From 3a68f43df7ab1b984dbf3f3d8cfcdf0024cf3741 Mon Sep 17 00:00:00 2001 From: Peter Park Date: Wed, 29 May 2024 11:12:43 -0700 Subject: [PATCH] Reorg 'Deep learning' and 'Tuning guides' docs (#3153) * Rename 'Tuning guides' to 'Hardware optimization' * Move deep learning to Install section * Change 'Hardware' to 'System' to align with index.md * Satisfy spellcheck linter * adding new framework install graphic with JAX * Fix link to ROCm libraries list * crop framework_install graphic * Reset .wordlist.txt update * Prettify deep learning framework installation page * Change spacing in list of frameworks --------- Co-authored-by: Young Hui --- .../how-to/framework_install_2024_05_23.png | Bin 0 -> 110421 bytes docs/how-to/deep-learning-rocm.md | 22 ------ docs/how-to/deep-learning-rocm.rst | 69 ++++++++++++++++++ docs/how-to/tuning-guides.md | 7 +- docs/index.md | 14 ++-- docs/sphinx/_toc.yml.in | 6 +- 6 files changed, 83 insertions(+), 35 deletions(-) create mode 100644 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zIF8!pwoS!S+g%>`AJ9J`bHjf~!SGkjlo(mjRci3K&=I0cO@Xwj&<{zX?1TAtFK@64 z1X7p%1%vK1SQ{WFkJ&@;nqomh=3XAxpzKv2VREp+9;poAsPnQmmJA|9o7b>A@jUswycL3AR}f$DV)>KE=wf`;y|U3qD=Y{S~zSo z7(iIChfEf-U{>l9L`#RBGJw3+Jwt>gMLBmjG*bg}H7LYHq(_niFOy#6Jl?W<-V{e8 zoo)>Siv9(SZS@KyZhRO>9ns=uUXg4$h*g((@JyUSW5*cBLhi(&t=M}Ph9Bv$7bsff>WQU1XyN$%KIzs9rZGE$!le9|0aoqO3jazlLA@J>4g%`&>r()XAXbzWOuga+l=g> zx3wxIyHy?jc?5{=k1_R$iY0+*ZDRQ81t;76zRNH^Ve320Dt9fz%wM@b) z0>69Tu@Y2=cOX^l5mxAk+RBW48QOzE>f$!HpB7@-P4!r^?20VKF;L+;4U}?iNh+I< z#L+dJugxujWir%DcCSCOZt$vOX-uUwj(pv%#`XIDxR*FY zmvC^WLQZrjfy{yoIV_NTFq-971@JhajhirDA2tQq3>V{5`bxZZK|smj|5Ui@@YzLi zIQxJ4y7$=mDRYq)P{OvVdoR3;heQ9r`Iq7TYgj$iJav|yhZxY{P - - - - - -# Deep learning guide - -The following sections cover the different framework installations for ROCm and -deep-learning applications. The following image provides -the sequential flow for the use of each framework. Refer to the ROCm Compatible -Frameworks Release Notes for each framework's most current release notes at -{doc}`Third-party support`. - -![ROCm Compatible Frameworks Flowchart](../data/how-to/magma005.png "ROCm Compatible Frameworks") - -## Frameworks installation - -* {doc}`PyTorch for ROCm` -* {doc}`TensorFlow for ROCm` -* {doc}`MAGMA for ROCm` diff --git a/docs/how-to/deep-learning-rocm.rst b/docs/how-to/deep-learning-rocm.rst new file mode 100644 index 000000000..5493be62e --- /dev/null +++ b/docs/how-to/deep-learning-rocm.rst @@ -0,0 +1,69 @@ +.. meta:: + :description: How to install deep learning frameworks for ROCm + :keywords: deep learning, frameworks, ROCm, install, PyTorch, TensorFlow, JAX, MAGMA, DeepSpeed, ML, AI + +******************************************** +Installing deep learning frameworks for ROCm +******************************************** + +ROCm provides a comprehensive ecosystem for deep learning development, including +:ref:`libraries ` for optimized deep learning operations and ROCm-aware versions of popular +deep learning frameworks and libraries such as PyTorch, TensorFlow, JAX, and MAGMA. ROCm works closely with these +frameworks to ensure that framework-specific optimizations take advantage of AMD accelerator and GPU architectures. + +The following guides cover installation processes for ROCm-aware deep learning frameworks. + +.. grid:: + + .. grid-item:: + :columns: 3 + + :doc:`PyTorch for ROCm ` + + .. grid-item:: + :columns: 3 + + :doc:`TensorFlow for ROCm ` + + .. grid-item:: + :columns: 3 + + .. grid-item:: + :columns: 3 + + .. grid-item:: + :columns: 3 + + :doc:`JAX for ROCm ` + + .. grid-item:: + :columns: 3 + + :doc:`MAGMA for ROCm ` + + .. grid-item:: + :columns: 3 + + .. grid-item:: + :columns: 3 + +The following chart steps through typical installation workflows for installing deep learning frameworks for ROCm. + +.. image:: ../data/how-to/framework_install_2024_05_23.png + :alt: Flowchart for installing ROCm-aware machine learning frameworks + :align: center + +Find information on version compatibility and framework release notes in :doc:`Third-party support matrix +`. + +.. Learn how to take advantage of your ROCm-aware deep learning environment using the following tutorials. +.. +.. * :doc:`How to use ROCm for AI ` +.. +.. * :doc:`How to fine-tune LLMs with ROCm ` +.. + +.. note:: + + For guidance on installing ROCm itself, refer to :doc:`ROCm installation for Linux `. + diff --git a/docs/how-to/tuning-guides.md b/docs/how-to/tuning-guides.md index 18341db10..a1fbcc5cb 100644 --- a/docs/how-to/tuning-guides.md +++ b/docs/how-to/tuning-guides.md @@ -1,13 +1,14 @@ - + -# Tuning guides +# System optimization -Use case-specific system setup and tuning guides. +This guide outlines system setup and tuning suggestions for AMD hardware to optimize performance for specific types of +workloads or use-cases. ## High-performance computing diff --git a/docs/index.md b/docs/index.md index 3406a9531..05e31e4de 100644 --- a/docs/index.md +++ b/docs/index.md @@ -37,12 +37,13 @@ Our documentation is organized into the following categories: * Windows * {doc}`Windows install guide` * {doc}`Application deployment guidelines` -* {doc}`Install Docker containers` -* {doc}`PyTorch for ROCm` -* {doc}`TensorFlow for ROCm` -* {doc}`JAX for ROCm` -* {doc}`MAGMA for ROCm` -* {doc}`ROCm & Spack` +* [Deep learning frameworks](./how-to/deep-learning-rocm.rst) + * {doc}`Install Docker containers` + * {doc}`PyTorch for ROCm` + * {doc}`TensorFlow for ROCm` + * {doc}`JAX for ROCm` + * {doc}`MAGMA for ROCm` + * {doc}`ROCm & Spack` ::: :::{grid-item-card} @@ -94,7 +95,6 @@ Our documentation is organized into the following categories: * [MI100](./how-to/tuning-guides/mi100.md) * [MI200](./how-to/tuning-guides/mi200.md) * [RDNA2](./how-to/tuning-guides/w6000-v620.md) -* [Setting up for deep learning with ROCm](./how-to/deep-learning-rocm.md) * [GPU-enabled MPI](./how-to/gpu-enabled-mpi.rst) * [Using compiler features](./conceptual/compiler-topics.md) * [Using AddressSanitizer](./conceptual/using-gpu-sanitizer.md) diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in index 964d54c7b..283b3badc 100644 --- a/docs/sphinx/_toc.yml.in +++ b/docs/sphinx/_toc.yml.in @@ -22,6 +22,8 @@ subtrees: title: ROCm on Linux - url: https://rocm.docs.amd.com/projects/install-on-windows/en/${branch}/ title: HIP SDK on Windows + - file: how-to/deep-learning-rocm.md + title: Deep learning frameworks - caption: Compatibility entries: @@ -48,7 +50,7 @@ subtrees: - caption: How to entries: - file: how-to/tuning-guides.md - title: Tuning guides + title: System optimization subtrees: - entries: - file: how-to/tuning-guides/mi100.md @@ -57,8 +59,6 @@ subtrees: title: MI200 - file: how-to/tuning-guides/w6000-v620.md title: RDNA2 - - file: how-to/deep-learning-rocm.md - title: Deep learning - file: how-to/gpu-enabled-mpi.rst title: Using MPI - file: conceptual/compiler-topics.md