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cmake_minimum_required(VERSION 3.21) | ||
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project(vllm_extensions LANGUAGES CXX) | ||
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# | ||
# Find where user site-packages are installed and add it to cmake's search path. | ||
# | ||
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if(NOT DEFINED PYTHON_EXECUTABLE) | ||
set(PYTHON_EXECUTABLE python3) | ||
endif() | ||
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execute_process( | ||
COMMAND | ||
"${PYTHON_EXECUTABLE}" "-c" | ||
"import site; print(site.getusersitepackages())" | ||
OUTPUT_VARIABLE SITE_PATH | ||
ERROR_VARIABLE SITE_PATH_ERR | ||
OUTPUT_STRIP_TRAILING_WHITESPACE) | ||
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if(SITE_PATH STREQUAL "") | ||
message(FATAL_ERROR "Failed to locate site-packages path," | ||
" full error message:\n${SITE_PATH_ERR}") | ||
endif() | ||
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list(APPEND CMAKE_PREFIX_PATH ${SITE_PATH}) | ||
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# | ||
# Find packages needed to compile | ||
# | ||
find_package(Python 3.8 REQUIRED COMPONENTS Interpreter Development.Module) | ||
find_package(Torch 2.1.2 EXACT REQUIRED) | ||
append_torchlib_if_found(torch_python) | ||
find_package(MPI REQUIRED) | ||
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execute_process( | ||
COMMAND | ||
"${PYTHON_EXECUTABLE}" "-c" | ||
"import torch.utils.cpp_extension as torch_cpp_ext; print(' '.join(torch_cpp_ext.COMMON_NVCC_FLAGS))" | ||
OUTPUT_VARIABLE TORCH_NVCC_FLAGS | ||
ERROR_VARIABLE TORCH_NVCC_FLAGS_ERR | ||
OUTPUT_STRIP_TRAILING_WHITESPACE) | ||
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if(TORCH_NVCC_FLAGS STREQUAL "") | ||
message(FATAL_ERROR "Unable to determine torch nvcc compiler flags," | ||
" full error message:\n${TORCH_NVCC_FLAGS_ERR}") | ||
endif() | ||
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string(STRIP ${TORCH_NVCC_FLAGS} TORCH_NVCC_FLAGS) | ||
list(APPEND NVCC_FLAGS ${TORCH_NVCC_FLAGS}) | ||
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set(PUNICA_NVCC_FLAGS "${NVCC_FLAGS}") | ||
foreach(OPT | ||
"-D__CUDA_NO_HALF_OPERATORS__" | ||
"-D__CUDA_NO_HALF_CONVERSIONS__" | ||
"-D__CUDA_NO_BFLOAT16_CONVERSIONS__" | ||
"-D__CUDA_NO_HALF2_OPERATORS__" | ||
) | ||
string(REPLACE ${OPT} "" PUNICA_NVCC_FLAGS ${PUNICA_NVCC_FLAGS}) | ||
endforeach() | ||
string(STRIP ${PUNICA_NVCC_FLAGS} PUNICA_NVCC_FLAGS) | ||
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if (CUDA_VERSION VERSION_GREATER_EQUAL 11.8) | ||
list(APPEND NVCC_FLAGS "-DENABLE_FP8_E5M2") | ||
endif() | ||
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# | ||
# Check for existence of CUDA/HIP language support | ||
# | ||
# https://cliutils.gitlab.io/modern-cmake/chapters/packages/CUDA.html | ||
include(CheckLanguage) | ||
check_language(HIP) | ||
check_language(CUDA) | ||
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if(NOT CMAKE_HIP_COMPILER STREQUAL "NOTFOUND") | ||
enable_language(HIP) | ||
list(APPEND NVCC_FLAGS "-DUSE_ROCM -U__HIP_NO_HALF_CONVERSIONS__ -U__HIP_NO_HALF_OPERATORS__") | ||
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# TODO: intersect with this list? | ||
if(NOT DEFINED CMAKE_HIP_ARCHITECTURES) | ||
set(CMAKE_HIP_ARCHITECTURES "gfx90a;gfx942") | ||
endif() | ||
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foreach(HIP_ARCH ${CMAKE_HIP_ARCHITECTURES}) | ||
list(APPEND NVCC_FLAGS "--offload-arch=${HIP_ARCH}") | ||
endforeach() | ||
elseif(NOT CMAKE_CUDA_COMPILER STREQUAL "NOTFOUND") | ||
enable_language(CUDA) | ||
set(IS_CUDA true) | ||
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# TODO: parse TORCH_CUDA_ARCH_LIST -> CMAKE_CUDA_ARCHITECTURES? | ||
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# https://cmake.org/cmake/help/latest/prop_tgt/CUDA_ARCHITECTURES.html#prop_tgt:CUDA_ARCHITECTURES | ||
# set_target_properties(tgt PROPERTIES CUDA_ARCHITECTURES "35;50;72") | ||
# TODO: PTX stuff | ||
if(NOT DEFINED CMAKE_CUDA_ARCHITECTURES) | ||
# This indicates support for both real architectures (i.e, no ptx). | ||
set(CMAKE_CUDA_ARCHITECTURES "70;75;80;86;89;90") | ||
endif() | ||
else() | ||
message(FATAL_ERROR "Can't find CUDA or HIP installation.") | ||
endif() | ||
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if(NVCC_THREADS) | ||
list(APPEND NVCC_FLAGS "--threads=${NVCC_THREADS}") | ||
endif() | ||
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# | ||
# Define target source files | ||
# | ||
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set(VLLM_EXT_SRC | ||
"csrc/cache_kernels.cu" | ||
"csrc/attention/attention_kernels.cu" | ||
"csrc/pos_encoding_kernels.cu" | ||
"csrc/activation_kernels.cu" | ||
"csrc/layernorm_kernels.cu" | ||
"csrc/quantization/squeezellm/quant_cuda_kernel.cu" | ||
"csrc/quantization/gptq/q_gemm.cu" | ||
"csrc/cuda_utils_kernels.cu" | ||
"csrc/moe_align_block_size_kernels.cu" | ||
"csrc/pybind.cpp") | ||
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if(IS_CUDA) | ||
list(APPEND VLLM_EXT_SRC | ||
"csrc/quantization/awq/gemm_kernels.cu" | ||
"csrc/custom_all_reduce.cu") | ||
endif() | ||
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File(GLOB VLLM_MOE_EXT_SRC "csrc/moe/*.cu" "csrc/moe/*.cpp") | ||
File(GLOB VLLM_PUNICA_EXT_SRC "csrc/punica/bgmv/*.cu" "csrc/punica/*.cpp") | ||
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# | ||
# Define targets | ||
# | ||
set(CMAKE_CXX_STANDARD 17) | ||
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function(define_module_target MOD_NAME MOD_SRC MOD_NVCC_FLAGS) | ||
Python_add_library(${MOD_NAME} MODULE ${MOD_SRC} WITH_SOABI) | ||
# Note: optimization level/debug info is set by build type | ||
if (IS_CUDA) | ||
set(CUDA_LANG "CUDA") | ||
else() | ||
set(CUDA_LANG "HIP") | ||
endif() | ||
target_compile_options(${MOD_NAME} PRIVATE | ||
$<$<COMPILE_LANGUAGE:${CUDA_LANG}>:${MOD_NVCC_FLAGS}>) | ||
target_compile_definitions(${MOD_NAME} PRIVATE "-DTORCH_EXTENSION_NAME=${MOD_NAME}") | ||
target_include_directories(${MOD_NAME} PRIVATE csrc PRIVATE ${TORCH_INCLUDE_DIRS} ${MPI_CXX_INCLUDE_DIRS}) | ||
target_link_libraries(${MOD_NAME} PRIVATE ${TORCH_LIBRARIES}) | ||
install(TARGETS ${MOD_NAME} LIBRARY DESTINATION vllm) | ||
endfunction() | ||
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define_module_target(_C "${VLLM_EXT_SRC}" "${NVCC_FLAGS}") | ||
define_module_target(_moe_C "${VLLM_MOE_EXT_SRC}" "${NVCC_FLAGS}") | ||
define_module_target(_punica_C "${VLLM_PUNICA_EXT_SRC}" "${PUNICA_NVCC_FLAGS}") |
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