if(NOT WITH_GPU) return() endif() set(paddle_known_gpu_archs "30 35 50 52 60 61 70") set(paddle_known_gpu_archs7 "30 35 50 52") set(paddle_known_gpu_archs8 "30 35 50 52 60 61") set(paddle_known_gpu_archs9 "30 35 50 52 60 61 70") set(paddle_known_gpu_archs10 "30 35 50 52 60 61 70 75") ###################################################################################### # A function for automatic detection of GPUs installed (if autodetection is enabled) # Usage: # detect_installed_gpus(out_variable) function(detect_installed_gpus out_variable) if(NOT CUDA_gpu_detect_output) set(cufile ${PROJECT_BINARY_DIR}/detect_cuda_archs.cu) file(WRITE ${cufile} "" "#include \n" "int main() {\n" " int count = 0;\n" " if (cudaSuccess != cudaGetDeviceCount(&count)) return -1;\n" " if (count == 0) return -1;\n" " for (int device = 0; device < count; ++device) {\n" " cudaDeviceProp prop;\n" " if (cudaSuccess == cudaGetDeviceProperties(&prop, device))\n" " std::printf(\"%d.%d \", prop.major, prop.minor);\n" " }\n" " return 0;\n" "}\n") execute_process(COMMAND "${CUDA_NVCC_EXECUTABLE}" "-ccbin=${CUDA_HOST_COMPILER}" "--run" "${cufile}" WORKING_DIRECTORY "${PROJECT_BINARY_DIR}/CMakeFiles/" RESULT_VARIABLE nvcc_res OUTPUT_VARIABLE nvcc_out ERROR_QUIET OUTPUT_STRIP_TRAILING_WHITESPACE) if(nvcc_res EQUAL 0) # only keep the last line of nvcc_out STRING(REGEX REPLACE ";" "\\\\;" nvcc_out "${nvcc_out}") STRING(REGEX REPLACE "\n" ";" nvcc_out "${nvcc_out}") list(GET nvcc_out -1 nvcc_out) string(REPLACE "2.1" "2.1(2.0)" nvcc_out "${nvcc_out}") set(CUDA_gpu_detect_output ${nvcc_out} CACHE INTERNAL "Returned GPU architetures from detect_installed_gpus tool" FORCE) endif() endif() if(NOT CUDA_gpu_detect_output) message(STATUS "Automatic GPU detection failed. Building for all known architectures.") set(${out_variable} ${paddle_known_gpu_archs} PARENT_SCOPE) else() set(${out_variable} ${CUDA_gpu_detect_output} PARENT_SCOPE) endif() endfunction() ######################################################################## # Function for selecting GPU arch flags for nvcc based on CUDA_ARCH_NAME # Usage: # select_nvcc_arch_flags(out_variable) function(select_nvcc_arch_flags out_variable) # List of arch names set(archs_names "Kepler" "Maxwell" "Pascal" "Volta" "Turing" "All" "Manual") set(archs_name_default "Auto") list(APPEND archs_names "Auto") # set CUDA_ARCH_NAME strings (so it will be seen as dropbox in CMake-Gui) set(CUDA_ARCH_NAME ${archs_name_default} CACHE STRING "Select target NVIDIA GPU achitecture.") set_property( CACHE CUDA_ARCH_NAME PROPERTY STRINGS "" ${archs_names} ) mark_as_advanced(CUDA_ARCH_NAME) # verify CUDA_ARCH_NAME value if(NOT ";${archs_names};" MATCHES ";${CUDA_ARCH_NAME};") string(REPLACE ";" ", " archs_names "${archs_names}") message(FATAL_ERROR "Only ${archs_names} architectures names are supported.") endif() if(${CUDA_ARCH_NAME} STREQUAL "Manual") set(CUDA_ARCH_BIN ${paddle_known_gpu_archs} CACHE STRING "Specify 'real' GPU architectures to build binaries for, BIN(PTX) format is supported") set(CUDA_ARCH_PTX "50" CACHE STRING "Specify 'virtual' PTX architectures to build PTX intermediate code for") mark_as_advanced(CUDA_ARCH_BIN CUDA_ARCH_PTX) else() unset(CUDA_ARCH_BIN CACHE) unset(CUDA_ARCH_PTX CACHE) endif() if(${CUDA_ARCH_NAME} STREQUAL "Kepler") set(cuda_arch_bin "30 35") elseif(${CUDA_ARCH_NAME} STREQUAL "Maxwell") set(cuda_arch_bin "50") elseif(${CUDA_ARCH_NAME} STREQUAL "Pascal") set(cuda_arch_bin "60 61") elseif(${CUDA_ARCH_NAME} STREQUAL "Volta") set(cuda_arch_bin "70") elseif(${CUDA_ARCH_NAME} STREQUAL "Turing") set(cuda_arch_bin "75") elseif(${CUDA_ARCH_NAME} STREQUAL "All") set(cuda_arch_bin ${paddle_known_gpu_archs}) elseif(${CUDA_ARCH_NAME} STREQUAL "Auto") message(STATUS "WARNING: This is just a warning for publishing release. You are building GPU version without supporting different architectures. So the wheel package may fail on other GPU architectures. You can add -DCUDA_ARCH_NAME=All in cmake command to get a full wheel package to resolve this warning. While, this version will still work on local GPU architecture.") detect_installed_gpus(cuda_arch_bin) else() # (${CUDA_ARCH_NAME} STREQUAL "Manual") set(cuda_arch_bin ${CUDA_ARCH_BIN}) endif() # remove dots and convert to lists string(REGEX REPLACE "\\." "" cuda_arch_bin "${cuda_arch_bin}") string(REGEX REPLACE "\\." "" cuda_arch_ptx "${CUDA_ARCH_PTX}") string(REGEX MATCHALL "[0-9()]+" cuda_arch_bin "${cuda_arch_bin}") string(REGEX MATCHALL "[0-9]+" cuda_arch_ptx "${cuda_arch_ptx}") list(REMOVE_DUPLICATES cuda_arch_bin) list(REMOVE_DUPLICATES cuda_arch_ptx) set(nvcc_flags "") set(nvcc_archs_readable "") # Tell NVCC to add binaries for the specified GPUs foreach(arch ${cuda_arch_bin}) if(arch MATCHES "([0-9]+)\\(([0-9]+)\\)") # User explicitly specified PTX for the concrete BIN list(APPEND nvcc_flags -gencode arch=compute_${CMAKE_MATCH_2},code=sm_${CMAKE_MATCH_1}) list(APPEND nvcc_archs_readable sm_${CMAKE_MATCH_1}) else() # User didn't explicitly specify PTX for the concrete BIN, we assume PTX=BIN list(APPEND nvcc_flags -gencode arch=compute_${arch},code=sm_${arch}) list(APPEND nvcc_archs_readable sm_${arch}) endif() endforeach() # Tell NVCC to add PTX intermediate code for the specified architectures foreach(arch ${cuda_arch_ptx}) list(APPEND nvcc_flags -gencode arch=compute_${arch},code=compute_${arch}) list(APPEND nvcc_archs_readable compute_${arch}) endforeach() string(REPLACE ";" " " nvcc_archs_readable "${nvcc_archs_readable}") set(${out_variable} ${nvcc_flags} PARENT_SCOPE) set(${out_variable}_readable ${nvcc_archs_readable} PARENT_SCOPE) endfunction() message(STATUS "CUDA detected: " ${CUDA_VERSION}) if (${CUDA_VERSION} LESS 7.0) set(paddle_known_gpu_archs ${paddle_known_gpu_archs}) elseif (${CUDA_VERSION} LESS 8.0) # CUDA 7.x set(paddle_known_gpu_archs ${paddle_known_gpu_archs7}) list(APPEND CUDA_NVCC_FLAGS "-D_MWAITXINTRIN_H_INCLUDED") list(APPEND CUDA_NVCC_FLAGS "-D__STRICT_ANSI__") elseif (${CUDA_VERSION} LESS 9.0) # CUDA 8.x set(paddle_known_gpu_archs ${paddle_known_gpu_archs8}) list(APPEND CUDA_NVCC_FLAGS "-D_MWAITXINTRIN_H_INCLUDED") list(APPEND CUDA_NVCC_FLAGS "-D__STRICT_ANSI__") # CUDA 8 may complain that sm_20 is no longer supported. Suppress the # warning for now. list(APPEND CUDA_NVCC_FLAGS "-Wno-deprecated-gpu-targets") elseif (${CUDA_VERSION} LESS 10.0) # CUDA 9.x set(paddle_known_gpu_archs ${paddle_known_gpu_archs9}) list(APPEND CUDA_NVCC_FLAGS "-D_MWAITXINTRIN_H_INCLUDED") list(APPEND CUDA_NVCC_FLAGS "-D__STRICT_ANSI__") elseif (${CUDA_VERSION} LESS 11.0) # CUDA 10.x set(paddle_known_gpu_archs ${paddle_known_gpu_archs10}) list(APPEND CUDA_NVCC_FLAGS "-D_MWAITXINTRIN_H_INCLUDED") list(APPEND CUDA_NVCC_FLAGS "-D__STRICT_ANSI__") endif() add_definitions("-DPADDLE_CUDA_BINVER=\"${CUDA_VERSION_MAJOR}${CUDA_VERSION_MINOR}\"") include_directories(${CUDA_INCLUDE_DIRS}) if(NOT WITH_DSO) if(WIN32) set_property(GLOBAL PROPERTY CUDA_MODULES ${CUDNN_LIBRARY} ${CUDA_CUBLAS_LIBRARIES} ${CUDA_curand_LIBRARY}) endif(WIN32) endif(NOT WITH_DSO) # setting nvcc arch flags select_nvcc_arch_flags(NVCC_FLAGS_EXTRA) list(APPEND CUDA_NVCC_FLAGS ${NVCC_FLAGS_EXTRA}) message(STATUS "Added CUDA NVCC flags for: ${NVCC_FLAGS_EXTRA_readable}") # Set C++11 support set(CUDA_PROPAGATE_HOST_FLAGS OFF) # Release/Debug flags set by cmake. Such as -O3 -g -DNDEBUG etc. # So, don't set these flags here. if (NOT WIN32) # windows msvc2015 support c++11 natively. # -std=c++11 -fPIC not recoginize by msvc, -Xcompiler will be added by cmake. list(APPEND CUDA_NVCC_FLAGS "-std=c++11") list(APPEND CUDA_NVCC_FLAGS "-Xcompiler -fPIC") endif(NOT WIN32) # in cuda9, suppress cuda warning on eigen list(APPEND CUDA_NVCC_FLAGS "-w") # Set :expt-relaxed-constexpr to suppress Eigen warnings list(APPEND CUDA_NVCC_FLAGS "--expt-relaxed-constexpr") if (NOT WIN32) if(CMAKE_BUILD_TYPE STREQUAL "Debug") list(APPEND CUDA_NVCC_FLAGS ${CMAKE_CXX_FLAGS_DEBUG}) elseif(CMAKE_BUILD_TYPE STREQUAL "Release") list(APPEND CUDA_NVCC_FLAGS ${CMAKE_CXX_FLAGS_RELEASE}) elseif(CMAKE_BUILD_TYPE STREQUAL "RelWithDebInfo") list(APPEND CUDA_NVCC_FLAGS ${CMAKE_CXX_FLAGS_RELWITHDEBINFO}) elseif(CMAKE_BUILD_TYPE STREQUAL "MinSizeRel") # nvcc 9 does not support -Os. Use Release flags instead list(APPEND CUDA_NVCC_FLAGS ${CMAKE_CXX_FLAGS_RELEASE}) endif() else(NOT WIN32) list(APPEND CUDA_NVCC_FLAGS "-Xcompiler \"/wd 4244 /wd 4267 /wd 4819\"") list(APPEND CUDA_NVCC_FLAGS "--compiler-options;/bigobj") if(CMAKE_BUILD_TYPE STREQUAL "Debug") list(APPEND CUDA_NVCC_FLAGS "-g -G") # match the cl's _ITERATOR_DEBUG_LEVEL list(APPEND CUDA_NVCC_FLAGS "-D_DEBUG") elseif(CMAKE_BUILD_TYPE STREQUAL "Release") list(APPEND CUDA_NVCC_FLAGS "-O3 -DNDEBUG") else() message(FATAL "Windows only support Release or Debug build now. Please set visual studio build type to Release/Debug, x64 build.") endif() endif(NOT WIN32) mark_as_advanced(CUDA_BUILD_CUBIN CUDA_BUILD_EMULATION CUDA_VERBOSE_BUILD) mark_as_advanced(CUDA_SDK_ROOT_DIR CUDA_SEPARABLE_COMPILATION)