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function(ggml_add_cpu_backend_variant_impl tag_name) | |
if (tag_name) | |
set(GGML_CPU_NAME ggml-cpu-${tag_name}) | |
else() | |
set(GGML_CPU_NAME ggml-cpu) | |
endif() | |
ggml_add_backend_library(${GGML_CPU_NAME}) | |
list (APPEND GGML_CPU_SOURCES | |
ggml-cpu/ggml-cpu.c | |
ggml-cpu/ggml-cpu.cpp | |
ggml-cpu/ggml-cpu-aarch64.cpp | |
ggml-cpu/ggml-cpu-aarch64.h | |
ggml-cpu/ggml-cpu-hbm.cpp | |
ggml-cpu/ggml-cpu-hbm.h | |
ggml-cpu/ggml-cpu-quants.c | |
ggml-cpu/ggml-cpu-quants.h | |
ggml-cpu/ggml-cpu-traits.cpp | |
ggml-cpu/ggml-cpu-traits.h | |
ggml-cpu/amx/amx.cpp | |
ggml-cpu/amx/amx.h | |
ggml-cpu/amx/mmq.cpp | |
ggml-cpu/amx/mmq.h | |
ggml-cpu/ggml-cpu-impl.h | |
) | |
target_compile_features(${GGML_CPU_NAME} PRIVATE c_std_11 cxx_std_17) | |
target_include_directories(${GGML_CPU_NAME} PRIVATE . ggml-cpu) | |
if (APPLE AND GGML_ACCELERATE) | |
find_library(ACCELERATE_FRAMEWORK Accelerate) | |
if (ACCELERATE_FRAMEWORK) | |
message(STATUS "Accelerate framework found") | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_ACCELERATE) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE ACCELERATE_NEW_LAPACK) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE ACCELERATE_LAPACK_ILP64) | |
target_link_libraries(${GGML_CPU_NAME} PRIVATE ${ACCELERATE_FRAMEWORK}) | |
else() | |
message(WARNING "Accelerate framework not found") | |
endif() | |
endif() | |
if (GGML_OPENMP) | |
find_package(OpenMP) | |
if (OpenMP_FOUND) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_OPENMP) | |
target_link_libraries(${GGML_CPU_NAME} PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX) | |
else() | |
message(WARNING "OpenMP not found") | |
endif() | |
endif() | |
if (GGML_LLAMAFILE) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_LLAMAFILE) | |
list(APPEND GGML_CPU_SOURCES | |
ggml-cpu/llamafile/sgemm.cpp | |
ggml-cpu/llamafile/sgemm.h) | |
endif() | |
if (GGML_CPU_HBM) | |
find_library(memkind memkind REQUIRED) | |
message(STATUS "Using memkind for CPU HBM") | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_CPU_HBM) | |
target_link_libraries(${GGML_CPU_NAME} PUBLIC memkind) | |
endif() | |
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)$")) | |
message(STATUS "ARM detected") | |
if (MSVC AND NOT CMAKE_C_COMPILER_ID STREQUAL "Clang") | |
message(FATAL_ERROR "MSVC is not supported for ARM, use clang") | |
else() | |
check_cxx_compiler_flag(-mfp16-format=ieee GGML_COMPILER_SUPPORTS_FP16_FORMAT_I3E) | |
if (NOT "${GGML_COMPILER_SUPPORTS_FP16_FORMAT_I3E}" STREQUAL "") | |
list(APPEND ARCH_FLAGS -mfp16-format=ieee) | |
endif() | |
if (GGML_NATIVE) | |
# -mcpu=native does not always enable all the features in some compilers, | |
# so we check for them manually and enable them if available | |
execute_process( | |
COMMAND ${CMAKE_C_COMPILER} -mcpu=native -E -v - | |
INPUT_FILE "/dev/null" | |
OUTPUT_QUIET | |
ERROR_VARIABLE ARM_MCPU | |
RESULT_VARIABLE ARM_MCPU_RESULT | |
) | |
if (NOT ARM_MCPU_RESULT) | |
string(REGEX MATCH "-mcpu=[^ ']+" ARM_MCPU_FLAG "${ARM_MCPU}") | |
endif() | |
if ("${ARM_MCPU_FLAG}" STREQUAL "") | |
set(ARM_MCPU_FLAG -mcpu=native) | |
message(STATUS "ARM -mcpu not found, -mcpu=native will be used") | |
endif() | |
include(CheckCXXSourceRuns) | |
function(check_arm_feature tag code) | |
set(CMAKE_REQUIRED_FLAGS_SAVE ${CMAKE_REQUIRED_FLAGS}) | |
set(CMAKE_REQUIRED_FLAGS "${ARM_MCPU_FLAG}+${tag}") | |
check_cxx_source_runs( | |
"${code}" | |
GGML_MACHINE_SUPPORTS_${tag} | |
) | |
if (GGML_MACHINE_SUPPORTS_${tag}) | |
set(ARM_MCPU_FLAG_FIX "${ARM_MCPU_FLAG_FIX}+${tag}" PARENT_SCOPE) | |
else() | |
set(ARM_MCPU_FLAG_FIX "${ARM_MCPU_FLAG_FIX}+no${tag}" PARENT_SCOPE) | |
endif() | |
set(CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS_SAVE}) | |
endfunction() | |
check_arm_feature(dotprod "#include <arm_neon.h>\nint main() { int8x16_t _a, _b; volatile int32x4_t _s = vdotq_s32(_s, _a, _b); return 0; }") | |
check_arm_feature(i8mm "#include <arm_neon.h>\nint main() { int8x16_t _a, _b; volatile int32x4_t _s = vmmlaq_s32(_s, _a, _b); return 0; }") | |
check_arm_feature(sve "#include <arm_sve.h>\nint main() { svfloat32_t _a, _b; volatile svfloat32_t _c = svadd_f32_z(svptrue_b8(), _a, _b); return 0; }") | |
list(APPEND ARCH_FLAGS "${ARM_MCPU_FLAG}${ARM_MCPU_FLAG_FIX}") | |
else() | |
if (GGML_CPU_ARM_ARCH) | |
list(APPEND ARCH_FLAGS -march=${GGML_CPU_ARM_ARCH}) | |
endif() | |
endif() | |
# show enabled features | |
if (CMAKE_HOST_SYSTEM_NAME STREQUAL "Windows") | |
set(FEAT_INPUT_FILE "NUL") | |
else() | |
set(FEAT_INPUT_FILE "/dev/null") | |
endif() | |
execute_process( | |
COMMAND ${CMAKE_C_COMPILER} ${ARCH_FLAGS} -dM -E - | |
INPUT_FILE ${FEAT_INPUT_FILE} | |
OUTPUT_VARIABLE ARM_FEATURE | |
RESULT_VARIABLE ARM_FEATURE_RESULT | |
) | |
if (ARM_FEATURE_RESULT) | |
message(WARNING "Failed to get ARM features") | |
else() | |
foreach(feature DOTPROD SVE MATMUL_INT8 FMA FP16_VECTOR_ARITHMETIC) | |
string(FIND "${ARM_FEATURE}" "__ARM_FEATURE_${feature} 1" feature_pos) | |
if (NOT ${feature_pos} EQUAL -1) | |
message(STATUS "ARM feature ${feature} enabled") | |
endif() | |
endforeach() | |
endif() | |
endif() | |
elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "x86_64" OR CMAKE_GENERATOR_PLATFORM_LWR MATCHES "^(x86_64|i686|amd64|x64|win32)$" OR | |
(NOT CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_GENERATOR_PLATFORM_LWR AND | |
CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|i686|AMD64|amd64)$")) | |
message(STATUS "x86 detected") | |
if (MSVC) | |
# instruction set detection for MSVC only | |
if (GGML_NATIVE) | |
include(ggml-cpu/cmake/FindSIMD.cmake) | |
endif () | |
if (GGML_AVX512) | |
list(APPEND ARCH_FLAGS /arch:AVX512) | |
# /arch:AVX512 includes: __AVX512F__, __AVX512CD__, __AVX512BW__, __AVX512DQ__, and __AVX512VL__ | |
# MSVC has no compile-time flags enabling specific | |
# AVX512 extensions, neither it defines the | |
# macros corresponding to the extensions. | |
# Do it manually. | |
list(APPEND ARCH_DEFINITIONS GGML_AVX512) | |
if (GGML_AVX512_VBMI) | |
list(APPEND ARCH_DEFINITIONS __AVX512VBMI__) | |
if (CMAKE_C_COMPILER_ID STREQUAL "Clang") | |
list(APPEND ARCH_FLAGS -mavx512vbmi) | |
endif() | |
endif() | |
if (GGML_AVX512_VNNI) | |
list(APPEND ARCH_DEFINITIONS __AVX512VNNI__ GGML_AVX512_VNNI) | |
if (CMAKE_C_COMPILER_ID STREQUAL "Clang") | |
list(APPEND ARCH_FLAGS -mavx512vnni) | |
endif() | |
endif() | |
if (GGML_AVX512_BF16) | |
list(APPEND ARCH_DEFINITIONS __AVX512BF16__ GGML_AVX512_BF16) | |
if (CMAKE_C_COMPILER_ID STREQUAL "Clang") | |
list(APPEND ARCH_FLAGS -mavx512bf16) | |
endif() | |
endif() | |
if (GGML_AMX_TILE) | |
list(APPEND ARCH_DEFINITIONS __AMX_TILE__ GGML_AMX_TILE) | |
endif() | |
if (GGML_AMX_INT8) | |
list(APPEND ARCH_DEFINITIONS __AMX_INT8__ GGML_AMX_INT8) | |
endif() | |
if (GGML_AMX_BF16) | |
list(APPEND ARCH_DEFINITIONS __AMX_BF16__ GGML_AMX_BF16) | |
endif() | |
elseif (GGML_AVX2) | |
list(APPEND ARCH_FLAGS /arch:AVX2) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX2 GGML_FMA GGML_F16C) | |
elseif (GGML_AVX) | |
list(APPEND ARCH_FLAGS /arch:AVX) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX) | |
else () | |
list(APPEND ARCH_FLAGS /arch:SSE4.2) | |
list(APPEND ARCH_DEFINITIONS GGML_SSE42) | |
endif() | |
if (GGML_AVX_VNNI) | |
list(APPEND ARCH_DEFINITIONS __AVXVNNI__ GGML_AVX_VNNI) | |
endif() | |
else () | |
if (GGML_NATIVE) | |
list(APPEND ARCH_FLAGS -march=native) | |
else () | |
list(APPEND ARCH_FLAGS -msse4.2) | |
list(APPEND ARCH_DEFINITIONS GGML_SSE42) | |
if (GGML_F16C) | |
list(APPEND ARCH_FLAGS -mf16c) | |
list(APPEND ARCH_DEFINITIONS GGML_F16C) | |
endif() | |
if (GGML_FMA) | |
list(APPEND ARCH_FLAGS -mfma) | |
list(APPEND ARCH_DEFINITIONS GGML_FMA) | |
endif() | |
if (GGML_AVX) | |
list(APPEND ARCH_FLAGS -mavx) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX) | |
endif() | |
if (GGML_AVX2) | |
list(APPEND ARCH_FLAGS -mavx2) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX2) | |
endif() | |
if (GGML_AVX_VNNI) | |
list(APPEND ARCH_FLAGS -mavxvnni) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX_VNNI) | |
endif() | |
if (GGML_AVX512) | |
list(APPEND ARCH_FLAGS -mavx512f) | |
list(APPEND ARCH_FLAGS -mavx512cd) | |
list(APPEND ARCH_FLAGS -mavx512vl) | |
list(APPEND ARCH_FLAGS -mavx512dq) | |
list(APPEND ARCH_FLAGS -mavx512bw) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX512) | |
endif() | |
if (GGML_AVX512_VBMI) | |
list(APPEND ARCH_FLAGS -mavx512vbmi) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX512_VBMI) | |
endif() | |
if (GGML_AVX512_VNNI) | |
list(APPEND ARCH_FLAGS -mavx512vnni) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX512_VNNI) | |
endif() | |
if (GGML_AVX512_BF16) | |
list(APPEND ARCH_FLAGS -mavx512bf16) | |
list(APPEND ARCH_DEFINITIONS GGML_AVX512_BF16) | |
endif() | |
if (GGML_AMX_TILE) | |
list(APPEND ARCH_FLAGS -mamx-tile) | |
list(APPEND ARCH_DEFINITIONS GGML_AMX_TILE) | |
endif() | |
if (GGML_AMX_INT8) | |
list(APPEND ARCH_FLAGS -mamx-int8) | |
list(APPEND ARCH_DEFINITIONS GGML_AMX_INT8) | |
endif() | |
if (GGML_AMX_BF16) | |
list(APPEND ARCH_FLAGS -mamx-bf16) | |
list(APPEND ARCH_DEFINITIONS GGML_AMX_BF16) | |
endif() | |
endif() | |
endif() | |
elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "ppc64") | |
message(STATUS "PowerPC detected") | |
execute_process(COMMAND bash -c "grep POWER10 /proc/cpuinfo | head -n 1" OUTPUT_VARIABLE POWER10_M) | |
string(FIND "${POWER10_M}" "POWER10" substring_index) | |
if (NOT DEFINED substring_index OR "${substring_index}" STREQUAL "") | |
set(substring_index -1) | |
endif() | |
if (${substring_index} GREATER_EQUAL 0) | |
list(APPEND ARCH_FLAGS -mcpu=power10) | |
elseif (${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 (${CMAKE_SYSTEM_PROCESSOR} MATCHES "loongarch64") | |
message(STATUS "loongarch64 detected") | |
list(APPEND ARCH_FLAGS -march=loongarch64) | |
if (GGML_LASX) | |
list(APPEND ARCH_FLAGS -mlasx) | |
endif() | |
if (GGML_LSX) | |
list(APPEND ARCH_FLAGS -mlsx) | |
endif() | |
elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "riscv64") | |
message(STATUS "RISC-V detected") | |
if (GGML_RVV) | |
list(APPEND ARCH_FLAGS -march=rv64gcv -mabi=lp64d) | |
endif() | |
else() | |
message(STATUS "Unknown architecture") | |
endif() | |
if (GGML_CPU_AARCH64) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_CPU_AARCH64) | |
endif() | |
message(STATUS "Adding CPU backend variant ${GGML_CPU_NAME}: ${ARCH_FLAGS} ${ARCH_DEFINITIONS}") | |
target_sources(${GGML_CPU_NAME} PRIVATE ${GGML_CPU_SOURCES}) | |
target_compile_options(${GGML_CPU_NAME} PRIVATE ${ARCH_FLAGS}) | |
target_compile_definitions(${GGML_CPU_NAME} PRIVATE ${ARCH_DEFINITIONS}) | |
if (GGML_BACKEND_DL) | |
if (GGML_NATIVE) | |
# the feature check relies on ARCH_DEFINITIONS, but it is not set with GGML_NATIVE | |
message(FATAL_ERROR "GGML_NATIVE is not compatible with GGML_BACKEND_DL, consider using GGML_CPU_ALL_VARIANTS") | |
endif() | |
# The feature detection code is compiled as a separate target so that | |
# it can be built without the architecture flags | |
# Since multiple variants of the CPU backend may be included in the same | |
# build, using set_source_files_properties() to set the arch flags is not possible | |
set(GGML_CPU_FEATS_NAME ${GGML_CPU_NAME}-feats) | |
add_library(${GGML_CPU_FEATS_NAME} OBJECT ggml-cpu/cpu-feats-x86.cpp) | |
target_include_directories(${GGML_CPU_FEATS_NAME} PRIVATE . .. ../include) | |
target_compile_definitions(${GGML_CPU_FEATS_NAME} PRIVATE ${ARCH_DEFINITIONS}) | |
target_compile_definitions(${GGML_CPU_FEATS_NAME} PRIVATE GGML_BACKEND_DL GGML_BACKEND_BUILD GGML_BACKEND_SHARED) | |
set_target_properties(${GGML_CPU_FEATS_NAME} PROPERTIES POSITION_INDEPENDENT_CODE ON) | |
target_link_libraries(${GGML_CPU_NAME} PRIVATE ${GGML_CPU_FEATS_NAME}) | |
endif() | |
if (EMSCRIPTEN) | |
set_target_properties(${GGML_CPU_NAME} PROPERTIES COMPILE_FLAGS "-msimd128") | |
endif() | |
endfunction() | |