onnxruntime/cmake/onnxruntime_mlas.cmake
Changming Sun c716b56f26
Update C++ Standard from 14 to 17 (#8041)
Switched the code to C++17. To build ONNX Runtime on old distros like CentOS 7, you need to install a newer GCC from additionary repos. If you build onnxruntime with the newer GCC, typically the result binary can't be distributed to other places because it depends on the new GCC's runtime libraries, something that the stock OS doesn't have. But on RHEL/CentOS, it can be better. We use Red Hat devtoolset 8/9/10 with CentOS7 building our code. The new library features(like std::filesystem) that not exists in the old C++ runtime will be statically linked into the applications with some restrictions:

1. GCC has dual ABI, but we can only use the old one. It means std::string is still copy-on-write and std::list::size() is still O(n). Also, if you build onnxruntime on CentOS 7 and link it with some binaries that were built on CentOS 8 or Ubuntu with the new ABI and export C++ symbols directly(instead of using a C API), the it won't work.

2. We still can't use std::optional. It is a limitation coming from macOS. We will solve it when we got macOS 11 build machines. It won't be too long.

3. Please avoid to use C++17 in CUDA files(*.cu). Also, the *.h files that they include(like core/framework/float16.h). This is Because CUDA 10.2 doesn't support C++17. You are welcome to use the new features in any *.cc files.
2021-06-25 14:08:01 -07:00

367 lines
15 KiB
CMake

# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
set(mlas_common_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/platform.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/threading.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/sgemm.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qgemm.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qdwconv.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/convolve.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/pooling.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/transpose.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/reorder.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/snchwc.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/activate.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/logistic.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/tanh.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/erf.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/compute.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/quantize.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qladd.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qlmul.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qpostprocessor.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/qlgavgpool.cpp
)
if (onnxruntime_BUILD_WEBASSEMBLY)
if (onnxruntime_ENABLE_WEBASSEMBLY_SIMD)
file(GLOB_RECURSE mlas_platform_srcs
"${ONNXRUNTIME_ROOT}/core/mlas/lib/wasm_simd/*.cpp"
)
else()
file(GLOB_RECURSE mlas_platform_srcs
"${ONNXRUNTIME_ROOT}/core/mlas/lib/wasm/*.cpp"
)
endif()
elseif(MSVC)
if(onnxruntime_target_platform STREQUAL "ARM64")
set(mlas_platform_preprocess_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/arm64/QgemmU8X8KernelNeon.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/arm64/QgemmU8X8KernelUdot.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/arm64/SgemmKernelNeon.asm
)
if(CMAKE_BUILD_TYPE STREQUAL "Debug")
set(ARMASM_FLAGS "-g")
else()
set(ARMASM_FLAGS "")
endif()
# Run the C precompiler on each input before the assembler.
foreach(asm_filename ${mlas_platform_preprocess_srcs})
get_filename_component(asm_filename_base ${asm_filename} NAME_WLE)
set(preprocess_filename ${CMAKE_CURRENT_BINARY_DIR}/${asm_filename_base}.i)
set(obj_filename ${CMAKE_CURRENT_BINARY_DIR}/${asm_filename_base}.obj)
add_custom_command(
OUTPUT ${obj_filename}
COMMAND
cl.exe /P ${asm_filename} /Fi${preprocess_filename}
COMMAND
armasm64.exe ${ARMASM_FLAGS} ${preprocess_filename} ${obj_filename}
DEPENDS ${asm_filename}
BYPRODUCTS ${preprocess_filename}
)
list(APPEND mlas_platform_srcs ${obj_filename})
endforeach()
elseif((onnxruntime_target_platform STREQUAL "ARM") OR (onnxruntime_target_platform STREQUAL "ARM64EC"))
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/arm/sgemmc.cpp
)
elseif(onnxruntime_target_platform STREQUAL "x64")
enable_language(ASM_MASM)
file(GLOB_RECURSE mlas_platform_srcs_avx CONFIGURE_DEPENDS
"${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "/arch:AVX")
file(GLOB_RECURSE mlas_platform_srcs_avx2 CONFIGURE_DEPENDS
"${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx2/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "/arch:AVX2")
if (onnxruntime_MINIMAL_BUILD)
# exclude AVX512 in minimal build
set_source_files_properties(${mlas_common_srcs} PROPERTIES COMPILE_FLAGS "-DMLAS_AVX512F_UNSUPPORTED")
endif()
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/dgemm.cpp
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx512/quantize_avx512f.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemmU8S8KernelAvx2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemmU8U8KernelAvx2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemmU8X8KernelAvx512Core.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemvU8S8KernelAvx2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemvU8S8KernelAvx512Core.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemvU8S8KernelAvx512Vnni.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/QgemvU8S8KernelAvxVnni.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/DgemmKernelSse2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/DgemmKernelAvx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/DgemmKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/DgemmKernelAvx512F.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SgemmKernelSse2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SgemmKernelAvx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SgemmKernelM1Avx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SgemmKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SgemmKernelAvx512F.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SconvKernelSse2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SconvKernelAvx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SconvKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SconvKernelAvx512F.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SpoolKernelSse2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SpoolKernelAvx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SpoolKernelAvx512F.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/sgemma.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/cvtfp16a.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/SoftmaxKernelAvx.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/TransKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/TransKernelAvx512F.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/LogisticKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/TanhKernelFma3.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/amd64/ErfKernelFma3.asm
)
else()
enable_language(ASM_MASM)
set(CMAKE_ASM_MASM_FLAGS "${CMAKE_ASM_MASM_FLAGS} /safeseh")
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/i386/SgemmKernelSse2.asm
${ONNXRUNTIME_ROOT}/core/mlas/lib/i386/SgemmKernelAvx.asm
)
endif()
else()
if (CMAKE_OSX_ARCHITECTURES STREQUAL "arm64")
set(ARM64 TRUE)
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "arm64e")
set(ARM64 TRUE)
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "arm")
set(ARM TRUE)
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "x86_64")
set(X86_64 TRUE)
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "i386")
set(X86 TRUE)
endif()
if (CMAKE_SYSTEM_NAME STREQUAL "Android")
if (CMAKE_ANDROID_ARCH_ABI STREQUAL "armeabi-v7a")
set(ARM TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "arm64-v8a")
set(ARM64 TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "x86_64")
set(X86_64 TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "x86")
set(X86 TRUE)
endif()
elseif(CMAKE_SYSTEM_NAME STREQUAL "iOS" OR CMAKE_SYSTEM_NAME STREQUAL "iOSCross")
set(IOS TRUE)
else()
execute_process(
COMMAND ${CMAKE_C_COMPILER} -dumpmachine
OUTPUT_VARIABLE dumpmachine_output
ERROR_QUIET
)
if(dumpmachine_output MATCHES "^arm64.*")
set(ARM64 TRUE)
elseif(dumpmachine_output MATCHES "^arm.*")
set(ARM TRUE)
elseif(dumpmachine_output MATCHES "^aarch64.*")
set(ARM64 TRUE)
elseif(dumpmachine_output MATCHES "^(powerpc.*|ppc.*)")
set(POWER TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(i.86|x86?)$")
set(X86 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|amd64)$")
set(X86_64 TRUE)
endif()
endif()
if(ARM)
enable_language(ASM)
set(CMAKE_ASM_FLAGS "${CMAKE_ASM_FLAGS} -mfpu=neon")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -mfpu=neon")
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/aarch32/QgemmU8X8KernelNeon.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/arm/sgemmc.cpp
)
elseif(ARM64)
enable_language(ASM)
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/aarch64/QgemmU8X8KernelNeon.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/aarch64/QgemmU8X8KernelUdot.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/aarch64/SgemmKernelNeon.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/aarch64/SgemvKernelNeon.S
)
elseif(POWER)
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/power/SgemmKernelPower.cpp
)
elseif(X86)
enable_language(ASM)
set(mlas_platform_srcs_sse2
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86/SgemmKernelSse2.S
)
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86/SgemmKernelAvx.S
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
)
elseif(X86_64)
enable_language(ASM)
# Forward the flags for the minimum target platform version from the C
# compiler to the assembler. This works around CMakeASMCompiler.cmake.in
# not including the logic to set this flag for the assembler.
set(CMAKE_ASM${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
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/DgemmKernelSse2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelSse2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmTransposePackB16x4Sse2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SconvKernelSse2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SpoolKernelSse2.S
)
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/DgemmKernelAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelM1Avx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelM1TransposeBAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmTransposePackB16x4Avx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SconvKernelAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SpoolKernelAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SoftmaxKernelAvx.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx/min_max_elements.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs_avx2
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemmU8S8KernelAvx2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemvU8S8KernelAvx2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemmU8U8KernelAvx2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemvU8S8KernelAvxVnni.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemmU8X8KernelAvx2.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/DgemmKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SconvKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/TransKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/LogisticKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/TanhKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/ErfKernelFma3.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx2/qladd_avx2.cpp
${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx2/qdwconv_avx2.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "-mavx2 -mfma")
# Some toolchains do not support AVX512 compiler flags but are still able
# to build the sources. Other toolchains require the AVX512 compiler flags
# to be specified.
check_cxx_compiler_flag("-mavx512f" HAS_AVX512F)
if(HAS_AVX512F)
set(CMAKE_REQUIRED_FLAGS "-mavx512f")
else()
set(CMAKE_REQUIRED_FLAGS "")
endif()
check_cxx_source_compiles("
int main() {
asm(\"vpxord %zmm0,%zmm0,%zmm0\");
return 0;
}"
COMPILES_AVX512F
)
if(COMPILES_AVX512F AND NOT onnxruntime_MINIMAL_BUILD)
set(mlas_platform_srcs_avx512f
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/DgemmKernelAvx512F.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SgemmKernelAvx512F.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SconvKernelAvx512F.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/SpoolKernelAvx512F.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/TransKernelAvx512F.S
)
check_cxx_source_compiles("
#include <immintrin.h>
int main() {
__m512 zeros = _mm512_set1_ps(0.f);
(void)zeros;
return 0;
}"
COMPILES_AVX512F_INTRINSICS
)
if(COMPILES_AVX512F_INTRINSICS)
set(mlas_platform_srcs_avx512f
${ONNXRUNTIME_ROOT}/core/mlas/lib/intrinsics/avx512/quantize_avx512f.cpp
${mlas_platform_srcs_avx512f}
)
else()
set_source_files_properties(${mlas_common_srcs} PROPERTIES COMPILE_FLAGS "-DMLAS_AVX512F_INTRINSICS_UNSUPPORTED")
endif()
if(HAS_AVX512F)
set_source_files_properties(${mlas_platform_srcs_avx512f} PROPERTIES COMPILE_FLAGS "-mavx512f")
endif()
check_cxx_compiler_flag("-mavx512bw -mavx512dq -mavx512vl" HAS_AVX512CORE)
if(HAS_AVX512CORE)
set(CMAKE_REQUIRED_FLAGS "-mavx512bw -mavx512dq -mavx512vl")
endif()
check_cxx_source_compiles("
int main() {
asm(\"vpmaddwd %zmm0,%zmm0,%zmm0\"); // AVX512BW feature
asm(\"vandnps %xmm31,%xmm31,%xmm31\"); // AVX512DQ/AVX512VL feature
return 0;
}"
COMPILES_AVX512CORE
)
if(COMPILES_AVX512CORE)
set(mlas_platform_srcs_avx512core
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemvU8S8KernelAvx512Core.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemvU8S8KernelAvx512Vnni.S
${ONNXRUNTIME_ROOT}/core/mlas/lib/x86_64/QgemmU8X8KernelAvx512Core.S
)
if(HAS_AVX512CORE)
set_source_files_properties(${mlas_platform_srcs_avx512core} PROPERTIES COMPILE_FLAGS "-mavx512bw -mavx512dq -mavx512vl")
endif()
else()
set_source_files_properties(${mlas_common_srcs} PROPERTIES COMPILE_FLAGS "-DMLAS_AVX512CORE_UNSUPPORTED")
endif()
else()
set_source_files_properties(${mlas_common_srcs} PROPERTIES COMPILE_FLAGS "-DMLAS_AVX512F_UNSUPPORTED")
endif()
set(mlas_platform_srcs
${ONNXRUNTIME_ROOT}/core/mlas/lib/dgemm.cpp
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${mlas_platform_srcs_avx512f}
${mlas_platform_srcs_avx512core}
)
endif()
endif()
onnxruntime_add_static_library(onnxruntime_mlas ${mlas_common_srcs} ${mlas_platform_srcs})
target_include_directories(onnxruntime_mlas PRIVATE ${ONNXRUNTIME_ROOT}/core/mlas/inc ${ONNXRUNTIME_ROOT}/core/mlas/lib)
set_target_properties(onnxruntime_mlas PROPERTIES FOLDER "ONNXRuntime")
if (WIN32)
target_compile_options(onnxruntime_mlas PRIVATE "/wd6385" "/wd4127")
endif()