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CMakeLists.txt
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CMakeLists.txt
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# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
cmake_minimum_required(VERSION 3.13)
project(mlas C CXX ASM ASM_MASM)
set(MLAS_SRC_DIR ${CMAKE_CURRENT_SOURCE_DIR}/lib)
add_compile_definitions(BUILD_MLAS_NO_ONNXRUNTIME)
set(CMAKE_CXX_STANDARD 17)
set(ONNXRUNTIME_MLAS_MULTI_ARCH FALSE)
add_library(mlas STATIC
${MLAS_SRC_DIR}/platform.cpp
${MLAS_SRC_DIR}/threading.cpp
${MLAS_SRC_DIR}/sgemm.cpp
${MLAS_SRC_DIR}/qgemm.cpp
${MLAS_SRC_DIR}/qdwconv.cpp
${MLAS_SRC_DIR}/convolve.cpp
${MLAS_SRC_DIR}/convsym.cpp
${MLAS_SRC_DIR}/pooling.cpp
${MLAS_SRC_DIR}/transpose.cpp
${MLAS_SRC_DIR}/reorder.cpp
${MLAS_SRC_DIR}/snchwc.cpp
${MLAS_SRC_DIR}/activate.cpp
${MLAS_SRC_DIR}/logistic.cpp
${MLAS_SRC_DIR}/tanh.cpp
${MLAS_SRC_DIR}/erf.cpp
${MLAS_SRC_DIR}/compute.cpp
${MLAS_SRC_DIR}/quantize.cpp
${MLAS_SRC_DIR}/qgemm_kernel_default.cpp
${MLAS_SRC_DIR}/qladd.cpp
${MLAS_SRC_DIR}/qlmul.cpp
${MLAS_SRC_DIR}/qpostprocessor.cpp
${MLAS_SRC_DIR}/qlgavgpool.cpp
${MLAS_SRC_DIR}/qdwconv_kernelsize.cpp
)
set(MLAS_LIBS mlas)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/inc)
include_directories(${MLAS_SRC_DIR})
function(setup_mlas_source_for_windows)
# The onnxruntime_target_platform variable was added by Windows AI team in onnxruntime_common.cmake
# Don't use it for other platforms.
if(onnxruntime_target_platform STREQUAL "x64")
file(GLOB_RECURSE mlas_platform_srcs_avx CONFIGURE_DEPENDS
"${MLAS_SRC_DIR}/intrinsics/avx/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "/arch:AVX")
file(GLOB_RECURSE mlas_platform_srcs_avx2 CONFIGURE_DEPENDS
"${MLAS_SRC_DIR}/intrinsics/avx2/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "/arch:AVX2")
target_sources(mlas PRIVATE
${MLAS_SRC_DIR}/dgemm.cpp
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${MLAS_SRC_DIR}/qgemm_kernel_avx2.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse41.cpp
${MLAS_SRC_DIR}/intrinsics/avx512/quantize_avx512f.cpp
${MLAS_SRC_DIR}/amd64/QgemmU8S8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8U8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8X8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8X8KernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx512Vnni.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvxVnni.asm
${MLAS_SRC_DIR}/amd64/ConvSymKernelAvx2.asm
${MLAS_SRC_DIR}/amd64/ConvSymKernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelSse2.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelAvx.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelFma3.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelM1Avx.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelFma3.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SconvKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SconvKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SconvKernelFma3.asm
${MLAS_SRC_DIR}/amd64/SconvKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/sgemma.asm
${MLAS_SRC_DIR}/amd64/cvtfp16a.asm
${MLAS_SRC_DIR}/amd64/SoftmaxKernelAvx.asm
${MLAS_SRC_DIR}/amd64/TransKernelFma3.asm
${MLAS_SRC_DIR}/amd64/TransKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/LogisticKernelFma3.asm
${MLAS_SRC_DIR}/amd64/TanhKernelFma3.asm
${MLAS_SRC_DIR}/amd64/ErfKernelFma3.asm
)
elseif(onnxruntime_target_platform STREQUAL "x86")
target_sources(mlas PRIVATE
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse41.cpp
${MLAS_SRC_DIR}/i386/SgemmKernelSse2.asm
${MLAS_SRC_DIR}/i386/SgemmKernelAvx.asm
)
endif()
endfunction()
if(MSVC)
if(CMAKE_SYSTEM_PROCESSOR MATCHES "^(i.86|x86?)$")
set(onnxruntime_target_platform "x86")
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|amd64|AMD64)$")
set(onnxruntime_target_platform "x64")
else()
message(FATAL_ERROR, "MLAS win build only supports x86/x86_64")
endif()
setup_mlas_source_for_windows()
else()
if(CMAKE_OSX_ARCHITECTURES AND APPLE)
if(CMAKE_OSX_ARCHITECTURES STREQUAL "arm64")
set(AARCH64 TRUE)
elseif(CMAKE_OSX_ARCHITECTURES STREQUAL "x86_64")
set(X86_64 TRUE)
endif()
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(i.86|x86?)$")
set(X86 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|amd64)$")
set(X86_64 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(aarch64.*|AARCH64.*|arm64.*|ARM64.*)")
set(AARCH64 TRUE)
endif()
#If ONNXRUNTIME_MLAS_MULTI_ARCH is true, we need to go through every if branch below
#and split MLAS to multiple static libraries.
#Otherwise, it works like if(...) elseif(...) elseif(...) endif()
set(MLAS_SOURCE_IS_NOT_SET 1)
if(AARCH64 AND MLAS_SOURCE_IS_NOT_SET)
enable_language(ASM)
set(mlas_platform_srcs
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelDot.S
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelDotLd64.S
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/ConvSymU8KernelDot.S
${MLAS_SRC_DIR}/aarch64/ConvSymU8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvKernelSize9Neon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvSymS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvSymU8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/HalfGemmKernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelSdot.S
${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelUdot.S
${MLAS_SRC_DIR}/aarch64/SgemmKernelNeon.S
${MLAS_SRC_DIR}/aarch64/SgemvKernelNeon.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelSdot.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelSdotLd64.S
${MLAS_SRC_DIR}/qgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sdot.cpp
${MLAS_SRC_DIR}/qgemm_kernel_udot.cpp
)
if (NOT APPLE)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/aarch64/HalfGemmKernelNeon.S
${MLAS_SRC_DIR}/activate_fp16.cpp
${MLAS_SRC_DIR}/dwconv.cpp
${MLAS_SRC_DIR}/halfgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/pooling_fp16.cpp
)
endif()
set_source_files_properties(${MLAS_SRC_DIR}/aarch64/HalfGemmKernelNeon.S PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/activate_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/dwconv.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/pooling_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(X86 AND MLAS_SOURCE_IS_NOT_SET)
enable_language(ASM)
set(mlas_platform_srcs_sse2
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/x86/SgemmKernelSse2.S
)
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${MLAS_SRC_DIR}/x86/SgemmKernelAvx.S
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
)
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(X86_64 AND MLAS_SOURCE_IS_NOT_SET)
enable_language(ASM)
# Forward the flags for the minimum target platform version from the C
# compiler to the assembler. This works around CMakeASMCompiler.cmake.in
# not including the logic to set this flag for the assembler.
set(CMAKE_ASM${ASM_DIALECT}_OSX_DEPLOYMENT_TARGET_FLAG "${CMAKE_C_OSX_DEPLOYMENT_TARGET_FLAG}")
# The LLVM assembler does not support the .arch directive to enable instruction
# set extensions and also doesn't support AVX-512F instructions without
# turning on support via command-line option. Group the sources by the
# instruction set extension and explicitly set the compiler flag as appropriate.
set(mlas_platform_srcs_sse2
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/x86_64/DgemmKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SgemmTransposePackB16x4Sse2.S
${MLAS_SRC_DIR}/x86_64/SconvKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelSse2.S
)
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${MLAS_SRC_DIR}/x86_64/DgemmKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelM1Avx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelM1TransposeBAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmTransposePackB16x4Avx.S
${MLAS_SRC_DIR}/x86_64/SconvKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SoftmaxKernelAvx.S
${MLAS_SRC_DIR}/intrinsics/avx/min_max_elements.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs_avx2
${MLAS_SRC_DIR}/x86_64/QgemmU8S8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemmU8U8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvxVnni.S
${MLAS_SRC_DIR}/x86_64/QgemmU8X8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/ConvSymKernelAvx2.S
${MLAS_SRC_DIR}/x86_64/DgemmKernelFma3.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelFma3.S
${MLAS_SRC_DIR}/x86_64/SconvKernelFma3.S
${MLAS_SRC_DIR}/x86_64/TransKernelFma3.S
${MLAS_SRC_DIR}/x86_64/LogisticKernelFma3.S
${MLAS_SRC_DIR}/x86_64/TanhKernelFma3.S
${MLAS_SRC_DIR}/x86_64/ErfKernelFma3.S
${MLAS_SRC_DIR}/intrinsics/avx2/qladd_avx2.cpp
${MLAS_SRC_DIR}/intrinsics/avx2/qdwconv_avx2.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "-mavx2 -mfma")
set(mlas_platform_srcs_avx512f
${MLAS_SRC_DIR}/x86_64/DgemmKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SconvKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/TransKernelAvx512F.S
${MLAS_SRC_DIR}/intrinsics/avx512/quantize_avx512f.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx512f} PROPERTIES COMPILE_FLAGS "-mavx512f")
set(mlas_platform_srcs_avx512core
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx512Core.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx512Vnni.S
${MLAS_SRC_DIR}/x86_64/QgemmU8X8KernelAvx512Core.S
${MLAS_SRC_DIR}/x86_64/ConvSymKernelAvx512Core.S
)
set_source_files_properties(${mlas_platform_srcs_avx512core} PROPERTIES COMPILE_FLAGS "-mavx512bw -mavx512dq -mavx512vl")
set(mlas_platform_srcs
${MLAS_SRC_DIR}/dgemm.cpp
${MLAS_SRC_DIR}/qgemm_kernel_avx2.cpp
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${mlas_platform_srcs_avx512f}
${mlas_platform_srcs_avx512core}
)
if(ONNXRUNTIME_MLAS_MULTI_ARCH)
onnxruntime_add_static_library(onnxruntime_mlas_x86_64 ${mlas_platform_srcs})
set_target_properties(onnxruntime_mlas_x86_64 PROPERTIES OSX_ARCHITECTURES "x86_64")
list(APPEND MLAS_LIBS onnxruntime_mlas_x86_64)
set(mlas_platform_srcs )
else()
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH AND MLAS_SOURCE_IS_NOT_SET)
file(GLOB_RECURSE mlas_platform_srcs
"${MLAS_SRC_DIR}/scalar/*.cpp")
endif()
target_sources(mlas PRIVATE ${mlas_platform_srcs})
endif()
foreach(mlas_target ${MLAS_LIBS})
target_include_directories(${mlas_target} PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/inc ${MLAS_SRC_DIR})
endforeach()
set_target_properties(mlas PROPERTIES FOLDER "MLAS")
if (WIN32)
target_compile_options(mlas PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/wd6385>" "$<$<COMPILE_LANGUAGE:CXX>:/wd4127>")
endif()
set_property(TARGET mlas PROPERTY POSITION_INDEPENDENT_CODE ON)