.9.0\]](#tensorflow-model-server-neuron-2-8-9-0)
- ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<li... | 2023-09-29T20:54:38.975Z |
Neuron Documentation Release Notes — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/documentation/neuron-documentation.html#neuron-documentation-rn | # Neuron Documentation Release Notes — AWS Neuron Documentation
## Neuron Documentation Release Notes[#](#neuron-documentation-release-notes "Permalink to this headline")
## [Neuron 2.14.0](#id13)[#](#neuron-2-14-0 "Permalink to this headline")
Date: 09/15/2023
- Neuron Calculator now supports multiple model conf... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron Documentation Release Notes — AWS Neuron Documentation</title>
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<link href="../../_static/styles/theme.css?dige... | 2023-09-29T20:54:39.178Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.rst.txt | ```
.. _inference-torch-neuronx-tutorials:
Tutorials for Inference (``torch-neuronx``)
===========================================
.. toctree::
:maxdepth: 1
:hidden:
/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.ipynb
/frameworks/torch/torch-neuron... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuronx-tutorials:
Tutorials for Inference (``torch-neuronx``)
===========================================
.. toctree::
:maxdepth: 1
:hidden:
/src/ex... | 2023-09-29T20:54:39.371Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.ipynb.txt | ```
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "e11b2ce1",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "59a44364",
"metadata": {},
"source": ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "e11b2ce1",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT on Trn1... | 2023-09-29T20:54:39.398Z | |
Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.html#torch-neuron-vs-torch-neuronx | # Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Comparison of [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) ([Inf1](../../general/arch/neuron-hardware/inf1-arch.html... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -... | 2023-09-29T20:54:39.739Z |
Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/neuron1/prev/rn.html#prev-n1-rn | # Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation
## Previous Release Notes (Neuron 1.x)[#](#previous-release-notes-neuron-1-x "Permalink to this headline")
Table of contents
- [Neuron 1.19.2 (08/02/2022)](#neuron-1-19-2-08-02-2022)
- [Neuron 1.19.1 (05/27/2022)](#neuron-1-19-1-05-27-2022)
... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?... | 2023-09-29T20:54:39.968Z |
Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/prev/content.html#pre-release-content | # Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Previous Releases Artifacts (Neuron 2.x)[#](#previous-releases-artifacts-neuron-2-x "Permalink to this headline")
Table of contents
- [Neuron 2.14.0 (09/15/2023)](#neuron-2-14-... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.cs... | 2023-09-29T20:54:40.139Z |
Jupyter Notebook QuickStart — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html#setup-jupyter-notebook-steps-troubleshooting | # Jupyter Notebook QuickStart — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Jupyter Notebook QuickStart[#](#jupyter-notebook-quickstart "Permalink to this headline")
Table of Contents
- [SSH Tunnel to the Inf1/Trn1 instance](#ssh-tunnel-to-the-inf1-trn1-instance)
... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Jupyter Notebook QuickStart — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1... | 2023-09-29T20:54:40.261Z |
Running Jupyter Notebook as script — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/running-jupyter-notebook-as-script.html#running-jupyter-notebook-as-script | # Running Jupyter Notebook as script — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Running Jupyter Notebook as script[#](#running-jupyter-notebook-as-script "Permalink to this headline")
## Converting the Jupyter Notebook and running[... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Running Jupyter Notebook as script — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?d... | 2023-09-29T20:54:40.386Z |
PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading 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-async-lazy-load.html#torch-neuronx-lazy-async-load-api | # PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## PyTorch Neuron (`torch-neuronx`) Lazy and Asynchronous Loading API[#](#pytorch-neuron-torch-neuronx-lazy-and-asynchronous-loading-api "Permalink to this headline")
... | <!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) Lazy and Asynchronous Loading API — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../..... | 2023-09-29T20:54:40.492Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/cbeed28d83ac18dfc474cca0e8fd46bd/config.json | ```
{
"model_name": "bert-base-cased-finetuned-mrpc",
"max_length": 128,
"batch_size": 6
}
``` | <html><head><meta name="color-scheme" content="light dark"><meta charset="utf-8"></head><body style="margin: 0"><div></div><pre>{
"model_name": "bert-base-cased-finetuned-mrpc",
"max_length": 128,
"batch_size": 6
}</pre></body></html> | 2023-09-29T20:54:40.596Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/91e5622a3cf52716e37777b5581e6655/handler_bert_neuronx.py | ```
import os
import json
import sys
import logging
from abc import ABC
import torch
import torch_neuronx
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 BertEmbedd... | <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_neuronx
from transformers import AutoTokenizer
from ts.torch_handler.base_handler import Base... | 2023-09-29T20:54:40.712Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/f7973957c84ecee111dc8880b849436a/trace_bert_neuronx.py | ```
import torch
import torch_neuronx
from transformers import AutoTokenizer, AutoModelForSequenceClassification
# Build tokenizer and model
tokenizer = AutoTokenizer.from_pretrained("bert-base-cased-finetuned-mrpc")
model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased-finetuned-mrpc", return_... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import torch
import torch_neuronx
from transformers import AutoTokenizer, AutoModelForSequenceClassification
# Build tokenizer and model
tokenizer = AutoTokenizer.from_pretrained("bert-b... | 2023-09-29T20:54:40.895Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.rst.txt | ```
.. _pytorch-tutorials-torchserve-neuronx:
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 EC2 Inf2 and Trn1 instances. By the end ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-tutorials-torchserve-neuronx:
BERT TorchServe Tutorial
========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demo... | 2023-09-29T20:54:40.905Z | |
NeuronPerf Model Index Guide — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_model_index_guide.html | # NeuronPerf Model Index Guide — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## NeuronPerf Model Index Guide[#](#neuronperf-model-index-guide "Permalink to this headline")
A **model index** is a JSON file that tracks information about one or more compiled models. You can... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronPerf Model Index Guide — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=199... | 2023-09-29T20:54:41.075Z |
Neuron K8 Release Notes — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/containers/neuron-k8.html | # Neuron K8 Release Notes — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Neuron K8 Release Notes[#](#neuron-k8-release-notes "Permalink to this headline")
Table of contents
- [Introduction](#introduction)
- [Neuron K8 release \[2.16.18.0\]](#neuron-k8-release... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron K8 Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e... | 2023-09-29T20:54:41.186Z |
NeuronPerf API — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_api.html | # NeuronPerf API — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## NeuronPerf API[#](#neuronperf-api "Permalink to this headline")
Due to a bug in Sphinx, some of the type annotations may be incomplete. You can [`download the source code ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronPerf API — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded8... | 2023-09-29T20:54:41.374Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/e013b46f861cc3cf3ca2fd5978537bd0/infer_bert.py | ```
import json
import concurrent.futures
import requests
with open('config.json') as fp:
config = json.load(fp)
max_length = config['max_length']
batch_size = config['batch_size']
name = f'bert-max_length{max_length}-batch_size{batch_size}'
# dispatch requests in parallel
url = f'http://localhost:8080/prediction... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import json
import concurrent.futures
import requests
with open('config.json') as fp:
config = json.load(fp)
max_length = config['max_length']
batch_size = config['batch_size']
name = ... | 2023-09-29T20:54:41.731Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.ipynb.txt | ```
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "6a30ffd9",
"metadata": {},
"source": [
"# Compiling and Deploying ResNet50 on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "ea682fbe",
"metadata": {},
"source": [
"## Introduct... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "6a30ffd9",
"metadata": {},
"source": [
"# Compiling and Deploying ResNet50 on Trn1 or Inf2"
]
},... | 2023-09-29T20:54:41.917Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/7b0993cb40a112b1abc9f33f0b6335bb/benchmark_bert.py | ```
import os
import argparse
import time
import numpy as np
import requests
import sys
from concurrent import futures
import torch
parser = argparse.ArgumentParser()
parser.add_argument('--url', help='Torchserve model URL', type=str, default=f'http://127.0.0.1:8080/predictions/bert-max_length128-batch_size6')
parse... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import os
import argparse
import time
import numpy as np
import requests
import sys
from concurrent import futures
import torch
parser = argparse.ArgumentParser()
parser.add_argument('--... | 2023-09-29T20:54:42.002Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.rst.txt | ```
Additional Examples (``torch-neuronx``)
=======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/>
Transformers Neuron GitHub samples <https://github.com/aws-neuron/aw... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Additional Examples (``torch-neuronx``)
=======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/... | 2023-09-29T20:54:42.074Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.rst.txt | ```
.. _pytorch-tutorials-libtorch:
LibTorch C++ Tutorial
=========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `LibTorch <https://pytorch.org/cppdocs/installing.html>`_ with Neuron, the SDK for Amazon Inf1, Inf2 and Trn1 instances... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-tutorials-libtorch:
LibTorch C++ Tutorial
=========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the... | 2023-09-29T20:54:42.098Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.rst.txt | ```
.. _torch_neuronx_trace_api:
PyTorch Neuron (``torch-neuronx``) Tracing API for Inference
============================================================
.. py:function:: torch_neuronx.trace(func, example_inputs, *, compiler_workdir=None, compiler_args=None)
Trace and compile operations in the ``func`` by execu... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_trace_api:
PyTorch Neuron (``torch-neuronx``) Tracing API for Inference
============================================================
.. py:function:: torch_neuronx.trace... | 2023-09-29T20:54:42.114Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.rst.txt | ```
.. _torch_neuronx_core_placement_api:
PyTorch Neuron (``torch-neuronx``) NeuronCore Placement APIs **[Experimental]**
===============================================================================
.. warning::
The following functionality is experimental and **will not be supported** in
future releases o... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_core_placement_api:
PyTorch Neuron (``torch-neuronx``) NeuronCore Placement APIs **[Experimental]**
======================================================================... | 2023-09-29T20:54:42.188Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.rst.txt | ```
.. _torch_neuronx_core_placement_guide:
NeuronCore Allocation and Model Placement for Inference (|torch-neuronx|)
=========================================================================
This programming guide describes the how to allocate NeuronCores to processes
and place models onto specific NeuronCores. The ... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_core_placement_guide:
NeuronCore Allocation and Model Placement for Inference (|torch-neuronx|)
=========================================================================
... | 2023-09-29T20:54:42.372Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.rst.txt | ```
API Reference Guide (``torch-neuronx``)
========================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placem... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">API Reference Guide (``torch-neuronx``)
========================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/api-reference-guide/in... | 2023-09-29T20:54:42.397Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb.txt | ```
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# T5 model inference on Trn1 or Inf2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a pretrained T5 model for acceler... | <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": [
"# T5 model inference on Trn1 or Inf2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"s... | 2023-09-29T20:54:42.501Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.rst.txt | ```
.. _torch_neuronx_analyze_api:
PyTorch Neuron (``torch-neuronx``) Analyze API for Inference
============================================================
.. py:function:: torch_neuronx.analyze(func, example_inputs, compiler_workdir=None)
Checks the support of the operations in the ``func`` by checking each ope... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_analyze_api:
PyTorch Neuron (``torch-neuronx``) Analyze API for Inference
============================================================
.. py:function:: torch_neuronx.ana... | 2023-09-29T20:54:42.556Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.rst.txt | ```
.. _torch_neuronx_dataparallel_api:
PyTorch Neuron (``torch-neuronx``) DataParallel API
=============================
The :func:`torch_neuronx.DataParallel` Python API implements data parallelism on
:class:`~torch.jit.ScriptModule` models created by
:ref:`torch_neuronx_trace_api`.
This function is analogous to :... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_dataparallel_api:
PyTorch Neuron (``torch-neuronx``) DataParallel API
=============================
The :func:`torch_neuronx.DataParallel` Python API implements data par... | 2023-09-29T20:54:42.594Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/index.rst.txt | ```
Developer Guide (``torch-neuronx``)
====================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement
/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor
/general/appnotes/tor... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Developer Guide (``torch-neuronx``)
====================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/programming-guide/inference/c... | 2023-09-29T20:54:42.682Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/torch/torch-neuronx/index.rst.txt | ```
.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
.. |Inf2| replace:: :ref:`Inf2 <aws-inf2-arch>`
.. _torch-neuronx-rn:
PyTorch Neuron (``torch-neuronx``) release notes
================================================
.. contents:: Table of Contents
:local:
:depth: 1
PyTorch Neuron for |Trn1|/|Inf2| is a so... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
.. |Inf2| replace:: :ref:`Inf2 <aws-inf2-arch>`
.. _torch-neuronx-rn:
PyTorch Neuron (``torch-neuronx``) release notes
========... | 2023-09-29T20:54:42.790Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.rst.txt | ```
.. _trace-vs-xla-lazytensor:
Comparison of Traced Inference versus XLA |LazyTensor| Inference (``torch-neuronx``)
=====================================================================================
.. contents:: Table of contents
:local:
:depth: 1
Introduction
------------
Using ``torch-neuronx``, ther... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _trace-vs-xla-lazytensor:
Comparison of Traced Inference versus XLA |LazyTensor| Inference (``torch-neuronx``)
==========================================================================... | 2023-09-29T20:54:42.821Z | |
Compiling and Deploying HuggingFace Pretrained BERT — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.html | # Compiling and Deploying HuggingFace Pretrained BERT — AWS Neuron Documentation
## Compiling and Deploying HuggingFace Pretrained BERT[#](#Compiling-and-Deploying-HuggingFace-Pretrained-BERT "Permalink to this headline")
## Introduction[#](#Introduction "Permalink to this headline")
In this tutorial we will compile... | <!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 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_stati... | 2023-09-29T20:54:43.037Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.rst.txt | ```
.. _torch-neuronx-dataparallel-app-note:
Data Parallel Inference on torch_neuronx
=======================================
.. contents:: Table of Contents
:local:
:depth: 2
Introduction
------------
This guide introduces :func:`torch_neuronx.DataParallel`, a Python API that
implements data parallelism on :... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-neuronx-dataparallel-app-note:
Data Parallel Inference on torch_neuronx
=======================================
.. contents:: Table of Contents
:local:
:depth: 2
Introduc... | 2023-09-29T20:54:43.072Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.rst.txt | ```
Misc (``torch-neuronx``)
========================
.. toctree::
:maxdepth: 1
:hidden:
/release-notes/torch/torch-neuronx/index
.. include:: /frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Misc (``torch-neuronx``)
========================
.. toctree::
:maxdepth: 1
:hidden:
/release-notes/torch/torch-neuronx/index
.. include:: /frameworks/torch/torch-neuronx... | 2023-09-29T20:54:43.144Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/inference-torch-neuron.rst.txt | ```
.. _inference-torch-neuron:
Inference with ``torch-neuron`` (Inf1)
======================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron>
Additional Examples </frameworks/torch/torch-neuron/additional-exampl... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuron:
Inference with ``torch-neuron`` (Inf1)
======================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/t... | 2023-09-29T20:54:43.165Z | |
NeuronCore-v2 Architecture — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch | # NeuronCore-v2 Architecture — AWS Neuron Documentation
## NeuronCore-v2 Architecture[#](#neuroncore-v2-architecture "Permalink to this headline")
NeuronCore-v2 is the second generation of the NeuronCore engine, powering the Trainium NeuronDevices. Each NeuronCore-v2 is a fully-independent heterogenous compute-unit, ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronCore-v2 Architecture — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=19... | 2023-09-29T20:54:43.324Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.rst.txt | ```
Tutorials for Inference with ``torch-neuron`` (Inf1)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Computer Vision Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision>
Natural Language Processing (NLP) Tutorials </... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Tutorials for Inference with ``torch-neuron`` (Inf1)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Computer Vision Tutorials <... | 2023-09-29T20:54:43.467Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.rst.txt | ```
Computer Vision Tutorials (``torch-neuron``)
============================================
* ResNet-50 tutorial :ref:`[html] </src/examples/pytorch/resnet50.ipynb>` :pytorch-neuron-src:`[notebook] <resnet50.ipynb>`
* PyTorch YOLOv4 tutorial :ref:`[html] </src/examples/pytorch/yolo_v4.ipynb>` :pytorch-neuron-src:`[... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Computer Vision Tutorials (``torch-neuron``)
============================================
* ResNet-50 tutorial :ref:`[html] </src/examples/pytorch/resnet50.ipynb>` :pytorch-neuron-s... | 2023-09-29T20:54:43.509Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.rst.txt | ```
Utilizing Neuron Capabilities Tutorials
=======================================
* BERT TorchServe tutorial :ref:`[html] <pytorch-tutorials-torchserve>`
* NeuronCore Pipeline tutorial :ref:`[html] </src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb>` :pytorch-neuron-src:`[notebook] <pipeline_... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Utilizing Neuron Capabilities Tutorials
=======================================
* BERT TorchServe tutorial :ref:`[html] <pytorch-tutorials-torchserve>`
* NeuronCore Pipeline tutorial... | 2023-09-29T20:54:43.555Z | |
ResNet50 model for Inferentia — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/resnet50.html | # ResNet50 model for Inferentia — AWS Neuron Documentation
## ResNet50 model for Inferentia[#](#ResNet50-model-for-Inferentia "Permalink to this headline")
## Introduction:[#](#Introduction: "Permalink to this headline")
In this tutorial we will compile and deploy a ResNet50 model for inference on Inferentia.
This ... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>ResNet50 model for Inferentia — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest... | 2023-09-29T20:54:43.819Z |
Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/yolo_v4.html | # Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation
```
import numpy as np
import torch
import torch.neuron
from torch import nn
import torch.nn.functional as F
import os
import warnings
# Setting up NeuronCore groups for inf1.6xlarge with 16 cores
n_cores = 16 # This value should be 4 on inf1.xlarge and inf1... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?diges... | 2023-09-29T20:54:45.207Z |
NeuronCore-v1 Architecture — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch | # NeuronCore-v1 Architecture — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## NeuronCore-v1 Architecture[#](#neuroncore-v1-architecture "Permalink to this headline")
NeuronCore-v1 is the first generation of the NeuronCore engine, powering the Inferentia NeuronDevices. Each NeuronCore-v1 is a ful... | <!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronCore-v1 Architecture — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=19... | 2023-09-29T20:54:45.293Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/api-compilation-python-api.rst.txt | ```
.. _torch_neuron_trace_api:
PyTorch-Neuron trace python API
================================
The PyTorch-Neuron trace Python API provides a method to generate
PyTorch models for execution on Inferentia, which can be serialized as
TorchScript. It is analogous to :func:`torch.jit.trace` function in PyTorch.
.. py:... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuron_trace_api:
PyTorch-Neuron trace python API
================================
The PyTorch-Neuron trace Python API provides a method to generate
PyTorch models for execution... | 2023-09-29T20:54:45.376Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.rst.txt | ```
Additional Examples (``torch-neuron``)
======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference>
.. include:: /frameworks/torch/torch-neuron/additional-exa... | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Additional Examples (``torch-neuron``)
======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.c... | 2023-09-29T20:54:45.394Z |
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