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https://github.com/ggerganov/llama.cpp.git
synced 2024-11-15 07:19:53 +00:00
70392f1f81
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1357 lines
51 KiB
CMake
1357 lines
51 KiB
CMake
include(CheckCXXCompilerFlag)
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unset(GGML_CDEF_PUBLIC)
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add_compile_definitions(GGML_SCHED_MAX_COPIES=${GGML_SCHED_MAX_COPIES})
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# enable libstdc++ assertions for debug builds
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if (CMAKE_SYSTEM_NAME MATCHES "Linux")
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add_compile_definitions($<$<CONFIG:Debug>:_GLIBCXX_ASSERTIONS>)
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endif()
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if (NOT MSVC)
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if (GGML_SANITIZE_THREAD)
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add_compile_options(-fsanitize=thread)
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link_libraries (-fsanitize=thread)
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endif()
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if (GGML_SANITIZE_ADDRESS)
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add_compile_options(-fsanitize=address -fno-omit-frame-pointer)
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link_libraries (-fsanitize=address)
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endif()
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if (GGML_SANITIZE_UNDEFINED)
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add_compile_options(-fsanitize=undefined)
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link_libraries (-fsanitize=undefined)
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endif()
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endif()
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unset(GGML_EXTRA_LIBS_PRIVATE)
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unset(GGML_EXTRA_LIBS_PUBLIC)
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if (APPLE AND GGML_ACCELERATE)
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find_library(ACCELERATE_FRAMEWORK Accelerate)
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if (ACCELERATE_FRAMEWORK)
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message(STATUS "Accelerate framework found")
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add_compile_definitions(GGML_USE_ACCELERATE)
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add_compile_definitions(ACCELERATE_NEW_LAPACK)
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add_compile_definitions(ACCELERATE_LAPACK_ILP64)
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list(APPEND GGML_EXTRA_LIBS_PRIVATE ${ACCELERATE_FRAMEWORK})
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else()
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message(WARNING "Accelerate framework not found")
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endif()
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endif()
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if (GGML_METAL)
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find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
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find_library(METAL_FRAMEWORK Metal REQUIRED)
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find_library(METALKIT_FRAMEWORK MetalKit REQUIRED)
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message(STATUS "Metal framework found")
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set(GGML_HEADERS_METAL ../include/ggml-metal.h)
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set(GGML_SOURCES_METAL ggml-metal.m)
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list(APPEND GGML_CDEF_PUBLIC GGML_USE_METAL)
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if (GGML_METAL_NDEBUG)
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add_compile_definitions(GGML_METAL_NDEBUG)
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endif()
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# copy ggml-common.h and ggml-metal.metal to bin directory
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configure_file(ggml-common.h ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h COPYONLY)
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configure_file(ggml-metal.metal ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal COPYONLY)
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if (GGML_METAL_EMBED_LIBRARY)
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enable_language(ASM)
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add_compile_definitions(GGML_METAL_EMBED_LIBRARY)
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set(METALLIB_COMMON "${CMAKE_CURRENT_SOURCE_DIR}/ggml-common.h")
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set(METALLIB_SOURCE "${CMAKE_CURRENT_SOURCE_DIR}/ggml-metal.metal")
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file(MAKE_DIRECTORY "${CMAKE_BINARY_DIR}/autogenerated")
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# merge ggml-common.h and ggml-metal.metal into a single file
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set(METALLIB_EMBED_ASM "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.s")
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set(METALLIB_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.metal")
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add_custom_command(
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OUTPUT ${METALLIB_EMBED_ASM}
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COMMAND echo "Embedding Metal library"
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COMMAND sed -e '/\#include \"ggml-common.h\"/r ${METALLIB_COMMON}' -e '/\#include \"ggml-common.h\"/d' < ${METALLIB_SOURCE} > ${METALLIB_SOURCE_EMBED}
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COMMAND echo ".section __DATA,__ggml_metallib" > ${METALLIB_EMBED_ASM}
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COMMAND echo ".globl _ggml_metallib_start" >> ${METALLIB_EMBED_ASM}
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COMMAND echo "_ggml_metallib_start:" >> ${METALLIB_EMBED_ASM}
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COMMAND echo ".incbin \\\"${METALLIB_SOURCE_EMBED}\\\"" >> ${METALLIB_EMBED_ASM}
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COMMAND echo ".globl _ggml_metallib_end" >> ${METALLIB_EMBED_ASM}
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COMMAND echo "_ggml_metallib_end:" >> ${METALLIB_EMBED_ASM}
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DEPENDS ggml-metal.metal ggml-common.h
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COMMENT "Generate assembly for embedded Metal library"
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)
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list(APPEND GGML_SOURCES_METAL ${METALLIB_EMBED_ASM})
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else()
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if (GGML_METAL_SHADER_DEBUG)
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# custom command to do the following:
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# xcrun -sdk macosx metal -fno-fast-math -c ggml-metal.metal -o ggml-metal.air
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# xcrun -sdk macosx metallib ggml-metal.air -o default.metallib
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#
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# note: this is the only way I found to disable fast-math in Metal. it's ugly, but at least it works
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# disabling fast math is needed in order to pass tests/test-backend-ops
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# note: adding -fno-inline fixes the tests when using MTL_SHADER_VALIDATION=1
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# note: unfortunately, we have to call it default.metallib instead of ggml.metallib
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# ref: https://github.com/ggerganov/whisper.cpp/issues/1720
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set(XC_FLAGS -fno-fast-math -fno-inline -g)
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else()
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set(XC_FLAGS -O3)
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endif()
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# Append macOS metal versioning flags
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if (GGML_METAL_MACOSX_VERSION_MIN)
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message(STATUS "Adding -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN} flag to metal compilation")
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list (APPEND XC_FLAGS -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN})
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endif()
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if (GGML_METAL_STD)
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message(STATUS "Adding -std=${GGML_METAL_STD} flag to metal compilation")
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list (APPEND XC_FLAGS -std=${GGML_METAL_STD})
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endif()
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add_custom_command(
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OUTPUT ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
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COMMAND xcrun -sdk macosx metal ${XC_FLAGS} -c ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal -o ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air
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COMMAND xcrun -sdk macosx metallib ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air -o ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
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COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air
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COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h
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COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal
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DEPENDS ggml-metal.metal ggml-common.h
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COMMENT "Compiling Metal kernels"
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)
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add_custom_target(
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ggml-metal ALL
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DEPENDS ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
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)
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endif() # GGML_METAL_EMBED_LIBRARY
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list(APPEND GGML_EXTRA_LIBS_PRIVATE
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${FOUNDATION_LIBRARY}
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${METAL_FRAMEWORK}
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${METALKIT_FRAMEWORK}
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)
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endif()
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if (GGML_MUSA)
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set(CMAKE_C_COMPILER clang)
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set(CMAKE_C_EXTENSIONS OFF)
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set(CMAKE_CXX_COMPILER clang++)
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set(CMAKE_CXX_EXTENSIONS OFF)
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set(GGML_CUDA ON)
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list(APPEND GGML_CDEF_PUBLIC GGML_USE_MUSA)
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endif()
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if (GGML_OPENMP)
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find_package(OpenMP)
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if (OpenMP_FOUND)
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message(STATUS "OpenMP found")
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add_compile_definitions(GGML_USE_OPENMP)
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list(APPEND GGML_EXTRA_LIBS_PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
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if (GGML_MUSA)
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list(APPEND GGML_EXTRA_INCLUDES "/usr/lib/llvm-10/include/openmp")
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list(APPEND GGML_EXTRA_LIBS_PRIVATE "/usr/lib/llvm-10/lib/libomp.so")
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endif()
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else()
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message(WARNING "OpenMP not found")
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endif()
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endif()
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if (GGML_BLAS)
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if (GGML_STATIC)
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set(BLA_STATIC ON)
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endif()
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#if (CMAKE_VERSION VERSION_GREATER_EQUAL 3.22)
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# set(BLA_SIZEOF_INTEGER 8)
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#endif()
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set(BLA_VENDOR ${GGML_BLAS_VENDOR})
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find_package(BLAS)
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if (BLAS_FOUND)
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message(STATUS "BLAS found, Libraries: ${BLAS_LIBRARIES}")
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if (("${BLAS_INCLUDE_DIRS}" STREQUAL "") AND NOT (${GGML_BLAS_VENDOR} MATCHES "Apple"))
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# BLAS_INCLUDE_DIRS is missing in FindBLAS.cmake.
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# see https://gitlab.kitware.com/cmake/cmake/-/issues/20268
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find_package(PkgConfig REQUIRED)
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if (${GGML_BLAS_VENDOR} MATCHES "Generic")
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pkg_check_modules(DepBLAS REQUIRED blas)
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elseif (${GGML_BLAS_VENDOR} MATCHES "OpenBLAS")
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# As of openblas v0.3.22, the 64-bit is named openblas64.pc
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pkg_check_modules(DepBLAS openblas64)
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if (NOT DepBLAS_FOUND)
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pkg_check_modules(DepBLAS REQUIRED openblas)
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endif()
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elseif (${GGML_BLAS_VENDOR} MATCHES "FLAME")
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pkg_check_modules(DepBLAS REQUIRED blis)
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elseif (${GGML_BLAS_VENDOR} MATCHES "ATLAS")
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pkg_check_modules(DepBLAS REQUIRED blas-atlas)
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elseif (${GGML_BLAS_VENDOR} MATCHES "FlexiBLAS")
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pkg_check_modules(DepBLAS REQUIRED flexiblas_api)
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elseif (${GGML_BLAS_VENDOR} MATCHES "Intel")
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# all Intel* libraries share the same include path
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pkg_check_modules(DepBLAS REQUIRED mkl-sdl)
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elseif (${GGML_BLAS_VENDOR} MATCHES "NVHPC")
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# this doesn't provide pkg-config
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# suggest to assign BLAS_INCLUDE_DIRS on your own
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if ("${NVHPC_VERSION}" STREQUAL "")
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message(WARNING "Better to set NVHPC_VERSION")
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else()
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set(DepBLAS_FOUND ON)
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set(DepBLAS_INCLUDE_DIRS "/opt/nvidia/hpc_sdk/${CMAKE_SYSTEM_NAME}_${CMAKE_SYSTEM_PROCESSOR}/${NVHPC_VERSION}/math_libs/include")
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endif()
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endif()
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if (DepBLAS_FOUND)
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set(BLAS_INCLUDE_DIRS ${DepBLAS_INCLUDE_DIRS})
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else()
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message(WARNING "BLAS_INCLUDE_DIRS neither been provided nor been automatically"
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" detected by pkgconfig, trying to find cblas.h from possible paths...")
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find_path(BLAS_INCLUDE_DIRS
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NAMES cblas.h
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HINTS
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/usr/include
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/usr/local/include
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/usr/include/openblas
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/opt/homebrew/opt/openblas/include
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/usr/local/opt/openblas/include
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/usr/include/x86_64-linux-gnu/openblas/include
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)
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endif()
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endif()
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message(STATUS "BLAS found, Includes: ${BLAS_INCLUDE_DIRS}")
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add_compile_options(${BLAS_LINKER_FLAGS})
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list(APPEND GGML_CDEF_PUBLIC GGML_USE_BLAS)
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if (${BLAS_INCLUDE_DIRS} MATCHES "mkl" AND (${GGML_BLAS_VENDOR} MATCHES "Generic" OR ${GGML_BLAS_VENDOR} MATCHES "Intel"))
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add_compile_definitions(GGML_BLAS_USE_MKL)
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endif()
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set(GGML_HEADERS_BLAS ../include/ggml-blas.h)
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set(GGML_SOURCES_BLAS ggml-blas.cpp)
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list(APPEND GGML_EXTRA_LIBS_PRIVATE ${BLAS_LIBRARIES})
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list(APPEND GGML_EXTRA_INCLUDES ${BLAS_INCLUDE_DIRS})
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else()
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message(WARNING "BLAS not found, please refer to "
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"https://cmake.org/cmake/help/latest/module/FindBLAS.html#blas-lapack-vendors"
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" to set correct GGML_BLAS_VENDOR")
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endif()
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endif()
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if (GGML_LLAMAFILE)
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message(STATUS "Using llamafile")
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add_compile_definitions(GGML_USE_LLAMAFILE)
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set(GGML_HEADERS_LLAMAFILE llamafile/sgemm.h)
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set(GGML_SOURCES_LLAMAFILE llamafile/sgemm.cpp)
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endif()
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if (GGML_CUDA)
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cmake_minimum_required(VERSION 3.18) # for CMAKE_CUDA_ARCHITECTURES
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if (GGML_MUSA)
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list(APPEND CMAKE_MODULE_PATH "/usr/local/musa/cmake/")
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find_package(MUSAToolkit)
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set(CUDAToolkit_FOUND ${MUSAToolkit_FOUND})
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else()
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find_package(CUDAToolkit)
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endif()
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if (CUDAToolkit_FOUND)
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message(STATUS "CUDA found")
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if (NOT DEFINED CMAKE_CUDA_ARCHITECTURES)
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# 52 == lowest CUDA 12 standard
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# 60 == FP16 CUDA intrinsics
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# 61 == integer CUDA intrinsics
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# 70 == compute capability at which unrolling a loop in mul_mat_q kernels is faster
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if (GGML_CUDA_F16 OR GGML_CUDA_DMMV_F16)
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set(CMAKE_CUDA_ARCHITECTURES "60;61;70;75")
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else()
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set(CMAKE_CUDA_ARCHITECTURES "52;61;70;75")
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#set(CMAKE_CUDA_ARCHITECTURES "OFF") # use this to compile much faster, but only F16 models work
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endif()
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endif()
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message(STATUS "Using CUDA architectures: ${CMAKE_CUDA_ARCHITECTURES}")
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if (GGML_MUSA)
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set(CMAKE_CUDA_COMPILER ${MUSAToolkit_MCC_EXECUTABLE})
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else()
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enable_language(CUDA)
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endif()
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file(GLOB GGML_HEADERS_CUDA "ggml-cuda/*.cuh")
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list(APPEND GGML_HEADERS_CUDA "../include/ggml-cuda.h")
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file(GLOB GGML_SOURCES_CUDA "ggml-cuda/*.cu")
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list(APPEND GGML_SOURCES_CUDA "ggml-cuda.cu")
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-wmma*.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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file(GLOB SRCS "ggml-cuda/template-instances/mmq*.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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if (GGML_CUDA_FA_ALL_QUANTS)
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS)
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else()
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*f16-f16.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
|
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endif()
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|
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list(APPEND GGML_CDEF_PUBLIC GGML_USE_CUDA)
|
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|
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add_compile_definitions(GGML_CUDA_DMMV_X=${GGML_CUDA_DMMV_X})
|
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add_compile_definitions(GGML_CUDA_MMV_Y=${GGML_CUDA_MMV_Y})
|
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add_compile_definitions(K_QUANTS_PER_ITERATION=${GGML_CUDA_KQUANTS_ITER})
|
|
add_compile_definitions(GGML_CUDA_PEER_MAX_BATCH_SIZE=${GGML_CUDA_PEER_MAX_BATCH_SIZE})
|
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|
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if (GGML_CUDA_GRAPHS)
|
|
add_compile_definitions(GGML_CUDA_USE_GRAPHS)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_DMMV)
|
|
add_compile_definitions(GGML_CUDA_FORCE_DMMV)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_MMQ)
|
|
add_compile_definitions(GGML_CUDA_FORCE_MMQ)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_CUBLAS)
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|
add_compile_definitions(GGML_CUDA_FORCE_CUBLAS)
|
|
endif()
|
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|
|
if (GGML_CUDA_NO_VMM)
|
|
add_compile_definitions(GGML_CUDA_NO_VMM)
|
|
endif()
|
|
|
|
if (DEFINED GGML_CUDA_DMMV_Y)
|
|
add_compile_definitions(GGML_CUDA_MMV_Y=${GGML_CUDA_DMMV_Y}) # for backwards compatibility
|
|
endif()
|
|
|
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if (GGML_CUDA_F16 OR GGML_CUDA_DMMV_F16)
|
|
add_compile_definitions(GGML_CUDA_F16)
|
|
endif()
|
|
|
|
if (GGML_CUDA_NO_PEER_COPY)
|
|
add_compile_definitions(GGML_CUDA_NO_PEER_COPY)
|
|
endif()
|
|
|
|
if (GGML_MUSA)
|
|
set_source_files_properties(${GGML_SOURCES_CUDA} PROPERTIES LANGUAGE CXX)
|
|
foreach(SOURCE ${GGML_SOURCES_CUDA})
|
|
set_property(SOURCE ${SOURCE} PROPERTY COMPILE_FLAGS "-x musa -mtgpu --cuda-gpu-arch=mp_21 --cuda-gpu-arch=mp_22")
|
|
endforeach()
|
|
endif()
|
|
|
|
if (GGML_STATIC)
|
|
if (WIN32)
|
|
# As of 12.3.1 CUDA Toolkit for Windows does not offer a static cublas library
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE CUDA::cudart_static CUDA::cublas CUDA::cublasLt)
|
|
else ()
|
|
if (GGML_MUSA)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE MUSA::musart_static MUSA::mublas_static)
|
|
else()
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE CUDA::cudart_static CUDA::cublas_static CUDA::cublasLt_static)
|
|
endif()
|
|
endif()
|
|
else()
|
|
if (GGML_MUSA)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE MUSA::musart MUSA::mublas)
|
|
else()
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE CUDA::cudart CUDA::cublas CUDA::cublasLt)
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_CUDA_NO_VMM)
|
|
# No VMM requested, no need to link directly with the cuda driver lib (libcuda.so)
|
|
else()
|
|
if (GGML_MUSA)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE MUSA::musa_driver) # required by muDeviceGetAttribute(), muMemGetAllocationGranularity(...), ...
|
|
else()
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE CUDA::cuda_driver) # required by cuDeviceGetAttribute(), cuMemGetAllocationGranularity(...), ...
|
|
endif()
|
|
endif()
|
|
else()
|
|
message(WARNING "CUDA not found")
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_HIPBLAS)
|
|
if (NOT EXISTS $ENV{ROCM_PATH})
|
|
if (NOT EXISTS /opt/rocm)
|
|
set(ROCM_PATH /usr)
|
|
else()
|
|
set(ROCM_PATH /opt/rocm)
|
|
endif()
|
|
else()
|
|
set(ROCM_PATH $ENV{ROCM_PATH})
|
|
endif()
|
|
|
|
list(APPEND CMAKE_PREFIX_PATH ${ROCM_PATH})
|
|
list(APPEND CMAKE_PREFIX_PATH "${ROCM_PATH}/lib64/cmake")
|
|
|
|
# CMake on Windows doesn't support the HIP language yet
|
|
if (WIN32)
|
|
set(CXX_IS_HIPCC TRUE)
|
|
else()
|
|
string(REGEX MATCH "hipcc(\.bat)?$" CXX_IS_HIPCC "${CMAKE_CXX_COMPILER}")
|
|
endif()
|
|
|
|
if (CXX_IS_HIPCC)
|
|
if (LINUX)
|
|
if (NOT ${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
|
|
message(WARNING "Only LLVM is supported for HIP, hint: CXX=/opt/rocm/llvm/bin/clang++")
|
|
endif()
|
|
|
|
message(WARNING "Setting hipcc as the C++ compiler is legacy behavior."
|
|
" Prefer setting the HIP compiler directly. See README for details.")
|
|
endif()
|
|
else()
|
|
# Forward AMDGPU_TARGETS to CMAKE_HIP_ARCHITECTURES.
|
|
if (AMDGPU_TARGETS AND NOT CMAKE_HIP_ARCHITECTURES)
|
|
set(CMAKE_HIP_ARCHITECTURES ${AMDGPU_TARGETS})
|
|
endif()
|
|
cmake_minimum_required(VERSION 3.21)
|
|
enable_language(HIP)
|
|
endif()
|
|
|
|
find_package(hip REQUIRED)
|
|
find_package(hipblas REQUIRED)
|
|
find_package(rocblas REQUIRED)
|
|
|
|
message(STATUS "HIP and hipBLAS found")
|
|
|
|
file(GLOB GGML_HEADERS_ROCM "ggml-cuda/*.cuh")
|
|
list(APPEND GGML_HEADERS_ROCM "../include/ggml-cuda.h")
|
|
|
|
file(GLOB GGML_SOURCES_ROCM "ggml-cuda/*.cu")
|
|
list(APPEND GGML_SOURCES_ROCM "ggml-cuda.cu")
|
|
file(GLOB SRCS "ggml-cuda/template-instances/fattn-wmma*.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
file(GLOB SRCS "ggml-cuda/template-instances/mmq*.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
|
|
if (GGML_CUDA_FA_ALL_QUANTS)
|
|
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS)
|
|
else()
|
|
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*f16-f16.cu")
|
|
list(APPEND GGML_SOURCES_ROCM ${SRCS})
|
|
endif()
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_CUDA)
|
|
|
|
add_compile_definitions(GGML_USE_HIPBLAS)
|
|
add_compile_definitions(GGML_CUDA_DMMV_X=${GGML_CUDA_DMMV_X})
|
|
add_compile_definitions(GGML_CUDA_MMV_Y=${GGML_CUDA_MMV_Y})
|
|
add_compile_definitions(K_QUANTS_PER_ITERATION=${GGML_CUDA_KQUANTS_ITER})
|
|
|
|
if (GGML_HIP_UMA)
|
|
add_compile_definitions(GGML_HIP_UMA)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_DMMV)
|
|
add_compile_definitions(GGML_CUDA_FORCE_DMMV)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_MMQ)
|
|
add_compile_definitions(GGML_CUDA_FORCE_MMQ)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_CUBLAS)
|
|
add_compile_definitions(GGML_CUDA_FORCE_CUBLAS)
|
|
endif()
|
|
|
|
if (GGML_CUDA_NO_PEER_COPY)
|
|
add_compile_definitions(GGML_CUDA_NO_PEER_COPY)
|
|
endif()
|
|
|
|
if (CXX_IS_HIPCC)
|
|
set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE CXX)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE hip::device)
|
|
else()
|
|
set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE HIP)
|
|
endif()
|
|
|
|
if (GGML_STATIC)
|
|
message(FATAL_ERROR "Static linking not supported for HIP/ROCm")
|
|
endif()
|
|
|
|
list(APPEND GGML_EXTRA_LIBS_PUBLIC hip::host roc::rocblas roc::hipblas)
|
|
endif()
|
|
|
|
if (GGML_SYCL)
|
|
if (NOT GGML_SYCL_TARGET MATCHES "^(INTEL|NVIDIA)$")
|
|
message(FATAL_ERROR "Invalid backend chosen, supported options are INTEL or NVIDIA")
|
|
endif()
|
|
|
|
check_cxx_compiler_flag("-fsycl" SUPPORTS_SYCL)
|
|
|
|
if (DEFINED ENV{ONEAPI_ROOT})
|
|
message(STATUS "Using oneAPI Release SYCL compiler (icpx).")
|
|
elseif(SUPPORTS_SYCL)
|
|
message(WARNING "Using open-source SYCL compiler (clang++). Didn't detect ENV {ONEAPI_ROOT}.
|
|
If you expected the oneAPI Release compiler, please install oneAPI & source it, like:
|
|
source /opt/intel/oneapi/setvars.sh")
|
|
else()
|
|
message(FATAL_ERROR, "C++ compiler lacks SYCL support.")
|
|
endif()
|
|
message(STATUS "SYCL found")
|
|
#todo: AOT
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_SYCL)
|
|
|
|
if (GGML_SYCL_F16)
|
|
add_compile_definitions(GGML_SYCL_F16)
|
|
endif()
|
|
|
|
if (GGML_CUDA_FORCE_MMQ)
|
|
add_compile_definitions(GGML_SYCL_FORCE_MMQ)
|
|
endif()
|
|
|
|
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-narrowing -fsycl")
|
|
|
|
if (GGML_SYCL_TARGET STREQUAL "NVIDIA")
|
|
add_compile_definitions(GGML_SYCL_WARP_SIZE=32)
|
|
else()
|
|
add_compile_definitions(GGML_SYCL_WARP_SIZE=16)
|
|
endif()
|
|
|
|
file(GLOB GGML_HEADERS_SYCL "ggml-sycl/*.hpp")
|
|
list(APPEND GGML_HEADERS_SYCL "../include/ggml-sycl.h")
|
|
|
|
file(GLOB GGML_SOURCES_SYCL "ggml-sycl/*.cpp")
|
|
list(APPEND GGML_SOURCES_SYCL "ggml-sycl.cpp")
|
|
|
|
find_package(DNNL)
|
|
message("-- DNNL found:" ${DNNL_FOUND})
|
|
|
|
if (GGML_SYCL_TARGET STREQUAL "INTEL")
|
|
add_compile_definitions(GGML_SYCL_DNNL=${DNNL_FOUND})
|
|
else()
|
|
add_compile_definitions(GGML_SYCL_DNNL=0)
|
|
endif()
|
|
|
|
if (${DNNL_FOUND} AND GGML_SYCL_TARGET STREQUAL "INTEL")
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE DNNL::dnnl)
|
|
endif()
|
|
|
|
if (WIN32)
|
|
find_package(IntelSYCL REQUIRED)
|
|
find_package(MKL REQUIRED)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE IntelSYCL::SYCL_CXX MKL::MKL MKL::MKL_SYCL)
|
|
else()
|
|
if (GGML_SYCL_TARGET STREQUAL "INTEL")
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE sycl OpenCL mkl_core pthread m dl mkl_sycl_blas mkl_intel_ilp64 mkl_tbb_thread)
|
|
elseif (GGML_SYCL_TARGET STREQUAL "NVIDIA")
|
|
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fsycl-targets=nvptx64-nvidia-cuda")
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE sycl pthread m dl onemkl)
|
|
endif()
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_RPC)
|
|
message(STATUS "RPC found")
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_RPC)
|
|
|
|
if (WIN32)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE ws2_32)
|
|
endif()
|
|
|
|
set(GGML_HEADERS_RPC ../include/ggml-rpc.h)
|
|
set(GGML_SOURCES_RPC ggml-rpc.cpp)
|
|
endif()
|
|
|
|
if (GGML_VULKAN)
|
|
find_package(Vulkan COMPONENTS glslc REQUIRED)
|
|
|
|
if (Vulkan_FOUND)
|
|
message(STATUS "Vulkan found")
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_VULKAN)
|
|
|
|
# Workaround to the "can't dereference invalidated vector iterator" bug in clang-cl debug build
|
|
# Posssibly relevant: https://stackoverflow.com/questions/74748276/visual-studio-no-displays-the-correct-length-of-stdvector
|
|
if (MSVC AND CMAKE_CXX_COMPILER_ID STREQUAL "Clang")
|
|
add_compile_definitions(_ITERATOR_DEBUG_LEVEL=0)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_CHECK_RESULTS)
|
|
add_compile_definitions(GGML_VULKAN_CHECK_RESULTS)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_DEBUG)
|
|
add_compile_definitions(GGML_VULKAN_DEBUG)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_MEMORY_DEBUG)
|
|
add_compile_definitions(GGML_VULKAN_MEMORY_DEBUG)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_SHADER_DEBUG_INFO)
|
|
add_compile_definitions(GGML_VULKAN_SHADER_DEBUG_INFO)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_PERF)
|
|
add_compile_definitions(GGML_VULKAN_PERF)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_VALIDATE)
|
|
add_compile_definitions(GGML_VULKAN_VALIDATE)
|
|
endif()
|
|
|
|
if (GGML_VULKAN_RUN_TESTS)
|
|
add_compile_definitions(GGML_VULKAN_RUN_TESTS)
|
|
endif()
|
|
|
|
add_subdirectory(vulkan-shaders)
|
|
|
|
set (_ggml_vk_genshaders_cmd vulkan-shaders-gen)
|
|
set (_ggml_vk_header ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.hpp)
|
|
set (_ggml_vk_source ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.cpp)
|
|
set (_ggml_vk_input_dir ${CMAKE_CURRENT_SOURCE_DIR}/vulkan-shaders)
|
|
set (_ggml_vk_output_dir ${CMAKE_CURRENT_BINARY_DIR}/vulkan-shaders.spv)
|
|
|
|
file(GLOB _ggml_vk_shader_deps "${_ggml_vk_input_dir}/*.comp")
|
|
|
|
add_custom_command(
|
|
OUTPUT ${_ggml_vk_header}
|
|
${_ggml_vk_source}
|
|
|
|
COMMAND ${_ggml_vk_genshaders_cmd}
|
|
--glslc ${Vulkan_GLSLC_EXECUTABLE}
|
|
--input-dir ${_ggml_vk_input_dir}
|
|
--output-dir ${_ggml_vk_output_dir}
|
|
--target-hpp ${_ggml_vk_header}
|
|
--target-cpp ${_ggml_vk_source}
|
|
--no-clean
|
|
|
|
DEPENDS ${_ggml_vk_shader_deps}
|
|
COMMENT "Generate vulkan shaders"
|
|
)
|
|
|
|
set(GGML_HEADERS_VULKAN ${CMAKE_CURRENT_SOURCE_DIR}/../include/ggml-vulkan.h ${_ggml_vk_header})
|
|
set(GGML_SOURCES_VULKAN ggml-vulkan.cpp ${_ggml_vk_source})
|
|
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE Vulkan::Vulkan)
|
|
list(APPEND GGML_EXTRA_INCLUDES ${CMAKE_CURRENT_BINARY_DIR})
|
|
else()
|
|
message(WARNING "Vulkan not found")
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_KOMPUTE)
|
|
add_compile_definitions(VULKAN_HPP_DISPATCH_LOADER_DYNAMIC=1)
|
|
|
|
find_package(Vulkan COMPONENTS glslc REQUIRED)
|
|
find_program(glslc_executable NAMES glslc HINTS Vulkan::glslc)
|
|
|
|
if (NOT glslc_executable)
|
|
message(FATAL_ERROR "glslc not found")
|
|
endif()
|
|
|
|
function(compile_shader)
|
|
set(options)
|
|
set(oneValueArgs)
|
|
set(multiValueArgs SOURCES)
|
|
cmake_parse_arguments(compile_shader "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
|
|
foreach(source ${compile_shader_SOURCES})
|
|
get_filename_component(filename ${source} NAME)
|
|
set(spv_file ${filename}.spv)
|
|
add_custom_command(
|
|
OUTPUT ${spv_file}
|
|
DEPENDS ${CMAKE_CURRENT_SOURCE_DIR}/${source}
|
|
${CMAKE_CURRENT_SOURCE_DIR}/kompute-shaders/common.comp
|
|
${CMAKE_CURRENT_SOURCE_DIR}/kompute-shaders/op_getrows.comp
|
|
${CMAKE_CURRENT_SOURCE_DIR}/kompute-shaders/op_mul_mv_q_n_pre.comp
|
|
${CMAKE_CURRENT_SOURCE_DIR}/kompute-shaders/op_mul_mv_q_n.comp
|
|
COMMAND ${glslc_executable} --target-env=vulkan1.2 -o ${spv_file} ${CMAKE_CURRENT_SOURCE_DIR}/${source}
|
|
COMMENT "Compiling ${source} to ${spv_file}"
|
|
)
|
|
|
|
get_filename_component(RAW_FILE_NAME ${spv_file} NAME)
|
|
set(FILE_NAME "shader${RAW_FILE_NAME}")
|
|
string(REPLACE ".comp.spv" ".h" HEADER_FILE ${FILE_NAME})
|
|
string(TOUPPER ${HEADER_FILE} HEADER_FILE_DEFINE)
|
|
string(REPLACE "." "_" HEADER_FILE_DEFINE "${HEADER_FILE_DEFINE}")
|
|
set(OUTPUT_HEADER_FILE "${HEADER_FILE}")
|
|
message(STATUS "${HEADER_FILE} generating ${HEADER_FILE_DEFINE}")
|
|
if(CMAKE_GENERATOR MATCHES "Visual Studio")
|
|
add_custom_command(
|
|
OUTPUT ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "/*THIS FILE HAS BEEN AUTOMATICALLY GENERATED - DO NOT EDIT*/" > ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#ifndef ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#define ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "namespace kp {" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "namespace shader_data {" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_BINARY_DIR}/bin/$<CONFIG>/xxd -i ${RAW_FILE_NAME} >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "}}" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#endif // define ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
DEPENDS ${spv_file} xxd
|
|
COMMENT "Converting to hpp: ${FILE_NAME} ${CMAKE_BINARY_DIR}/bin/$<CONFIG>/xxd"
|
|
)
|
|
else()
|
|
add_custom_command(
|
|
OUTPUT ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "/*THIS FILE HAS BEEN AUTOMATICALLY GENERATED - DO NOT EDIT*/" > ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#ifndef ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#define ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "namespace kp {" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "namespace shader_data {" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_BINARY_DIR}/bin/xxd -i ${RAW_FILE_NAME} >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo "}}" >> ${OUTPUT_HEADER_FILE}
|
|
COMMAND ${CMAKE_COMMAND} -E echo \"\#endif // define ${HEADER_FILE_DEFINE}\" >> ${OUTPUT_HEADER_FILE}
|
|
DEPENDS ${spv_file} xxd
|
|
COMMENT "Converting to hpp: ${FILE_NAME} ${CMAKE_BINARY_DIR}/bin/xxd"
|
|
)
|
|
endif()
|
|
endforeach()
|
|
endfunction()
|
|
|
|
if (EXISTS "${CMAKE_CURRENT_SOURCE_DIR}/kompute/CMakeLists.txt")
|
|
message(STATUS "Kompute found")
|
|
set(KOMPUTE_OPT_LOG_LEVEL Error CACHE STRING "Kompute log level")
|
|
add_subdirectory(kompute)
|
|
|
|
# Compile our shaders
|
|
compile_shader(SOURCES
|
|
kompute-shaders/op_scale.comp
|
|
kompute-shaders/op_scale_8.comp
|
|
kompute-shaders/op_add.comp
|
|
kompute-shaders/op_addrow.comp
|
|
kompute-shaders/op_mul.comp
|
|
kompute-shaders/op_silu.comp
|
|
kompute-shaders/op_relu.comp
|
|
kompute-shaders/op_gelu.comp
|
|
kompute-shaders/op_softmax.comp
|
|
kompute-shaders/op_norm.comp
|
|
kompute-shaders/op_rmsnorm.comp
|
|
kompute-shaders/op_diagmask.comp
|
|
kompute-shaders/op_mul_mat_mat_f32.comp
|
|
kompute-shaders/op_mul_mat_f16.comp
|
|
kompute-shaders/op_mul_mat_q8_0.comp
|
|
kompute-shaders/op_mul_mat_q4_0.comp
|
|
kompute-shaders/op_mul_mat_q4_1.comp
|
|
kompute-shaders/op_mul_mat_q6_k.comp
|
|
kompute-shaders/op_getrows_f32.comp
|
|
kompute-shaders/op_getrows_f16.comp
|
|
kompute-shaders/op_getrows_q4_0.comp
|
|
kompute-shaders/op_getrows_q4_1.comp
|
|
kompute-shaders/op_getrows_q6_k.comp
|
|
kompute-shaders/op_rope_f16.comp
|
|
kompute-shaders/op_rope_f32.comp
|
|
kompute-shaders/op_cpy_f16_f16.comp
|
|
kompute-shaders/op_cpy_f16_f32.comp
|
|
kompute-shaders/op_cpy_f32_f16.comp
|
|
kompute-shaders/op_cpy_f32_f32.comp
|
|
)
|
|
|
|
# Create a custom target for our generated shaders
|
|
add_custom_target(generated_shaders DEPENDS
|
|
shaderop_scale.h
|
|
shaderop_scale_8.h
|
|
shaderop_add.h
|
|
shaderop_addrow.h
|
|
shaderop_mul.h
|
|
shaderop_silu.h
|
|
shaderop_relu.h
|
|
shaderop_gelu.h
|
|
shaderop_softmax.h
|
|
shaderop_norm.h
|
|
shaderop_rmsnorm.h
|
|
shaderop_diagmask.h
|
|
shaderop_mul_mat_mat_f32.h
|
|
shaderop_mul_mat_f16.h
|
|
shaderop_mul_mat_q8_0.h
|
|
shaderop_mul_mat_q4_0.h
|
|
shaderop_mul_mat_q4_1.h
|
|
shaderop_mul_mat_q6_k.h
|
|
shaderop_getrows_f32.h
|
|
shaderop_getrows_f16.h
|
|
shaderop_getrows_q4_0.h
|
|
shaderop_getrows_q4_1.h
|
|
shaderop_getrows_q6_k.h
|
|
shaderop_rope_f16.h
|
|
shaderop_rope_f32.h
|
|
shaderop_cpy_f16_f16.h
|
|
shaderop_cpy_f16_f32.h
|
|
shaderop_cpy_f32_f16.h
|
|
shaderop_cpy_f32_f32.h
|
|
)
|
|
|
|
# Create a custom command that depends on the generated_shaders
|
|
add_custom_command(
|
|
OUTPUT ${CMAKE_CURRENT_BINARY_DIR}/ggml-kompute.stamp
|
|
COMMAND ${CMAKE_COMMAND} -E touch ${CMAKE_CURRENT_BINARY_DIR}/ggml-kompute.stamp
|
|
DEPENDS generated_shaders
|
|
COMMENT "Ensuring shaders are generated before compiling ggml-kompute.cpp"
|
|
)
|
|
|
|
# Add the stamp to the main sources to ensure dependency tracking
|
|
set(GGML_SOURCES_KOMPUTE ggml-kompute.cpp ${CMAKE_CURRENT_BINARY_DIR}/ggml-kompute.stamp)
|
|
set(GGML_HEADERS_KOMPUTE ../include/ggml-kompute.h ${CMAKE_CURRENT_BINARY_DIR}/ggml-kompute.stamp)
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_KOMPUTE)
|
|
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE kompute)
|
|
list(APPEND GGML_EXTRA_INCLUDES ${CMAKE_CURRENT_BINARY_DIR})
|
|
else()
|
|
message(WARNING "Kompute not found")
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_CPU_HBM)
|
|
find_library(memkind memkind REQUIRED)
|
|
|
|
message(STATUS "Using memkind for CPU HBM")
|
|
|
|
add_compile_definitions(GGML_USE_CPU_HBM)
|
|
|
|
target_link_libraries(ggml PUBLIC memkind)
|
|
endif()
|
|
|
|
if (GGML_CANN)
|
|
if ("cann${CANN_INSTALL_DIR}" STREQUAL "cann" AND DEFINED ENV{ASCEND_TOOLKIT_HOME})
|
|
set(CANN_INSTALL_DIR $ENV{ASCEND_TOOLKIT_HOME})
|
|
message(STATUS "CANN: updated CANN_INSTALL_DIR from ASCEND_TOOLKIT_HOME=$ENV{ASCEND_TOOLKIT_HOME}")
|
|
endif()
|
|
|
|
if (CANN_INSTALL_DIR)
|
|
# Only Support Linux.
|
|
if (GGML_CANN)
|
|
if (NOT UNIX)
|
|
set(GGML_CANN OFF)
|
|
message(WARNING "CANN: CANN toolkit supports unix but not ${CMAKE_SYSTEM_NAME}. Turning off GGML_CANN")
|
|
endif()
|
|
endif()
|
|
|
|
# Supported platforms: x86-64, arm64
|
|
if (GGML_CANN)
|
|
if (CMAKE_SYSTEM_PROCESSOR STREQUAL "aarch64")
|
|
elseif (CMAKE_SYSTEM_PROCESSOR STREQUAL "x86_64" OR CMAKE_SYSTEM_PROCESSOR STREQUAL "amd64")
|
|
else()
|
|
set(GGML_CANN OFF)
|
|
message(WARNING "CANN: CANN toolkit supports x86-64 and arm64 but not ${CMAKE_SYSTEM_PROCESSOR}. Turning off GGML_CANN")
|
|
endif()
|
|
endif()
|
|
|
|
# Set header and libs
|
|
if(GGML_CANN)
|
|
set(CANN_INCLUDE_DIRS
|
|
${CANN_INSTALL_DIR}/include
|
|
${CANN_INSTALL_DIR}/include/aclnn
|
|
${CANN_INSTALL_DIR}/acllib/include
|
|
)
|
|
|
|
add_subdirectory(ggml-cann/kernels)
|
|
list(APPEND CANN_LIBRARIES
|
|
ascendcl
|
|
nnopbase
|
|
opapi
|
|
acl_op_compiler
|
|
ascendc_kernels
|
|
)
|
|
|
|
set(GGML_HEADERS_CANN "../include/ggml-cann.h")
|
|
file(GLOB GGML_SOURCES_CANN "ggml-cann/*.cpp")
|
|
list(APPEND GGML_SOURCES_CANN "ggml-cann.cpp")
|
|
|
|
message(STATUS "CANN: CANN_INCLUDE_DIRS = ${CANN_INCLUDE_DIRS}")
|
|
message(STATUS "CANN: CANN_LIBRARIES = ${CANN_LIBRARIES}")
|
|
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE ${CANN_LIBRARIES} )
|
|
list(APPEND GGML_EXTRA_INCLUDES ${CANN_INCLUDE_DIRS})
|
|
list(APPEND GGML_EXTRA_LIBDIRS ${CANN_INSTALL_DIR}/lib64)
|
|
|
|
list(APPEND GGML_CDEF_PUBLIC GGML_USE_CANN)
|
|
endif()
|
|
else()
|
|
set(GGML_CANN OFF)
|
|
message(WARNING "CANN: Can't find CANN_INSTALL_DIR, do you forget to source set_var.sh. Turning off GGML_CANN")
|
|
endif()
|
|
|
|
if(NOT GGML_CANN)
|
|
message(WARNING "CANN: GGML_CANN is turned OFF, see above for details.")
|
|
endif()
|
|
endif()
|
|
|
|
function(get_flags CCID CCVER)
|
|
set(C_FLAGS "")
|
|
set(CXX_FLAGS "")
|
|
|
|
if (CCID MATCHES "Clang")
|
|
set(C_FLAGS -Wunreachable-code-break -Wunreachable-code-return)
|
|
set(CXX_FLAGS -Wunreachable-code-break -Wunreachable-code-return -Wmissing-prototypes -Wextra-semi)
|
|
|
|
if (
|
|
(CCID STREQUAL "Clang" AND CCVER VERSION_GREATER_EQUAL 3.8.0) OR
|
|
(CCID STREQUAL "AppleClang" AND CCVER VERSION_GREATER_EQUAL 7.3.0)
|
|
)
|
|
list(APPEND C_FLAGS -Wdouble-promotion)
|
|
endif()
|
|
elseif (CCID STREQUAL "GNU")
|
|
set(C_FLAGS -Wdouble-promotion)
|
|
set(CXX_FLAGS -Wno-array-bounds)
|
|
|
|
if (NOT GGML_MUSA)
|
|
if (CCVER VERSION_GREATER_EQUAL 7.1.0)
|
|
list(APPEND CXX_FLAGS -Wno-format-truncation)
|
|
endif()
|
|
endif()
|
|
if (CCVER VERSION_GREATER_EQUAL 8.1.0)
|
|
list(APPEND CXX_FLAGS -Wextra-semi)
|
|
endif()
|
|
endif()
|
|
|
|
set(GF_C_FLAGS ${C_FLAGS} PARENT_SCOPE)
|
|
set(GF_CXX_FLAGS ${CXX_FLAGS} PARENT_SCOPE)
|
|
endfunction()
|
|
|
|
if (GGML_FATAL_WARNINGS)
|
|
if (CMAKE_CXX_COMPILER_ID MATCHES "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
|
|
list(APPEND C_FLAGS -Werror)
|
|
list(APPEND CXX_FLAGS -Werror)
|
|
elseif (CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
|
|
add_compile_options(/WX)
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_ALL_WARNINGS)
|
|
if (NOT MSVC)
|
|
list(APPEND WARNING_FLAGS -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function)
|
|
list(APPEND C_FLAGS -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes
|
|
-Werror=implicit-int -Werror=implicit-function-declaration)
|
|
list(APPEND CXX_FLAGS -Wmissing-declarations -Wmissing-noreturn)
|
|
|
|
list(APPEND C_FLAGS ${WARNING_FLAGS})
|
|
list(APPEND CXX_FLAGS ${WARNING_FLAGS})
|
|
|
|
get_flags(${CMAKE_CXX_COMPILER_ID} ${CMAKE_CXX_COMPILER_VERSION})
|
|
|
|
add_compile_options("$<$<COMPILE_LANGUAGE:C>:${C_FLAGS};${GF_C_FLAGS}>"
|
|
"$<$<COMPILE_LANGUAGE:CXX>:${CXX_FLAGS};${GF_CXX_FLAGS}>")
|
|
else()
|
|
# todo : msvc
|
|
set(C_FLAGS "")
|
|
set(CXX_FLAGS "")
|
|
endif()
|
|
endif()
|
|
|
|
set(CUDA_CXX_FLAGS "")
|
|
|
|
if (GGML_CUDA)
|
|
set(CUDA_FLAGS -use_fast_math)
|
|
|
|
if (GGML_FATAL_WARNINGS)
|
|
list(APPEND CUDA_FLAGS -Werror all-warnings)
|
|
endif()
|
|
|
|
if (GGML_ALL_WARNINGS AND NOT MSVC)
|
|
set(NVCC_CMD ${CMAKE_CUDA_COMPILER} .c)
|
|
if (NOT CMAKE_CUDA_HOST_COMPILER STREQUAL "")
|
|
list(APPEND NVCC_CMD -ccbin ${CMAKE_CUDA_HOST_COMPILER})
|
|
endif()
|
|
|
|
execute_process(
|
|
COMMAND ${NVCC_CMD} -Xcompiler --version
|
|
OUTPUT_VARIABLE CUDA_CCFULLVER
|
|
ERROR_QUIET
|
|
)
|
|
|
|
if (NOT CUDA_CCFULLVER MATCHES clang)
|
|
set(CUDA_CCID "GNU")
|
|
execute_process(
|
|
COMMAND ${NVCC_CMD} -Xcompiler "-dumpfullversion -dumpversion"
|
|
OUTPUT_VARIABLE CUDA_CCVER
|
|
ERROR_QUIET
|
|
)
|
|
else()
|
|
if (CUDA_CCFULLVER MATCHES Apple)
|
|
set(CUDA_CCID "AppleClang")
|
|
else()
|
|
set(CUDA_CCID "Clang")
|
|
endif()
|
|
string(REGEX REPLACE "^.* version ([0-9.]*).*$" "\\1" CUDA_CCVER ${CUDA_CCFULLVER})
|
|
endif()
|
|
|
|
message("-- CUDA host compiler is ${CUDA_CCID} ${CUDA_CCVER}")
|
|
|
|
get_flags(${CUDA_CCID} ${CUDA_CCVER})
|
|
list(APPEND CUDA_CXX_FLAGS ${CXX_FLAGS} ${GF_CXX_FLAGS}) # This is passed to -Xcompiler later
|
|
endif()
|
|
|
|
if (NOT MSVC)
|
|
list(APPEND CUDA_CXX_FLAGS -Wno-pedantic)
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_LTO)
|
|
include(CheckIPOSupported)
|
|
check_ipo_supported(RESULT result OUTPUT output)
|
|
if (result)
|
|
set(CMAKE_INTERPROCEDURAL_OPTIMIZATION TRUE)
|
|
else()
|
|
message(WARNING "IPO is not supported: ${output}")
|
|
endif()
|
|
endif()
|
|
|
|
if (GGML_CCACHE)
|
|
find_program(GGML_CCACHE_FOUND ccache)
|
|
|
|
if (GGML_CCACHE_FOUND)
|
|
# TODO: should not be set globally
|
|
set_property(GLOBAL PROPERTY RULE_LAUNCH_COMPILE ccache)
|
|
set(ENV{CCACHE_SLOPPINESS} time_macros)
|
|
message(STATUS "ccache found, compilation results will be cached. Disable with GGML_CCACHE=OFF.")
|
|
else()
|
|
message(STATUS "Warning: ccache not found - consider installing it for faster compilation or disable this warning with GGML_CCACHE=OFF")
|
|
endif ()
|
|
endif()
|
|
|
|
# this version of Apple ld64 is buggy
|
|
execute_process(
|
|
COMMAND ${CMAKE_C_COMPILER} ${CMAKE_EXE_LINKER_FLAGS} -Wl,-v
|
|
ERROR_VARIABLE output
|
|
OUTPUT_QUIET
|
|
)
|
|
|
|
if (output MATCHES "dyld-1015\.7")
|
|
add_compile_definitions(HAVE_BUGGY_APPLE_LINKER)
|
|
endif()
|
|
|
|
# architecture specific
|
|
# TODO: probably these flags need to be tweaked on some architectures
|
|
# feel free to update the Makefile for your architecture and send a pull request or issue
|
|
message(STATUS "CMAKE_SYSTEM_PROCESSOR: ${CMAKE_SYSTEM_PROCESSOR}")
|
|
if (MSVC)
|
|
string(TOLOWER "${CMAKE_GENERATOR_PLATFORM}" CMAKE_GENERATOR_PLATFORM_LWR)
|
|
message(STATUS "CMAKE_GENERATOR_PLATFORM: ${CMAKE_GENERATOR_PLATFORM}")
|
|
else ()
|
|
set(CMAKE_GENERATOR_PLATFORM_LWR "")
|
|
endif ()
|
|
|
|
if (NOT MSVC)
|
|
if (GGML_STATIC)
|
|
add_link_options(-static)
|
|
if (MINGW)
|
|
add_link_options(-static-libgcc -static-libstdc++)
|
|
endif()
|
|
endif()
|
|
if (GGML_GPROF)
|
|
add_compile_options(-pg)
|
|
endif()
|
|
endif()
|
|
|
|
set(ARCH_FLAGS "")
|
|
|
|
if (CMAKE_OSX_ARCHITECTURES STREQUAL "arm64" OR
|
|
CMAKE_GENERATOR_PLATFORM_LWR STREQUAL "arm64" OR
|
|
(NOT CMAKE_OSX_ARCHITECTURES AND
|
|
NOT CMAKE_GENERATOR_PLATFORM_LWR AND
|
|
CMAKE_SYSTEM_PROCESSOR MATCHES "^(aarch64|arm.*|ARM64)$"))
|
|
|
|
message(STATUS "ARM detected")
|
|
|
|
if (MSVC)
|
|
add_compile_definitions(__aarch64__) # MSVC defines _M_ARM64 instead
|
|
add_compile_definitions(__ARM_NEON)
|
|
add_compile_definitions(__ARM_FEATURE_FMA)
|
|
|
|
set(CMAKE_REQUIRED_FLAGS_PREV ${CMAKE_REQUIRED_FLAGS})
|
|
string(JOIN " " CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS} "/arch:armv8.2")
|
|
|
|
check_cxx_source_compiles("#include <arm_neon.h>\nint main() { int8x16_t _a, _b; int32x4_t _s = vdotq_s32(_s, _a, _b); return 0; }" GGML_COMPILER_SUPPORT_DOTPROD)
|
|
if (GGML_COMPILER_SUPPORT_DOTPROD)
|
|
add_compile_definitions(__ARM_FEATURE_DOTPROD)
|
|
endif ()
|
|
|
|
check_cxx_source_compiles("#include <arm_neon.h>\nint main() { int8x16_t _a, _b; int32x4_t _s = vmlaq_f32(_s, _a, _b); return 0; }" GGML_COMPILER_SUPPORT_MATMUL_INT8)
|
|
|
|
if (GGML_COMPILER_SUPPORT_MATMUL_INT8)
|
|
add_compile_definitions(__ARM_FEATURE_MATMUL_INT8)
|
|
endif ()
|
|
|
|
check_cxx_source_compiles("#include <arm_neon.h>\nint main() { float16_t _a; float16x8_t _s = vdupq_n_f16(_a); return 0; }" GGML_COMPILER_SUPPORT_FP16_VECTOR_ARITHMETIC)
|
|
if (GGML_COMPILER_SUPPORT_FP16_VECTOR_ARITHMETIC)
|
|
add_compile_definitions(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
|
|
endif ()
|
|
|
|
set(CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS_PREV})
|
|
else()
|
|
check_cxx_compiler_flag(-mfp16-format=ieee COMPILER_SUPPORTS_FP16_FORMAT_I3E)
|
|
if (NOT "${COMPILER_SUPPORTS_FP16_FORMAT_I3E}" STREQUAL "")
|
|
list(APPEND ARCH_FLAGS -mfp16-format=ieee)
|
|
endif()
|
|
if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "armv6")
|
|
# Raspberry Pi 1, Zero
|
|
list(APPEND ARCH_FLAGS -mfpu=neon-fp-armv8 -mno-unaligned-access)
|
|
endif()
|
|
if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "armv7")
|
|
if ("${CMAKE_SYSTEM_NAME}" STREQUAL "Android")
|
|
# Android armeabi-v7a
|
|
list(APPEND ARCH_FLAGS -mfpu=neon-vfpv4 -mno-unaligned-access -funsafe-math-optimizations)
|
|
else()
|
|
# Raspberry Pi 2
|
|
list(APPEND ARCH_FLAGS -mfpu=neon-fp-armv8 -mno-unaligned-access -funsafe-math-optimizations)
|
|
endif()
|
|
endif()
|
|
if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "armv8")
|
|
# Android arm64-v8a
|
|
# Raspberry Pi 3, 4, Zero 2 (32-bit)
|
|
list(APPEND ARCH_FLAGS -mno-unaligned-access)
|
|
endif()
|
|
if (GGML_SVE)
|
|
list(APPEND ARCH_FLAGS -march=armv8.6-a+sve)
|
|
endif()
|
|
endif()
|
|
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "x86_64" OR CMAKE_GENERATOR_PLATFORM_LWR MATCHES "^(x86_64|i686|amd64|x64|win32)$" OR
|
|
(NOT CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_GENERATOR_PLATFORM_LWR AND
|
|
CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|i686|AMD64)$"))
|
|
message(STATUS "x86 detected")
|
|
if (MSVC)
|
|
# instruction set detection for MSVC only
|
|
if (GGML_NATIVE)
|
|
# TODO: improve, should not reference files from the parent folder
|
|
include(../cmake/FindSIMD.cmake)
|
|
endif ()
|
|
if (GGML_AVX512)
|
|
list(APPEND ARCH_FLAGS /arch:AVX512)
|
|
# MSVC has no compile-time flags enabling specific
|
|
# AVX512 extensions, neither it defines the
|
|
# macros corresponding to the extensions.
|
|
# Do it manually.
|
|
if (GGML_AVX512_VBMI)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AVX512VBMI__>)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AVX512VBMI__>)
|
|
endif()
|
|
if (GGML_AVX512_VNNI)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AVX512VNNI__>)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AVX512VNNI__>)
|
|
endif()
|
|
if (GGML_AVX512_BF16)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AVX512BF16__>)
|
|
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AVX512BF16__>)
|
|
endif()
|
|
elseif (GGML_AVX2)
|
|
list(APPEND ARCH_FLAGS /arch:AVX2)
|
|
elseif (GGML_AVX)
|
|
list(APPEND ARCH_FLAGS /arch:AVX)
|
|
endif()
|
|
else()
|
|
if (GGML_NATIVE)
|
|
list(APPEND ARCH_FLAGS -march=native)
|
|
endif()
|
|
if (GGML_F16C)
|
|
list(APPEND ARCH_FLAGS -mf16c)
|
|
endif()
|
|
if (GGML_FMA)
|
|
list(APPEND ARCH_FLAGS -mfma)
|
|
endif()
|
|
if (GGML_AVX)
|
|
list(APPEND ARCH_FLAGS -mavx)
|
|
endif()
|
|
if (GGML_AVX2)
|
|
list(APPEND ARCH_FLAGS -mavx2)
|
|
endif()
|
|
if (GGML_AVX512)
|
|
list(APPEND ARCH_FLAGS -mavx512f)
|
|
list(APPEND ARCH_FLAGS -mavx512dq)
|
|
list(APPEND ARCH_FLAGS -mavx512bw)
|
|
endif()
|
|
if (GGML_AVX512_VBMI)
|
|
list(APPEND ARCH_FLAGS -mavx512vbmi)
|
|
endif()
|
|
if (GGML_AVX512_VNNI)
|
|
list(APPEND ARCH_FLAGS -mavx512vnni)
|
|
endif()
|
|
if (GGML_AVX512_BF16)
|
|
list(APPEND ARCH_FLAGS -mavx512bf16)
|
|
endif()
|
|
endif()
|
|
elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "ppc64")
|
|
message(STATUS "PowerPC detected")
|
|
if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "ppc64le")
|
|
list(APPEND ARCH_FLAGS -mcpu=powerpc64le)
|
|
else()
|
|
list(APPEND ARCH_FLAGS -mcpu=native -mtune=native)
|
|
#TODO: Add targets for Power8/Power9 (Altivec/VSX) and Power10(MMA) and query for big endian systems (ppc64/le/be)
|
|
endif()
|
|
elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "loongarch64")
|
|
message(STATUS "loongarch64 detected")
|
|
|
|
list(APPEND ARCH_FLAGS -march=loongarch64)
|
|
if (GGML_LASX)
|
|
list(APPEND ARCH_FLAGS -mlasx)
|
|
endif()
|
|
if (GGML_LSX)
|
|
list(APPEND ARCH_FLAGS -mlsx)
|
|
endif()
|
|
else()
|
|
message(STATUS "Unknown architecture")
|
|
endif()
|
|
|
|
add_compile_options("$<$<COMPILE_LANGUAGE:CXX>:${ARCH_FLAGS}>")
|
|
add_compile_options("$<$<COMPILE_LANGUAGE:C>:${ARCH_FLAGS}>")
|
|
|
|
if (GGML_CUDA)
|
|
list(APPEND CUDA_CXX_FLAGS ${ARCH_FLAGS})
|
|
list(JOIN CUDA_CXX_FLAGS " " CUDA_CXX_FLAGS_JOINED) # pass host compiler flags as a single argument
|
|
|
|
if (NOT CUDA_CXX_FLAGS_JOINED STREQUAL "")
|
|
list(APPEND CUDA_FLAGS -Xcompiler ${CUDA_CXX_FLAGS_JOINED})
|
|
endif()
|
|
|
|
add_compile_options("$<$<COMPILE_LANGUAGE:CUDA>:${CUDA_FLAGS}>")
|
|
endif()
|
|
|
|
if (MINGW)
|
|
# Target Windows 8 for PrefetchVirtualMemory
|
|
add_compile_definitions(_WIN32_WINNT=${GGML_WIN_VER})
|
|
endif()
|
|
|
|
#
|
|
# POSIX conformance
|
|
#
|
|
|
|
# clock_gettime came in POSIX.1b (1993)
|
|
# CLOCK_MONOTONIC came in POSIX.1-2001 / SUSv3 as optional
|
|
# posix_memalign came in POSIX.1-2001 / SUSv3
|
|
# M_PI is an XSI extension since POSIX.1-2001 / SUSv3, came in XPG1 (1985)
|
|
add_compile_definitions(_XOPEN_SOURCE=600)
|
|
|
|
# Somehow in OpenBSD whenever POSIX conformance is specified
|
|
# some string functions rely on locale_t availability,
|
|
# which was introduced in POSIX.1-2008, forcing us to go higher
|
|
if (CMAKE_SYSTEM_NAME MATCHES "OpenBSD")
|
|
remove_definitions(-D_XOPEN_SOURCE=600)
|
|
add_compile_definitions(_XOPEN_SOURCE=700)
|
|
endif()
|
|
|
|
# Data types, macros and functions related to controlling CPU affinity and
|
|
# some memory allocation are available on Linux through GNU extensions in libc
|
|
if (CMAKE_SYSTEM_NAME MATCHES "Linux" OR CMAKE_SYSTEM_NAME MATCHES "Android")
|
|
add_compile_definitions(_GNU_SOURCE)
|
|
endif()
|
|
|
|
# RLIMIT_MEMLOCK came in BSD, is not specified in POSIX.1,
|
|
# and on macOS its availability depends on enabling Darwin extensions
|
|
# similarly on DragonFly, enabling BSD extensions is necessary
|
|
if (
|
|
CMAKE_SYSTEM_NAME MATCHES "Darwin" OR
|
|
CMAKE_SYSTEM_NAME MATCHES "iOS" OR
|
|
CMAKE_SYSTEM_NAME MATCHES "tvOS" OR
|
|
CMAKE_SYSTEM_NAME MATCHES "DragonFly"
|
|
)
|
|
add_compile_definitions(_DARWIN_C_SOURCE)
|
|
endif()
|
|
|
|
# alloca is a non-standard interface that is not visible on BSDs when
|
|
# POSIX conformance is specified, but not all of them provide a clean way
|
|
# to enable it in such cases
|
|
if (CMAKE_SYSTEM_NAME MATCHES "FreeBSD")
|
|
add_compile_definitions(__BSD_VISIBLE)
|
|
endif()
|
|
if (CMAKE_SYSTEM_NAME MATCHES "NetBSD")
|
|
add_compile_definitions(_NETBSD_SOURCE)
|
|
endif()
|
|
if (CMAKE_SYSTEM_NAME MATCHES "OpenBSD")
|
|
add_compile_definitions(_BSD_SOURCE)
|
|
endif()
|
|
|
|
if (WIN32)
|
|
add_compile_definitions(_CRT_SECURE_NO_WARNINGS)
|
|
|
|
if (BUILD_SHARED_LIBS)
|
|
# TODO: should not use this
|
|
set(CMAKE_WINDOWS_EXPORT_ALL_SYMBOLS ON)
|
|
endif()
|
|
endif()
|
|
|
|
#
|
|
# libraries
|
|
#
|
|
|
|
# ggml
|
|
|
|
add_library(ggml
|
|
../include/ggml.h
|
|
../include/ggml-alloc.h
|
|
../include/ggml-backend.h
|
|
ggml.c
|
|
ggml-alloc.c
|
|
ggml-backend.c
|
|
ggml-quants.c
|
|
ggml-quants.h
|
|
${GGML_SOURCES_CUDA} ${GGML_HEADERS_CUDA}
|
|
${GGML_SOURCES_METAL} ${GGML_HEADERS_METAL}
|
|
${GGML_SOURCES_RPC} ${GGML_HEADERS_RPC}
|
|
${GGML_SOURCES_EXTRA} ${GGML_HEADERS_EXTRA}
|
|
${GGML_SOURCES_SYCL} ${GGML_HEADERS_SYCL}
|
|
${GGML_SOURCES_KOMPUTE} ${GGML_HEADERS_KOMPUTE}
|
|
${GGML_SOURCES_VULKAN} ${GGML_HEADERS_VULKAN}
|
|
${GGML_SOURCES_ROCM} ${GGML_HEADERS_ROCM}
|
|
${GGML_SOURCES_BLAS} ${GGML_HEADERS_BLAS}
|
|
${GGML_SOURCES_LLAMAFILE} ${GGML_HEADERS_LLAMAFILE}
|
|
${GGML_SOURCES_CANN} ${GGML_HEADERS_CANN}
|
|
ggml-aarch64.c ggml-aarch64.h
|
|
)
|
|
|
|
if (EMSCRIPTEN)
|
|
set_target_properties(ggml PROPERTIES COMPILE_FLAGS "-msimd128")
|
|
endif()
|
|
|
|
target_compile_definitions(ggml PUBLIC ${GGML_CDEF_PUBLIC})
|
|
target_include_directories(ggml PUBLIC ../include)
|
|
target_include_directories(ggml PRIVATE . ${GGML_EXTRA_INCLUDES})
|
|
target_link_directories (ggml PRIVATE ${GGML_EXTRA_LIBDIRS})
|
|
target_compile_features (ggml PRIVATE c_std_11) # don't bump
|
|
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE Threads::Threads)
|
|
|
|
find_library(MATH_LIBRARY m)
|
|
if (MATH_LIBRARY)
|
|
if (NOT WIN32 OR NOT GGML_SYCL)
|
|
list(APPEND GGML_EXTRA_LIBS_PRIVATE m)
|
|
endif()
|
|
endif()
|
|
|
|
list(REMOVE_DUPLICATES GGML_EXTRA_LIBS_PRIVATE)
|
|
list(REMOVE_DUPLICATES GGML_EXTRA_LIBS_PUBLIC)
|
|
target_link_libraries(ggml PRIVATE ${GGML_EXTRA_LIBS_PRIVATE} PUBLIC ${GGML_EXTRA_LIBS_PUBLIC})
|
|
|
|
if (BUILD_SHARED_LIBS)
|
|
set_target_properties(ggml PROPERTIES POSITION_INDEPENDENT_CODE ON)
|
|
target_compile_definitions(ggml PRIVATE GGML_SHARED GGML_BUILD)
|
|
endif()
|