cmake_minimum_required(VERSION 3.26) project(vllm_flash_attn LANGUAGES CXX) set(CMAKE_CXX_STANDARD 17) set(CMAKE_CXX_EXTENSIONS OFF) # CUDA by default, can be overridden by using -DVLLM_TARGET_DEVICE=... (used by setup.py) set(VLLM_TARGET_DEVICE "cuda" CACHE STRING "Target device backend for vLLM") message(STATUS "Build type: ${CMAKE_BUILD_TYPE}") message(STATUS "Target device: ${VLLM_TARGET_DEVICE}") include(${CMAKE_CURRENT_LIST_DIR}/cmake/utils.cmake) # Suppress potential warnings about unused manually-specified variables set(ignoreMe "${VLLM_PYTHON_PATH}") # Supported python versions. These should be kept in sync with setup.py. set(PYTHON_SUPPORTED_VERSIONS "3.8" "3.9" "3.10" "3.11" "3.12") # Supported NVIDIA architectures. set(CUDA_SUPPORTED_ARCHS "8.0;8.6;8.9;9.0") # Supported AMD GPU architectures. set(HIP_SUPPORTED_ARCHS "gfx906;gfx908;gfx90a;gfx940;gfx941;gfx942;gfx1030;gfx1100") # # Supported/expected torch versions for CUDA/ROCm. # # Currently, having an incorrect pytorch version results in a warning # rather than an error. # # Note: these should be kept in sync with the torch version in setup.py. # Likely should also be in sync with the vLLM version. # set(TORCH_SUPPORTED_VERSION_CUDA "2.4.0") find_python_constrained_versions(${PYTHON_SUPPORTED_VERSIONS}) if (VLLM_PARENT_BUILD) # vLLM extracts the supported architectures from the global CMAKE_CUDA_FLAGS, which are set by torch. # Because CMAKE_CUDA_FLAGS has been modified, we cannot use the same logic. # Hence, we just use the parent's VLLM_GPU_ARCHES and VLLM_GPU_FLAGS. message(STATUS "Building vllm-flash-attn inside vLLM. Skipping flag detection and relying on parent build.") macro(check_found NAME VAR) if (NOT ${VAR}) message(FATAL_ERROR "${NAME} must have been found by parent.") endif () endmacro() check_found("Torch" TORCH_FOUND) set(VLLM_FA_GPU_FLAGS ${VLLM_GPU_FLAGS}) set(VLLM_FA_GPU_ARCHES ${VLLM_GPU_ARCHES}) # Allow direct override of GPU architectures. # These have to be in CMake syntax (75-real, 89-virtual, etc). if (DEFINED ENV{VLLM_FA_CMAKE_GPU_ARCHES}) message(STATUS "Overriding GPU architectures to $ENV{VLLM_FA_CMAKE_GPU_ARCHES}") set(VLLM_FA_GPU_ARCHES $ENV{VLLM_FA_CMAKE_GPU_ARCHES}) # Generally, we want to build with a subset of the parent arches. foreach (VLLM_FA_GPU_ARCH IN LISTS VLLM_FA_GPU_ARCHES) if (NOT VLLM_FA_GPU_ARCH IN_LIST VLLM_GPU_ARCHES) message(WARNING "Using GPU architecture ${VLLM_FA_GPU_ARCH}, " "which is not included in the parent list.") endif () endforeach () endif () else () message(STATUS "Standalone vllm-flash-attn build.") # # Update cmake's `CMAKE_PREFIX_PATH` with torch location. # append_cmake_prefix_path("torch" "torch.utils.cmake_prefix_path") message(DEBUG "CMAKE_PREFIX_PATH: ${CMAKE_PREFIX_PATH}") # # Import torch cmake configuration. # Torch also imports CUDA (and partially HIP) languages with some customizations, # so there is no need to do this explicitly with check_language/enable_language, # etc. # find_package(Torch REQUIRED) # # Set up GPU language and check the torch version and warn if it isn't # what is expected. # if (NOT HIP_FOUND AND CUDA_FOUND) set(VLLM_GPU_LANG "CUDA") # Check CUDA is at least 11.6 if (CUDA_VERSION VERSION_LESS 11.6) message(FATAL_ERROR "CUDA version 11.6 or greater is required.") endif () if (NOT Torch_VERSION VERSION_EQUAL ${TORCH_SUPPORTED_VERSION_CUDA}) message(WARNING "Pytorch version ${TORCH_SUPPORTED_VERSION_CUDA} " "expected for CUDA build, saw ${Torch_VERSION} instead.") endif () elseif (HIP_FOUND) message(FATAL_ERROR "ROCm build is not currently supported for vllm-flash-attn.") set(VLLM_GPU_LANG "HIP") # Importing torch recognizes and sets up some HIP/ROCm configuration but does # not let cmake recognize .hip files. In order to get cmake to understand the # .hip extension automatically, HIP must be enabled explicitly. enable_language(HIP) # ROCm 5.X and 6.X if (ROCM_VERSION_DEV_MAJOR GREATER_EQUAL 5 AND NOT Torch_VERSION VERSION_EQUAL ${TORCH_SUPPORTED_VERSION_ROCM}) message(WARNING "Pytorch version >= ${TORCH_SUPPORTED_VERSION_ROCM} " "expected for ROCm build, saw ${Torch_VERSION} instead.") endif () else () message(FATAL_ERROR "Can't find CUDA or HIP installation.") endif () # # Override the GPU architectures detected by cmake/torch and filter them by # the supported versions for the current language. # The final set of arches is stored in `VLLM_GPU_ARCHES`. # override_gpu_arches(VLLM_FA_GPU_ARCHES ${VLLM_GPU_LANG} "${${VLLM_GPU_LANG}_SUPPORTED_ARCHS}") # # Query torch for additional GPU compilation flags for the given # `VLLM_GPU_LANG`. # The final set of arches is stored in `VLLM_FA_GPU_FLAGS`. # get_torch_gpu_compiler_flags(VLLM_FA_GPU_FLAGS ${VLLM_GPU_LANG}) # # Set nvcc parallelism. # if (NVCC_THREADS AND VLLM_GPU_LANG STREQUAL "CUDA") list(APPEND VLLM_FA_GPU_FLAGS "--threads=${NVCC_THREADS}") endif () endif () # Other flags list(APPEND VLLM_FA_GPU_FLAGS --expt-relaxed-constexpr --expt-extended-lambda --use_fast_math) # Replace instead of appending, nvcc doesn't like duplicate -O flags. string(REPLACE "-O2" "-O3" CMAKE_CUDA_FLAGS_RELWITHDEBINFO "${CMAKE_CUDA_FLAGS_RELWITHDEBINFO}") # # _C extension # file(GLOB FLASH_ATTN_GEN_SRCS "csrc/flash_attn/src/flash_fwd_*.cu") message(DEBUG "FLASH_ATTN_GEN_SRCS: ${FLASH_ATTN_GEN_SRCS}") define_gpu_extension_target( vllm_flash_attn_c DESTINATION vllm_flash_attn LANGUAGE ${VLLM_GPU_LANG} SOURCES csrc/flash_attn/flash_api.cpp ${FLASH_ATTN_GEN_SRCS} COMPILE_FLAGS ${VLLM_FA_GPU_FLAGS} ARCHITECTURES ${VLLM_FA_GPU_ARCHES} USE_SABI 3 WITH_SOABI ) target_include_directories(vllm_flash_attn_c PRIVATE csrc/flash_attn csrc/flash_attn/src csrc/cutlass/include) # custom definitions target_compile_definitions(vllm_flash_attn_c PRIVATE # FLASHATTENTION_DISABLE_BACKWARD FLASHATTENTION_DISABLE_DROPOUT # FLASHATTENTION_DISABLE_ALIBI # FLASHATTENTION_DISABLE_SOFTCAP FLASHATTENTION_DISABLE_UNEVEN_K # FLASHATTENTION_DISABLE_LOCAL ) # Check for old generator find_file(OLD_GENERATOR_FILE "ATen/CUDAGeneratorImpl.h" ${TORCH_INCLUDE_DIRS} NO_DEFAULT_PATH) if (OLD_GENERATOR_FILE) target_compile_definitions(vllm_flash_attn_c PRIVATE -DOLD_GENERATOR_PATH) endif ()