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rocm-systems/projects/rocprofiler-compute/docs/conceptual/compute-unit.rst
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Peter Park 5d22d5ac8e Docs: refactor and integrate into ROCm docs portal (#362)
* pip-compile docs/requirements.txt

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Add Sphinx docs config

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Add Sphinx config

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Update docs build config

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* style(conf.py): Apply black formatting to docs/conf.py

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* Update docs requirements

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Update to rocm-docs-core 1.3.0

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Update docs requirements

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pip-compile requirements

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bump rocm-docs-core to 1.5.0

bump rocm-docs-core to 1.4.1

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* Add dependabot.yml and update CODEOWNERS

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Update toc and conf

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update dependabot

* Port docs to rocm-docs standard

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Add toc and Diataxis cards

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Add basic file structure

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add glossary

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add includes

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Add license.rst

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add compatible hw

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fix spelling and license

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clean up index

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clean up installation guides

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add basic usage (quickstart)

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add ref to global options

update toc

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modularize modes and global options

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add profile mode

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fixes

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reorg and clean up

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add dynamic omniperf version number in installation guide

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add datatemplate

more reorg

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clean up

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reorg images

move profile mode

reorg

reorg

reorg more

fix formatting

fix headings

ref anchor mi2xx note

add extlinks

add extlinks

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black format

fix formatting, anchors

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reorg

fix words and formatting

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formatting

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same

reorg

format

fix formatting

fix toc

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format

* impr internal linking and fix sphinx warnings

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* add spellcheck/linting from rocm-docs-core

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fix rst directives

satisfy spellcheck

fix more spelling

rm unused files

fix spelling and update wordlist

* bump rocm-docs-core to 1.6.0

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* add fixes from @skyreflectedinmirrors and @lpaoletti

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add references to toc

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add more fixes

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* add package manager install section

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* add fixes

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add metadata and fixes

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add fixes

bump to 1.6.1

more fixes

fix fmt in profiling examples

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add missing mem type table

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fix formatting

fmt

* add custom css

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fix css fs

* make images/figs click-to-expand

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add missed image

update

fix link

* update documentation link in README

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* formatting fixes

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more formatting

* fix heading

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* move archived docs

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* exclude archived docs from docs build

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* update archived docs workflow

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move files

update archived docs workflow

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fix version number

clean up workflow

workflow test

workflow test

another workflow test

* rm docs linting

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* Apply cmake-format suggested changes

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* Apply cmake-format

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---------

Signed-off-by: Peter Jun Park <peter.park@amd.com>
Signed-off-by: Sam Wu <22262939+samjwu@users.noreply.github.com>
Co-authored-by: Sam Wu <22262939+samjwu@users.noreply.github.com>

[ROCm/rocprofiler-compute commit: a0dc485ceb]
2024-08-09 09:46:42 -04:00

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2.7 KiB
ReStructuredText

.. meta::
:description: Omniperf performance model: Compute unit (CU)
:keywords: Omniperf, ROCm, profiler, tool, Instinct, accelerator, GCN, compute, unit, pipeline, workgroup, wavefront,
CDNA
*****************
Compute unit (CU)
*****************
The compute unit (CU) is responsible for executing a user's kernels on
CDNA™-based accelerators. All :ref:`wavefronts <desc-wavefront>` of a
:ref:`workgroup <desc-workgroup>` are scheduled on the same CU.
.. image:: ../data/performance-model/gcn_compute_unit.png
:align: center
:alt: AMD CDNA accelerator compute unit diagram
:width: 800
The CU consists of several independent execution pipelines and functional units.
The :doc:`/conceptual/pipeline-descriptions` section details the various
execution pipelines -- VALU, SALU, LDS, scheduler, and so forth. The metrics
presented by Omniperf for these pipelines are described in
:doc:`pipeline-metrics`. The :doc:`vL1D <vector-l1-cache>` cache and
:doc:`LDS <local-data-share>` are described in their own sections.
* The :ref:`desc-valu` is composed of multiple SIMD (single
instruction, multiple data) vector processors, vector general purpose
registers (VGPRs) and instruction buffers. The VALU is responsible for
executing much of the computational work on CDNA accelerators, including but
not limited to floating-point operations (FLOPs) and integer operations
(IOPs).
* The vector memory (VMEM) unit is responsible for issuing loads, stores and
atomic operations that interact with the memory system.
* The :ref:`desc-salu` is shared by all threads in a
:ref:`wavefront <desc-wavefront>`, and is responsible for executing
instructions that are known to be uniform across the wavefront at compile
time. The SALU has a memory unit (SMEM) for interacting with memory, but it
cannot issue separately from the SALU.
* The :doc:`local-data-share` is an on-CU software-managed scratchpad memory
that can be used to efficiently share data between all threads in a
:ref:`workgroup <desc-workgroup>`.
* The :ref:`desc-scheduler` is responsible for issuing and decoding instructions
for all the :ref:`wavefronts <desc-wavefront>` on the compute unit.
* The :doc:`vector L1 data cache (vL1D) <vector-l1-cache>` is the first level
cache local to the compute unit. On current CDNA accelerators, the vL1D is
write-through. The vL1D caches from multiple compute units are kept coherent
with one another through software instructions.
* CDNA accelerators -- that is, AMD Instinct™ MI100 and newer -- contain
specialized matrix-multiplication accelerator pipelines known as the
:ref:`desc-mfma`.
For a more in-depth description of a compute unit on a CDNA accelerator, see
:hip-training-pdf:`22` and :gcn-crash-course:`27`.