Compare commits

...

41 Commits

Author SHA1 Message Date
Matt Williams
bf0654d2d8 Update docs/how-to/deep-learning-rocm.rst
Co-authored-by: Leo Paoletti <164940351+lpaoletti@users.noreply.github.com>
2025-08-22 11:21:04 -04:00
Matt Williams
170871ae95 formatting 2025-08-22 11:19:40 -04:00
Matt Williams
89ce1fc732 Update .wordlist.txt 2025-08-20 15:51:18 -04:00
Matt Williams
68a4b2c372 Apply suggestions from code review
Co-authored-by: anisha-amd <anisha.sankar@amd.com>
2025-08-20 15:14:50 -04:00
Matt Williams
128d49c588 headers 2025-08-19 14:41:44 -04:00
Matt Williams
d6c13c6d7e Update machine learning page 2025-08-19 14:33:56 -04:00
Matt Williams
db9fadd460 header 2025-08-19 09:15:33 -04:00
Matt Williams
be962379f3 update table based on feedback 2025-08-18 16:27:16 -04:00
Matt Williams
ae38267702 format 2025-08-13 09:31:03 -04:00
Matt Williams
127b61b139 formatting 2025-08-13 09:26:58 -04:00
Matt Williams
57ba38f783 leo comments 2025-08-13 09:14:43 -04:00
Matt Williams
59a3bd4296 update table
table
2025-08-12 18:53:20 -04:00
Matt Williams
bebc0e4a38 Deep learning frameworks edits for scale
Based on https://ontrack-internal.amd.com/browse/ROCDOC-1809
2025-08-12 16:08:05 -04:00
Peter Park
80f7dc79b9 Add Hunyuan Video to PyTorch inference benchmark models doc (#5094) 2025-08-12 11:54:59 -04:00
David Dixon
231aa0bfc6 Merge pull request #5120 from ROCm/users/ellosel/hipblaslt-lapack-deps
Add deps and config options for new hipblaslt build system
2025-08-11 13:32:09 -06:00
Joseph Macaranas
8655fb369a [External CI] Full checkout of rocm-libraries for hipsparselt pipeline (#5178) 2025-08-11 10:31:40 -04:00
Dominic Widdows
306b39ea5e Merge pull request #5174 from ROCm/dwiddows-patch-1
Fix hyperlink syntax
2025-08-08 11:23:09 -07:00
Dominic Widdows
9e055d92ce Fix hyperlink syntax 2025-08-08 10:28:09 -07:00
Daniel Su
85b13c0513 [Ex CI] temporarily disable high pool (#5173) 2025-08-08 11:10:04 -04:00
pbhandar-amd
dba913095a Merge pull request #5168 from ROCm/amd/pbhandar/manifest_700
Update XML for 6.4.3
2025-08-08 10:51:03 -04:00
Daniel Su
81b9d50c2c [Ex CI] retry MIOpen CK download if unzip fails (#5163) 2025-08-08 10:37:05 -04:00
David Dixon
e9bb2fca36 Remove build dir artifact creation 2025-08-08 14:26:12 +00:00
David Dixon
16e96caf80 Restore commented code 2025-08-08 14:26:12 +00:00
David Dixon
7e0efaa6b0 build all kernels 2025-08-08 14:25:43 +00:00
Daniel Su
af4f291005 Compress and upload build files 2025-08-08 14:25:43 +00:00
David Dixon
b9218832bc Update hipBLASLt.yml 2025-08-08 14:25:43 +00:00
David Dixon
3f2c1d65eb only run one test 2025-08-08 14:25:43 +00:00
David Dixon
ee4287fdd7 parallellize lapack build 2025-08-08 14:25:43 +00:00
David Dixon
d63db0be41 debug commit 2025-08-08 14:25:43 +00:00
David Dixon
6a37323fe7 Enable rocroller and use fetch content 2025-08-08 14:24:44 +00:00
David Dixon
b6b7b32e6d Disable blis for new build system 2025-08-08 14:22:13 +00:00
David Dixon
7c11126938 Fix pip args 2025-08-08 14:22:13 +00:00
David Dixon
ac0b72497e add python deps for hipblaslt 2025-08-08 14:22:13 +00:00
David Dixon
68bc7f83da Need both target options while transitioning between build systems 2025-08-08 14:22:13 +00:00
David Dixon
5bbe8ecdcc add deps install back 2025-08-08 14:22:13 +00:00
Daniel Su
6bc408d051 Change to GPU_TARGETS 2025-08-08 14:22:13 +00:00
Daniel Su
20762b9a96 Add blas and lapack to dnf map 2025-08-08 14:22:13 +00:00
David Dixon
fa5395a1a6 Drop lapack install script 2025-08-08 14:22:13 +00:00
Joseph Macaranas
254d863b91 External CI: Temporary Pipeline Change for CMake Refactor (#5166)
- Disable gfx1030 builds temporarily for blas, sparse, and solvers.
- TODO: gfx1030 build path should have separate build flags to use rocblas path.
2025-08-08 10:14:28 -04:00
Parag Bhandari
03bf20e614 Update XML for 6.4.3 2025-08-08 09:10:42 -04:00
Pratik Basyal
af48464844 6.4.3 version updated (#492) 2025-08-08 08:45:39 -04:00
24 changed files with 293 additions and 94 deletions

View File

@@ -123,7 +123,7 @@ jobs:
- template: /.azuredevops/variables-global.yml
- name: ROCM_PATH
value: $(Agent.BuildDirectory)/rocm
pool: ${{ variables.HIGH_BUILD_POOL }}
pool: ${{ variables.MEDIUM_BUILD_POOL }}
workspace:
clean: all
steps:

View File

@@ -36,8 +36,10 @@ parameters:
- gfortran
- git
- libdrm-dev
- liblapack-dev
- libmsgpack-dev
- libnuma-dev
- libopenblas-dev
- ninja-build
- python3-pip
- python3-venv
@@ -46,6 +48,12 @@ parameters:
default:
- joblib
- "packaging>=22.0"
- pyyaml
- msgpack
- simplejson
- ujson
- orjson
- yappi
- --upgrade
- name: rocmDependencies
type: object
@@ -81,12 +89,12 @@ parameters:
- { pool: rocm-ci_medium_build_pool, os: ubuntu2204, packageManager: apt, target: gfx90a }
- { pool: rocm-ci_medium_build_pool, os: ubuntu2204, packageManager: apt, target: gfx1201 }
- { pool: rocm-ci_medium_build_pool, os: ubuntu2204, packageManager: apt, target: gfx1100 }
- { pool: rocm-ci_medium_build_pool, os: ubuntu2204, packageManager: apt, target: gfx1030 }
#- { pool: rocm-ci_medium_build_pool, os: ubuntu2204, packageManager: apt, target: gfx1030 }
- { pool: rocm-ci_ultra_build_pool, os: almalinux8, packageManager: dnf, target: gfx942 }
- { pool: rocm-ci_medium_build_pool, os: almalinux8, packageManager: dnf, target: gfx90a }
- { pool: rocm-ci_medium_build_pool, os: almalinux8, packageManager: dnf, target: gfx1201 }
- { pool: rocm-ci_medium_build_pool, os: almalinux8, packageManager: dnf, target: gfx1100 }
- { pool: rocm-ci_medium_build_pool, os: almalinux8, packageManager: dnf, target: gfx1030 }
#- { pool: rocm-ci_medium_build_pool, os: almalinux8, packageManager: dnf, target: gfx1030 }
testJobs:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }
- { os: ubuntu2204, packageManager: apt, target: gfx90a }
@@ -169,7 +177,7 @@ jobs:
cd $(Agent.BuildDirectory)/temp-deps
# position-independent LAPACK is required for almalinux8 builds
cmake -DBUILD_GTEST=OFF -DBUILD_LAPACK=ON -DCMAKE_POSITION_INDEPENDENT_CODE=ON $(Agent.BuildDirectory)/s/deps
make
make -j
sudo make install
- script: |
mkdir -p $(CCACHE_DIR)
@@ -195,7 +203,11 @@ jobs:
-DCMAKE_CXX_COMPILER_LAUNCHER=ccache
-DCMAKE_C_COMPILER_LAUNCHER=ccache
-DAMDGPU_TARGETS=${{ job.target }}
-DGPU_TARGETS=${{ job.target }}
-DBUILD_CLIENTS_TESTS=ON
-DHIPBLASLT_ENABLE_ROCROLLER=ON
-DHIPBLASLT_ENABLE_FETCH=ON
-DHIPBLASLT_ENABLE_BLIS=OFF
-GNinja
- template: ${{ variables.CI_TEMPLATE_PATH }}/steps/manifest.yml
parameters:

View File

@@ -69,7 +69,7 @@ parameters:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }
- { os: ubuntu2204, packageManager: apt, target: gfx90a }
- { os: ubuntu2204, packageManager: apt, target: gfx1201 }
- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
#- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
- { os: ubuntu2204, packageManager: apt, target: gfx1100 }
testJobs:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }

View File

@@ -113,7 +113,8 @@ jobs:
- template: ${{ variables.CI_TEMPLATE_PATH }}/steps/checkout.yml
parameters:
checkoutRepo: ${{ parameters.checkoutRepo }}
sparseCheckoutDir: ${{ parameters.sparseCheckoutDir }}
# ignore sparse checkout for monorepo case, we want access to hipblaslt directory
# sparseCheckoutDir: ${{ parameters.sparseCheckoutDir }}
- template: ${{ variables.CI_TEMPLATE_PATH }}/steps/dependencies-rocm.yml
parameters:
checkoutRef: ${{ parameters.checkoutRef }}
@@ -130,7 +131,10 @@ jobs:
displayName: Create temp folder for external dependencies
# hipSPARSELt already has a CMake script for external deps, so we can just run that
# https://github.com/ROCm/hipSPARSELt/blob/develop/deps/CMakeLists.txt
- script: cmake $(Pipeline.Workspace)/s/deps
- ${{ if ne(parameters.sparseCheckoutDir, '') }}:
script: cmake $(Pipeline.Workspace)/s/projects/hipsparselt/deps
${{ else }}:
script: cmake $(Pipeline.Workspace)/s/deps
displayName: Configure hipSPARSELt external dependencies
workingDirectory: $(Pipeline.Workspace)/deps
- script: make
@@ -155,6 +159,9 @@ jobs:
-DROCM_PATH=$(Agent.BuildDirectory)/rocm
-DBUILD_CLIENTS_TESTS=ON
-GNinja
${{ if ne(parameters.sparseCheckoutDir, '') }}:
cmakeSourceDir: $(Build.SourcesDirectory)/projects/hipsparselt
cmakeBuildDir: $(Build.SourcesDirectory)/projects/hipsparselt
- template: ${{ variables.CI_TEMPLATE_PATH }}/steps/manifest.yml
parameters:
componentName: ${{ parameters.componentName }}

View File

@@ -30,7 +30,7 @@ parameters:
default:
buildJobs:
- { os: ubuntu2204, packageManager: apt }
- { os: ubuntu2404, packageManager: apt }
# - { os: ubuntu2404, packageManager: apt }
- { os: almalinux8, packageManager: dnf }
jobs:

View File

@@ -76,7 +76,7 @@ jobs:
- template: /.azuredevops/variables-global.yml
- name: HIP_ROCCLR_HOME
value: $(Build.BinariesDirectory)/rocm
pool: ${{ variables.HIGH_BUILD_POOL }}
pool: ${{ variables.MEDIUM_BUILD_POOL }}
workspace:
clean: all
steps:

View File

@@ -84,12 +84,12 @@ parameters:
- { os: ubuntu2204, packageManager: apt, target: gfx90a }
- { os: ubuntu2204, packageManager: apt, target: gfx1201 }
- { os: ubuntu2204, packageManager: apt, target: gfx1100 }
- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
#- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
- { os: almalinux8, packageManager: dnf, target: gfx942 }
- { os: almalinux8, packageManager: dnf, target: gfx90a }
- { os: almalinux8, packageManager: dnf, target: gfx1201 }
- { os: almalinux8, packageManager: dnf, target: gfx1100 }
- { os: almalinux8, packageManager: dnf, target: gfx1030 }
#- { os: almalinux8, packageManager: dnf, target: gfx1030 }
testJobs:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }
- { os: ubuntu2204, packageManager: apt, target: gfx90a }

View File

@@ -74,12 +74,12 @@ parameters:
- { os: ubuntu2204, packageManager: apt, target: gfx90a }
- { os: ubuntu2204, packageManager: apt, target: gfx1201 }
- { os: ubuntu2204, packageManager: apt, target: gfx1100 }
- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
#- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
- { os: almalinux8, packageManager: dnf, target: gfx942 }
- { os: almalinux8, packageManager: dnf, target: gfx90a }
- { os: almalinux8, packageManager: dnf, target: gfx1201 }
- { os: almalinux8, packageManager: dnf, target: gfx1100 }
- { os: almalinux8, packageManager: dnf, target: gfx1030 }
#- { os: almalinux8, packageManager: dnf, target: gfx1030 }
testJobs:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }
- { os: ubuntu2204, packageManager: apt, target: gfx90a }

View File

@@ -73,7 +73,7 @@ parameters:
- { os: ubuntu2204, packageManager: apt, target: gfx90a }
- { os: ubuntu2204, packageManager: apt, target: gfx1201 }
- { os: ubuntu2204, packageManager: apt, target: gfx1100 }
- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
#- { os: ubuntu2204, packageManager: apt, target: gfx1030 }
testJobs:
- { os: ubuntu2204, packageManager: apt, target: gfx942 }
- { os: ubuntu2204, packageManager: apt, target: gfx90a }

View File

@@ -70,7 +70,7 @@ jobs:
variables:
- group: common
- template: /.azuredevops/variables-global.yml
pool: ${{ variables.HIGH_BUILD_POOL }}
pool: ${{ variables.MEDIUM_BUILD_POOL }}
workspace:
clean: all
steps:

View File

@@ -54,11 +54,13 @@ parameters:
libfftw3-dev: fftw-devel
libfmt-dev: fmt-devel
libgmp-dev: gmp-devel
liblapack-dev: lapack-devel
liblzma-dev: xz-devel
libmpfr-dev: mpfr-devel
libmsgpack-dev: msgpack-devel
libncurses5-dev: ncurses-devel
libnuma-dev: numactl-devel
libopenblas-dev: openblas-devel
libopenmpi-dev: openmpi-devel
libpci-dev: libpciaccess-devel
libssl-dev: openssl-devel

View File

@@ -69,20 +69,29 @@ steps:
RETRIES=0
MAX_RETRIES=5
until wget -nv $ARTIFACT_URL -O $(System.ArtifactsDirectory)/ck.zip; do
RETRIES=$((RETRIES+1))
if [[ $RETRIES -ge $MAX_RETRIES ]]; then
echo "Failed to download CK artifact after $MAX_RETRIES attempts."
exit 1
SUCCESS=false
while [ $RETRIES -lt $MAX_RETRIES ]; do
wget -nv $ARTIFACT_URL -O $(System.ArtifactsDirectory)/ck.zip && \
unzip $(System.ArtifactsDirectory)/ck.zip -d $(System.ArtifactsDirectory) && \
mkdir -p $(Agent.BuildDirectory)/rocm && \
tar -zxvf $(System.ArtifactsDirectory)/composable_kernel*/*.tar.gz -C $(Agent.BuildDirectory)/rocm && \
rm -r $(System.ArtifactsDirectory)/ck.zip $(System.ArtifactsDirectory)/composable_kernel*
if [ $? -eq 0 ]; then
SUCCESS=true
echo "Successfully downloaded CK."
break
else
RETRIES=$((RETRIES + 1))
echo "Failed to download CK on attempt $RETRIES/$MAX_RETRIES, retrying..."
sleep 1
fi
echo "Download failed, retrying ($RETRIES/$MAX_RETRIES)..."
sleep 5
done
unzip $(System.ArtifactsDirectory)/ck.zip -d $(System.ArtifactsDirectory)
mkdir -p $(Agent.BuildDirectory)/rocm
tar -zxvf $(System.ArtifactsDirectory)/composable_kernel*/*.tar.gz -C $(Agent.BuildDirectory)/rocm
rm -r $(System.ArtifactsDirectory)/ck.zip $(System.ArtifactsDirectory)/composable_kernel*
if [ "$SUCCESS" = false ]; then
echo "ERROR: failed to download CK after $MAX_RETRIES attempts."
exit 1
fi
if [[ $EXIT_CODE -ne 0 ]]; then
BUILD_COMMIT=$(curl -s $AZ_API/build/builds/$CK_BUILD_ID | jq '.sourceVersion' | tr -d '"')

View File

@@ -122,6 +122,7 @@ ENDPGM
EPYC
ESXi
EoS
fas
FBGEMM
FFT
FFTs
@@ -194,6 +195,7 @@ HWE
HWS
Haswell
Higgs
href
Hyperparameters
Huggingface
ICD

View File

@@ -1,7 +1,7 @@
<?xml version="1.0" encoding="UTF-8"?>
<manifest>
<remote name="rocm-org" fetch="https://github.com/ROCm/" />
<default revision="refs/tags/rocm-6.4.2"
<default revision="refs/tags/rocm-6.4.3"
remote="rocm-org"
sync-c="true"
sync-j="4" />

View File

@@ -105,9 +105,9 @@ ROCm Version,6.4.3,6.4.2,6.4.1,6.4.0,6.3.3,6.3.2,6.3.1,6.3.0,6.2.4,6.2.2,6.2.1,6
:doc:`ROCm Bandwidth Test <rocm_bandwidth_test:index>`,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0,1.4.0
:doc:`ROCm Compute Profiler <rocprofiler-compute:index>`,3.1.1,3.1.1,3.1.0,3.1.0,3.0.0,3.0.0,3.0.0,3.0.0,2.0.1,2.0.1,2.0.1,2.0.1,N/A,N/A,N/A,N/A,N/A,N/A
:doc:`ROCm Systems Profiler <rocprofiler-systems:index>`,1.0.2,1.0.2,1.0.1,1.0.0,0.1.2,0.1.1,0.1.0,0.1.0,1.11.2,1.11.2,1.11.2,1.11.2,N/A,N/A,N/A,N/A,N/A,N/A
:doc:`ROCProfiler <rocprofiler:index>`,2.0.60402,2.0.60402,2.0.60401,2.0.60400,2.0.60303,2.0.60302,2.0.60301,2.0.60300,2.0.60204,2.0.60202,2.0.60201,2.0.60200,2.0.60105,2.0.60102,2.0.60101,2.0.60100,2.0.60002,2.0.60000
:doc:`ROCProfiler <rocprofiler:index>`,2.0.60403,2.0.60402,2.0.60401,2.0.60400,2.0.60303,2.0.60302,2.0.60301,2.0.60300,2.0.60204,2.0.60202,2.0.60201,2.0.60200,2.0.60105,2.0.60102,2.0.60101,2.0.60100,2.0.60002,2.0.60000
:doc:`ROCprofiler-SDK <rocprofiler-sdk:index>`,0.6.0,0.6.0,0.6.0,0.6.0,0.5.0,0.5.0,0.5.0,0.5.0,0.4.0,0.4.0,0.4.0,0.4.0,N/A,N/A,N/A,N/A,N/A,N/A
:doc:`ROCTracer <roctracer:index>`,4.1.60402,4.1.60402,4.1.60401,4.1.60400,4.1.60303,4.1.60302,4.1.60301,4.1.60300,4.1.60204,4.1.60202,4.1.60201,4.1.60200,4.1.60105,4.1.60102,4.1.60101,4.1.60100,4.1.60002,4.1.60000
:doc:`ROCTracer <roctracer:index>`,4.1.60403,4.1.60402,4.1.60401,4.1.60400,4.1.60303,4.1.60302,4.1.60301,4.1.60300,4.1.60204,4.1.60202,4.1.60201,4.1.60200,4.1.60105,4.1.60102,4.1.60101,4.1.60100,4.1.60002,4.1.60000
,,,,,,,,,,,,,,,,,,
DEVELOPMENT TOOLS,,,,,,,,,,,,,,,,,,
:doc:`HIPIFY <hipify:index>`,19.0.0,19.0.0,19.0.0,19.0.0,18.0.0.25012,18.0.0.25012,18.0.0.24491,18.0.0.24455,18.0.0.24392,18.0.0.24355,18.0.0.24355,18.0.0.24232,17.0.0.24193,17.0.0.24193,17.0.0.24154,17.0.0.24103,17.0.0.24012,17.0.0.23483
1 ROCm Version 6.4.3 6.4.2 6.4.1 6.4.0 6.3.3 6.3.2 6.3.1 6.3.0 6.2.4 6.2.2 6.2.1 6.2.0 6.1.5 6.1.2 6.1.1 6.1.0 6.0.2 6.0.0
105 :doc:`ROCm Bandwidth Test <rocm_bandwidth_test:index>` 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0 1.4.0
106 :doc:`ROCm Compute Profiler <rocprofiler-compute:index>` 3.1.1 3.1.1 3.1.0 3.1.0 3.0.0 3.0.0 3.0.0 3.0.0 2.0.1 2.0.1 2.0.1 2.0.1 N/A N/A N/A N/A N/A N/A
107 :doc:`ROCm Systems Profiler <rocprofiler-systems:index>` 1.0.2 1.0.2 1.0.1 1.0.0 0.1.2 0.1.1 0.1.0 0.1.0 1.11.2 1.11.2 1.11.2 1.11.2 N/A N/A N/A N/A N/A N/A
108 :doc:`ROCProfiler <rocprofiler:index>` 2.0.60402 2.0.60403 2.0.60402 2.0.60401 2.0.60400 2.0.60303 2.0.60302 2.0.60301 2.0.60300 2.0.60204 2.0.60202 2.0.60201 2.0.60200 2.0.60105 2.0.60102 2.0.60101 2.0.60100 2.0.60002 2.0.60000
109 :doc:`ROCprofiler-SDK <rocprofiler-sdk:index>` 0.6.0 0.6.0 0.6.0 0.6.0 0.5.0 0.5.0 0.5.0 0.5.0 0.4.0 0.4.0 0.4.0 0.4.0 N/A N/A N/A N/A N/A N/A
110 :doc:`ROCTracer <roctracer:index>` 4.1.60402 4.1.60403 4.1.60402 4.1.60401 4.1.60400 4.1.60303 4.1.60302 4.1.60301 4.1.60300 4.1.60204 4.1.60202 4.1.60201 4.1.60200 4.1.60105 4.1.60102 4.1.60101 4.1.60100 4.1.60002 4.1.60000
111
112 DEVELOPMENT TOOLS
113 :doc:`HIPIFY <hipify:index>` 19.0.0 19.0.0 19.0.0 19.0.0 18.0.0.25012 18.0.0.25012 18.0.0.24491 18.0.0.24455 18.0.0.24392 18.0.0.24355 18.0.0.24355 18.0.0.24232 17.0.0.24193 17.0.0.24193 17.0.0.24154 17.0.0.24103 17.0.0.24012 17.0.0.23483

View File

@@ -126,9 +126,9 @@ compatibility and system requirements.
:doc:`ROCm Bandwidth Test <rocm_bandwidth_test:index>`,1.4.0,1.4.0,1.4.0
:doc:`ROCm Compute Profiler <rocprofiler-compute:index>`,3.1.1,3.1.1,3.0.0
:doc:`ROCm Systems Profiler <rocprofiler-systems:index>`,1.0.2,1.0.2,0.1.0
:doc:`ROCProfiler <rocprofiler:index>`,2.0.60402,2.0.60402,2.0.60300
:doc:`ROCProfiler <rocprofiler:index>`,2.0.60403,2.0.60402,2.0.60300
:doc:`ROCprofiler-SDK <rocprofiler-sdk:index>`,0.6.0,0.6.0,0.5.0
:doc:`ROCTracer <roctracer:index>`,4.1.60402,4.1.60402,4.1.60300
:doc:`ROCTracer <roctracer:index>`,4.1.60403,4.1.60402,4.1.60300
,,,
DEVELOPMENT TOOLS,,,
:doc:`HIPIFY <hipify:index>`,19.0.0,19.0.0,18.0.0.24455

View File

@@ -39,7 +39,7 @@ pytorch_inference_benchmark:
model_repo: Wan-AI/Wan2.1-T2V-14B
url: https://huggingface.co/Wan-AI/Wan2.1-T2V-14B
precision: bfloat16
- group: Janus-Pro
- group: Janus Pro
tag: janus-pro
models:
- model: Janus Pro 7B
@@ -47,3 +47,11 @@ pytorch_inference_benchmark:
model_repo: deepseek-ai/Janus-Pro-7B
url: https://huggingface.co/deepseek-ai/Janus-Pro-7B
precision: bfloat16
- group: Hunyuan Video
tag: hunyuan
models:
- model: Hunyuan Video
mad_tag: pyt_hy_video
model_repo: tencent/HunyuanVideo
url: https://huggingface.co/tencent/HunyuanVideo
precision: float16

View File

@@ -19,5 +19,6 @@ The general steps to build ROCm are:
#. Run the build command
Because the ROCm stack is constantly evolving, the most current instructions are stored with the source code in GitHub.
For detailed build instructions, see `Getting and Building ROCm from Source <https://github.com/ROCm/ROCm?tab=readme-ov-file#getting-and-building-rocm-from-source>`.
For detailed build instructions, see `Getting and Building ROCm from Source <https://github.com/ROCm/ROCm?tab=readme-ov-file#getting-and-building-rocm-from-source>`_.

View File

@@ -2,58 +2,132 @@
: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
********************************************
**********************************
Deep learning frameworks for ROCm
**********************************
ROCm provides a comprehensive ecosystem for deep learning development, including
:ref:`libraries <artificial-intelligence-apis>` for optimized deep learning operations and ROCm-aware versions of popular
deep learning frameworks and libraries such as PyTorch, TensorFlow, and JAX. ROCm works closely with these
frameworks to ensure that framework-specific optimizations take advantage of AMD accelerator and GPU architectures.
Deep learning frameworks provide environments for machine learning, training, fine-tuning, inference, and performance optimization.
The following guides provide information on compatibility and supported
features for these ROCm-enabled deep learning frameworks.
ROCm offers a complete ecosystem for developing and running deep learning applications efficiently. It also provides ROCm-compatible versions of popular frameworks and libraries, such as PyTorch, TensorFlow, JAX, and others.
* :doc:`PyTorch compatibility <../compatibility/ml-compatibility/pytorch-compatibility>`
* :doc:`TensorFlow compatibility <../compatibility/ml-compatibility/tensorflow-compatibility>`
* :doc:`JAX compatibility <../compatibility/ml-compatibility/jax-compatibility>`
* :doc:`verl compatibility <../compatibility/ml-compatibility/verl-compatibility>`
* :doc:`Stanford Megatron-LM compatibility <../compatibility/ml-compatibility/stanford-megatron-lm-compatibility>`
* :doc:`DGL compatibility <../compatibility/ml-compatibility/dgl-compatibility>`
* :doc:`Megablocks compatibility <../compatibility/ml-compatibility/megablocks-compatibility>`
* :doc:`Taichi compatibility <../compatibility/ml-compatibility/taichi-compatibility>`
The AMD ROCm organization actively contributes to open-source development and collaborates closely with framework organizations. This collaboration ensures that framework-specific optimizations effectively leverage AMD GPUs and accelerators.
This chart steps through typical installation workflows for installing deep learning frameworks for ROCm.
The table below summarizes information about ROCm-enabled deep learning frameworks. It includes details on ROCm compatibility and third-party tool support, installation steps and options, and links to GitHub resources. For a complete list of supported framework versions on ROCm, see the :doc:`Compatibility matrix <../compatibility/compatibility-matrix>` topic.
.. image:: ../data/how-to/framework_install_2024_07_04.png
:alt: Flowchart for installing ROCm-aware machine learning frameworks
:align: center
.. list-table::
:header-rows: 1
:widths: 5 3 6 3
See the installation instructions to get started.
* - Framework
- Installation
- Installation options
- GitHub
* :doc:`PyTorch for ROCm <rocm-install-on-linux:install/3rd-party/pytorch-install>`
* :doc:`TensorFlow for ROCm <rocm-install-on-linux:install/3rd-party/tensorflow-install>`
* :doc:`JAX for ROCm <rocm-install-on-linux:install/3rd-party/jax-install>`
* :doc:`verl for ROCm <rocm-install-on-linux:install/3rd-party/verl-install>`
* :doc:`Stanford Megatron-LM for ROCm <rocm-install-on-linux:install/3rd-party/stanford-megatron-lm-install>`
* :doc:`DGL for ROCm <rocm-install-on-linux:install/3rd-party/dgl-install>`
* :doc:`Megablocks for ROCm <rocm-install-on-linux:install/3rd-party/megablocks-install>`
* :doc:`Taichi for ROCm <rocm-install-on-linux:install/3rd-party/taichi-install>`
* - `PyTorch <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/pytorch-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html#using-a-docker-image-with-pytorch-pre-installed>`_
- `Wheels package <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html#using-a-wheels-package>`_
- `ROCm Base Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html#using-the-pytorch-rocm-base-docker-image>`_
- `Upstream Docker file <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html#using-the-pytorch-upstream-dockerfile>`_
- .. raw:: html
<a href="https://github.com/ROCm/pytorch"><i class="fab fa-github fa-lg"></i></a>
* - `TensorFlow <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/tensorflow-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/tensorflow-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/tensorflow-install.html#using-a-docker-image-with-tensorflow-pre-installed>`_
- `Wheels package <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/tensorflow-install.html#using-a-wheels-package>`_
.. note::
- .. raw:: html
<a href="https://github.com/ROCm/tensorflow-upstream"><i class="fab fa-github fa-lg"></i></a>
* - `JAX <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/jax-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/jax-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/jax-install.html#using-a-prebuilt-docker-image>`_
- .. raw:: html
<a href="https://github.com/ROCm/jax"><i class="fab fa-github fa-lg"></i></a>
* - `verl <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/verl-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/verl-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/verl-install.html#use-a-prebuilt-docker-image-with-verl-pre-installed>`_
- .. raw:: html
<a href="https://github.com/ROCm/verl"><i class="fab fa-github fa-lg"></i></a>
* - `Stanford Megatron-LM <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/stanford-megatron-lm-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/stanford-megatron-lm-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/stanford-megatron-lm-install.html#use-a-prebuilt-docker-image-with-stanford-megatron-lm-pre-installed>`_
- .. raw:: html
<a href="https://github.com/ROCm/Stanford-Megatron-LM"><i class="fab fa-github fa-lg"></i></a>
* - `DGL <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/dgl-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/dgl-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/dgl-install.html#use-a-prebuilt-docker-image-with-dgl-pre-installed>`_
- .. raw:: html
<a href="https://github.com/ROCm/dgl"><i class="fab fa-github fa-lg"></i></a>
* - `Megablocks <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/megablocks-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/megablocks-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/megablocks-install.html#using-a-prebuilt-docker-image-with-megablocks-pre-installed>`_
- .. raw:: html
<a href="https://github.com/ROCm/megablocks"><i class="fab fa-github fa-lg"></i></a>
* - `Taichi <https://rocm.docs.amd.com/en/latest/compatibility/ml-compatibility/taichi-compatibility.html>`_
- .. raw:: html
<a href="https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/taichi-install.html"><i class="fas fa-link fa-lg"></i></a>
-
- `Docker image <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/taichi-install.html#use-a-prebuilt-docker-image-with-taichi-pre-installed>`_
- `Wheels package <https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/taichi-install.html#use-a-wheels-package>`_
- .. raw:: html
<a href="https://github.com/ROCm/taichi"><i class="fab fa-github fa-lg"></i></a>
For guidance on installing ROCm itself, refer to :doc:`ROCm installation for Linux <rocm-install-on-linux:index>`.
Learn how to use your ROCm deep learning environment for training, fine-tuning, inference, and performance optimization
through the following guides.
* :doc:`rocm-for-ai/index`
* :doc:`Training <rocm-for-ai/training/index>`
* :doc:`Use ROCm for training <rocm-for-ai/training/index>`
* :doc:`Use ROCm for fine-tuning LLMs <rocm-for-ai/fine-tuning/index>`
* :doc:`Use ROCm for AI inference <rocm-for-ai/inference/index>`
* :doc:`Use ROCm for AI inference optimization <rocm-for-ai/inference-optimization/index>`
* :doc:`Fine-tuning LLMs <rocm-for-ai/fine-tuning/index>`
* :doc:`Inference <rocm-for-ai/inference/index>`
* :doc:`Inference optimization <rocm-for-ai/inference-optimization/index>`

View File

@@ -103,7 +103,7 @@ PyTorch inference performance testing
The Chai-1 benchmark uses a specifically selected Docker image using ROCm 6.2.3 and PyTorch 2.3.0 to address an accuracy issue.
.. container:: model-doc pyt_clip_inference pyt_mochi_video_inference pyt_wan2.1_inference pyt_janus_pro_inference
.. container:: model-doc pyt_clip_inference pyt_mochi_video_inference pyt_wan2.1_inference pyt_janus_pro_inference pyt_hy_video
Use the following command to pull the `ROCm PyTorch Docker image <https://hub.docker.com/layers/rocm/pytorch/latest/images/sha256-05b55983e5154f46e7441897d0908d79877370adca4d1fff4899d9539d6c4969>`__ from Docker Hub.

View File

@@ -1,14 +1,14 @@
.. meta::
:description: How to install ROCm and popular machine learning frameworks.
:description: How to install ROCm and popular deep learning frameworks.
:keywords: ROCm, AI, LLM, train, fine-tune, FSDP, DeepSpeed, LLaMA, tutorial
.. _rocm-for-ai-install:
***********************************************
Installing ROCm and machine learning frameworks
***********************************************
********************************************
Installing ROCm and deep learning frameworks
********************************************
Before getting started, install ROCm and supported machine learning frameworks.
Before getting started, install ROCm and supported deep learning frameworks.
.. grid:: 1
@@ -43,29 +43,16 @@ distribution's package manager. See the following documentation resources to get
If you encounter any issues during installation, refer to the
:doc:`Installation troubleshooting <rocm-install-on-linux:reference/install-faq>` guide.
Machine learning frameworks
===========================
Deep learning frameworks
========================
ROCm supports popular machine learning frameworks and libraries including `PyTorch
ROCm supports deep learning frameworks and libraries including `PyTorch
<https://pytorch.org/blog/pytorch-for-amd-rocm-platform-now-available-as-python-package>`_, `TensorFlow
<https://tensorflow.org>`_, `JAX <https://jax.readthedocs.io/en/latest>`_, and `DeepSpeed
<https://cloudblogs.microsoft.com/opensource/2022/03/21/supporting-efficient-large-model-training-on-amd-instinct-gpus-with-deepspeed/>`_.
<https://tensorflow.org>`_, `JAX <https://jax.readthedocs.io/en/latest>`_, and more.
Review the framework installation documentation. For ease-of-use, it's recommended to use official ROCm prebuilt Docker
Review the :doc:`framework installation documentation <../deep-learning-rocm>`. For ease-of-use, it's recommended to use official ROCm prebuilt Docker
images with the framework pre-installed.
* :doc:`PyTorch for ROCm <rocm-install-on-linux:install/3rd-party/pytorch-install>`
* :doc:`TensorFlow for ROCm <rocm-install-on-linux:install/3rd-party/tensorflow-install>`
* :doc:`JAX for ROCm <rocm-install-on-linux:install/3rd-party/jax-install>`
* :doc:`verl for ROCm <rocm-install-on-linux:install/3rd-party/verl-install>`
* :doc:`Stanford Megatron-LM for ROCm <rocm-install-on-linux:install/3rd-party/jax-install>`
* :doc:`DGL for ROCm <rocm-install-on-linux:install/3rd-party/jax-install>`
Next steps
==========

View File

@@ -27,6 +27,24 @@ subtrees:
title: ROCm on Radeon GPUs
- file: how-to/deep-learning-rocm.md
title: Deep learning frameworks
subtrees:
- entries:
- file: compatibility/ml-compatibility/pytorch-compatibility.rst
title: PyTorch compatibility
- file: compatibility/ml-compatibility/tensorflow-compatibility.rst
title: TensorFlow compatibility
- file: compatibility/ml-compatibility/jax-compatibility.rst
title: JAX compatibility
- file: compatibility/ml-compatibility/verl-compatibility.rst
title: verl compatibility
- file: compatibility/ml-compatibility/stanford-megatron-lm-compatibility.rst
title: Stanford Megatron-LM compatibility
- file: compatibility/ml-compatibility/dgl-compatibility.rst
title: DGL compatibility
- file: compatibility/ml-compatibility/megablocks-compatibility.rst
title: Megablocks compatibility
- file: compatibility/ml-compatibility/taichi-compatibility.rst
title: Taichi compatibility
- file: how-to/build-rocm.rst
title: Build ROCm from source

View File

@@ -1,7 +1,7 @@
<?xml version="1.0" encoding="UTF-8"?>
<manifest>
<remote name="rocm-org" fetch="https://github.com/ROCm/" />
<default revision="refs/tags/rocm-6.4.2"
<default revision="refs/tags/rocm-6.4.3"
remote="rocm-org"
sync-c="true"
sync-j="4" />

View File

@@ -0,0 +1,79 @@
<?xml version="1.0" encoding="UTF-8"?>
<manifest>
<remote name="rocm-org" fetch="https://github.com/ROCm/" />
<default revision="refs/tags/rocm-6.4.3"
remote="rocm-org"
sync-c="true"
sync-j="4" />
<!--list of projects for ROCm-->
<project name="ROCm" revision="roc-6.4.x" />
<project name="ROCK-Kernel-Driver" />
<project name="ROCR-Runtime" />
<project name="amdsmi" />
<project name="rdc" />
<project name="rocm_bandwidth_test" />
<project name="rocm_smi_lib" />
<project name="rocm-core" />
<project name="rocm-examples" />
<project name="rocminfo" />
<project name="rocprofiler" />
<project name="rocprofiler-register" />
<project name="rocprofiler-sdk" />
<project name="rocprofiler-compute" />
<project name="rocprofiler-systems" />
<project name="roctracer" />
<!--HIP Projects-->
<project name="hip" />
<project name="hip-tests" />
<project name="HIPIFY" />
<project name="clr" />
<project name="hipother" />
<!-- The following projects are all associated with the AMDGPU LLVM compiler -->
<project name="half" />
<project name="llvm-project" />
<project name="spirv-llvm-translator" />
<!-- gdb projects -->
<project name="ROCdbgapi" />
<project name="ROCgdb" />
<project name="rocr_debug_agent" />
<!-- ROCm Libraries -->
<project groups="mathlibs" name="AMDMIGraphX" />
<project groups="mathlibs" name="MIOpen" />
<project groups="mathlibs" name="MIVisionX" />
<project groups="mathlibs" name="ROCmValidationSuite" />
<project groups="mathlibs" name="Tensile" />
<project groups="mathlibs" name="composable_kernel" />
<project groups="mathlibs" name="hipBLAS-common" />
<project groups="mathlibs" name="hipBLAS" />
<project groups="mathlibs" name="hipBLASLt" />
<project groups="mathlibs" name="hipCUB" />
<project groups="mathlibs" name="hipFFT" />
<project groups="mathlibs" name="hipRAND" />
<project groups="mathlibs" name="hipSOLVER" />
<project groups="mathlibs" name="hipSPARSE" />
<project groups="mathlibs" name="hipSPARSELt" />
<project groups="mathlibs" name="hipTensor" />
<project groups="mathlibs" name="hipfort" />
<project groups="mathlibs" name="rccl" />
<project groups="mathlibs" name="rocAL" />
<project groups="mathlibs" name="rocALUTION" />
<project groups="mathlibs" name="rocBLAS" />
<project groups="mathlibs" name="rocDecode" />
<project groups="mathlibs" name="rocJPEG" />
<project groups="mathlibs" name="rocPyDecode" />
<project groups="mathlibs" name="rocFFT" />
<project groups="mathlibs" name="rocPRIM" />
<project groups="mathlibs" name="rocRAND" />
<project groups="mathlibs" name="rocSHMEM" />
<project groups="mathlibs" name="rocSOLVER" />
<project groups="mathlibs" name="rocSPARSE" />
<project groups="mathlibs" name="rocThrust" />
<project groups="mathlibs" name="rocWMMA" />
<project groups="mathlibs" name="rocm-cmake" />
<project groups="mathlibs" name="rpp" />
<project groups="mathlibs" name="TransferBench" />
<!-- Projects for OpenMP-Extras -->
<project name="aomp" path="openmp-extras/aomp" />
<project name="aomp-extras" path="openmp-extras/aomp-extras" />
<project name="flang" path="openmp-extras/flang" />
</manifest>