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[MXNET-679] Refactor handling BLAS libraries with cmake #11148
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Original file line number | Diff line number | Diff line change |
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@@ -1,11 +1,25 @@ | ||
cmake_minimum_required(VERSION 3.0.2) | ||
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message(STATUS "CMAKE_VERSION=${CMAKE_VERSION}") | ||
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# 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() | ||
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project(mxnet C CXX) | ||
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if(__CMAKE_CROSSCOMPILING_OVERRIDE) | ||
set(CMAKE_CROSSCOMPILING ${__CMAKE_CROSSCOMPILING}) | ||
endif() | ||
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if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/build/private/local_config.cmake) | ||
include(${CMAKE_CURRENT_SOURCE_DIR}/build/private/local_config.cmake) | ||
endif() | ||
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message(STATUS "CMAKE_SYSTEM_NAME=${CMAKE_SYSTEM_NAME}") | ||
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include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/Utils.cmake) | ||
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#Some things have order. This must be put in front alone | ||
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@@ -17,10 +31,6 @@ mxnet_option(USE_OPENMP "Build with Openmp support" ON) | |
mxnet_option(USE_CUDNN "Build with cudnn support" ON) # one could set CUDNN_ROOT for search path | ||
mxnet_option(USE_SSE "Build with x86 SSE instruction support" ON IF NOT ARM) | ||
mxnet_option(USE_F16C "Build with x86 F16C instruction support" ON) # autodetects support if ON | ||
mxnet_option(USE_LAPACK "Build with lapack support" ON) | ||
mxnet_option(USE_MKL_IF_AVAILABLE "Use MKL if found" ON) | ||
mxnet_option(USE_MKLML_MKL "Use MKLDNN variant of MKL (if MKL found)" ON IF USE_MKL_IF_AVAILABLE AND (NOT APPLE)) | ||
mxnet_option(USE_MKLDNN "Use MKLDNN variant of MKL (if MKL found)" ON IF USE_MKL_IF_AVAILABLE AND (NOT APPLE)) | ||
mxnet_option(USE_OPERATOR_TUNING "Enable auto-tuning of operators" ON IF NOT MSVC) | ||
mxnet_option(USE_GPERFTOOLS "Build with GPerfTools support (if found)" ON) | ||
mxnet_option(USE_JEMALLOC "Build with Jemalloc support" ON) | ||
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@@ -41,7 +51,123 @@ mxnet_option(USE_TENSORRT "Enable infeference optimization with TensorRT | |
mxnet_option(USE_ASAN "Enable Clang/GCC ASAN sanitizers." OFF) | ||
mxnet_option(ENABLE_TESTCOVERAGE "Enable compilation with test coverage metric output" OFF) | ||
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message(STATUS "CMAKE_SYSTEM_NAME ${CMAKE_SYSTEM_NAME}") | ||
if(NOT mxnet_LINKER_LIBS) | ||
set(mxnet_LINKER_LIBS "") | ||
endif(NOT mxnet_LINKER_LIBS) | ||
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if(MSVC) | ||
set(SYSTEM_ARCHITECTURE x86_64) | ||
else() | ||
execute_process(COMMAND uname -m COMMAND tr -d '\n' OUTPUT_VARIABLE SYSTEM_ARCHITECTURE) | ||
endif() | ||
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set(CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/Modules;${CMAKE_MODULE_PATH}") | ||
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SET(EXTRA_OPERATORS "" CACHE PATH "EXTRA OPERATORS PATH") | ||
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if("$ENV{VERBOSE}" STREQUAL "1") | ||
message(STATUS " Verbose Makefile ACTIVATED") | ||
set(CMAKE_VERBOSE_MAKEFILE ON) | ||
endif() | ||
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# ---[ BLAS | ||
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# Choose BLAS (Basic Linear Algebra Subprograms) computation libraries | ||
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# MXNet supports multiple mathematical backends for computations on the CPU: | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Awesome documentation! |
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# | ||
# * Atlas | ||
# * OpenBLAS | ||
# * MKL (MKL, MKLML) | ||
# * MKLDNN | ||
# * Apple Accelerate | ||
# | ||
# The default order of choice for the libraries if found follows the path from the most | ||
# (recommended) to less performant backends. The order is as follows: | ||
# | ||
# For desktop platforms (x86_64): | ||
# | ||
# 1. MKLDNN (submodule) | USE_MKLDNN | ||
# 2. MKL | USE_MKL_IF_AVAILABLE | ||
# 3. MKLML (downloaded) | USE_MKLML | ||
# 4. Apple Accelerate | USE_APPLE_ACCELERATE_IF_AVAILABLE | Mac only | ||
# 5. OpenBLAS | BLAS | Options: Atlas, Open, MKL, Apple | ||
# | ||
# Note: If USE_MKL_IF_AVAILABLE is set to False then MKLML and MKLDNN will be disabled as well for configuration | ||
# backwards compatibility. | ||
# | ||
# For embedded platforms (all other and if cross compiled): | ||
# | ||
# 1. OpenBLAS | BLAS | Options: Atlas, Open | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. wouldn't this include MKL and Apple in the options? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. MKL and Apple are not available on embedded platforms. |
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# | ||
# You can set the BLAS library explicitly by setting the BLAS variable to: | ||
# | ||
# * Atlas | ||
# * Open | ||
# * MKL | ||
# * Apple | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. so there's apple for embedded? How does this relate to the earlier mentioned BLAS= USE_APPLE_ACCELERATE_IF_AVAILABLE There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This would be setting it explicitly to Apple and fail the build if not found, where |
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# | ||
# See cmake/ChooseBLAS.cmake file for the options. | ||
# | ||
# Intel's MKL (Math Kernel Library) is one of the most powerful math libraries | ||
# https://software.intel.com/en-us/mkl | ||
# | ||
# It has following flavours: | ||
# | ||
# * MKL is a complete full math library, containing basic and LAPACK functions. It is free under | ||
# community support licensing (https://software.intel.com/en-us/articles/free-mkl), | ||
# but needs to be downloaded and installed manually. | ||
# | ||
# * MKLML is a subset of MKL. It contains a smaller number of functions to reduce the | ||
# size of the download and reduce the number of dynamic libraries the user needs. This | ||
# is the most effective option since it can be downloaded and installed automatically | ||
# by the cmake script (see cmake/DownloadMKLML.cmake). | ||
# | ||
# * MKLDNN is a separate open-source library, it can be used separately from MKL or MKLML. It is | ||
# shipped as a subrepo with MXNet source code (see 3rdparty/mkldnn). | ||
# See: https://github.com/intel/mkl-dnn | ||
# | ||
# Since the full MKL library is almost always faster than any other BLAS library it's turned on by default, | ||
# however it needs to be downloaded and installed manually before doing cmake configuration. | ||
# Register and download here https://software.seek.intel.com/performance-libraries | ||
# | ||
# Note: MKL is supported only for desktop builds and the framework itself supports the following | ||
# hardware: | ||
# | ||
# * Intel® Xeon Phi™ processor | ||
# * Intel® Xeon® processor | ||
# * Intel® Core™ processor family | ||
# * Intel Atom® processor | ||
# | ||
# If you have a different processor you can still try to use MKL, but performance results are | ||
# unpredictable. | ||
mxnet_option(USE_MKL_IF_AVAILABLE "Use MKL if found" ON) | ||
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# If the full MKL library could not be found the thinner subset MKLML will be downloaded | ||
# unless switched off explicitly. | ||
# Note: The same limitation on hardware as for MKL applies for MKLML as well. | ||
mxnet_option(USE_MKLML "Use MKLML subset of MKL instead of full MKL, will be downloaded" ON) | ||
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# If either MKL of MKLML is present MKLDNN can be utilised from the 3rdparty/mkldnn subrepo. | ||
# See more information here: https://github.com/intel/mkl-dnn | ||
# Note: The same limitation on hardware as for MKL and MKLDNN applies for MKLDNN as well. | ||
mxnet_option(USE_MKLDNN "Use MKLDNN (separate addition to MKL, MKL/MKLML not required)" ON) | ||
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# Apple's mathematical framework, probably the best choice on a Mac if MKL/MKLML/MKLDNN | ||
# are not available. | ||
# https://developer.apple.com/documentation/accelerate | ||
mxnet_option(USE_APPLE_ACCELERATE_IF_AVAILABLE "Use Apple Accelerate framework if found, \ | ||
works if MKL not found or disabled" ON IF ${APPLE}) | ||
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# Another important option of the math libraries is presence of additional set of | ||
# mathematical functions gathered and named as the LAPACK (Linear Algebra Package). Some | ||
# libraries don't include it, thus the cmake script will check the presence of an | ||
# indicating function "cheev_" within the available choosen libraries and switch the | ||
# functionality off if not found. | ||
mxnet_option(USE_LAPACK "Build with LAPACK support" ON) | ||
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include(cmake/ChooseBLAS.cmake) | ||
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if(USE_CUDA AND NOT USE_OLDCMAKECUDA) | ||
message(STATUS "CMake version '${CMAKE_VERSION}' using generator '${CMAKE_GENERATOR}'") | ||
if( | ||
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@@ -64,23 +190,6 @@ else() | |
project(mxnet C CXX) | ||
endif() | ||
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if(MSVC) | ||
set(SYSTEM_ARCHITECTURE x86_64) | ||
else() | ||
execute_process(COMMAND uname -m COMMAND tr -d '\n' OUTPUT_VARIABLE SYSTEM_ARCHITECTURE) | ||
endif() | ||
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set(CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/Modules;${CMAKE_MODULE_PATH}") | ||
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SET(EXTRA_OPERATORS "" CACHE PATH "EXTRA OPERATORS PATH") | ||
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if("$ENV{VERBOSE}" STREQUAL "1") | ||
message(STATUS " Verbose Makefile ACTIVATED") | ||
set(CMAKE_VERBOSE_MAKEFILE ON) | ||
endif() | ||
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if(MSVC) | ||
add_definitions(-DWIN32_LEAN_AND_MEAN) | ||
add_definitions(-DDMLC_USE_CXX11) | ||
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@@ -154,10 +263,6 @@ else(MSVC) | |
endif() | ||
endif(MSVC) | ||
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if(NOT mxnet_LINKER_LIBS) | ||
set(mxnet_LINKER_LIBS "") | ||
endif(NOT mxnet_LINKER_LIBS) | ||
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if(USE_GPROF) | ||
message(STATUS "Using GPROF") | ||
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fno-omit-frame-pointer -g -pg") | ||
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@@ -215,33 +320,14 @@ if(ENABLE_TESTCOVERAGE) | |
if(NOT GCOV_PATH) | ||
message(FATAL_ERROR "gcov not found! Aborting...") | ||
endif() # NOT GCOV_PATH | ||
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set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} --coverage") | ||
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} --coverage") | ||
set(CMAKE_LINKER_FLAGS "${CMAKE_LINKER_FLAGS} --coverage") | ||
set(GTEST_LIBRARIES "${GTEST_LIBRARIES} --coverage") | ||
link_libraries(gcov) | ||
endif() | ||
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if(USE_MKLDNN) | ||
include(cmake/DownloadMKLML.cmake) | ||
# CPU architecture (e.g., C5) can't run on another architecture (e.g., g3). | ||
if(NOT MSVC) | ||
set(ARCH_OPT_FLAGS "-mtune=generic") | ||
endif() | ||
set(WITH_TEST OFF CACHE INTERNAL "" FORCE) | ||
set(WITH_EXAMPLE OFF CACHE INTERNAL "" FORCE) | ||
set(ARCH_OPT_FLAGS "" CACHE INTERNAL "" FORCE) | ||
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add_subdirectory(3rdparty/mkldnn) | ||
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include_directories(3rdparty/mkldnn/include) | ||
add_definitions(-DUSE_MKL=1) | ||
add_definitions(-DCUB_MKL=1) | ||
add_definitions(-DMXNET_USE_MKLDNN=1) | ||
list(APPEND mxnet_LINKER_LIBS mkldnn) | ||
endif() | ||
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# Allow Cuda compiles outside of src tree to find things in 'src' and 'include' | ||
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/include) | ||
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/src) | ||
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@@ -277,13 +363,22 @@ else() | |
endif() | ||
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if(USE_CUDA AND FIRST_CUDA) | ||
include(cmake/ChooseBlas.cmake) | ||
include(3rdparty/mshadow/cmake/Utils.cmake) | ||
include(cmake/FirstClassLangCuda.cmake) | ||
include_directories(${CMAKE_CUDA_TOOLKIT_INCLUDE_DIRECTORIES}) | ||
else() | ||
if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/mshadow/cmake) | ||
# Workaroud to prevent mshadow from processing BLAS libraries. The main problem is with MKL - if MKLML is used it | ||
# would still try to find MKL instead and will fail. | ||
# BLAS libraries for MXNet are setup in cmake/ChooseBLAS.cmake | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Can we add a bit more info on what's the problem here with mshadow? shall we change mshadow as well? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Done |
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set(__BLAS ${BLAS}) | ||
set(__USE_MKL_IF_AVAILABLE ${USE_MKL_IF_AVAILABLE}) | ||
set(USE_MKL_IF_AVAILABLE False) | ||
set(BLAS "Override") | ||
include(3rdparty/mshadow/cmake/mshadow.cmake) | ||
set(BLAS ${__BLAS}) | ||
set(USE_MKL_IF_AVAILABLE ${__USE_MKL_IF_AVAILABLE}) | ||
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include(3rdparty/mshadow/cmake/Utils.cmake) | ||
include(3rdparty/mshadow/cmake/Cuda.cmake) | ||
else() | ||
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@@ -346,7 +441,7 @@ if(USE_GPERFTOOLS) | |
include_directories(${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}) | ||
list(APPEND mxnet_LINKER_LIBS ${GPERFTOOLS_LIBRARIES}) | ||
set(USE_JEMALLOC 0) | ||
endif() | ||
endif() | ||
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@@ -363,7 +458,7 @@ if(USE_JEMALLOC) | |
set(CMAKE_C_FLAGS "${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}) | ||
list(APPEND mxnet_LINKER_LIBS ${JEMALLOC_LIBRARIES}) | ||
endif() | ||
endif() | ||
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@@ -386,55 +481,48 @@ endif() | |
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# ---[ OpenMP | ||
if(USE_OPENMP) | ||
find_package(OpenMP REQUIRED) | ||
# This should build on Windows, but there's some problem and I don't have a Windows box, so | ||
# could a Windows user please fix? | ||
if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/openmp/CMakeLists.txt | ||
AND SYSTEM_ARCHITECTURE STREQUAL "x86_64" | ||
AND NOT MSVC | ||
AND NOT CMAKE_CROSSCOMPILING) | ||
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# Intel/llvm OpenMP: https://github.com/llvm-mirror/openmp | ||
set(OPENMP_STANDALONE_BUILD TRUE) | ||
set(LIBOMP_ENABLE_SHARED TRUE) | ||
add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/openmp) | ||
list(REMOVE_ITEM mxnet_LINKER_LIBS iomp5) | ||
list(APPEND mxnet_LINKER_LIBS omp) | ||
if(UNIX) | ||
list(APPEND mxnet_LINKER_LIBS pthread) | ||
# This should also identify whether compiler supports it (AppleClang for example doesn't) | ||
find_package(OpenMP) | ||
if(OpenMP_FOUND) | ||
# This should build on Windows, but there's some problem and I don't have a Windows box, so | ||
# could a Windows user please fix? | ||
if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/openmp/CMakeLists.txt | ||
AND SYSTEM_ARCHITECTURE STREQUAL "x86_64" | ||
AND NOT MSVC | ||
AND NOT CMAKE_CROSSCOMPILING) | ||
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# Intel/llvm OpenMP: https://github.com/llvm-mirror/openmp | ||
set(OPENMP_STANDALONE_BUILD TRUE) | ||
set(LIBOMP_ENABLE_SHARED TRUE) | ||
add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/openmp) | ||
list(REMOVE_ITEM mxnet_LINKER_LIBS iomp5) | ||
list(APPEND mxnet_LINKER_LIBS omp) | ||
if(UNIX) | ||
list(APPEND mxnet_LINKER_LIBS pthread) | ||
endif() | ||
endif() | ||
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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} ${OpenMP_EXE_LINKER_FLAGS}") | ||
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}") | ||
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else() | ||
if(OPENMP_FOUND) | ||
set(CMAKE_C_FLAGS "${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} ${OpenMP_EXE_LINKER_FLAGS}") | ||
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}") | ||
endif() | ||
message(WARNING "OpenMP support could not be found, OpenMP will be disabled") | ||
set(USE_OPENMP False) | ||
endif() | ||
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elseif(UNIX AND NOT ANDROID) | ||
list(APPEND mxnet_LINKER_LIBS pthread) | ||
endif() | ||
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# ---[ LAPack | ||
if(USE_LAPACK) | ||
message("USE_LAPACK is ON") | ||
add_definitions(-DMXNET_USE_LAPACK=1) | ||
if (NOT MSVC) | ||
list(APPEND mxnet_LINKER_LIBS lapack) | ||
endif() | ||
endif() | ||
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# ---[ jemalloc | ||
if(USE_JEMALLOC) | ||
find_package(JeMalloc) | ||
if(JEMALLOC_FOUND) | ||
add_definitions(-DUSE_JEMALLOC) | ||
include_directories(${JEMALLOC_INCLUDE_DIRS}) | ||
set(mxnet_LINKER_LIBS ${mxnet_LINKER_LIBS} ${JEMALLOC_LIBRARIES}) | ||
list(APPEND mxnet_LINKER_LIBS ${JEMALLOC_LIBRARIES}) | ||
endif() | ||
endif() | ||
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@@ -465,8 +553,18 @@ if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/dmlc-core/cmake) | |
endif() | ||
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if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/3rdparty/mshadow/cmake) | ||
# Workaroud to prevent mshadow from processing BLAS libraries. The main problem is with MKL - if MKLML is used it | ||
# would still try to find MKL instead and will fail. | ||
# BLAS libraries for MXNet are setup in cmake/ChooseBLAS.cmake | ||
set(__BLAS ${BLAS}) | ||
set(__USE_MKL_IF_AVAILABLE ${USE_MKL_IF_AVAILABLE}) | ||
set(USE_MKL_IF_AVAILABLE False) | ||
set(BLAS "Override") | ||
add_subdirectory("3rdparty/mshadow") | ||
set(BLAS ${__BLAS}) | ||
set(USE_MKL_IF_AVAILABLE ${__USE_MKL_IF_AVAILABLE}) | ||
endif() | ||
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FILE(GLOB_RECURSE SOURCE "src/*.cc" "src/*.h" "include/*.h") | ||
FILE(GLOB_RECURSE CUDA "src/*.cu" "src/*.cuh") | ||
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Good catch! And good comment
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Thanks)