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include(CheckCXXCompilerFlag) | |
unset(GGML_CDEF_PUBLIC) | |
add_compile_definitions(GGML_SCHED_MAX_COPIES=${GGML_SCHED_MAX_COPIES}) | |
# enable libstdc++ assertions for debug builds | |
if (CMAKE_SYSTEM_NAME MATCHES "Linux") | |
add_compile_definitions($<$<CONFIG:Debug>:_GLIBCXX_ASSERTIONS>) | |
endif() | |
if (NOT MSVC) | |
if (GGML_SANITIZE_THREAD) | |
add_compile_options(-fsanitize=thread) | |
link_libraries (-fsanitize=thread) | |
endif() | |
if (GGML_SANITIZE_ADDRESS) | |
add_compile_options(-fsanitize=address -fno-omit-frame-pointer) | |
link_libraries (-fsanitize=address) | |
endif() | |
if (GGML_SANITIZE_UNDEFINED) | |
add_compile_options(-fsanitize=undefined) | |
link_libraries (-fsanitize=undefined) | |
endif() | |
endif() | |
unset(GGML_EXTRA_LIBS_PRIVATE) | |
unset(GGML_EXTRA_LIBS_PUBLIC) | |
if (APPLE AND GGML_ACCELERATE) | |
find_library(ACCELERATE_FRAMEWORK Accelerate) | |
if (ACCELERATE_FRAMEWORK) | |
message(STATUS "Accelerate framework found") | |
add_compile_definitions(GGML_USE_ACCELERATE) | |
add_compile_definitions(ACCELERATE_NEW_LAPACK) | |
add_compile_definitions(ACCELERATE_LAPACK_ILP64) | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE ${ACCELERATE_FRAMEWORK}) | |
else() | |
message(WARNING "Accelerate framework not found") | |
endif() | |
endif() | |
if (GGML_METAL) | |
find_library(FOUNDATION_LIBRARY Foundation REQUIRED) | |
find_library(METAL_FRAMEWORK Metal REQUIRED) | |
find_library(METALKIT_FRAMEWORK MetalKit REQUIRED) | |
message(STATUS "Metal framework found") | |
set(GGML_HEADERS_METAL ../include/ggml-metal.h) | |
set(GGML_SOURCES_METAL ggml-metal.m) | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_METAL) | |
if (GGML_METAL_NDEBUG) | |
add_compile_definitions(GGML_METAL_NDEBUG) | |
endif() | |
# copy ggml-common.h and ggml-metal.metal to bin directory | |
configure_file(ggml-common.h ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h COPYONLY) | |
configure_file(ggml-metal.metal ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal COPYONLY) | |
if (GGML_METAL_EMBED_LIBRARY) | |
enable_language(ASM) | |
add_compile_definitions(GGML_METAL_EMBED_LIBRARY) | |
set(METALLIB_COMMON "${CMAKE_CURRENT_SOURCE_DIR}/ggml-common.h") | |
set(METALLIB_SOURCE "${CMAKE_CURRENT_SOURCE_DIR}/ggml-metal.metal") | |
file(MAKE_DIRECTORY "${CMAKE_BINARY_DIR}/autogenerated") | |
# merge ggml-common.h and ggml-metal.metal into a single file | |
set(METALLIB_EMBED_ASM "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.s") | |
set(METALLIB_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.metal") | |
add_custom_command( | |
OUTPUT ${METALLIB_EMBED_ASM} | |
COMMAND echo "Embedding Metal library" | |
COMMAND sed -e '/\#include \"ggml-common.h\"/r ${METALLIB_COMMON}' -e '/\#include \"ggml-common.h\"/d' < ${METALLIB_SOURCE} > ${METALLIB_SOURCE_EMBED} | |
COMMAND echo ".section __DATA,__ggml_metallib" > ${METALLIB_EMBED_ASM} | |
COMMAND echo ".globl _ggml_metallib_start" >> ${METALLIB_EMBED_ASM} | |
COMMAND echo "_ggml_metallib_start:" >> ${METALLIB_EMBED_ASM} | |
COMMAND echo ".incbin \\\"${METALLIB_SOURCE_EMBED}\\\"" >> ${METALLIB_EMBED_ASM} | |
COMMAND echo ".globl _ggml_metallib_end" >> ${METALLIB_EMBED_ASM} | |
COMMAND echo "_ggml_metallib_end:" >> ${METALLIB_EMBED_ASM} | |
DEPENDS ggml-metal.metal ggml-common.h | |
COMMENT "Generate assembly for embedded Metal library" | |
) | |
list(APPEND GGML_SOURCES_METAL ${METALLIB_EMBED_ASM}) | |
else() | |
if (GGML_METAL_SHADER_DEBUG) | |
# custom command to do the following: | |
# xcrun -sdk macosx metal -fno-fast-math -c ggml-metal.metal -o ggml-metal.air | |
# xcrun -sdk macosx metallib ggml-metal.air -o default.metallib | |
# | |
# note: this is the only way I found to disable fast-math in Metal. it's ugly, but at least it works | |
# disabling fast math is needed in order to pass tests/test-backend-ops | |
# note: adding -fno-inline fixes the tests when using MTL_SHADER_VALIDATION=1 | |
# note: unfortunately, we have to call it default.metallib instead of ggml.metallib | |
# ref: https://github.com/ggerganov/whisper.cpp/issues/1720 | |
set(XC_FLAGS -fno-fast-math -fno-inline -g) | |
else() | |
set(XC_FLAGS -O3) | |
endif() | |
# Append macOS metal versioning flags | |
if (GGML_METAL_MACOSX_VERSION_MIN) | |
message(STATUS "Adding -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN} flag to metal compilation") | |
list (APPEND XC_FLAGS -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN}) | |
endif() | |
if (GGML_METAL_STD) | |
message(STATUS "Adding -std=${GGML_METAL_STD} flag to metal compilation") | |
list (APPEND XC_FLAGS -std=${GGML_METAL_STD}) | |
endif() | |
add_custom_command( | |
OUTPUT ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib | |
COMMAND xcrun -sdk macosx metal ${XC_FLAGS} -c ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal -o ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air | |
COMMAND xcrun -sdk macosx metallib ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air -o ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib | |
COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.air | |
COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h | |
COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal | |
DEPENDS ggml-metal.metal ggml-common.h | |
COMMENT "Compiling Metal kernels" | |
) | |
add_custom_target( | |
ggml-metal ALL | |
DEPENDS ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib | |
) | |
endif() # GGML_METAL_EMBED_LIBRARY | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE | |
${FOUNDATION_LIBRARY} | |
${METAL_FRAMEWORK} | |
${METALKIT_FRAMEWORK} | |
) | |
endif() | |
if (GGML_MUSA) | |
set(CMAKE_C_COMPILER clang) | |
set(CMAKE_C_EXTENSIONS OFF) | |
set(CMAKE_CXX_COMPILER clang++) | |
set(CMAKE_CXX_EXTENSIONS OFF) | |
set(GGML_CUDA ON) | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_MUSA) | |
endif() | |
if (GGML_OPENMP) | |
find_package(OpenMP) | |
if (OpenMP_FOUND) | |
message(STATUS "OpenMP found") | |
add_compile_definitions(GGML_USE_OPENMP) | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX) | |
if (GGML_MUSA) | |
list(APPEND GGML_EXTRA_INCLUDES "/usr/lib/llvm-14/lib/clang/14.0.0/include") | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE "/usr/lib/llvm-14/lib/libomp.so") | |
endif() | |
else() | |
message(WARNING "OpenMP not found") | |
endif() | |
endif() | |
if (GGML_BLAS) | |
if (GGML_STATIC) | |
set(BLA_STATIC ON) | |
endif() | |
#if (CMAKE_VERSION VERSION_GREATER_EQUAL 3.22) | |
# set(BLA_SIZEOF_INTEGER 8) | |
#endif() | |
set(BLA_VENDOR ${GGML_BLAS_VENDOR}) | |
find_package(BLAS) | |
if (BLAS_FOUND) | |
message(STATUS "BLAS found, Libraries: ${BLAS_LIBRARIES}") | |
if (("${BLAS_INCLUDE_DIRS}" STREQUAL "") AND NOT (${GGML_BLAS_VENDOR} MATCHES "Apple")) | |
# BLAS_INCLUDE_DIRS is missing in FindBLAS.cmake. | |
# see https://gitlab.kitware.com/cmake/cmake/-/issues/20268 | |
find_package(PkgConfig REQUIRED) | |
if (${GGML_BLAS_VENDOR} MATCHES "Generic") | |
pkg_check_modules(DepBLAS blas) | |
elseif (${GGML_BLAS_VENDOR} MATCHES "OpenBLAS") | |
# As of openblas v0.3.22, the 64-bit is named openblas64.pc | |
pkg_check_modules(DepBLAS openblas64) | |
if (NOT DepBLAS_FOUND) | |
pkg_check_modules(DepBLAS openblas) | |
endif() | |
elseif (${GGML_BLAS_VENDOR} MATCHES "FLAME") | |
add_compile_definitions(GGML_BLAS_USE_BLIS) | |
pkg_check_modules(DepBLAS blis) | |
elseif (${GGML_BLAS_VENDOR} MATCHES "ATLAS") | |
pkg_check_modules(DepBLAS blas-atlas) | |
elseif (${GGML_BLAS_VENDOR} MATCHES "FlexiBLAS") | |
pkg_check_modules(DepBLAS flexiblas_api) | |
elseif (${GGML_BLAS_VENDOR} MATCHES "Intel") | |
add_compile_definitions(GGML_BLAS_USE_MKL) | |
# all Intel* libraries share the same include path | |
pkg_check_modules(DepBLAS mkl-sdl) | |
elseif (${GGML_BLAS_VENDOR} MATCHES "NVHPC") | |
# this doesn't provide pkg-config | |
# suggest to assign BLAS_INCLUDE_DIRS on your own | |
if ("${NVHPC_VERSION}" STREQUAL "") | |
message(WARNING "Better to set NVHPC_VERSION") | |
else() | |
set(DepBLAS_FOUND ON) | |
set(DepBLAS_INCLUDE_DIRS "/opt/nvidia/hpc_sdk/${CMAKE_SYSTEM_NAME}_${CMAKE_SYSTEM_PROCESSOR}/${NVHPC_VERSION}/math_libs/include") | |
endif() | |
endif() | |
if (DepBLAS_FOUND) | |
set(BLAS_INCLUDE_DIRS ${DepBLAS_INCLUDE_DIRS}) | |
else() | |
message(WARNING "BLAS_INCLUDE_DIRS neither been provided nor been automatically" | |
" detected by pkgconfig, trying to find cblas.h from possible paths...") | |
find_path(BLAS_INCLUDE_DIRS | |
NAMES cblas.h | |
HINTS | |
/usr/include | |
/usr/local/include | |
/usr/include/openblas | |
/opt/homebrew/opt/openblas/include | |
/usr/local/opt/openblas/include | |
/usr/include/x86_64-linux-gnu/openblas/include | |
) | |
endif() | |
endif() | |
message(STATUS "BLAS found, Includes: ${BLAS_INCLUDE_DIRS}") | |
add_compile_options(${BLAS_LINKER_FLAGS}) | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_BLAS) | |
if (${BLAS_INCLUDE_DIRS} MATCHES "mkl" AND (${GGML_BLAS_VENDOR} MATCHES "Generic" OR ${GGML_BLAS_VENDOR} MATCHES "Intel")) | |
add_compile_definitions(GGML_BLAS_USE_MKL) | |
endif() | |
set(GGML_HEADERS_BLAS ../include/ggml-blas.h) | |
set(GGML_SOURCES_BLAS ggml-blas.cpp) | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE ${BLAS_LIBRARIES}) | |
list(APPEND GGML_EXTRA_INCLUDES ${BLAS_INCLUDE_DIRS}) | |
else() | |
message(WARNING "BLAS not found, please refer to " | |
"https://cmake.org/cmake/help/latest/module/FindBLAS.html#blas-lapack-vendors" | |
" to set correct GGML_BLAS_VENDOR") | |
endif() | |
endif() | |
if (GGML_LLAMAFILE) | |
message(STATUS "Using llamafile") | |
add_compile_definitions(GGML_USE_LLAMAFILE) | |
set(GGML_HEADERS_LLAMAFILE llamafile/sgemm.h) | |
set(GGML_SOURCES_LLAMAFILE llamafile/sgemm.cpp) | |
endif() | |
if (GGML_AMX) | |
if (CMAKE_COMPILER_IS_GNUCC AND CMAKE_CXX_COMPILER_VERSION VERSION_GREATER 11.0) | |
else() | |
set(GGML_AMX OFF) | |
message(WARNING "AMX requires gcc version > 11.0. Turning off GGML_AMX.") | |
endif() | |
if (GGML_AMX) | |
message(STATUS "Using AMX") | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_AMX) | |
file(GLOB GGML_HEADERS_AMX "ggml-amx/*.h") | |
list(APPEND GGML_HEADERS_AMX "../include/ggml-amx.h") | |
file(GLOB GGML_SOURCES_AMX "ggml-amx/*.cpp") | |
list(APPEND GGML_SOURCES_AMX "ggml-amx.cpp") | |
endif() | |
endif() | |
if (GGML_CUDA) | |
cmake_minimum_required(VERSION 3.18) # for CMAKE_CUDA_ARCHITECTURES | |
if (GGML_MUSA) | |
list(APPEND CMAKE_MODULE_PATH "/usr/local/musa/cmake/") | |
find_package(MUSAToolkit) | |
set(CUDAToolkit_FOUND ${MUSAToolkit_FOUND}) | |
else() | |
find_package(CUDAToolkit) | |
endif() | |
if (CUDAToolkit_FOUND) | |
message(STATUS "CUDA found") | |
if (NOT DEFINED CMAKE_CUDA_ARCHITECTURES) | |
# 52 == lowest CUDA 12 standard | |
# 60 == FP16 CUDA intrinsics | |
# 61 == integer CUDA intrinsics | |
# 70 == compute capability at which unrolling a loop in mul_mat_q kernels is faster | |
if (GGML_CUDA_F16 OR GGML_CUDA_DMMV_F16) | |
set(CMAKE_CUDA_ARCHITECTURES "60;61;70;75") | |
else() | |
set(CMAKE_CUDA_ARCHITECTURES "52;61;70;75") | |
#set(CMAKE_CUDA_ARCHITECTURES "OFF") # use this to compile much faster, but only F16 models work | |
endif() | |
endif() | |
message(STATUS "Using CUDA architectures: ${CMAKE_CUDA_ARCHITECTURES}") | |
if (GGML_MUSA) | |
set(CMAKE_CUDA_COMPILER ${MUSAToolkit_MCC_EXECUTABLE}) | |
else() | |
enable_language(CUDA) | |
endif() | |
file(GLOB GGML_HEADERS_CUDA "ggml-cuda/*.cuh") | |
list(APPEND GGML_HEADERS_CUDA "../include/ggml-cuda.h") | |
file(GLOB GGML_SOURCES_CUDA "ggml-cuda/*.cu") | |
list(APPEND GGML_SOURCES_CUDA "ggml-cuda.cu") | |
file(GLOB SRCS "ggml-cuda/template-instances/fattn-wmma*.cu") | |
list(APPEND GGML_SOURCES_CUDA ${SRCS}) | |
file(GLOB SRCS "ggml-cuda/template-instances/mmq*.cu") | |
list(APPEND GGML_SOURCES_CUDA ${SRCS}) | |
if (GGML_CUDA_FA_ALL_QUANTS) | |
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*.cu") | |
list(APPEND GGML_SOURCES_CUDA ${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_CUDA ${SRCS}) | |
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu") | |
list(APPEND GGML_SOURCES_CUDA ${SRCS}) | |
file(GLOB SRCS "ggml-cuda/template-instances/fattn-vec*f16-f16.cu") | |
list(APPEND GGML_SOURCES_CUDA ${SRCS}) | |
endif() | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_CUDA) | |
add_compile_definitions(GGML_CUDA_DMMV_X=${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}) | |
add_compile_definitions(GGML_CUDA_PEER_MAX_BATCH_SIZE=${GGML_CUDA_PEER_MAX_BATCH_SIZE}) | |
if (GGML_CUDA_GRAPHS) | |
add_compile_definitions(GGML_CUDA_USE_GRAPHS) | |
endif() | |
if (GGML_CUDA_FORCE_DMMV) | |
add_compile_definitions(GGML_CUDA_FORCE_DMMV) | |
endif() | |
if (GGML_CUDA_FORCE_MMQ) | |
add_compile_definitions(GGML_CUDA_FORCE_MMQ) | |
endif() | |
if (GGML_CUDA_FORCE_CUBLAS) | |
add_compile_definitions(GGML_CUDA_FORCE_CUBLAS) | |
endif() | |
if (GGML_CUDA_NO_VMM) | |
add_compile_definitions(GGML_CUDA_NO_VMM) | |
endif() | |
if (DEFINED GGML_CUDA_DMMV_Y) | |
add_compile_definitions(GGML_CUDA_MMV_Y=${GGML_CUDA_DMMV_Y}) # for backwards compatibility | |
endif() | |
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|AMD)$") | |
message(FATAL_ERROR "Invalid backend chosen, supported options are INTEL, NVIDIA, or AMD") | |
endif() | |
check_cxx_compiler_flag("-fsycl" SUPPORTS_SYCL) | |
if (DEFINED ENV{ONEAPI_ROOT}) | |
message(STATUS "Using oneAPI Release SYCL compiler (icpx).") | |
elseif(SUPPORTS_SYCL) | |
message(WARNING "Using open-source SYCL compiler (clang++). Didn't detect ENV {ONEAPI_ROOT}. | |
If you expected the oneAPI Release compiler, please install oneAPI & source it, like: | |
source /opt/intel/oneapi/setvars.sh") | |
else() | |
message(FATAL_ERROR, "C++ compiler lacks SYCL support.") | |
endif() | |
message(STATUS "SYCL found") | |
#todo: AOT | |
list(APPEND GGML_CDEF_PUBLIC GGML_USE_SYCL) | |
if (GGML_SYCL_F16) | |
if (GGML_SYCL_TARGET STREQUAL "AMD") | |
message(WARNING "AMD target does not entirely support FP16 in the SYCL backend.") | |
endif() | |
add_compile_definitions(GGML_SYCL_F16) | |
endif() | |
if (GGML_CUDA_FORCE_MMQ) | |
add_compile_definitions(GGML_SYCL_FORCE_MMQ) | |
endif() | |
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-narrowing -fsycl") | |
if (GGML_SYCL_TARGET STREQUAL "NVIDIA") | |
add_compile_definitions(GGML_SYCL_WARP_SIZE=32) | |
elseif (GGML_SYCL_TARGET STREQUAL "AMD") | |
# INFO: Allowed Sub_group_sizes are not consistent through all | |
# hip targets. For example, 64 is used for certain models, but the backend | |
# does not support it. | |
# Target archs tested working: gfx1030, gfx1031, (Only tested sub_group_size = 32) | |
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) | |
elseif (GGML_SYCL_TARGET STREQUAL "AMD") | |
if (GGML_SYCL_HIP_TARGET STREQUAL "") | |
message(ERROR "Can't enable SYCL hip backend, GGML_SYCL_HIP_TARGET has not been set.") | |
endif() | |
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fsycl-targets=amdgcn-amd-amdhsa -Xsycl-target-backend --offload-arch=${GGML_SYCL_HIP_TARGET}") | |
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_q4_k.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_q4_k.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() | |
if (GGML_AMX_TILE) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AMX_TILE__>) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AMX_TILE__>) | |
endif() | |
if (GGML_AMX_INT8) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AMX_INT8__>) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AMX_INT8__>) | |
endif() | |
if (GGML_AMX_BF16) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:C>:__AMX_BF16__>) | |
add_compile_definitions($<$<COMPILE_LANGUAGE:CXX>:__AMX_BF16__>) | |
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() | |
if (GGML_AMX_TILE) | |
list(APPEND ARCH_FLAGS -mamx-tile) | |
endif() | |
if (GGML_AMX_INT8) | |
list(APPEND ARCH_FLAGS -mamx-int8) | |
endif() | |
if (GGML_AMX_BF16) | |
list(APPEND ARCH_FLAGS -mamx-bf16) | |
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-cpu.h | |
../include/ggml-alloc.h | |
../include/ggml-backend.h | |
../include/ggml-cpp.h | |
ggml.c | |
ggml-cpu.c | |
ggml-alloc.c | |
ggml-backend.cpp | |
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_AMX} ${GGML_HEADERS_AMX} | |
${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 $<BUILD_INTERFACE:${CMAKE_CURRENT_SOURCE_DIR}/../include> $<INSTALL_INTERFACE: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 DEFINED ENV{ONEAPI_ROOT}) | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE m) | |
endif() | |
endif() | |
if (CMAKE_SYSTEM_NAME MATCHES "Android") | |
list(APPEND GGML_EXTRA_LIBS_PRIVATE dl) # Must be linked explicitly | |
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() | |