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HIP: rocWMMA documentation and enabling in workflow builds (#12179)
* Enable rocWMMA for Windows CI build * Enable for Ubuntu * GGML_HIP_ROCWMMA_FATTN documentation work
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16
.github/workflows/build.yml
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16
.github/workflows/build.yml
vendored
@ -467,6 +467,7 @@ jobs:
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run: |
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cmake -B build -S . \
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-DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \
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-DGGML_HIP_ROCWMMA_FATTN=ON \
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-DGGML_HIP=ON
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cmake --build build --config Release -j $(nproc)
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@ -476,6 +477,7 @@ jobs:
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cmake -B build2 -S . \
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-DCMAKE_C_COMPILER=hipcc \
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-DCMAKE_CXX_COMPILER=hipcc \
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-DGGML_HIP_ROCWMMA_FATTN=ON \
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-DGGML_HIP=ON
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cmake --build build2 --config Release -j $(nproc)
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@ -1202,6 +1204,11 @@ jobs:
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id: checkout
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uses: actions/checkout@v4
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- name: Clone rocWMMA repository
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id: clone_rocwmma
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run: |
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git clone https://github.com/rocm/rocwmma --branch rocm-6.2.4 --depth 1
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- name: Install
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id: depends
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run: |
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@ -1231,8 +1238,10 @@ jobs:
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cmake -G "Unix Makefiles" -B build -S . `
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-DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
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-DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
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-DCMAKE_CXX_FLAGS="-Irocwmma/library/include/" `
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-DCMAKE_BUILD_TYPE=Release `
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-DGGML_HIP=ON `
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-DGGML_HIP_ROCWMMA_FATTN=ON `
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-DGGML_RPC=ON
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cmake --build build -j ${env:NUMBER_OF_PROCESSORS}
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@ -1251,6 +1260,11 @@ jobs:
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with:
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fetch-depth: 0
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- name: Clone rocWMMA repository
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id: clone_rocwmma
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run: |
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git clone https://github.com/rocm/rocwmma --branch rocm-6.2.4 --depth 1
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- name: ccache
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uses: hendrikmuhs/ccache-action@v1.2.16
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with:
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@ -1280,8 +1294,10 @@ jobs:
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cmake -G "Unix Makefiles" -B build -S . `
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-DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
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-DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
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-DCMAKE_CXX_FLAGS="-Irocwmma/library/include/" `
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-DCMAKE_BUILD_TYPE=Release `
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-DAMDGPU_TARGETS=${{ matrix.gpu_target }} `
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-DGGML_HIP_ROCWMMA_FATTN=ON `
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-DGGML_HIP=ON `
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-DGGML_RPC=ON
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cmake --build build -j ${env:NUMBER_OF_PROCESSORS}
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@ -235,6 +235,12 @@ You can download it from your Linux distro's package manager or from here: [ROCm
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On Linux it is also possible to use unified memory architecture (UMA) to share main memory between the CPU and integrated GPU by setting `-DGGML_HIP_UMA=ON`.
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However, this hurts performance for non-integrated GPUs (but enables working with integrated GPUs).
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To enhance flash attention performance on RDNA3+ or CDNA architectures, you can utilize the rocWMMA library by enabling the `-DGGML_HIP_ROCWMMA_FATTN=ON` option. This requires rocWMMA headers to be installed on the build system.
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The rocWMMA library is included by default when installing the ROCm SDK using the `rocm` meta package provided by AMD. Alternatively, if you are not using the meta package, you can install the library using the `rocwmma-dev` or `rocwmma-devel` package, depending on your system's package manager.
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As an alternative, you can manually install the library by cloning it from the official [GitHub repository](https://github.com/ROCm/rocWMMA), checkout the corresponding version tag (e.g. `rocm-6.2.4`) and set `-DCMAKE_CXX_FLAGS="-I<path/to/rocwmma>/library/include/"` in CMake. This also works under Windows despite not officially supported by AMD.
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Note that if you get the following error:
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```
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clang: error: cannot find ROCm device library; provide its path via '--rocm-path' or '--rocm-device-lib-path', or pass '-nogpulib' to build without ROCm device library
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