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CMakeLists.txt
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CMakeLists.txt
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
cmake_minimum_required(VERSION 3.13)
# workaround to store CMAKE_CROSSCOMPILING because is getting reset by the project command
if(CMAKE_CROSSCOMPILING)
set(__CMAKE_CROSSCOMPILING ${CMAKE_CROSSCOMPILING})
set(__CMAKE_CROSSCOMPILING_OVERRIDE ON)
endif()
project(mxnet C CXX)
set(CMAKE_CXX_STANDARD 17)
set(CMAKE_CXX_STANDARD_REQUIRED ON)
set(CMAKE_CXX_EXTENSIONS ON) # GNU extensions used by src/operator/random/shuffle_op.cc
# Sanity checks for some popular compilers. Make sure their version is
# sufficient. Cmake also automatically checks if a compiler supports c++17. But
# some compilers claim they support c++17 without actually implementing crucial
# parts of the standard leading to hard to understand compilation errors.
if(CMAKE_CXX_COMPILER_ID STREQUAL "GNU")
if(CMAKE_CXX_COMPILER_VERSION VERSION_LESS 7.0)
message(FATAL_ERROR "MXNet 2 requires a C++17 compatible compiler. Please update to GCC version 7 or newer.")
endif()
elseif(CMAKE_CXX_COMPILER_ID STREQUAL "Clang")
if(CMAKE_CXX_COMPILER_VERSION VERSION_LESS 6.0)
message(FATAL_ERROR "MXNet 2 requires a C++17 compatible compiler. Please update to Clang version 6 or newer.")
endif()
endif()
if(CMAKE_PROJECT_NAME STREQUAL PROJECT_NAME AND EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/config.cmake)
# Load config.cmake only if mxnet is not compiled as a dependency of another project
include(${CMAKE_CURRENT_SOURCE_DIR}/config.cmake)
endif()
if(__CMAKE_CROSSCOMPILING_OVERRIDE)
set(CMAKE_CROSSCOMPILING ${__CMAKE_CROSSCOMPILING})
endif()
include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/Utils.cmake)
include(CMakeDependentOption)
#Some things have order. This must be put in front alone
option(MXNET_BUILD_SHARED_LIBS "Build shared libraries instead of static libraries" ON)
option(USE_CUDA "Build with CUDA support" ON)
set(MXNET_CUDA_ARCH "Auto" CACHE STRING "Target NVIDIA GPU achitecture.
Format: Auto | Common | All | LIST(ARCH_AND_PTX ...)
- \"Auto\" detects local machine GPU compute arch at runtime.
- \"Common\" and \"All\" cover common and entire subsets of architectures
- ARCH_AND_PTX : NAME | NUM.NUM | NUM.NUM(NUM.NUM) | NUM.NUM+PTX
- NAME: Fermi Kepler Maxwell Kepler+Tegra Kepler+Tesla Maxwell+Tegra Pascal Volta Turing
- NUM: Any number. Only those pairs are currently accepted by NVCC though:
2.0 2.1 3.0 3.2 3.5 3.7 5.0 5.2 5.3 6.0 6.2 7.0 7.2 7.5")
option(USE_NCCL "Use NVidia NCCL with CUDA" OFF)
option(USE_OPENCV "Build with OpenCV support" ON)
option(USE_OPENMP "Build with Openmp support" ON)
option(USE_FATBIN_COMPRESSION "Compress nvcc fatbin output" ON)
cmake_dependent_option(USE_NVML "Build with nvml support if found" ON "USE_CUDA" OFF)
cmake_dependent_option(USE_CUDNN "Build with cudnn support" ON "USE_CUDA" OFF) # one could set CUDNN_ROOT for search path
cmake_dependent_option(USE_CUTENSOR "Build with cuTENSOR support" ON "USE_CUDA" OFF) # one could set CUTENSOR_ROOT for search path
cmake_dependent_option(USE_NVTX "Build with nvtx support if found" ON "USE_CUDA" OFF)
cmake_dependent_option(USE_SSE "Build with x86 SSE instruction support" ON
"CMAKE_SYSTEM_PROCESSOR STREQUAL x86_64 OR CMAKE_SYSTEM_PROCESSOR STREQUAL amd64" OFF)
option(USE_F16C "Build with x86 F16C instruction support" ON) # autodetects support if ON
option(USE_LAPACK "Build with lapack support" ON)
option(USE_MKL_LAYERNORM "Use layer normalization from MKL, which is currently slower than internal. No effect unless USE_BLAS=MKL (or mkl)." OFF)
if((NOT APPLE) AND (NOT MSVC) AND (CMAKE_HOST_SYSTEM_PROCESSOR STREQUAL "x86_64") AND (NOT CMAKE_CROSSCOMPILING))
option(USE_ONEDNN "Build with oneDNN support" ON)
else()
option(USE_ONEDNN "Build with oneDNN support" OFF)
endif()
cmake_dependent_option(USE_INTGEMM "Build with x86_64 intgemm library for low-precision multiplication" ON "CMAKE_SYSTEM_PROCESSOR STREQUAL x86_64" OFF)
if(NOT MSVC)
option(USE_OPERATOR_TUNING "Enable auto-tuning of operators" ON)
else()
option(USE_OPERATOR_TUNING "Enable auto-tuning of operators" OFF)
endif()
option(USE_GPERFTOOLS "Build with GPerfTools support" OFF)
option(USE_JEMALLOC "Build with Jemalloc support" OFF)
option(USE_LIBJPEG_TURBO "Use libjpeg-turbo" OFF)
option(USE_DIST_KVSTORE "Build with DIST_KVSTORE support" OFF)
option(USE_PLUGINS_WARPCTC "Use WARPCTC Plugins" OFF)
option(USE_CPP_PACKAGE "Build C++ Package" OFF)
option(USE_MXNET_LIB_NAMING "Use MXNet library naming conventions." ON)
option(USE_GPROF "Compile with gprof (profiling) flag" OFF)
option(USE_VTUNE "Enable use of Intel Amplifier XE (VTune)" OFF) # one could set VTUNE_ROOT for search path
option(USE_TVM_OP "Enable use of TVM operator build system." OFF)
option(BUILD_CPP_EXAMPLES "Build cpp examples" ON)
option(INSTALL_EXAMPLES "Install the example source files." OFF)
option(USE_SIGNAL_HANDLER "Print stack traces on segfaults." ON)
option(USE_TENSORRT "Enable inference optimization with TensorRT." OFF)
option(USE_ASAN "Enable Clang/GCC ASAN sanitizers." OFF)
cmake_dependent_option(ENABLE_TESTCOVERAGE "Enable compilation with test coverage metric output" OFF "NOT MSVC" OFF)
option(BUILD_EXTENSION_PATH "Path to extension to build" "")
option(BUILD_CYTHON_MODULES "Build cython modules." OFF)
option(COLORIZE_OUTPUT "Colorize output during compilation" ON)
option(LOG_FATAL_THROW "Log exceptions but do not abort" ON)
cmake_dependent_option(USE_SPLIT_ARCH_DLL "Build a separate DLL for each Cuda arch (Windows only)." ON "MSVC" OFF)
cmake_dependent_option(USE_CCACHE "Attempt using CCache to wrap the compilation" ON "UNIX" OFF)
cmake_dependent_option(MXNET_FORCE_SHARED_CRT "Build with dynamic CRT on Windows (/MD)" ON "MXNET_BUILD_SHARED_LIBS" OFF)
message(STATUS "CMAKE_CROSSCOMPILING ${CMAKE_CROSSCOMPILING}")
message(STATUS "CMAKE_HOST_SYSTEM_PROCESSOR ${CMAKE_HOST_SYSTEM_PROCESSOR}")
message(STATUS "CMAKE_SYSTEM_PROCESSOR ${CMAKE_SYSTEM_PROCESSOR}")
message(STATUS "CMAKE_SYSTEM_NAME ${CMAKE_SYSTEM_NAME}")
find_package(Git QUIET)
if(${GIT_FOUND})
execute_process(COMMAND ${GIT_EXECUTABLE} rev-parse --abbrev-ref HEAD
WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}
OUTPUT_VARIABLE GIT_BRANCH
RESULT_VARIABLE BRANCH_FAILED
)
execute_process(COMMAND ${GIT_EXECUTABLE} rev-parse HEAD
WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}
OUTPUT_VARIABLE GIT_COMMIT
RESULT_VARIABLE COMMIT_FAILED
)
if(NOT BRANCH_FAILED)
string(REGEX REPLACE "\n$" "" GIT_BRANCH "${GIT_BRANCH}")
add_compile_definitions(MXNET_BRANCH="${GIT_BRANCH}")
else()
add_compile_definitions(MXNET_BRANCH="Unavailable")
endif()
if(NOT COMMIT_FAILED)
string(REGEX REPLACE "\n$" "" GIT_COMMIT "${GIT_COMMIT}")
add_compile_definitions(MXNET_COMMIT_HASH="${GIT_COMMIT}")
else()
add_compile_definitions(MXNET_COMMIT_HASH="Unavailable")
endif()
endif()
if(USE_TVM_OP)
add_definitions(-DMXNET_USE_TVM_OP=1)
endif()
if(MXNET_FORCE_SHARED_CRT)
set(DMLC_FORCE_SHARED_CRT ON)
set(gtest_force_shared_crt ON)
endif()
message(STATUS "CMake version '${CMAKE_VERSION}' using generator '${CMAKE_GENERATOR}'")
if(USE_CUDA)
cmake_minimum_required(VERSION 3.13.2) # CUDA 10 (Turing) detection available starting 3.13.2
include(CheckLanguage)
check_language(CUDA)
if(NOT CMAKE_CUDA_COMPILER AND UNIX AND EXISTS "/usr/local/cuda/bin/nvcc")
set(ENV{CUDACXX} "/usr/local/cuda/bin/nvcc")
message(WARNING "CMAKE_CUDA_COMPILER guessed: " $ENV{CUDACXX} "\n"
"Please fix your cuda installation: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#mandatory-post")
endif()
enable_language(CUDA)
set(CMAKE_CUDA_STANDARD 14)
set(CMAKE_CUDA_STANDARD_REQUIRED ON)
endif()
if(UNIX)
set(CMAKE_POSITION_INDEPENDENT_CODE ON)
endif()
if(USE_CCACHE)
find_program(CCACHE_PROGRAM ccache)
if(CCACHE_PROGRAM)
set(CMAKE_C_COMPILER_LAUNCHER "${CCACHE_PROGRAM}")
set(CMAKE_CXX_COMPILER_LAUNCHER "${CCACHE_PROGRAM}")
set(CMAKE_CUDA_COMPILER_LAUNCHER "${CCACHE_PROGRAM}")
else()
message(STATUS "Could not find CCache. Consider installing CCache to speed up compilation.")
endif()
endif()
if(MSVC)
set(SYSTEM_ARCHITECTURE x86_64)
enable_language(ASM_MASM)
else()
execute_process(COMMAND uname -m COMMAND tr -d '\n' OUTPUT_VARIABLE SYSTEM_ARCHITECTURE)
endif()
if(CMAKE_BUILD_TYPE STREQUAL "Distribution")
if(UNIX AND NOT APPLE)
set(CMAKE_BUILD_WITH_INSTALL_RPATH ON)
set(CMAKE_INSTALL_RPATH $\{ORIGIN\})
# Enforce DT_PATH instead of DT_RUNPATH
set(CMAKE_SHARED_LINKER_FLAGS "-Wl,--disable-new-dtags")
set(CMAKE_EXE_LINKER_FLAGS "-Wl,--disable-new-dtags")
endif()
set(Protobuf_USE_STATIC_LIBS ON)
endif()
set(CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/upstream;${CMAKE_CURRENT_SOURCE_DIR}/cmake/Modules;${CMAKE_MODULE_PATH}")
SET(EXTRA_OPERATORS "" CACHE PATH "EXTRA OPERATORS PATH")
if("$ENV{VERBOSE}" STREQUAL "1")
message(STATUS " Verbose Makefile ACTIVATED")
set(CMAKE_VERBOSE_MAKEFILE ON)
endif()
#Switch off modern thread local for dmlc-core, please see: https://github.com/dmlc/dmlc-core/issues/571#issuecomment-543467484
add_definitions(-DDMLC_MODERN_THREAD_LOCAL=0)
# disable stack trace in exception by default.
add_definitions(-DDMLC_LOG_STACK_TRACE_SIZE=0)
add_definitions(-DDMLC_USE_CXX11)
add_definitions(-DDMLC_STRICT_CXX11)
add_definitions(-DDMLC_USE_CXX14)
add_definitions(-DMSHADOW_IN_CXX11)
if("${CMAKE_CXX_COMPILER_ID}" MATCHES "Clang")
if(${COLORIZE_OUTPUT})
string(APPEND CMAKE_CXX_FLAGS " -fcolor-diagnostics")
endif()
endif()
if("${CMAKE_CXX_COMPILER_ID}" STREQUAL "GNU" AND CMAKE_CXX_COMPILER_VERSION VERSION_GREATER 4.9)
if(${COLORIZE_OUTPUT})
string(APPEND CMAKE_CXX_FLAGS " -fdiagnostics-color=always")
endif()
endif()
if(MSVC)
add_definitions(-D_SCL_SECURE_NO_WARNINGS)
add_definitions(-D_CRT_SECURE_NO_WARNINGS)
add_definitions(-DMXNET_EXPORTS)
add_definitions(-DNNVM_EXPORTS)
add_definitions(-DNOMINMAX)
set(CMAKE_C_FLAGS "/MP")
set(CMAKE_CXX_FLAGS "${CMAKE_C_FLAGS} ${CMAKE_CXX_FLAGS} /bigobj")
else()
include(CheckCXXCompilerFlag)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Wall -Wno-sign-compare")
if(CMAKE_BUILD_TYPE STREQUAL "Debug")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O0 -g")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D_GLIBCXX_ASSERTIONS")
elseif(CMAKE_BUILD_TYPE STREQUAL "RelWithDebInfo")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3 -g")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D_GLIBCXX_ASSERTIONS")
else()
add_definitions(-DNDEBUG=1)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3")
endif()
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${CMAKE_C_FLAGS}")
endif()
if(NOT mxnet_LINKER_LIBS)
set(mxnet_LINKER_LIBS "")
endif()
if(USE_GPROF)
message(STATUS "Using GPROF")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fno-omit-frame-pointer -g -pg")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fno-omit-frame-pointer -g -pg")
set(CMAKE_LINK_LIBRARY_FILE_FLAG "${CMAKE_LINK_LIBRARY_FILE_FLAG} -g -pg")
endif()
if(USE_VTUNE)
message(STATUS "Using VTUNE")
if(NOT VTUNE_ROOT)
set(VTUNE_ROOT /opt/intel/vtune_amplifier_xe_2017)
endif()
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fno-omit-frame-pointer -g -pg")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fno-omit-frame-pointer -g -pg")
set(CMAKE_LINK_LIBRARY_FILE_FLAG "${CMAKE_LINK_LIBRARY_FILE_FLAG} -g -pg")
add_definitions(-DMXNET_USE_VTUNE=1)
include_directories(${VTUNE_ROOT}/include)
list(APPEND mxnet_LINKER_LIBS ${VTUNE_ROOT}/lib64/libittnotify.a)
list(APPEND mxnet_LINKER_LIBS dl)
endif()
if(USE_TENSORRT)
message(STATUS "Using TensorRT")
set(ONNX_PATH 3rdparty/onnx-tensorrt/third_party/onnx/build/)
set(ONNX_TRT_PATH 3rdparty/onnx-tensorrt/build/)
include_directories(${ONNX_PATH})
include_directories(3rdparty/onnx-tensorrt/)
include_directories(3rdparty/)
include_directories(3rdparty/onnx-tensorrt/third_party/onnx/)
add_definitions(-DMXNET_USE_TENSORRT=1)
add_definitions(-DONNX_NAMESPACE=onnx)
add_definitions(-DONNX_ML=1)
find_package(Protobuf REQUIRED)
find_library(ONNX_LIBRARY NAMES libonnx.so REQUIRED
PATHS ${ONNX_PATH}
DOC "Path to onnx library.")
find_library(ONNX_PROTO_LIBRARY NAMES libonnx_proto.so REQUIRED
PATHS ${ONNX_PATH}
DOC "Path to onnx_proto library.")
find_library(ONNX_TRT_PARSER_LIBRARY NAMES libnvonnxparser.so REQUIRED
PATHS ${ONNX_TRT_PATH}
DOC "Path to onnx_proto parser library.")
list(APPEND mxnet_LINKER_LIBS libnvinfer.so ${ONNX_TRT_PARSER_LIBRARY}
${ONNX_PROTO_LIBRARY} ${ONNX_LIBRARY} ${PROTOBUF_LIBRARY})
endif()
include(GNUInstallDirs)
if(USE_MKL_LAYERNORM)
add_definitions(-DMXNET_USE_MKL_LAYERNORM=1)
endif()
if(USE_ONEDNN)
# CPU architecture (e.g., C5) can't run on another architecture (e.g., g3).
if(MSVC)
set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} /EHsc")
set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /EHsc /Gy")
set(CMAKE_CXX_FLAGS_RELWITHDEBINFO "${CMAKE_CXX_FLAGS_RELWITHDEBINFO} /EHsc /Gy")
set(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} /EHsc /Gy")
if(NOT MXNET_FORCE_SHARED_CRT)
set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} /MTd")
set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /MT")
set(CMAKE_CXX_FLAGS_RELWITHDEBINFO "${CMAKE_CXX_FLAGS_RELWITHDEBINFO} /MT")
set(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} /MT")
endif()
endif()
function(load_onednn)
set(ONEDNN_BUILD_TESTS OFF CACHE INTERNAL "" FORCE)
set(ONEDNN_BUILD_EXAMPLES OFF CACHE INTERNAL "" FORCE)
set(ONEDNN_ARCH_OPT_FLAGS "" CACHE INTERNAL "" FORCE)
set(ONEDNN_ENABLE_JIT_PROFILING OFF CACHE INTERNAL "" FORCE)
set(ONEDNN_LIBRARY_TYPE STATIC CACHE INTERNAL "" FORCE)
set(ONEDNN_ENABLE_CONCURRENT_EXEC ON CACHE INTERNAL "" FORCE)
set(ONEDNN_ENABLE_PRIMITIVE_CACHE ON CACHE INTERNAL "" FORCE)
if(NOT USE_OPENMP)
set(ONEDNN_CPU_RUNTIME SEQ CACHE INTERNAL "" FORCE)
endif()
set(CMAKE_INSTALL_INCLUDEDIR "${CMAKE_INSTALL_INCLUDEDIR}/onednn")
add_subdirectory(3rdparty/onednn)
endfunction()
load_onednn()
include_directories(3rdparty/onednn/include)
include_directories(${PROJECT_BINARY_DIR}/3rdparty/onednn/include)
add_definitions(-DMXNET_USE_ONEDNN=1)
list(APPEND mxnet_LINKER_LIBS dnnl)
set_target_properties(dnnl PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
endif()
if(USE_CPP_PACKAGE)
add_definitions(-DMXNET_USE_CPP_PACKAGE=1)
endif()
if(USE_INTGEMM)
message(STATUS "Using intgemm")
add_subdirectory(3rdparty/intgemm EXCLUDE_FROM_ALL)
add_definitions(-DMXNET_USE_INTGEMM=1)
endif()
# Allow Cuda compiles outside of src tree to find things in 'src' and 'include'
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/include)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/src)
cmake_dependent_option(USE_INT64_TENSOR_SIZE "Use int64_t to represent the total number of elements in a tensor" ON "CMAKE_SIZEOF_VOID_P EQUAL 8" OFF)
include(cmake/ChooseBlas.cmake)
if(USE_ASAN)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fno-omit-frame-pointer -fsanitize=address")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fno-omit-frame-pointer -fsanitize=address")
set(CMAKE_LINKER_FLAGS "${CMAKE_LINKER_FLAGS} -fsanitize=address")
set(GTEST_LIBRARIES "${GTEST_LIBRARIES} -fsanitize=address")
list(APPEND mxnet_LINKER_LIBS asan)
endif()
list(APPEND mxnet_LINKER_LIBS ${mshadow_LINKER_LIBS})
message("After choosing blas, linking to ${mxnet_LINKER_LIBS}")
foreach(var ${C_CXX_INCLUDE_DIRECTORIES})
include_directories(${var})
endforeach()
include_directories("include")
include_directories("3rdparty/tvm/nnvm/include")
include_directories("3rdparty/tvm/include")
include_directories("3rdparty/dmlc-core/include")
include_directories("3rdparty/dlpack/include")
if(UNIX)
find_library(RTLIB rt)
if(RTLIB)
list(APPEND mxnet_LINKER_LIBS ${RTLIB})
endif()
endif()
set(ALT_MALLOC_FLAGS "-fno-builtin-malloc -fno-builtin-calloc -fno-builtin-realloc -fno-builtin-free")
# ---[ gperftools
if(USE_GPERFTOOLS)
find_package(Gperftools)
if(GPERFTOOLS_FOUND)
message(STATUS "Using Gperftools malloc (tcmalloc)")
include_directories(${GPERFTOOLS_INCLUDE_DIR})
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${ALT_MALLOC_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${ALT_MALLOC_FLAGS}")
set(mxnet_LINKER_LIBS ${mxnet_LINKER_LIBS} ${GPERFTOOLS_LIBRARIES})
set(USE_JEMALLOC 0)
endif()
endif()
# ---[ jemalloc
if(USE_JEMALLOC)
if(GPERFTOOLS_FOUND)
message(ERROR " Only one of USE_JEMALLOC and USE_GPERFTOOLS can be defined at once")
endif()
find_package(JeMalloc)
if(JEMALLOC_FOUND)
message(STATUS "Using JEMalloc malloc")
add_definitions(-DUSE_JEMALLOC)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${ALT_MALLOC_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${ALT_MALLOC_FLAGS}")
include_directories(${JEMALLOC_INCLUDE_DIRS})
set(mxnet_LINKER_LIBS ${mxnet_LINKER_LIBS} ${JEMALLOC_LIBRARIES})
endif()
endif()
if(USE_LIBJPEG_TURBO)
find_package(PkgConfig REQUIRED)
pkg_search_module(TURBOJPEG REQUIRED libturbojpeg)
include_directories(SYSTEM ${TURBOJPEG_INCLUDE_DIRS})
list(APPEND mxnet_LINKER_LIBS ${TURBOJPEG_LINK_LIBRARIES})
add_definitions(-DMXNET_USE_LIBJPEG_TURBO=1)
else()
add_definitions(-DMXNET_USE_LIBJPEG_TURBO=0)
endif()
# ---[ OpenCV
if(USE_OPENCV)
find_package(OpenCV COMPONENTS core highgui imgproc imgcodecs)
if(NOT OpenCV_FOUND) # if not OpenCV 3.x, then imgcodecs are not found
message(STATUS "OpenCV imgcodecs missing")
find_package(OpenCV REQUIRED COMPONENTS core highgui imgproc)
endif()
include_directories(SYSTEM ${OpenCV_INCLUDE_DIRS})
list(APPEND mxnet_LINKER_LIBS ${OpenCV_LIBS})
message(STATUS "OpenCV ${OpenCV_VERSION} found (${OpenCV_CONFIG_PATH})")
message(STATUS " OpenCV_LIBS=${OpenCV_LIBS}")
add_definitions(-DMXNET_USE_OPENCV=1)
else(USE_OPENCV)
message(STATUS "OpenCV Disabled")
add_definitions(-DMXNET_USE_OPENCV=0)
endif()
# ---[ OpenMP
if(USE_OPENMP)
find_package(OpenMP REQUIRED)
if(OPENMP_FOUND)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
# Enable pragma omp simd
# "While the name of this switch is 'experimental', the switch itself, and
# the functionality it enables is fully supported and production-ready.
# The name reflects that it doesn’t enable any complete subset or
# version of an OpenMP standard."
# -- https://devblogs.microsoft.com/cppblog/simd-extension-to-c-openmp-in-visual-studio/
if(MSVC)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -openmp:experimental")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -openmp:experimental")
endif()
if(NOT BLAS STREQUAL "MKL")
# Linker flags for Intel OMP are already set in case MKL is used. Only set if not MKL
set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}")
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}")
endif()
add_definitions(-DMXNET_USE_OPENMP=1)
endif()
elseif(UNIX)
# Prefer compiler pthread flag. This is the recommended way, but not backwards
# compatible and thus not the cmake default.
set(THREADS_PREFER_PTHREAD_FLAG ON)
find_package(Threads REQUIRED)
list(APPEND mxnet_LINKER_LIBS Threads::Threads)
endif()
# ---[ LAPack
if(USE_LAPACK)
message("USE_LAPACK is ON")
add_definitions(-DMXNET_USE_LAPACK=1)
if(NOT USE_LAPACKE_INTERFACE)
# BLAS=open case is handled in ChooseBlas.cmake
if(NOT MSVC AND NOT CMAKE_BUILD_TYPE STREQUAL "Distribution"
AND NOT BLAS STREQUAL "Open" AND NOT BLAS STREQUAL "open")
list(APPEND mxnet_LINKER_LIBS lapack)
endif()
endif()
endif()
# ---[ jemalloc
if(USE_JEMALLOC)
find_package(JeMalloc)
if(JEMALLOC_FOUND)
add_definitions(-DUSE_JEMALLOC)
include_directories(${JEMALLOC_INCLUDE_DIRS})
set(mxnet_LINKER_LIBS ${mxnet_LINKER_LIBS} ${JEMALLOC_LIBRARIES})
endif()
endif()
include(CTest)
set(GTEST_ROOT "${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/googletest/googletest")
set(GTEST_INCLUDE_DIR ${GTEST_ROOT}/include)
set(GTEST_MAIN_LIBRARY gtest_main)
set(GTEST_LIBRARY gtest)
add_subdirectory(${GTEST_ROOT})
set_target_properties(gtest PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
set_target_properties(gtest_main PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
find_package(GTest REQUIRED)
# cudnn detection
if(USE_CUDNN)
find_package(CUDNN)
if(CUDNN_FOUND)
add_definitions(-DUSE_CUDNN)
include_directories(SYSTEM ${CUDNN_INCLUDE})
list(APPEND mxnet_LINKER_LIBS ${CUDNN_LIBRARY})
else()
set(USE_CUDNN OFF)
endif()
endif()
# cutensor detection
if(USE_CUTENSOR)
find_package(CUTENSOR)
if(CUTENSOR_FOUND)
add_definitions(-DUSE_CUTENSOR)
include_directories(SYSTEM ${CUTENSOR_INCLUDE})
list(APPEND mxnet_LINKER_LIBS ${CUTENSOR_LIBRARY})
else()
set(USE_CUTENSOR OFF)
endif()
endif()
if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/dmlc-core/cmake)
add_subdirectory("3rdparty/dmlc-core")
set_target_properties(dmlc PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
endif()
FILE(GLOB_RECURSE SOURCE "src/*.cc" "src/*.h" "include/*.h")
FILE(GLOB_RECURSE CUDA "src/*.cu" "src/*.cuh")
if(MSVC)
FILE(GLOB_RECURSE TVM_BRIDGE_SOURCE "src/*/tvm_bridge.cc")
list(REMOVE_ITEM SOURCE ${TVM_BRIDGE_SOURCE})
endif()
if(NOT USE_INTGEMM)
FILE(GLOB_RECURSE INTGEMM_OPERATOR_SOURCE "src/operator/contrib/intgemm/*.cc" "src/operator/contrib/intgemm/*.h")
list(REMOVE_ITEM SOURCE ${INTGEMM_OPERATOR_SOURCE})
endif()
# add nnvm to source
FILE(GLOB_RECURSE NNVMSOURCE
3rdparty/tvm/nnvm/src/c_api/*.cc
3rdparty/tvm/nnvm/src/core/*.cc
3rdparty/tvm/nnvm/src/pass/*.cc
3rdparty/tvm/nnvm/src/c_api/*.h
3rdparty/tvm/nnvm/src/core/*.h
3rdparty/tvm/nnvm/src/pass/*.h
3rdparty/tvm/nnvm/include/*.h)
add_library(nnvm OBJECT ${NNVMSOURCE})
set_target_properties(nnvm PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
list(APPEND SOURCE $<TARGET_OBJECTS:nnvm>)
add_library(miniz STATIC "3rdparty/miniz/miniz.c")
target_include_directories(miniz PUBLIC "3rdparty/miniz")
list(APPEND mxnet_LINKER_LIBS miniz)
# add source group
FILE(GLOB_RECURSE GROUP_SOURCE "src/*.cc" "3rdparty/tvm/nnvm/*.cc" "plugin/*.cc")
FILE(GLOB_RECURSE GROUP_Include "src/*.h" "3rdparty/tvm/nnvm/*.h" "3rdparty/mshadow/mshadow/*.h" "plugin/*.h")
FILE(GLOB_RECURSE GROUP_CUDA "src/*.cu" "src/*.cuh" "3rdparty/mshadow/mshadow/*.cuh" "plugin/*.cu"
"plugin/*.cuh" "3rdparty/nvidia_cub/cub/*.cuh")
assign_source_group("Source" ${GROUP_SOURCE})
assign_source_group("Include" ${GROUP_Include})
assign_source_group("CUDA" ${GROUP_CUDA})
if(USE_PLUGINS_WARPCTC)
set(WARPCTC_INCLUDE "" CACHE PATH "WARPCTC include")
set(WARPCTC_LIB_DEBUG "" CACHE FILEPATH "WARPCTC lib")
set(WARPCTC_LIB_RELEASE "" CACHE FILEPATH "WARPCTC lib")
include_directories(SYSTEM ${WARPCTC_INCLUDE})
list(APPEND mxnet_LINKER_LIBS ${WARPCTC_LIB})
FILE(GLOB_RECURSE PLUGINS_SOURCE "plugin/warpctc/*.cc" "plugin/warpctc/*.h")
FILE(GLOB_RECURSE PLUGINS_CUSRC "plugin/warpctc/*.cu")
list(APPEND SOURCE ${PLUGINS_SOURCE})
list(APPEND CUDA ${PLUGINS_CUSRC})
endif()
if(USE_OPERATOR_TUNING AND USE_OPENMP)
add_definitions(-DMXNET_USE_OPERATOR_TUNING=1)
endif()
if(NOT (EXTRA_OPERATORS STREQUAL ""))
mxnet_source_group("Extra" GLOB_RECURSE "${EXTRA_OPERATORS}/*.cc")
mxnet_source_group("Extra\\Cuda" GLOB_RECURSE "${EXTRA_OPERATORS}/*.cu")
FILE(GLOB_RECURSE EXTRA_SRC "${EXTRA_OPERATORS}/*.cc")
FILE(GLOB_RECURSE EXTRA_CUSRC "${EXTRA_OPERATORS}/*.cu")
list(APPEND SOURCE ${EXTRA_SRC} ${EXTRA_CUSRC})
endif()
if(MSVC AND NOT MXNET_FORCE_SHARED_CRT)
foreach(flag_var
CMAKE_CXX_FLAGS CMAKE_CXX_FLAGS_DEBUG CMAKE_CXX_FLAGS_RELEASE
CMAKE_CXX_FLAGS_MINSIZEREL CMAKE_CXX_FLAGS_RELWITHDEBINFO)
if(${flag_var} MATCHES "/MD")
string(REGEX REPLACE "/MD" "/MT" ${flag_var} "${${flag_var}}")
elseif(${flag_var} MATCHES "/MDd")
string(REGEX REPLACE "/MDd" "/MTd" ${flag_var} "${${flag_var}}")
endif()
endforeach(flag_var)
endif()
if(USE_CUDA)
# CUDA_SELECT_NVCC_ARCH_FLAGS is not deprecated, though part of deprecated
# FindCUDA https://gitlab.kitware.com/cmake/cmake/issues/19199
include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/upstream/select_compute_arch.cmake)
CUDA_SELECT_NVCC_ARCH_FLAGS(CUDA_ARCH_FLAGS ${MXNET_CUDA_ARCH})
message("-- CUDA: Using the following NVCC architecture flags ${CUDA_ARCH_FLAGS}")
set(arch_code_list)
foreach(arch_str ${CUDA_ARCH_FLAGS})
if((arch_str MATCHES ".*sm_[0-9]+"))
string( REGEX REPLACE ".*sm_([0-9]+)" "\\1" arch_code ${arch_str} )
list(APPEND arch_code_list ${arch_code})
endif()
endforeach()
string(REPLACE ";" " " CUDA_ARCH_FLAGS_SPACES "${CUDA_ARCH_FLAGS}")
find_package(CUDAToolkit REQUIRED cublas cufft cusolver curand nvrtc
OPTIONAL_COMPONENTS nvToolsExt)
list(APPEND mxnet_LINKER_LIBS CUDA::cudart CUDA::cublas CUDA::cufft CUDA::cusolver CUDA::curand
CUDA::nvrtc)
list(APPEND SOURCE ${CUDA})
add_definitions(-DMXNET_USE_CUDA=1)
if(UNIX)
if(USE_NVML)
find_package(NVML)
if(NVML_FOUND)
include_directories(${NVML_INCLUDE_DIRS})
list(APPEND mxnet_LINKER_LIBS ${NVML_LIBRARIES})
add_definitions(-DMXNET_USE_NVML=1)
else()
add_definitions(-DMXNET_USE_NVML=0)
message(WARNING "Could not find NVML libraries")
endif()
endif()
endif()
if(USE_NCCL)
find_package(NCCL)
if(NCCL_FOUND)
include_directories(${NCCL_INCLUDE_DIRS})
list(APPEND mxnet_LINKER_LIBS ${NCCL_LIBRARIES})
add_definitions(-DMXNET_USE_NCCL=1)
else()
add_definitions(-DMXNET_USE_NCCL=0)
message(WARNING "Could not find NCCL libraries")
endif()
endif()
if(UNIX)
if(USE_NVTX AND CUDA_nvToolsExt_LIBRARY)
list(APPEND mxnet_LINKER_LIBS CUDA::nvToolsExt)
add_definitions(-DMXNET_USE_NVTX=1)
else()
message("Building without NVTX support.")
endif()
endif()
include_directories(${CUDAToolkit_INCLUDE_DIRS})
link_directories(${CUDAToolkit_LIBRARY_DIR})
endif()
if(CUDAToolkit_VERSION_MAJOR LESS "11")
include_directories("3rdparty/nvidia_cub")
endif()
if(MSVC)
set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} /EHsc")
set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /EHsc /Gy")
set(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} /EHsc /Gy")
set(CMAKE_CXX_FLAGS_RELWITHDEBINFO "${CMAKE_CXX_FLAGS_RELWITHDEBINFO} /EHsc /Gy")
set(CMAKE_SHARED_LINKER_FLAGS_RELEASE "${CMAKE_SHARED_LINKER_FLAGS_RELEASE} /OPT:REF /OPT:ICF")
set(CMAKE_SHARED_LINKER_FLAGS_MINSIZEREL "${CMAKE_SHARED_LINKER_FLAGS_MINSIZEREL} /OPT:REF /OPT:ICF")
set(CMAKE_SHARED_LINKER_FLAGS_RELWITHDEBINFO "${CMAKE_SHARED_LINKER_FLAGS_RELWITHDEBINFO} /OPT:REF /OPT:ICF")
endif()
# Add cmake targets
add_subdirectory("3rdparty/mshadow")
if(USE_CUDA AND USE_FATBIN_COMPRESSION)
string(APPEND CMAKE_CUDA_FLAGS " --fatbin-options --compress-all")
message("-- CUDA: Adding NVCC options: --fatbin-options --compress-all")
endif()
if(UNIX)
string(APPEND CMAKE_CUDA_FLAGS " ${CUDA_ARCH_FLAGS_SPACES}")
# Create dummy file since we want an empty shared library before linking
set(DUMMY_SOURCE ${CMAKE_BINARY_DIR}/dummy.c)
file(WRITE ${DUMMY_SOURCE} "")
if(MXNET_BUILD_SHARED_LIBS)
add_library(mxnet SHARED ${SOURCE})
else()
add_library(mxnet STATIC ${SOURCE})
endif()
target_link_libraries(mxnet PUBLIC mshadow)
target_link_libraries(mxnet PUBLIC ${CMAKE_DL_LIBS})
if(CMAKE_BUILD_TYPE STREQUAL "RelWithDebInfo")
target_compile_options(mxnet PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:-Werror>")
# Ignore erroneous compiler warnings:
# 1) variables used in '#pragma omp parallel' are considered unused
target_compile_options(mxnet PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:-Wno-error=unused-variable>")
if(USE_CUDA)
# Note: "=" is required to avoid breaking ccache
string(APPEND CMAKE_CUDA_FLAGS " -Werror=cross-execution-space-call")
endif()
endif()
if(ENABLE_TESTCOVERAGE)
find_program(GCOV_PATH gcov REQUIRED)
target_compile_options(mxnet PUBLIC "--coverage")
target_link_libraries(mxnet PUBLIC gcov)
endif()
if(APPLE)
set_target_properties(mxnet PROPERTIES LINK_FLAGS "-Wl,-exported_symbols_list,${PROJECT_SOURCE_DIR}/cmake/libmxnet.sym")
else()
set_target_properties(mxnet PROPERTIES LINK_FLAGS "-Wl,--exclude-libs,ALL")
endif()
elseif(MSVC)
if(USE_CUDA)
if(USE_SPLIT_ARCH_DLL)
add_executable(gen_warp tools/windowsbuild/gen_warp.cpp)
add_library(mxnet SHARED tools/windowsbuild/warp_dll.cpp ${CMAKE_BINARY_DIR}/warp_gen_cpp.cpp
${CMAKE_BINARY_DIR}/warp_gen.asm)
target_link_libraries(mxnet PRIVATE cudart Shlwapi)
list(GET arch_code_list 0 mxnet_first_arch)
foreach(arch ${arch_code_list})
add_library(mxnet_${arch} SHARED ${SOURCE})
target_link_libraries(mxnet_${arch} PUBLIC mshadow)
target_compile_definitions(mxnet_${arch} PRIVATE -DWIN32_LEAN_AND_MEAN)
target_compile_options(
mxnet_${arch}
PRIVATE
"$<$<COMPILE_LANGUAGE:CUDA>:--gpu-architecture=compute_${arch}>"
)
target_compile_options(
mxnet_${arch}
PRIVATE
"$<$<COMPILE_LANGUAGE:CUDA>:--gpu-code=sm_${arch},compute_${arch}>"
)
if(MXNET_FORCE_SHARED_CRT)
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MDd -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:RELWITHDEBINFO>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:MINSIZEREL>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
else()
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MTd -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:RELWITHDEBINFO>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
target_compile_options(
mxnet_${arch}
PRIVATE "$<$<AND:$<CONFIG:MINSIZEREL>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
endif()
endforeach()
add_custom_command(
OUTPUT ${CMAKE_BINARY_DIR}/warp_gen_cpp.cpp ${CMAKE_BINARY_DIR}/warp_gen.asm
COMMAND gen_warp $<TARGET_FILE:mxnet_${mxnet_first_arch}> WORKING_DIRECTORY ${CMAKE_BINARY_DIR}/ DEPENDS $<TARGET_FILE:mxnet_${mxnet_first_arch}>)
else(USE_SPLIT_ARCH_DLL)
string(REPLACE ";" " " NVCC_FLAGS_ARCH "${NVCC_FLAGS_ARCH}")
string(APPEND CMAKE_CUDA_FLAGS " ${CUDA_ARCH_FLAGS_SPACES}")
add_library(mxnet SHARED ${SOURCE})
target_compile_definitions(mxnet PRIVATE -DWIN32_LEAN_AND_MEAN)
target_link_libraries(mxnet PUBLIC mshadow)
if(MXNET_FORCE_SHARED_CRT)
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MDd -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:RELWITHDEBINFO>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:MINSIZEREL>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MD -Gy /bigobj>")
else()
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MTd -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:RELWITHDEBINFO>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
target_compile_options(
mxnet
PRIVATE "$<$<AND:$<CONFIG:MINSIZEREL>,$<COMPILE_LANGUAGE:CUDA>>:-Xcompiler=-MT -Gy /bigobj>")
endif()
endif(USE_SPLIT_ARCH_DLL)
else()
add_library(mxnet SHARED ${SOURCE})
target_compile_definitions(mxnet PRIVATE -DWIN32_LEAN_AND_MEAN)
target_link_libraries(mxnet PUBLIC mshadow)
endif()
endif()
target_compile_definitions(mxnet PUBLIC DMLC_LOG_FATAL_THROW=$<BOOL:${LOG_FATAL_THROW}>)
# extension libraries (custom operators, custom subgraphs) are built by default
add_library(customop_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op/gemm_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
add_library(transposecsr_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op/transposecsr_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
add_library(transposerowsp_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op/transposerowsp_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
add_library(subgraph_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_subgraph/subgraph_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
add_library(pass_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_pass/pass_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
if(IS_DIRECTORY ${BUILD_EXTENSION_PATH})
if(MSVC)
message(FATAL_ERROR "Windows builds are not support for external ops")
else()
add_subdirectory(${BUILD_EXTENSION_PATH} ${BUILD_EXTENSION_PATH}/build)
endif()
endif()
target_include_directories(customop_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet)
target_include_directories(transposecsr_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet)
target_include_directories(transposerowsp_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet)
target_include_directories(subgraph_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet)
target_include_directories(pass_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet)
if(USE_CUDA)
add_library(customop_gpu_lib SHARED ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op/relu_lib.cu ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op/relu_lib.cc ${CMAKE_CURRENT_SOURCE_DIR}/src/lib_api.cc)
target_include_directories(customop_gpu_lib PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet ${CMAKE_CURRENT_SOURCE_DIR}/example/extensions/lib_custom_op)
endif()
if(UNIX)
if(USE_CUDA)
target_compile_options(customop_gpu_lib PUBLIC -shared)
endif()
elseif(MSVC)
target_compile_options(customop_lib PUBLIC /LD)
target_compile_options(transposecsr_lib PUBLIC /LD)
target_compile_options(transposerowsp_lib PUBLIC /LD)
target_compile_options(subgraph_lib PUBLIC /LD)
target_compile_options(pass_lib PUBLIC /LD)
set_target_properties(customop_lib PROPERTIES PREFIX "lib")
set_target_properties(transposecsr_lib PROPERTIES PREFIX "lib")
set_target_properties(transposerowsp_lib PROPERTIES PREFIX "lib")
set_target_properties(subgraph_lib PROPERTIES PREFIX "lib")
set_target_properties(pass_lib PROPERTIES PREFIX "lib")
if(USE_CUDA)
if(MXNET_FORCE_SHARED_CRT)
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:-Xcompiler=-LD -MD>")
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/LD>")
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/MD>")
else()
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:-Xcompiler=-LD -MT>")
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/LD>")
target_compile_options(customop_gpu_lib PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/MT>")
endif()
set_target_properties(customop_gpu_lib PROPERTIES PREFIX "lib")
endif()
endif()
if(USE_DIST_KVSTORE)
add_subdirectory("3rdparty/ps-lite")
add_definitions(-DMXNET_USE_DIST_KVSTORE)
list(APPEND mxnet_LINKER_LIBS pslite)
set_target_properties(pslite PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
endif()
if(USE_ONEDNN)
add_custom_command(TARGET mxnet POST_BUILD
COMMAND ${CMAKE_COMMAND} -E copy
${CMAKE_BINARY_DIR}/3rdparty/onednn/include/oneapi/dnnl/dnnl_config.h ${CMAKE_SOURCE_DIR}/include/onednn/oneapi/dnnl/
COMMAND ${CMAKE_COMMAND} -E copy
${CMAKE_BINARY_DIR}/3rdparty/onednn/include/oneapi/dnnl/dnnl_version.h ${CMAKE_SOURCE_DIR}/include/onednn/oneapi/dnnl/)
endif()
if(USE_INTGEMM)
target_link_libraries(mxnet PRIVATE intgemm)
endif()
function(BuildTVMOP)
# scope the variables in BuildTVM.cmake to avoid conflict
include(cmake/BuildTVM.cmake)
add_subdirectory("3rdparty/tvm")
set_target_properties(tvm PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
set_target_properties(tvm_runtime PROPERTIES CXX_CLANG_TIDY "") # don't lint 3rdparty dependency
endfunction()
if(USE_TVM_OP)
list(APPEND mxnet_LINKER_LIBS tvm_runtime)
BuildTVMOP()
find_package(Python3 REQUIRED)
set(TVM_OP_COMPILE_OPTIONS "-o${CMAKE_CURRENT_BINARY_DIR}" "--config" "${CMAKE_CURRENT_BINARY_DIR}/tvmop.conf" "-L" "${CMAKE_CURRENT_BINARY_DIR}/3rdparty/tvm")
if(UNIX AND NOT APPLE)
set(LD_LIBRARY_PATH "LD_LIBRARY_PATH")
elseif(APPLE)
set(LD_LIBRARY_PATH "DYLD_LIBRARY_PATH")
endif()
if(USE_CUDA)
set(TVM_OP_COMPILE_OPTIONS "${TVM_OP_COMPILE_OPTIONS}" "--cuda-arch" "\"${CUDA_ARCH_FLAGS}\"")
endif()
add_custom_command(TARGET mxnet POST_BUILD
COMMAND ${CMAKE_COMMAND} -E env
PYTHONPATH="${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/tvm/python:${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/tvm/topi/python:${CMAKE_CURRENT_SOURCE_DIR}/contrib"
${LD_LIBRARY_PATH}=${CMAKE_CURRENT_BINARY_DIR}:${CMAKE_CURRENT_BINARY_DIR}/3rdparty/tvm:$ENV{${LD_LIBRARY_PATH}}
${Python3_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/contrib/tvmop/compile.py ${TVM_OP_COMPILE_OPTIONS}
)
endif()
if(USE_PLUGINS_WARPCTC)
list(APPEND mxnet_LINKER_LIBS ${WARPCTC_LIB})
endif()
if(MSVC)
if(USE_SPLIT_ARCH_DLL AND USE_CUDA)
foreach(arch ${arch_code_list})
target_link_libraries(mxnet_${arch} PUBLIC ${mxnet_LINKER_LIBS})
target_link_libraries(mxnet_${arch} PUBLIC dmlc)
endforeach()
endif()
endif()
target_link_libraries(mxnet PUBLIC ${mxnet_LINKER_LIBS})
target_link_libraries(mxnet PUBLIC dmlc)
if(USE_OPENCV AND OpenCV_VERSION_MAJOR GREATER 2)
add_executable(im2rec "tools/im2rec.cc")
target_link_libraries(im2rec
${mxnet_LINKER_LIBS}
${OpenCV_LIBS}
mxnet
dmlc
)
else()
message(WARNING "OpenCV_VERSION_MAJOR: ${OpenCV_VERSION_MAJOR}, version 3 with imgcodecs \
is required for im2rec, im2rec will not be available")
endif()
if(MSVC AND USE_MXNET_LIB_NAMING)
set_target_properties(mxnet PROPERTIES OUTPUT_NAME "libmxnet")
endif()
# NOTE: Public headers will be installed into ${CMAKE_INSTALL_PREFIX}/${CMAKE_INSTALL_INCLUDEDIR}, see
# https://cmake.org/cmake/help/v3.13/variable/CMAKE_INSTALL_PREFIX.html
# https://cmake.org/cmake/help/v3.13/module/GNUInstallDirs.html
install(TARGETS mxnet
RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR}
COMPONENT MXNET_Runtime
LIBRARY DESTINATION ${CMAKE_INSTALL_LIBDIR}
COMPONENT MXNET_Runtime
NAMELINK_COMPONENT MXNET_Development
ARCHIVE DESTINATION ${CMAKE_INSTALL_LIBDIR}
COMPONENT MXNET_Development
)
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/dlpack/include/ DESTINATION ${CMAKE_INSTALL_INCLUDEDIR})
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/dmlc-core/include/ DESTINATION ${CMAKE_INSTALL_INCLUDEDIR})
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/mshadow/mshadow/ DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}/mshadow)
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/include/mxnet/ DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}/mxnet)
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/tvm/nnvm/include/ DESTINATION ${CMAKE_INSTALL_INCLUDEDIR})
if(INSTALL_EXAMPLES)
install(DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/example DESTINATION ${CMAKE_INSTALL_DATADIR}/${PROJECT_NAME})
endif()
if(USE_SIGNAL_HANDLER)
add_definitions(-DMXNET_USE_SIGNAL_HANDLER=1)
endif()