Skip to content

Commit 1b0a2ba

Browse files
yf711yf711
authored
Update cmake_cuda_architecture to control package size (#23671)
### Description <!-- Describe your changes. --> Action item: * ~~Add LTO support when cuda 12.8 & Relocatable Device Code (RDC)/separate_compilation are enabled, to reduce potential perf regression~~LTO needs further testing * Reduce nuget/whl package size by selecting devices & their cuda binary/PTX assembly during ORT build; * make sure ORT nuget package < 250 MB, python wheel < 300 MB * Suggest creating internal repo to publish pre-built package with Blackwell sm100/120 SASS and sm120 PTX to repo like [onnxruntime-blackwell](https://aiinfra.visualstudio.com/PublicPackages/_artifacts/feed/onnxruntime-blackwell), since the package size will be much larger than nuget/pypi repo limit * Considering the most popular datacenter/consumer GPUs, here's the cuda_arch list for linux/windows: * With this change, perf on next release ORT is optimal on Linux with Tesla P100 (sm60), V100 (sm70), T4 (sm75), A100 (sm80), A10 (sm86, py whl), H100 (sm90); on Windows with GTX 980 (sm52), GTX 1080 (sm61), RTX 2080 (sm75), RTX 3090 (sm86), RTX 4090 (sm89). Other newer architecture GPUs are compatible. * | OS | cmake_cuda_architecture | package size | | ------------- | ------------------------------------------ | ------------ | | Linux nupkg | 60-real;70-real;75-real;80-real;90 | 215 MB | | Linux whl | 60-real;70-real;75-real;80-real;86-real;90 | 268 MB | | Windows nupkg | 52-real;61-real;75-real;86-real;89-real;90-virtual | 197 MB | | Windows whl | 52-real;61-real;75-real;86-real;89-real;90-virtual | 204 MB | * [TODO] Vaildate on Windows CUDA CI pipeline with cu128 ### Motivation and Context <!-- - Why is this change required? What problem does it solve? - If it fixes an open issue, please link to the issue here. --> Address discussed topics in #23562 and #23309 #### Stats | libonnxruntime_providers_cuda lib size | Main 75;80;90 | 75-real;80-real;90-virtual | 75-real;80;90-virtual | 75-real;80-real;86-virtual;89-virtual;90-virtual | 75-real;86-real;89 | 75-real;80;90 | 75-real;80-real;90 | 61-real;75-real;86-real;89 | | -------------------------------------- | ----------------- | -------------------------- | --------------------- | ------------------------------------------------ | ------------------ | ------------- | ------------------ | -------------------------- | | Linux | 446 MB | 241 MB | 362 MB | 482 MB | N/A | 422 MB | 301 MB | | | Windows | 417 MB | 224 MB | 338 MB | 450 MB | 279 MB | N/A | | 292 MB | | nupkg size | Main 75;80;90 | 75-real;80-real;90-virtual | 75-real;80;90-virtual | 75-real;80-real;86-virtual;89-virtual;90-virtual | 75-real;86-real;89 | 75-real;80;90 | 75-real;80-real;90 | 61-real;75-real;86-real;89 | | ---------- | ----------------- | -------------------------- | --------------------- | ------------------------------------------------ | ------------------ | ------------- | ------------------ | -------------------------- | | Linux | 287 MB | TBD | 224 MB | 299 MB | | | 197 MB | N/A | | Windows | 264 MB | TBD | 205 MB | 274 MB | | | N/A | 188 MB | | whl size | Main 75;80;90 | 75-real;80-real;90-virtual | 75-real;80;90-virtual | 75-real;80-real;86-virtual;89-virtual;90-virtual | 75-real;86-real;89 | 75-real;80;90 | 75-real;80-real;90 | 61-real;75-real;86-real;89 | | -------- | ----------------- | -------------------------- | --------------------- | ------------------------------------------------ | ------------------ | ------------- | ------------------ | -------------------------- | | Linux | 294 MB | 154 MB | TBD | TBD | N/A | 278 MB | 203 MB | N/A | | Windows | 271 MB | 142 MB | TBD | 280 MB | 184 MB | N/A | N/A | 194 MB | ### Reference https://developer.nvidia.com/cuda-gpus [Improving GPU Application Performance with NVIDIA CUDA 11.2 Device Link Time Optimization](https://developer.nvidia.com/blog/improving-gpu-app-performance-with-cuda-11-2-device-lto/) [PTX Compatibility](https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#ptx-compatibility) [Application Compatibility on the NVIDIA Ada GPU Architecture](https://docs.nvidia.com/cuda/ada-compatibility-guide/#application-compatibility-on-the-nvidia-ada-gpu-architecture) [Software Migration Guide for NVIDIA Blackwell RTX GPUs: A Guide to CUDA 12.8, PyTorch, TensorRT, and Llama.cpp](https://forums.developer.nvidia.com/t/software-migration-guide-for-nvidia-blackwell-rtx-gpus-a-guide-to-cuda-12-8-pytorch-tensorrt-and-llama-cpp/321330) ### Track some failed/unfinished experiments to control package size: 1. Build ORT with `CUDNN_FRONTEND_SKIP_JSON_LIB=ON` doesn't help much on package size; 2. ORT packaging uses 7z to pack the package, which can only use zip's deflate compression. In such format, setting compression ratio to ultra `-mx=9` doesn't help much to control size (7z's LZMA compression is much better but not supported by nuget/pypi) 3. Simply replacing `sm_xx` with `lto_xx` would increase cudaep library size by ~50% (Haven't tested on perf yet). This needs further validation.
1 parent 8eb5513 commit 1b0a2ba

5 files changed

Lines changed: 6 additions & 6 deletions

File tree

‎tools/ci_build/github/azure-pipelines/stages/nuget-win-cuda-packaging-stage.yml‎

Lines changed: 2 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -50,7 +50,7 @@ stages:
5050
msbuildPlatform: x64
5151
packageName: x64-cuda
5252
CudaVersion: ${{ parameters.CudaVersion }}
53-
buildparameter: --use_cuda --cuda_home=${{ parameters.win_cuda_home }} --enable_onnx_tests --enable_wcos --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=75;80;90"
53+
buildparameter: --use_cuda --cuda_home=${{ parameters.win_cuda_home }} --enable_onnx_tests --enable_wcos --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=52-real;61-real;75-real;86-real;89-real;90-virtual"
5454
runTests: ${{ parameters.RunOnnxRuntimeTests }}
5555
buildJava: ${{ parameters.buildJava }}
5656
java_artifact_id: onnxruntime_gpu
@@ -68,7 +68,7 @@ stages:
6868
msbuildPlatform: x64
6969
CudaVersion: ${{ parameters.CudaVersion }}
7070
packageName: x64-tensorrt
71-
buildparameter: --use_tensorrt --tensorrt_home=${{ parameters.win_trt_home }} --cuda_home=${{ parameters.win_cuda_home }} --enable_onnx_tests --enable_wcos --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=75;80;90"
71+
buildparameter: --use_tensorrt --tensorrt_home=${{ parameters.win_trt_home }} --cuda_home=${{ parameters.win_cuda_home }} --enable_onnx_tests --enable_wcos --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=52-real;61-real;75-real;86-real;89-real;90-virtual"
7272
runTests: ${{ parameters.RunOnnxRuntimeTests }}
7373
buildJava: ${{ parameters.buildJava }}
7474
java_artifact_id: onnxruntime_gpu

‎tools/ci_build/github/azure-pipelines/stages/py-gpu-packaging-stage.yml‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -56,7 +56,7 @@ stages:
5656
PYTHON_VERSION: ${{ python_version }}
5757
EP_NAME: gpu
5858
CudaVersion: ${{ parameters.cuda_version }}
59-
EP_BUILD_FLAGS: --enable_lto --use_cuda --cuda_home=$(Agent.TempDirectory)\v${{ parameters.cuda_version }} --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=75;80;90"
59+
EP_BUILD_FLAGS: --enable_lto --use_cuda --cuda_home=$(Agent.TempDirectory)\v${{ parameters.cuda_version }} --cmake_extra_defines "CMAKE_CUDA_ARCHITECTURES=52-real;61-real;75-real;86-real;89-real;90-virtual"
6060
use_tensorrt: True
6161

6262
- ${{ if eq(parameters.enable_linux_cuda, true) }}:

‎tools/ci_build/github/linux/build_cuda_c_api_package.sh‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -2,4 +2,4 @@
22
set -e -x
33
docker run -e SYSTEM_COLLECTIONURI --rm --volume \
44
$BUILD_SOURCESDIRECTORY:/onnxruntime_src --volume $BUILD_BINARIESDIRECTORY:/build -e NIGHTLY_BUILD onnxruntimecuda${CUDA_VERSION_MAJOR}build \
5-
/bin/bash -c "/usr/bin/python3 /onnxruntime_src/tools/ci_build/build.py --enable_lto --build_java --build_nodejs --build_dir /build --config Release --skip_submodule_sync --parallel --use_binskim_compliant_compile_flags --build_shared_lib --use_cuda --cuda_version=$CUDA_VERSION --cuda_home=/usr/local/cuda-$CUDA_VERSION --cudnn_home=/usr/local/cuda-$CUDA_VERSION --skip_tests --use_vcpkg --use_vcpkg_ms_internal_asset_cache --cmake_extra_defines 'CMAKE_CUDA_ARCHITECTURES=75;80;90' && cd /build/Release && make install DESTDIR=/build/installed"
5+
/bin/bash -c "/usr/bin/python3 /onnxruntime_src/tools/ci_build/build.py --enable_lto --build_java --build_nodejs --build_dir /build --config Release --skip_submodule_sync --parallel --use_binskim_compliant_compile_flags --build_shared_lib --use_cuda --cuda_version=$CUDA_VERSION --cuda_home=/usr/local/cuda-$CUDA_VERSION --cudnn_home=/usr/local/cuda-$CUDA_VERSION --skip_tests --use_vcpkg --use_vcpkg_ms_internal_asset_cache --cmake_extra_defines 'CMAKE_CUDA_ARCHITECTURES=60-real;70-real;75-real;80-real;90' && cd /build/Release && make install DESTDIR=/build/installed"

‎tools/ci_build/github/linux/build_linux_python_package.sh‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -70,7 +70,7 @@ fi
7070
if [ "$BUILD_DEVICE" == "GPU" ]; then
7171
SHORT_CUDA_VERSION=$(echo $CUDA_VERSION | sed 's/\([[:digit:]]\+\.[[:digit:]]\+\)\.[[:digit:]]\+/\1/')
7272
#Enable CUDA and TRT EPs.
73-
BUILD_ARGS+=("--use_cuda" "--use_tensorrt" "--cuda_version=$SHORT_CUDA_VERSION" "--tensorrt_home=/usr" "--cuda_home=/usr/local/cuda-$SHORT_CUDA_VERSION" "--cudnn_home=/usr/local/cuda-$SHORT_CUDA_VERSION" "--cmake_extra_defines" "CMAKE_CUDA_ARCHITECTURES=75;80;90")
73+
BUILD_ARGS+=("--use_cuda" "--use_tensorrt" "--cuda_version=$SHORT_CUDA_VERSION" "--tensorrt_home=/usr" "--cuda_home=/usr/local/cuda-$SHORT_CUDA_VERSION" "--cudnn_home=/usr/local/cuda-$SHORT_CUDA_VERSION" "--nvcc_threads=1" "--cmake_extra_defines" "CMAKE_CUDA_ARCHITECTURES=60-real;70-real;75-real;80-real;86-real;90")
7474
fi
7575

7676
if [ "$BUILD_DEVICE" == "NPU" ]; then

‎tools/ci_build/github/linux/build_tensorrt_c_api_package.sh‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -3,4 +3,4 @@ set -e -x
33
mkdir -p $HOME/.onnx
44
docker run -e SYSTEM_COLLECTIONURI --rm --volume /data/onnx:/data/onnx:ro --volume $BUILD_SOURCESDIRECTORY:/onnxruntime_src --volume $BUILD_BINARIESDIRECTORY:/build \
55
--volume /data/models:/build/models:ro --volume $HOME/.onnx:/home/onnxruntimedev/.onnx -e NIGHTLY_BUILD onnxruntimecuda${CUDA_VERSION_MAJOR}xtrt86build \
6-
/bin/bash -c "/usr/bin/python3 /onnxruntime_src/tools/ci_build/build.py --build_dir /build --config Release --skip_tests --skip_submodule_sync --parallel --use_binskim_compliant_compile_flags --build_shared_lib --build_java --build_nodejs --use_tensorrt --cuda_version=$CUDA_VERSION --cuda_home=/usr/local/cuda-$CUDA_VERSION --cudnn_home=/usr --tensorrt_home=/usr --cmake_extra_defines 'CMAKE_CUDA_ARCHITECTURES=75;80;90' --use_vcpkg --use_vcpkg_ms_internal_asset_cache && cd /build/Release && make install DESTDIR=/build/installed"
6+
/bin/bash -c "/usr/bin/python3 /onnxruntime_src/tools/ci_build/build.py --build_dir /build --config Release --skip_tests --skip_submodule_sync --parallel --use_binskim_compliant_compile_flags --build_shared_lib --build_java --build_nodejs --use_tensorrt --cuda_version=$CUDA_VERSION --cuda_home=/usr/local/cuda-$CUDA_VERSION --cudnn_home=/usr --tensorrt_home=/usr --cmake_extra_defines 'CMAKE_CUDA_ARCHITECTURES=60-real;70-real;75-real;80-real;90' --use_vcpkg --use_vcpkg_ms_internal_asset_cache && cd /build/Release && make install DESTDIR=/build/installed"

0 commit comments

Comments
 (0)