rocSPARSE
August 12, 2024 ยท View on GitHub
rocSPARSE exposes a common interface that provides Basic Linear Algebra Subroutines (BLAS) for sparse computation. It's implemented on top of AMD ROCm runtime and toolchains. rocSPARSE is created using the HIP programming language and optimized for AMD's latest discrete GPUs.
Documentation
Documentation for rocSPARSE is available at https://rocm.docs.amd.com/projects/rocSPARSE/en/latest/.
To build our documentation locally, run the following code:
cd docs
pip3 install -r sphinx/requirements.txt
python3 -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
Alternatively, build with CMake:
cmake -DBUILD_DOCS=ON ...
Requirements
- Git
- CMake (3.5 or later)
- AMD [ROCm] 3.5 platform or later
Optional:
- GoogleTest (required only for tests)
- Use
GTEST_ROOTto specify a location - If you don't have GoogleTest installed, CMake automatically downloads and builds it
- Use
Build and install
-
Build rocSPARSE using the
install.shscript.# Clone rocSPARSE using git git clone https://github.com/ROCm/rocSPARSE.git # Go to rocSPARSE directory cd rocSPARSE # Run install.sh script # Command line options: # -h|--help - prints help message # -i|--install - install after build # -d|--dependencies - install build dependencies # -c|--clients - build library clients too (combines with -i & -d) # -g|--debug - build with debug flag ./install.sh -dci -
Compile rocSPARSE (all compiler specifications are automatically determined).
# Clone rocSPARSE using git git clone https://github.com/ROCm/rocSPARSE.git # Go to rocSPARSE directory, create and go to the build directory cd rocSPARSE; mkdir -p build/release; cd build/release # Configure rocSPARSE # Build options: # BUILD_CLIENTS_TESTS - build tests (OFF) # BUILD_CLIENTS_BENCHMARKS - build benchmarks (OFF) # BUILD_CLIENTS_SAMPLES - build examples (ON) # BUILD_VERBOSE - verbose output (OFF) # BUILD_SHARED_LIBS - build rocSPARSE as a shared library (ON) CXX=/opt/rocm/bin/amdclang++ cmake -DBUILD_CLIENTS_TESTS=ON ../.. # Build make # Install [sudo] make install
Unit tests and benchmarks
To run unit tests, you must build rocSPARSE with -DBUILD_CLIENTS_TESTS=ON.
# Go to rocSPARSE build directory
cd rocSPARSE; cd build/release
# Run all tests
./clients/staging/rocsparse-test
To run benchmarks, you must build rocSPARSE with -DBUILD_CLIENTS_BENCHMARKS=ON.
# Go to rocSPARSE build directory
cd rocSPARSE/build/release
# Run benchmark, e.g.
./clients/staging/rocsparse-bench -f hybmv --laplacian-dim 2000 -i 200
Issues
To submit an issue, a bug, or a feature request, use the GitHub issue tracker.
License
Our license file is located in the main repository.