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Merge pull request #908 from wkpark/cmake
Cmake + workflows
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name: CMake on multiple platforms | ||
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on: | ||
push: | ||
branches: [ "main" ] | ||
pull_request: | ||
branches: [ "main" ] | ||
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jobs: | ||
build: | ||
runs-on: ${{ matrix.os }} | ||
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strategy: | ||
# Set fail-fast to false to ensure that feedback is delivered for all matrix combinations. Consider changing this to true when your workflow is stable. | ||
fail-fast: false | ||
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matrix: | ||
os: [ubuntu-latest, windows-latest] | ||
python-version: ['3.10', '3.11'] | ||
cuda-version: ['11.8', '12.1'] | ||
build_type: [Release] | ||
c_compiler: [gcc, cl] | ||
include: | ||
- os: windows-latest | ||
c_compiler: cl | ||
cpp_compiler: cl | ||
- os: ubuntu-latest | ||
c_compiler: gcc | ||
cpp_compiler: g++ | ||
exclude: | ||
- os: ubuntu-latest | ||
c_compiler: cl | ||
- os: windows-latest | ||
c_compiler: gcc | ||
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steps: | ||
- uses: actions/checkout@v4 | ||
- name: Set up Python ${{ matrix.python-version }} | ||
uses: actions/setup-python@v5 | ||
with: | ||
python-version: ${{ matrix.python-version }} | ||
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- name: Set up MSVC | ||
if: matrix.os == 'windows-latest' | ||
uses: ilammy/msvc-dev-cmd@v1.12.1 | ||
with: | ||
arch: amd64 | ||
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- name: Setup Mambaforge | ||
uses: conda-incubator/setup-miniconda@v3.0.1 | ||
with: | ||
miniforge-variant: Mambaforge | ||
miniforge-version: latest | ||
activate-environment: bnb-env | ||
use-mamba: true | ||
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- uses: conda-incubator/setup-miniconda@v3.0.1 | ||
with: | ||
auto-update-conda: true | ||
activate-environment: bnb-env | ||
environment-file: environment-bnb.yml | ||
use-only-tar-bz2: false | ||
auto-activate-base: true | ||
python-version: ${{ matrix.python-version }} | ||
mamba-version: "*" | ||
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- name: Set reusable strings | ||
# Turn repeated input strings (such as the build output directory) into step outputs. These step outputs can be used throughout the workflow file. | ||
id: strings | ||
shell: bash | ||
run: | | ||
echo "build-output-dir=${{ github.workspace }}/build" >> "$GITHUB_OUTPUT" | ||
- name: CUDA Toolkit | ||
shell: bash -el {0} | ||
run: | | ||
if [ "${{ matrix.os }}" = "ubuntu-latest" ]; then | ||
# to prepare space | ||
sudo rm -rf /usr/share/dotnet | ||
sudo rm -rf /opt/ghc | ||
sudo rm -rf /usr/local/share/boost | ||
fi | ||
addon="" | ||
cuda_version=${{ matrix.cuda-version }} | ||
[ "$cuda_version" = "12.1" ] && [ "${{ matrix.os }}" = "ubuntu-latest" ] && addon="cuda-cudart-static cuda-nvrtc" | ||
[ "$cuda_version" = "12.1" ] && [ "${{ matrix.os }}" = "windows-latest" ] && addon="cuda-nvrtc" | ||
[ "$cuda_version" = "11.8" ] && cuda_version="11.8.0" | ||
[ "$cuda_version" = "12.1" ] && cuda_version="12.1.1" | ||
conda install pytorch-cuda=${{ matrix.cuda-version }} -c pytorch # it's dependency not correctly resolved sometime | ||
conda install cuda-python=${{ matrix.cuda-version }} cuda-libraries-dev cuda-nvcc cuda-nvtx cuda-cupti cuda-cudart cuda-cudart-dev cuda-runtime cuda-libraries $addon -c "nvidia/label/cuda-$cuda_version" | ||
[ "${{ matrix.os }}" = "windows-latest" ] && conda install "clang>=17.0.6" "clangxx>=17.0.6" -c conda-forge | ||
CUDA_HOME="${{ env.CONDA }}/envs/bnb-env" | ||
echo CUDA_HOME=$CUDA_HOME >> "$GITHUB_ENV" | ||
echo CUDA_PATH=$CUDA_HOME >> "$GITHUB_ENV" | ||
if [ "${{ matrix.os }}" = "windows-latest" ]; then | ||
# without -DCMAKE_CUDA_COMPILER=nvcc, cmake config always fail for cuda-11.8 | ||
echo DCMAKE_CUDA_COMPILER=-DCMAKE_CUDA_COMPILER=nvcc >> "$GITHUB_ENV" | ||
fi | ||
nvcc --version | ||
- name: Update environment | ||
run: mamba env update -n bnb-env -f environment-bnb.yml | ||
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- name: Prep build | ||
run: python -m pip install cmake==3.27.9 ninja setuptools wheel | ||
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- name: Configure CMake | ||
run: > | ||
cmake -B ${{ steps.strings.outputs.build-output-dir }} | ||
-G Ninja ${{ env.DCMAKE_CUDA_COMPILER }} | ||
-DCMAKE_CXX_COMPILER=${{ matrix.cpp_compiler }} | ||
-DCMAKE_C_COMPILER=${{ matrix.c_compiler }} | ||
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} | ||
-DCOMPUTE_CAPABILITY="50;52;60;61;62;70;72;75;80;86;87;89;90" | ||
-S ${{ github.workspace }} | ||
- name: Build | ||
# Build your program with the given configuration. Note that --config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). | ||
run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} | ||
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- name: Configure NOBLASLT | ||
run: > | ||
cmake -B ${{ steps.strings.outputs.build-output-dir }} | ||
-G Ninja ${{ env.DCMAKE_CUDA_COMPILER }} | ||
-DCMAKE_CXX_COMPILER=${{ matrix.cpp_compiler }} | ||
-DCMAKE_C_COMPILER=${{ matrix.c_compiler }} | ||
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} | ||
-DCOMPUTE_CAPABILITY="50;52;60;61;62;70;72;75;80;86;87;89;90" | ||
-DNO_CUBLASLT=ON | ||
-S ${{ github.workspace }} | ||
- name: Build NOBLASLT | ||
run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} | ||
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- name: Configure CPU | ||
run: > | ||
cmake -B ${{ steps.strings.outputs.build-output-dir }} | ||
-G Ninja ${{ env.DCMAKE_CUDA_COMPILER }} | ||
-DCMAKE_CXX_COMPILER=${{ matrix.cpp_compiler }} | ||
-DCMAKE_C_COMPILER=${{ matrix.c_compiler }} | ||
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} | ||
-DNO_CUBLASLT=ON | ||
-DBUILD_CUDA=OFF | ||
-S ${{ github.workspace }} | ||
- name: Build CPU | ||
run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} | ||
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- name: Test | ||
working-directory: ${{ steps.strings.outputs.build-output-dir }} | ||
# Execute tests defined by the CMake configuration. Note that --build-config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). | ||
# See https://cmake.org/cmake/help/latest/manual/ctest.1.html for more detail | ||
run: ctest --build-config ${{ matrix.build_type }} | ||
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- name: Build dist | ||
shell: bash -el {0} | ||
run: | | ||
python -m pip install build | ||
python -m build --wheel | ||
mkdir dist/cu${{ matrix.cuda-version }} | ||
mv dist/bitsandbytes*.* dist/cu${{ matrix.cuda-version }}/ | ||
- name: Upload Build Artifacts | ||
uses: actions/upload-artifact@v4.3.0 | ||
with: | ||
name: bitsandbytes-${{ matrix.os }}-${{ matrix.python-version }}-${{ matrix.cuda-version }} | ||
path: | | ||
${{ github.workspace }}/dist/ |
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# This CMake config hopefully makes it easier to compile. | ||
# Ensure the CUDA Toolkit is available on your path. Then run: | ||
# For GCC: `cmake -B build . && cmake --build build` | ||
# For MSVC: `cmake -B build . && cmake --build build --config Release` | ||
# You can also use the following options | ||
# - BUILD_CUDA: Default ON, will build with CUDA | ||
# - NO_CUBLASLT: Default OFF, will skip building/linking CUBLASLT support | ||
# - CUDA_VERSION: The expected CUDA version, for sanity checking. The actual version | ||
# is whatever CMake finds on your path. | ||
# - COMPUTE_CAPABILITY: Which GPU Arch/Compute codes to provide to NVCC. | ||
# Separate by semicolons, i.e. `-DCOMPUTE_CAPABILITY=89;90` | ||
# Check your compute capability here: https://developer.nvidia.com/cuda-gpus | ||
# - PTXAS_VERBOSE: Pass the `-v` option to the PTX Assembler | ||
cmake_minimum_required(VERSION 3.18) | ||
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project(bitsandbytes LANGUAGES C CXX) | ||
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option(BUILD_CUDA "Build bitsandbytes with CUDA support" ON) | ||
option(NO_CUBLASLT "Disable CUBLAS" OFF) | ||
option(PTXAS_VERBOSE "Pass through -v flag to PTX Assembler" OFF) | ||
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set(CPP_FILES csrc/common.cpp csrc/cpu_ops.cpp csrc/pythonInterface.c) | ||
list(APPEND CUDA_FILES csrc/ops.cu csrc/kernels.cu) | ||
list(APPEND SRC_FILES ${CPP_FILES}) | ||
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message(STATUS "BUILD_CUDA := ${BUILD_CUDA}") | ||
message(STATUS "NO_CUBLASLT := ${NO_CUBLASLT}") | ||
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set(BNB_OUTPUT_NAME "bitsandbytes") | ||
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if(BUILD_CUDA) | ||
enable_language(CUDA) # This will fail if CUDA is not found | ||
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# Convert the CUDA version from X.Y.z to XY. There's probably a shorter way of doing this | ||
string(REGEX MATCH "^[0-9]+.[0-9]+" _CUDA_VERSION_FIRST_TWO "${CMAKE_CUDA_COMPILER_VERSION}") | ||
string(REPLACE "." "" CUDA_VERSION_SHORT "${_CUDA_VERSION_FIRST_TWO}") | ||
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# Expose a cache variable that the user can set to ensure the correct version of CUDA is found | ||
set(CUDA_VERSION "${CUDA_VERSION_SHORT}" CACHE STRING "Expected CUDA Version Shortcode") | ||
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message(STATUS "CUDA Version: ${CUDA_VERSION_SHORT} (${CMAKE_CUDA_COMPILER_VERSION})") | ||
message(STATUS "CUDA Compiler: ${CMAKE_CUDA_COMPILER}") | ||
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# It should match the discovered version | ||
if(NOT CUDA_VERSION STREQUAL "${CUDA_VERSION_SHORT}") | ||
message(FATAL_ERROR "You've specified CUDA version ${CUDA_VERSION} however the CUDA compiler found is ${CUDA_VERSION_SHORT}." | ||
" Ensure the desired CUDA compiler is the first one available on your PATH." | ||
) | ||
endif() | ||
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if(CMAKE_CUDA_COMPILER_VERSION VERSION_LESS "11.0") | ||
message(FATAL_ERROR "CUDA Version < 11 is not supported") | ||
elseif(CMAKE_CUDA_COMPILER_VERSION VERSION_GREATER_EQUAL "13.0") | ||
message(FATAL_ERROR "CUDA Version > 12 is not supported") | ||
endif() | ||
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string(APPEND CMAKE_CUDA_FLAGS " --use_fast_math") | ||
if(PTXAS_VERBOSE) | ||
# Verbose? Outputs register usage information, and other things... | ||
string(APPEND CMAKE_CUDA_FLAGS " -Xptxas=-v") | ||
endif() | ||
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foreach(capability ${CMAKE_CUDA_ARCHITECTURES_ALL}) | ||
# Most of the items here are like: `xx-real`, so we just extract the `xx` portion | ||
string(REGEX MATCH "[0-9]+" capability_id "${capability}") | ||
if(capability_id GREATER 0) | ||
list(APPEND POSSIBLE_CAPABILITIES ${capability_id}) | ||
endif() | ||
endforeach() | ||
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# This can be changed via -D argument to CMake | ||
# By default all possible capabilities are compiled | ||
set(COMPUTE_CAPABILITY "${POSSIBLE_CAPABILITIES}" CACHE STRING "Compute Capabilities Targeted") | ||
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message(STATUS "CUDA Capabilities Available: ${POSSIBLE_CAPABILITIES}") | ||
message(STATUS "CUDA Capabilities Selected: ${COMPUTE_CAPABILITY}") | ||
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foreach(capability ${COMPUTE_CAPABILITY}) | ||
string(APPEND CMAKE_CUDA_FLAGS " -gencode arch=compute_${capability},code=sm_${capability}") | ||
endforeach() | ||
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message(STATUS "CUDA NVCC Flags: ${CMAKE_CUDA_FLAGS}") | ||
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list(APPEND SRC_FILES ${CUDA_FILES}) | ||
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string(APPEND BNB_OUTPUT_NAME "_cuda${CUDA_VERSION_SHORT}") | ||
if(NO_CUBLASLT) | ||
string(APPEND BNB_OUTPUT_NAME "_nocublaslt") | ||
endif() | ||
else() | ||
message(STATUS "Building CPU Only") | ||
string(APPEND BNB_OUTPUT_NAME "_cpu") | ||
if(NO_CUBLASLT) | ||
message(WARNING "We're building in CPU only mode but NO_CUBLASLT is enabled. It will have no effect.") | ||
endif() | ||
endif() | ||
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set_source_files_properties(${CPP_FILES} PROPERTIES LANGUAGE CXX) | ||
add_library(bitsandbytes SHARED ${SRC_FILES}) | ||
include_directories(${CMAKE_CUDA_TOOLKIT_INCLUDE_DIRECTORIES}) | ||
target_include_directories(bitsandbytes PUBLIC csrc include) | ||
target_compile_features(bitsandbytes PUBLIC cxx_std_14) | ||
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if(BUILD_CUDA) | ||
target_compile_definitions(bitsandbytes PUBLIC BUILD_CUDA) | ||
target_link_libraries(bitsandbytes PUBLIC cudart cublas cusparse) | ||
if(NO_CUBLASLT) | ||
target_compile_definitions(bitsandbytes PUBLIC NO_CUBLASLT) | ||
else() | ||
target_link_libraries(bitsandbytes PUBLIC cublasLt) | ||
endif() | ||
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set_target_properties(bitsandbytes | ||
PROPERTIES | ||
CUDA_SEPARABLE_COMPILATION ON | ||
) | ||
endif() | ||
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if(WIN32) | ||
set_target_properties(bitsandbytes PROPERTIES PREFIX "lib") | ||
endif() | ||
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set_target_properties(bitsandbytes | ||
PROPERTIES | ||
OUTPUT_NAME ${BNB_OUTPUT_NAME} | ||
# We have to use a generator expression to prevent MSVC Debug/Release subdirs being made | ||
RUNTIME_OUTPUT_DIRECTORY "$<1:${CMAKE_SOURCE_DIR}/bitsandbytes>" | ||
LIBRARY_OUTPUT_DIRECTORY "$<1:${CMAKE_SOURCE_DIR}/bitsandbytes>" | ||
POSITION_INDEPENDENT_CODE ON # The `-fPIC` commands for non-windows compilers | ||
WINDOWS_EXPORT_ALL_SYMBOLS ON # On Windows, export all c methods as DLL exports | ||
) |
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# Installation | ||
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... work in progress ... | ||
Note currently `bitsandbytes` is only supported on CUDA GPU hardwares, support for AMD GPUs and M1 chips (MacOS) is coming soon. | ||
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<hfoptions id="OS system"> | ||
<hfoption id="Linux"> | ||
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## Linux | ||
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### From Pypi | ||
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```bash | ||
pip install bitsandbytes | ||
``` | ||
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### From source | ||
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```bash | ||
git clone https://github.com/TimDettmers/bitsandbytes.git && cd bitsandbytes/ | ||
CUDA_VERSION=XXX make cuda12x | ||
python setup.py install | ||
``` | ||
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with `XXX` being your CUDA version, for <12.0 call `make cuda 11x` | ||
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</hfoption> | ||
<hfoption id="Windows"> | ||
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## Windows | ||
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Currently for Windows users, you need to build bitsandbytes from source | ||
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```bash | ||
git clone https://github.com/TimDettmers/bitsandbytes.git && cd bitsandbytes/ | ||
cmake -B build -DBUILD_CUDA=ON -S . | ||
cmake --build build --config Release | ||
python -m build --wheel | ||
``` | ||
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Big thanks to [wkpark](https://github.com/wkpark), [Jamezo97](https://github.com/Jamezo97), [rickardp](https://github.com/rickardp), [akx](https://github.com/akx) for their amazing contributions to make bitsandbytes compatible with Windows. | ||
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</hfoption> | ||
</hfoptions> |
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# for cmake build | ||
name: bnb | ||
channels: | ||
- pytorch | ||
- nvidia | ||
- conda-forge | ||
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dependencies: | ||
- python | ||
- accelerate | ||
- einops | ||
- scipy | ||
- transformers | ||
- pytest | ||
- pytest-cases | ||
- ipython | ||
- debugpy | ||
- yapf | ||
- monkeytype | ||
- rich | ||
- pytest-sugar |
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