Platform(Include target platform as well if cross-compiling): Ubuntu1604
Github版本:1.1.0
Github Version:
直接下载ZIP包请提供下载日期以及压缩包注释里的git版本(可通过7z l zip包路径命令并在输出信息中搜索Comment 获得,形如Comment = bc80b11110cd440aacdabbf59658d630527a7f2b)。 git clone请提供 git commit 第一行的commit id
Provide date (or better yet, git revision from the comment section of the zip. Obtainable using 7z l PATH/TO/ZIP and search for Comment in the output) if downloading source as zip,otherwise provide the first commit id from the output of git commit
编译方式:
Compiling Method
请在这里粘贴cmake参数或使用的cmake脚本路径以及完整输出
Paste cmake arguments or path of the build script used here as well as the full log of the cmake proess here or pastebin
cmake_minimum_required(VERSION 3.0)
# Versioning stuff
if(NOT DEFINED MNN_VERSION_MAJOR)
set(MNN_VERSION_MAJOR 0)
endif()
if(NOT DEFINED MNN_VERSION_MINOR)
set(MNN_VERSION_MINOR 2)
endif()
if(NOT DEFINED MNN_VERSION_PATCH)
set(MNN_VERSION_PATCH 1)
endif()
if(NOT DEFINED MNN_VERSION_BUILD)
set(MNN_VERSION_BUILD 5)
endif()
if(NOT DEFINED MNN_VERSION_SUFFIX)
set(MNN_VERSION_SUFFIX git)
endif()
if (NOT PACKAGE_VERSION)
set(PACKAGE_VERSION
"${MNN_VERSION_MAJOR}.${MNN_VERSION_MINOR}.${MNN_VERSION_PATCH}.${MNN_VERSION_BUILD}${MNN_VERSION_SUFFIX}")
endif()
add_definitions("-DMNN_VERSION=\"${PACKAGE_VERSION}\"")
add_definitions("-DMNN_VERSION_MAJOR=${MNN_VERSION_MAJOR}")
add_definitions("-DMNN_VERSION_MINOR=${MNN_VERSION_MINOR}")
add_definitions("-DMNN_VERSION_PATCH=${MNN_VERSION_PATCH}")
# CMP0048 is related to letting CMake managing the package version for us
cmake_policy(SET CMP0048 NEW)
project(MNN VERSION ${MNN_VERSION_MAJOR}.${MNN_VERSION_MINOR}.${MNN_VERSION_PATCH}.${MNN_VERSION_BUILD} LANGUAGES C CXX ASM)
# complier options
set(CMAKE_C_STANDARD 99)
set(CMAKE_CXX_STANDARD 11)
set(CMAKE_MODULE_PATH
${CMAKE_MODULE_PATH}
"${CMAKE_CURRENT_LIST_DIR}/cmake"
)
#add_custom_command(OUTPUT "${CMAKE_CURRENT_LIST_DIR}/include/MNN/VCS.h"
# COMMAND ${CMAKE_COMMAND} "-DNAMES=MNN"
# "-DMNN_SOURCE_DIR=${CMAKE_CURRENT_LIST_DIR}"
# "-DHEADER_FILE=${CMAKE_CURRENT_LIST_DIR}/include/MNN/VCS.h"
# -P "${CMAKE_CURRENT_LIST_DIR}/cmake/GenerateVersionFromVCS.cmake"
# COMMENT "Generating Version Control Info"
#)
#add_custom_target (GenVCSHDR DEPENDS "${CMAKE_CURRENT_LIST_DIR}/include/MNN/VCS.h")
# Required for OpenCL/OpenGL/Vulkan CodeGen
include(FindPythonInterp REQUIRED)
# build options
option(MNN_USE_SYSTEM_LIB "For opencl and vulkan, use system lib or use dlopen" OFF)
option(MNN_BUILD_HARD "Build -mfloat-abi=hard or not" OFF)
option(MNN_BUILD_SHARED_LIBS "MNN build shared or static lib" OFF)
option(MNN_WIN_RUNTIME_MT "MNN use /MT on Windows dll" OFF)
option(MNN_FORBID_MULTI_THREAD "Disable Multi Thread" OFF)
option(MNN_OPENMP "Use OpenMP's thread pool implementation. Does not work on iOS or Mac OS" OFF)
option(MNN_USE_THREAD_POOL "Use MNN's own thread pool implementation" ON)
option(MNN_BUILD_TRAIN "Build MNN's training framework" OFF)
option(MNN_BUILD_DEMO "Build demo/exec or not" OFF)
option(MNN_BUILD_TOOLS "Build tools/cpp or not" ON)
option(MNN_BUILD_QUANTOOLS "Build Quantized Tools or not" OFF)
option(MNN_EVALUATION "Build Evaluation Tools or not" OFF)
option(MNN_BUILD_CONVERTER "Build Converter" ON)
option(MNN_SUPPORT_TFLITE_QUAN "Enable MNN's tflite quantized op" ON)
option(MNN_DEBUG_MEMORY "MNN Debug Memory Access" OFF)
option(MNN_DEBUG_TENSOR_SIZE "Enable Tensor Size" OFF)
option(MNN_GPU_TRACE "Enable MNN Gpu Debug" OFF)
option(MNN_PORTABLE_BUILD "Link the static version of third party libraries where possible to improve the portability of built executables" OFF)
option(MNN_SEP_BUILD "Build MNN Backends and expression seperately. Only works with MNN_BUILD_SHARED_LIBS=ON" OFF)
option(NATIVE_LIBRARY_OUTPUT "Native Library Path" OFF)
option(NATIVE_INCLUDE_OUTPUT "Native Include Path" OFF)
option(MNN_AAPL_FMWK "Build MNN.framework instead of traditional .a/.dylib" OFF)
option(MNN_WITH_PLUGIN "Build with plugin op support." OFF)
option(MNN_BUILD_MINI "Build MNN-MINI that just supports fixed shape models." OFF)
option(MNN_USE_SSE "Use SSE optimization for x86 if possiable" ON)
option(MNN_BUILD_CODEGEN "Build with codegen" OFF)
option(MNN_ENABLE_COVERAGE "Build with coverage enable" OFF)
IF (NOT DEFINED MNN_USE_SPARSE_COMPUTE)
IF (TARGET_OS_IPHONE OR TARGET_OS_SIMULATOR)
set(MNN_USE_SPARSE_COMPUTE OFF)
ELSE()
set(MNN_USE_SPARSE_COMPUTE ON)
ENDIF()
ENDIF()
IF(NOT MNN_BUILD_SHARED_LIBS AND MNN_SEP_BUILD)
message(WARNING "Close MNN_SEP_BUILD for static library")
SET(MNN_SEP_BUILD OFF CACHE BOOL "<docstring>" FORCE)
ENDIF()
IF(APPLE AND MNN_AAPL_FMWK AND MNN_SEP_BUILD)
message(WARNING "MNN_SEP_BUILD AND MNN_AAPL_FMWK can't coexist. Turning off MNN_SEP_BUILD")
SET(MNN_SEP_BUILD OFF CACHE BOOL "<docstring>" FORCE)
ENDIF()
IF(WIN32)
IF(MNN_SEP_BUILD)
message(WARNING "MNN_SEP_BUILD IS TROUBLESOME ON Windows. Forcing OFF...")
SET(MNN_SEP_BUILD OFF CACHE BOOL "<docstring>" FORCE)
ENDIF()
add_definitions(-D_CRT_SECURE_NO_WARNINGS)
IF(MSVC)
# generate optimized (release) exe and library with pdb debug file, https://stackoverflow.com/a/31264946
SET(CMAKE_EXE_LINKER_FLAGS_RELEASE "${CMAKE_EXE_LINKER_FLAGS_RELEASE} /DEBUG /OPT:REF /OPT:ICF")
SET(CMAKE_SHARED_LINKER_FLAGS_RELEASE "${CMAKE_SHARED_LINKER_FLAGS_RELEASE} /DEBUG /OPT:REF /OPT:ICF")
SET(CMAKE_C_FLAGS_RELEASE "${CMAKE_C_FLAGS_RELEASE} /Zi")
SET(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /Zi")
SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} /wd4267 /wd4018 /wd4251 /wd4996 /wd4244 /wd4146 /wd4129 /wd4305 /wd4275 /wd4819")
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /wd4267 /wd4018 /wd4251 /wd4996 /wd4244 /wd4146 /wd4129 /wd4305 /wd4275 /wd4819")
ENDIF()
ENDIF()
# for coverage test
IF( MNN_ENABLE_COVERAGE)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fprofile-arcs -ftest-coverage")
SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fprofile-arcs -ftest-coverage")
ENDIF()
include(${CMAKE_CURRENT_LIST_DIR}/cmake/macros.cmake)
IF(CMAKE_CXX_COMPILER_ID STREQUAL "GNU" AND NOT MNN_BUILD_SHARED_LIBS AND NOT (MSVC OR WIN32))
SET(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS}")
SET(MNN_SEP_BUILD OFF CACHE BOOL "<docstring>" FORCE)
IF(MNN_BUILD_CONVERTER)
SET(MNN_PORTABLE_BUILD ON CACHE BOOL "<docstring>" FORCE)
ENDIF()
ENDIF()
if(MNN_FORBID_MULTI_THREAD)
add_definitions(-DMNN_FORBIT_MULTI_THREADS)
endif()
if(MNN_SUPPORT_TFLITE_QUAN)
add_definitions(-DMNN_SUPPORT_TFLITE_QUAN)
endif()
# debug options
if(MNN_DEBUG_MEMORY)
add_definitions(-DMNN_DEBUG_MEMORY)
endif()
if(MNN_DEBUG_TENSOR_SIZE)
add_definitions(-DMNN_DEBUG_TENSOR_SIZE)
endif()
if(MNN_GPU_TRACE)
add_definitions(-DMNN_GPU_FORCE_FINISH)
endif()
# backend options
option(MNN_METAL "Enable Metal" OFF)
option(MNN_OPENCL "Enable OpenCL" OFF)
option(MNN_OPENGL "Enable OpenGL" OFF)
option(MNN_VULKAN "Enable Vulkan" OFF)
option(MNN_ARM82 "Enable ARM82" OFF)
option(MNN_ONEDNN "Enable oneDNN" OFF)
option(MNN_AVX512 "Enable AVX512" OFF)
option(MNN_CUDA "Enable CUDA" OFF)
option(MNN_TENSORRT "Enable TensorRT" OFF)
option(MNN_COREML "Enable CoreML" OFF)
if (MNN_USE_THREAD_POOL)
message(STATUS "Use Threadpool, forbid openmp")
set(MNN_OPENMP OFF)
add_definitions(-DMNN_USE_THREAD_POOL)
endif()
# When build Android based on arm32 by MTL, force turn off MNN_ARM82
if (CMAKE_SYSTEM_NAME MATCHES "^Android" AND CMAKE_SYSTEM_PROCESSOR MATCHES "^armv7" AND NOT MNN_BUILD_FOR_ANDROID_COMMAND)
message(STATUS "force turn off MNN_ARM82 when build for Android based on arm32 by MTL")
SET(MNN_ARM82 OFF CACHE BOOL "Enable ARM82" FORCE)
endif()
# target options
option(MNN_BUILD_BENCHMARK "Build benchmark or not" ON)
option(MNN_BUILD_TEST "Build tests or not" OFF)
option(MNN_BUILD_FOR_ANDROID_COMMAND "Build from command" OFF)
option(MNN_USE_LOGCAT "Use Logcat intead of print for info" ON)
set (MNN_HIDDEN FALSE)
IF(CMAKE_BUILD_TYPE MATCHES Debug)
ELSE()
set(MNN_HIDDEN TRUE)
ENDIF(CMAKE_BUILD_TYPE MATCHES Debug)
message(STATUS ">>>>>>>>>>>>>")
message(STATUS "MNN BUILD INFO:")
message(STATUS "\tSystem: ${CMAKE_SYSTEM_NAME}")
message(STATUS "\tProcessor: ${CMAKE_SYSTEM_PROCESSOR}")
message(STATUS "\tMetal: ${MNN_METAL}")
message(STATUS "\tOpenCL: ${MNN_OPENCL}")
message(STATUS "\tOpenGL: ${MNN_OPENGL}")
message(STATUS "\tVulkan: ${MNN_VULKAN}")
message(STATUS "\tARM82: ${MNN_ARM82}")
message(STATUS "\toneDNN: ${MNN_ONEDNN}")
message(STATUS "\tTensorRT: ${MNN_TENSORRT}")
message(STATUS "\tCoreML: ${MNN_COREML}")
message(STATUS "\tCUDA: ${MNN_CUDA}")
message(STATUS "\tOpenMP: ${MNN_OPENMP}")
message(STATUS "\tBF16: ${MNN_SUPPORT_BF16}")
message(STATUS "\tThreadPool: ${MNN_USE_THREAD_POOL}")
message(STATUS "\tHidden: ${MNN_HIDDEN}")
message(STATUS "\tBuild Path: ${CMAKE_CURRENT_BINARY_DIR}")
if(MSVC)
if(${CMAKE_VERSION} VERSION_LESS "3.14.0")
message(FATAL_ERROR "MNN requires CMake 3.14+ to build on Windows!")
endif()
foreach(flag_var
CMAKE_C_FLAGS CMAKE_C_FLAGS_DEBUG CMAKE_C_FLAGS_RELEASE
CMAKE_C_FLAGS_MINSIZEREL CMAKE_C_FLAGS_RELWITHDEBINFO
CMAKE_CXX_FLAGS CMAKE_CXX_FLAGS_DEBUG CMAKE_CXX_FLAGS_RELEASE
CMAKE_CXX_FLAGS_MINSIZEREL CMAKE_CXX_FLAGS_RELWITHDEBINFO)
if (MNN_WIN_RUNTIME_MT)
if(${flag_var} MATCHES "/MD")
string(REGEX REPLACE "/MD" "/MT" ${flag_var} "${${flag_var}}")
endif()
else ()
if(${flag_var} MATCHES "/MT")
string(REGEX REPLACE "/MT" "/MD" ${flag_var} "${${flag_var}}")
endif()
endif ()
endforeach()
elseif(CMAKE_SYSTEM_NAME MATCHES "^Android" OR CMAKE_SYSTEM_NAME MATCHES "^Linux")
add_definitions(-fPIC)
endif()
if(CMAKE_SYSTEM_NAME MATCHES "^Android")
add_definitions(-DMNN_BUILD_FOR_ANDROID)
if(CMAKE_SYSTEM_PROCESSOR MATCHES "^arm")
add_definitions(-mfloat-abi=softfp -mfpu=neon)
endif()
endif()
option(MNN_USE_CPP11 "Enable MNN use c++11" ON)
if (NOT MSVC)
if(MNN_USE_CPP11)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -std=gnu99")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11")
else()
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -std=gnu99")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++0x")
endif()
endif()
if(CMAKE_SYSTEM_NAME MATCHES "^Linux")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D__STRICT_ANSI__")
if (CMAKE_CXX_COMPILER_ID STREQUAL "Clang")
# This is to workaround libgcc.a
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -stdlib=libc++")
endif()
if(CMAKE_SYSTEM_PROCESSOR MATCHES "^armv7")
add_definitions(-mfpu=neon) #please define in project/cross-compile/arm.toolchain.cmake
endif()
if(MNN_BUILD_HARD)
add_definitions(-mfloat-abi=hard) #better define in project/cross-compile/arm.toolchain.cmake
endif()
endif()
IF(CMAKE_BUILD_TYPE MATCHES Debug)
add_definitions(-DMNN_DEBUG -DDEBUG)
if(MSVC)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} /DEBUG")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /DEBUG")
else()
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -g")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -g")
endif()
else()
if (MSVC)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} /O2")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /O2")
else()
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3")
if(CMAKE_SYSTEM_NAME MATCHES "^Android")
if(MNN_BUILD_FOR_ANDROID_COMMAND)
set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} -s")
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} -pie -fPIE -s")
set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} -Wl,--gc-sections")
endif()
endif()
endif()
ENDIF(CMAKE_BUILD_TYPE MATCHES Debug)
if(CMAKE_SYSTEM_NAME MATCHES "^Android")
IF(MNN_USE_LOGCAT)
add_definitions(-DMNN_USE_LOGCAT)
ENDIF()
IF (NOT MNN_BUILD_FOR_ANDROID_COMMAND)
set(CMAKE_LIBRARY_OUTPUT_DIRECTORY ${NATIVE_LIBRARY_OUTPUT}/${ANDROID_ABI})
ENDIF()
endif()
if(${CMAKE_SYSTEM_NAME} MATCHES "^Linux")
if((CMAKE_SYSTEM_PROCESSOR MATCHES "^arm") OR (CMAKE_SYSTEM_PROCESSOR MATCHES "^aarch64"))
set(aarch64_linux_include
#/usr/include/c++/4.9
#/usr/lib/gcc/x86_64-linux-gnu/4.9
#/usr/lib/gcc/x86_64-linux-gnu/4.9/include
#/usr/include/x86_64-linux-gnu/c++/4.9
)
include_directories(${aarch64_linux_include})
endif()
endif()
include_directories(${CMAKE_CURRENT_LIST_DIR}/include/
${CMAKE_CURRENT_LIST_DIR}/source/
${CMAKE_CURRENT_LIST_DIR}/express/
${CMAKE_CURRENT_LIST_DIR}/tools/
${CMAKE_CURRENT_LIST_DIR}/codegen/
${CMAKE_CURRENT_LIST_DIR}/schema/current/
${CMAKE_CURRENT_LIST_DIR}/3rd_party/
${CMAKE_CURRENT_LIST_DIR}/3rd_party/flatbuffers/include
${CMAKE_CURRENT_LIST_DIR}/3rd_party/half
${CMAKE_CURRENT_LIST_DIR}/3rd_party/imageHelper
${CMAKE_CURRENT_LIST_DIR}/3rd_party/OpenCLHeaders/
)
set(MNN_OBJECTS_TO_LINK "")
set(MNN_TARGETS "")
# Core
FILE(GLOB MNN_Core_SRC ${CMAKE_CURRENT_LIST_DIR}/source/core/*)
add_library(MNNCore OBJECT ${MNN_Core_SRC})
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNCore>)
list(APPEND MNN_TARGETS MNNCore)
if(MNN_BUILD_MINI)
target_compile_options(MNNCore PRIVATE -DMNN_BUILD_MINI)
endif()
# CV
FILE(GLOB MNN_CV_SRC ${CMAKE_CURRENT_LIST_DIR}/source/cv/*)
add_library(MNNCV OBJECT ${MNN_CV_SRC})
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNCV>)
list(APPEND MNN_TARGETS MNNCV)
if(CMAKE_SYSTEM_PROCESSOR MATCHES "(x86_64)|(X86_64)|(x64)|(X64)|(amd64)|(AMD64)|(i686)")
if (APPLE)
add_definitions(-fno-stack-check) # Workaround a Xcode 11.X bug
endif()
endif()
if (MNN_USE_SSE)
if(CMAKE_SYSTEM_PROCESSOR MATCHES "(x86_64)|(X86_64)|(x64)|(X64)|(amd64)|(AMD64)|(i686)")
target_compile_options(MNNCV PRIVATE -DMNN_USE_SSE)
if (NOT MSVC)
target_compile_options(MNNCV PRIVATE -msse4.1)
endif()
endif()
endif()
# Math
FILE(GLOB MNN_Math_SRC ${CMAKE_CURRENT_LIST_DIR}/source/math/*)
add_library(MNNMath OBJECT ${MNN_Math_SRC})
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNMath>)
list(APPEND MNN_TARGETS MNNMath)
# Transform
FILE(GLOB MNN_Transform_SRC ${CMAKE_CURRENT_LIST_DIR}/source/shape/* ${CMAKE_CURRENT_LIST_DIR}/source/geometry/*)
add_library(MNNTransform OBJECT ${MNN_Transform_SRC})
IF (NOT MNN_BUILD_MINI)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNTransform>)
ENDIF()
list(APPEND MNN_TARGETS MNNTransform)
# Utils
FILE(GLOB MNN_Utils_SRC ${CMAKE_CURRENT_LIST_DIR}/source/utils/*)
add_library(MNNUtils OBJECT ${MNN_Utils_SRC})
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNUtils>)
list(APPEND MNN_TARGETS MNNUtils)
include(${CMAKE_CURRENT_LIST_DIR}/source/backend/cpu/CMakeLists.txt)
SET(MNN_PUB_HDRS "")
SET(MNN_EXPR_PUB_HDRS "")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/MNNDefine.h")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/Interpreter.hpp")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/HalideRuntime.h")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/Tensor.hpp")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/ErrorCode.hpp")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/ImageProcess.hpp")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/Matrix.h")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/Rect.h")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/MNNForwardType.h")
list(APPEND MNN_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/AutoTime.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/Expr.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/ExprCreator.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/MathOp.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/NeuralNetWorkOp.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/Optimizer.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/Executor.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/Module.hpp")
list(APPEND MNN_EXPR_PUB_HDRS "${CMAKE_CURRENT_SOURCE_DIR}/include/MNN/expr/NeuralNetWorkOp.hpp")
set(MNN_DEPS "")
set(MNN_EXTRA_DEPENDS "")
if (NOT APPLE)
if(MNN_OPENMP)
message(STATUS "[*] Checking OpenMP")
find_package(OpenMP)
# For CMake < 3.9, we need to make the target ourselves
if(NOT TARGET OpenMP::OpenMP_CXX)
find_package(Threads REQUIRED)
add_library(OpenMP::OpenMP_CXX IMPORTED INTERFACE)
set_property(TARGET OpenMP::OpenMP_CXX
PROPERTY INTERFACE_COMPILE_OPTIONS ${OpenMP_CXX_FLAGS})
# Only works if the same flag is passed to the linker; use CMake 3.9+ otherwise (Intel, AppleClang)
set_property(TARGET OpenMP::OpenMP_CXX
PROPERTY INTERFACE_LINK_LIBRARIES ${OpenMP_CXX_FLAGS} Threads::Threads)
endif()
# TODO: Don't pollute global CFLAGS
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} ${OpenMP_SHARED_LINKER_FLAGS}")
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}")
if (MSVC)
set(OpenMP_C_FLAGS "/openmp ${OpenMP_C_FLAGS}")
set(OpenMP_CXX_FLAGS "/openmp ${OpenMP_CXX_FLAGS}")
endif()
list(APPEND MNN_EXTRA_DEPENDS OpenMP::OpenMP_CXX)
endif()
endif()
if ((NOT MSVC) AND MNN_HIDDEN)
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fvisibility-inlines-hidden -fvisibility=hidden")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fvisibility=hidden")
# Omit frame pointer may cause difficult debug
if ((NOT APPLE) AND (NOT WIN32))
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fomit-frame-pointer")
endif()
endif()
if (NOT MSVC)
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions ")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math")
endif()
# Metal
set(MNN_DEPS "")
set(MNN_EXTRA_DEPENDS "")
list(APPEND MNN_DEPS MNN)
# Plugin
if(MNN_WITH_PLUGIN)
add_definitions(-DMNN_WITH_PLUGIN)
include(${CMAKE_CURRENT_LIST_DIR}/source/plugin/CMakeLists.txt)
endif()
# Metal
if(MNN_METAL AND APPLE)
add_definitions(-DMNN_METAL_ENABLED=1)
include(${CMAKE_CURRENT_LIST_DIR}/source/backend/metal/CMakeLists.txt)
list(APPEND MNN_TARGETS MNNMetal)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNMetal>)
endif()
# CoreML
IF(MNN_COREML)
add_definitions(-DMNN_COREML_ENABLED=1)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/coreml/)
list(APPEND MNN_DEPS MNNCoreML)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNCoreML>)
find_library(COREML CoreML)
find_library(FOUNDATION Foundation)
find_library(METAL Metal)
list(APPEND MNN_EXTRA_DEPENDS ${COREML})
list(APPEND MNN_EXTRA_DEPENDS ${FOUNDATION})
list(APPEND MNN_EXTRA_DEPENDS ${METAL})
ENDIF()
# Vulkan
IF(MNN_VULKAN)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/vulkan/)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNN_Vulkan)
ELSE()
list(APPEND MNN_TARGETS MNN_Vulkan)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_Vulkan>)
list(APPEND MNN_EXTRA_DEPENDS ${MNN_VULKAN_LIBS})
ENDIF()
ENDIF()
# oneDNN
IF(MNN_ONEDNN)
target_compile_definitions(MNNCPU PRIVATE "-DMNN_USE_ONEDNN")
add_dependencies(MNNCPU oneDNN)
include(cmake/oneDNN.cmake)
set(ONEDNN_DIR ${CMAKE_CURRENT_LIST_DIR}/3rd_party/oneDNN)
add_library(ONEDNN_COMMON OBJECT IMPORTED)
file(GLOB_RECURSE OBJECT_FILES ${ONEDNN_DIR}/src/common/CMakeFiles/dnnl_common.dir/*.o)
set_property(TARGET ONEDNN_COMMON PROPERTY IMPORTED_OBJECTS ${OBJECT_FILES})
add_library(ONEDNN_CPU OBJECT IMPORTED)
file(GLOB_RECURSE OBJECT_FILES ${ONEDNN_DIR}/src/cpu/CMakeFiles/dnnl_cpu.dir/*.o)
set_property(TARGET ONEDNN_CPU PROPERTY IMPORTED_OBJECTS ${OBJECT_FILES})
add_library(ONEDNN_CPU_X64 OBJECT IMPORTED)
file(GLOB_RECURSE OBJECT_FILES ${ONEDNN_DIR}/src/cpu/x64/CMakeFiles/dnnl_cpu_x64.dir/*.o)
set_property(TARGET ONEDNN_CPU_X64 PROPERTY IMPORTED_OBJECTS ${OBJECT_FILES})
include_directories(${ONEDNN_DIR}/include)
list(APPEND MNN_TARGETS ${ONEDNN_COMMON})
list(APPEND MNN_TARGETS ${ONEDNN_CPU})
list(APPEND MNN_TARGETS ${ONEDNN_CPU_X64})
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:ONEDNN_COMMON>)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:ONEDNN_CPU>)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:ONEDNN_CPU_X64>)
ENDIF()
# OpenCL
IF(MNN_OPENCL)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/opencl/)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNN_CL)
ELSE()
list(APPEND MNN_TARGETS MNN_CL)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_CL>)
list(APPEND MNN_EXTRA_DEPENDS ${MNN_OCL_LIBS})
ENDIF()
ENDIF()
# OpenGL
IF(MNN_OPENGL)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/opengl/)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNN_GL)
ELSE()
list(APPEND MNN_TARGETS MNN_GL)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_GL>)
list(APPEND MNN_EXTRA_DEPENDS GLESv3)
list(APPEND MNN_EXTRA_DEPENDS EGL)
ENDIF()
ENDIF()
# CUDA
IF(MNN_CUDA)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/cuda/)
list(APPEND MNN_TARGETS MNN_CUDA)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_CUDA>)
list(APPEND MNN_EXTRA_DEPENDS ${MNN_CUDA_LIBS})
ENDIF()
# Express
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/express/)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNN_Express)
ELSE()
list(APPEND MNN_TARGETS MNN_Express)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_Express>)
ENDIF()
# Train
IF(MNN_BUILD_TRAIN OR MNN_BUILD_QUANTOOLS)
add_subdirectory(tools/train)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNNTrain)
ELSE()
list(APPEND MNN_TARGETS MNNTrain)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNNTrain>)
ENDIF()
ENDIF()
#CodeGen
IF(MNN_BUILD_CODEGEN)
add_definitions(-DMNN_BUILD_CODEGEN)
include(${CMAKE_CURRENT_LIST_DIR}/codegen/CMakeLists.txt)
ENDIF()
# NPU
IF(MNN_NPU)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/hiai/)
IF(MNN_SEP_BUILD)
list(APPEND MNN_DEPS MNN_NPU)
ELSE()
list(APPEND MNN_TARGETS MNN_NPU)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_NPU>)
list(APPEND MNN_EXTRA_DEPENDS ${CMAKE_CURRENT_LIST_DIR}/source/backend/hiai/3rdParty/${ANDROID_ABI}/libhiai.so)
list(APPEND MNN_EXTRA_DEPENDS ${CMAKE_CURRENT_LIST_DIR}/source/backend/hiai/3rdParty/${ANDROID_ABI}/libhiai_ir_build.so)
list(APPEND MNN_EXTRA_DEPENDS ${CMAKE_CURRENT_LIST_DIR}/source/backend/hiai/3rdParty/${ANDROID_ABI}/libhiai_ir.so)
ENDIF()
ENDIF()
# TensorRT
IF(MNN_TENSORRT)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/source/backend/tensorrt/)
list(APPEND MNN_TARGETS MNN_TRT)
list(APPEND MNN_OBJECTS_TO_LINK $<TARGET_OBJECTS:MNN_TRT>)
list(APPEND MNN_EXTRA_DEPENDS ${MNN_TRT_LIBS})
ENDIF()
IF(MNN_SEP_BUILD)
add_library(MNN SHARED ${CMAKE_CURRENT_LIST_DIR}/cmake/dummy.cpp ${MNN_OBJECTS_TO_LINK} ${MNN_PUB_HDRS} ${MNN_EXPR_PUB_HDRS})
target_link_libraries(MNN PUBLIC ${MNN_EXTRA_DEPENDS})
ELSE()
IF(MNN_BUILD_SHARED_LIBS)
add_library(MNN SHARED ${CMAKE_CURRENT_LIST_DIR}/cmake/dummy.cpp ${MNN_OBJECTS_TO_LINK} ${MNN_PUB_HDRS} ${MNN_EXPR_PUB_HDRS})
if (WIN32)
foreach(TARGET ${MNN_TARGETS})
target_compile_definitions(${TARGET} PRIVATE "-DBUILDING_MNN_DLL")
target_compile_definitions(${TARGET} INTERFACE "-DUSING_MNN_DLL")
endforeach()
target_compile_definitions(MNN PRIVATE "-DBUILDING_MNN_DLL")
target_compile_definitions(MNN INTERFACE "-DUSING_MNN_DLL")
endif()
ELSE()
add_library(MNN STATIC ${CMAKE_CURRENT_LIST_DIR}/cmake/dummy.cpp ${MNN_OBJECTS_TO_LINK} ${MNN_PUB_HDRS} ${MNN_EXPR_PUB_HDRS})
ENDIF()
target_link_libraries(MNN PUBLIC ${MNN_EXTRA_DEPENDS})
ENDIF()
if (MSVC)
target_link_options(MNN PRIVATE "/IGNORE:4049,4217")
endif()
if (MNN_ONEDNN)
add_dependencies(MNN ONEDNN_COMMON ONEDNN_CPU ONEDNN_CPU_X64)
endif()
if(APPLE)
IF(MNN_AAPL_FMWK)
set_target_properties(MNN PROPERTIES FRAMEWORK TRUE)
set_target_properties(MNN PROPERTIES
MACOSX_FRAMEWORK_IDENTIFIER com.alibaba.MNN
MACOSX_FRAMEWORK_SHORT_VERSION_STRING ${PACKAGE_VERSION}
MACOSX_FRAMEWORK_BUNDLE_VERSION ${PACKAGE_VERSION}
XCODE_ATTRIBUTE_CODE_SIGN_IDENTITY "iPhone Developer"
)
set_target_properties(MNN PROPERTIES MACOSX_FRAMEWORK_INFO_PLIST ${CMAKE_CURRENT_SOURCE_DIR}/project/ios/MNN/Info.plist)
ENDIF()
IF(MNN_METAL)
find_library(FOUNDATION Foundation REQUIRED)
target_link_libraries(MNN PUBLIC ${FOUNDATION})
find_library(METAL Metal REQUIRED)
target_link_libraries(MNN PUBLIC ${METAL})
find_library(GRAPHIC CoreGraphics)
target_link_libraries(MNN PUBLIC ${GRAPHIC})
ENDIF()
endif()
add_dependencies(MNN MNNCore MNNCV MNNTransform MNNMath MNNCPU)
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/tools/converter)
if(CMAKE_SYSTEM_NAME MATCHES "^Linux")
# Using -pthread, needed by thread-safe implemention of glibc, is better than only using -lpthread
# https://stackoverflow.com/questions/23250863/difference-between-pthread-and-lpthread-while-compiling
target_link_libraries(MNN PUBLIC -pthread dl)
elseif(CMAKE_SYSTEM_NAME MATCHES "^Android")
target_link_libraries(MNN PUBLIC log m)
else()
endif()
if (NOT MNN_BUILD_SHARED_LIBS)
if(APPLE)
set(MNN_DEPS -Wl,-all_load ${MNN_DEPS} -Wl,-noall_load)
elseif (CMAKE_CXX_COMPILER_ID MATCHES "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
# Static-link will not replace thread-related weak symbol in glibc with strong symbol
# in pthread library, so we need use --whole-archive to pthread
# https://stackoverflow.com/questions/35116327/when-g-static-link-pthread-cause-segmentation-fault-why
if(CMAKE_SYSTEM_NAME MATCHES "^Linux")
set(MNN_DEPS -Wl,--whole-archive ${MNN_DEPS} -lpthread -Wl,--no-whole-archive)
else()
set(MNN_DEPS -Wl,--whole-archive ${MNN_DEPS} -Wl,--no-whole-archive)
endif()
endif()
endif()
list(APPEND MNN_TARGETS MNN)
list(REMOVE_ITEM MNN_TARGETS MNN)
IF(MNN_BUILD_DEMO)
include(${CMAKE_CURRENT_LIST_DIR}/demo/exec/CMakeLists.txt)
ENDIF()
IF(MNN_BUILD_TOOLS)
include(${CMAKE_CURRENT_LIST_DIR}/tools/cpp/CMakeLists.txt)
ENDIF()
IF(MNN_BUILD_TEST)
include(${CMAKE_CURRENT_LIST_DIR}/test/CMakeLists.txt)
ENDIF()
IF(MNN_BUILD_BENCHMARK)
include(${CMAKE_CURRENT_LIST_DIR}/benchmark/CMakeLists.txt)
ENDIF()
IF(MNN_BUILD_QUANTOOLS)
include(${CMAKE_CURRENT_LIST_DIR}/tools/quantization/CMakeLists.txt)
ENDIF()
IF(MNN_EVALUATION)
include(${CMAKE_CURRENT_LIST_DIR}/tools/evaluation/CMakeLists.txt)
ENDIF()
# Install headers
IF(CMAKE_SYSTEM_NAME MATCHES "^Android" AND NOT MNN_BUILD_FOR_ANDROID_COMMAND)
IF(NOT NATIVE_INCLUDE_OUTPUT)
set(NATIVE_INCLUDE_OUTPUT ".")
ENDIF()
set(MNN_INCLUDE_OUTPUT ${NATIVE_INCLUDE_OUTPUT}/MNN)
add_custom_command(
TARGET MNN
POST_BUILD
COMMAND ${CMAKE_COMMAND}
-E make_directory "${MNN_INCLUDE_OUTPUT}/"
)
add_custom_command(
TARGET MNN
POST_BUILD
COMMAND ${CMAKE_COMMAND}
-E make_directory "${MNN_INCLUDE_OUTPUT}/expr/"
)
FOREACH(header ${MNN_PUB_HDRS})
add_custom_command(
TARGET MNN
POST_BUILD
COMMAND ${CMAKE_COMMAND}
ARGS -E copy ${header} "${MNN_INCLUDE_OUTPUT}/"
)
ENDFOREACH()
FOREACH(header ${MNN_EXPR_PUB_HDRS})
add_custom_command(
TARGET MNN
POST_BUILD
COMMAND ${CMAKE_COMMAND}
ARGS -E copy ${header} "${MNN_INCLUDE_OUTPUT}/expr/"
)
ENDFOREACH()
ELSEIF(NOT APPLE)
INSTALL(FILES ${MNN_PUB_HDRS} DESTINATION include/MNN/)
INSTALL(FILES ${MNN_EXPR_PUB_HDRS} DESTINATION include/MNN/expr/)
install(TARGETS MNN
LIBRARY DESTINATION lib
ARCHIVE DESTINATION lib
)
ELSE()
install(TARGETS MNN
LIBRARY DESTINATION lib
ARCHIVE DESTINATION lib
FRAMEWORK DESTINATION /Library/Frameworks/
)
FOREACH(HDR ${MNN_EXPR_PUB_HDRS})
SET_SOURCE_FILES_PROPERTIES(${HDR} PROPERTIES MACOSX_PACKAGE_LOCATION Headers/expr/ )
ENDFOREACH()
FOREACH(HDR ${MNN_PUB_HDRS})
SET_SOURCE_FILES_PROPERTIES(${HDR} PROPERTIES MACOSX_PACKAGE_LOCATION Headers/ )
ENDFOREACH()
IF(MNN_METAL)
SET_SOURCE_FILES_PROPERTIES(${CMAKE_CURRENT_BINARY_DIR}/mnn.metallib PROPERTIES MACOSX_PACKAGE_LOCATION Resources/)
ENDIF()
ENDIF()
编译日志:
Build Log:
粘贴在这里
Paste log here or pastebin
[ 19%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/ConvOpt.cpp.o
[ 20%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/Convolution1x1Strassen.cpp.o
/home/zw/my_repo/MNN/source/backend/cpu/compute/ConvInt8Winograd.cpp: In lambda function:
/home/zw/my_repo/MNN/source/backend/cpu/compute/ConvInt8Winograd.cpp:599:43: error: converting to ‘std::tuple<bool, float, std::vector<MNN::ConvInt8Winograd::UnitAttr, std::allocator<MNN::ConvInt8Winograd::UnitAttr> > >’ from initializer list would use explicit constructor ‘constexpr std::tuple< <template-parameter-1-1> >::tuple(_UElements&& ...) [with _UElements = {bool&, float&, std::vector<MNN::ConvInt8Winograd::UnitAttr, std::allocator<MNN::ConvInt8Winograd::UnitAttr> >&}; <template-parameter-2-2> = void; _Elements = {bool, float, std::vector<MNN::ConvInt8Winograd::UnitAttr, std::allocator<MNN::ConvInt8Winograd::UnitAttr> >}]’
return {support, optMAC, unitAttrs};
^
[ 20%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/ConvolutionDepthwise3x3.cpp.o
CMakeFiles/MNNCPU.dir/build.make:920: recipe for target 'CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/ConvInt8Winograd.cpp.o' failed
make[2]: *** [CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/ConvInt8Winograd.cpp.o] Error 1
make[2]: *** Waiting for unfinished jobs....
Scanning dependencies of target MNNCore
[ 20%] Building CXX object CMakeFiles/MNNCore.dir/source/core/AutoTime.cpp.o
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Backend.cpp.o
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/BackendRegister.cpp.o
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/BufferAllocator.cpp.o
CMakeFiles/Makefile2:267: recipe for target 'CMakeFiles/MNNCPU.dir/all' failed
make[1]: *** [CMakeFiles/MNNCPU.dir/all] Error 2
make[1]: *** Waiting for unfinished jobs....
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/ConvolutionCommon.cpp.o
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Execution.cpp.o
[ 21%] Building CXX object CMakeFiles/MNNCore.dir/source/core/FileLoader.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Interpreter.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/MNNMemoryUtils.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/OpCommonUtils.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Pipeline.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/RuntimeFactory.cpp.o
[ 22%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Schedule.cpp.o
[ 23%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Session.cpp.o
[ 23%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Tensor.cpp.o
[ 23%] Building CXX object CMakeFiles/MNNCore.dir/source/core/TensorUtils.cpp.o
[ 23%] Building CXX object CMakeFiles/MNNCore.dir/source/core/WrapExecution.cpp.o
[ 23%] Built target MNNCore
Makefile:129: recipe for target 'all' failed
make: *** [all] Error 2
平台(如果交叉编译请再附上交叉编译目标平台):
Platform(Include target platform as well if cross-compiling): Ubuntu1604
Github版本:1.1.0
Github Version:
直接下载ZIP包请提供下载日期以及压缩包注释里的git版本(可通过
7z l zip包路径
命令并在输出信息中搜索Comment
获得,形如Comment = bc80b11110cd440aacdabbf59658d630527a7f2b
)。 git clone请提供git commit
第一行的commit idProvide date (or better yet, git revision from the comment section of the zip. Obtainable using
7z l PATH/TO/ZIP
and search forComment
in the output) if downloading source as zip,otherwise provide the first commit id from the output ofgit commit
编译方式:
Compiling Method
编译日志:
Build Log:
貌似是更新的int8 winograd算法部分有问题,麻烦大佬抽空修复下哈