| ggml_add_backend_library(ggml-cpu) |
|
|
| list (APPEND GGML_CPU_SOURCES |
| ggml-cpu.c |
| ggml-cpu.cpp |
| ggml-cpu-aarch64.c |
| ggml-cpu-aarch64.h |
| ggml-cpu-quants.c |
| ggml-cpu-quants.h |
| amx/amx.cpp |
| amx/amx.h |
| amx/mmq.cpp |
| amx/mmq.h |
| ggml-cpu-impl.h |
| ) |
|
|
| target_compile_features(ggml-cpu PRIVATE c_std_11 cxx_std_17) |
| target_include_directories(ggml-cpu PRIVATE .) |
|
|
| if (APPLE AND GGML_ACCELERATE) |
| find_library(ACCELERATE_FRAMEWORK Accelerate) |
| if (ACCELERATE_FRAMEWORK) |
| message(STATUS "Accelerate framework found") |
|
|
| target_compile_definitions(ggml-cpu PRIVATE GGML_USE_ACCELERATE) |
| target_compile_definitions(ggml-cpu PRIVATE ACCELERATE_NEW_LAPACK) |
| target_compile_definitions(ggml-cpu PRIVATE ACCELERATE_LAPACK_ILP64) |
|
|
| target_link_libraries(ggml-cpu PRIVATE ${ACCELERATE_FRAMEWORK}) |
| else() |
| message(WARNING "Accelerate framework not found") |
| endif() |
| endif() |
|
|
| if (GGML_OPENMP) |
| find_package(OpenMP) |
| if (OpenMP_FOUND) |
| message(STATUS "OpenMP found") |
|
|
| target_compile_definitions(ggml-cpu PRIVATE GGML_USE_OPENMP) |
|
|
| target_link_libraries(ggml-cpu PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX) |
| else() |
| message(WARNING "OpenMP not found") |
| endif() |
| endif() |
|
|
| if (GGML_LLAMAFILE) |
| message(STATUS "Using llamafile") |
|
|
| target_compile_definitions(ggml-cpu PRIVATE GGML_USE_LLAMAFILE) |
|
|
| list(APPEND GGML_CPU_SOURCES |
| llamafile/sgemm.cpp |
| llamafile/sgemm.h) |
| endif() |
|
|
| if (GGML_CPU_HBM) |
| find_library(memkind memkind REQUIRED) |
|
|
| message(STATUS "Using memkind for CPU HBM") |
|
|
| target_compile_definitions(ggml-cpu PRIVATE GGML_USE_CPU_HBM) |
|
|
| target_link_libraries(ggml-cpu PUBLIC memkind) |
| endif() |
|
|
| if (CMAKE_OSX_ARCHITECTURES STREQUAL "arm64" OR |
| CMAKE_GENERATOR_PLATFORM_LWR STREQUAL "arm64" OR |
| (NOT CMAKE_OSX_ARCHITECTURES AND |
| NOT CMAKE_GENERATOR_PLATFORM_LWR AND |
| CMAKE_SYSTEM_PROCESSOR MATCHES "^(aarch64|arm.*|ARM64)$")) |
|
|
| message(STATUS "ARM detected") |
|
|
| if (MSVC) |
| list(APPEND ARCH_DEFINITIONS __aarch64__) # MSVC defines _M_ARM64 instead |
| list(APPEND ARCH_DEFINITIONS __ARM_NEON) |
| list(APPEND ARCH_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) |
| list(APPEND ARCH_DEFINITIONS __ARM_FEATURE_DOTPROD) |
|
|
| message(STATUS "ARM feature DOTPROD enabled") |
| endif () |
|
|
| check_cxx_source_compiles("#include <arm_neon.h>\nint main() { int8x16_t _a, _b; int32x4_t _s = vmmlaq_f32(_s, _a, _b); return 0; }" GGML_COMPILER_SUPPORT_MATMUL_INT8) |
|
|
| if (GGML_COMPILER_SUPPORT_MATMUL_INT8) |
| list(APPEND ARCH_DEFINITIONS __ARM_FEATURE_MATMUL_INT8) |
|
|
| message(STATUS "ARM feature MATMUL_INT8 enabled") |
| 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) |
| list(APPEND ARCH_DEFINITIONS __ARM_FEATURE_FP16_VECTOR_ARITHMETIC) |
|
|
| message(STATUS "ARM feature FP16_VECTOR_ARITHMETIC enabled") |
| endif () |
|
|
| set(CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS_PREV}) |
| elseif (APPLE) |
| if (GGML_NATIVE) |
| set(USER_PROVIDED_MARCH FALSE) |
| foreach(flag_var IN ITEMS CMAKE_C_FLAGS CMAKE_CXX_FLAGS CMAKE_REQUIRED_FLAGS) |
| if ("${${flag_var}}" MATCHES "-march=[a-zA-Z0-9+._-]+") |
| set(USER_PROVIDED_MARCH TRUE) |
| break() |
| endif() |
| endforeach() |
|
|
| if (NOT USER_PROVIDED_MARCH) |
| set(MARCH_FLAGS "-march=armv8.2a") |
|
|
| check_cxx_source_compiles("#include <arm_neon.h>\nint main() { int8x16_t _a, _b; int32x4_t _s = vdotq_s32(_s, _a, _b); return 0; }" GGML_COMPILER_SUPPORT_DOTPROD) |
| if (GGML_COMPILER_SUPPORT_DOTPROD) |
| set(MARCH_FLAGS "${MARCH_FLAGS}+dotprod") |
| list(APPEND ARCH_DEFINITIONS __ARM_FEATURE_DOTPROD) |
|
|
| message(STATUS "ARM feature DOTPROD enabled") |
| endif () |
|
|
| set(TEST_I8MM_FLAGS "-march=armv8.2a+i8mm") |
|
|
| set(CMAKE_REQUIRED_FLAGS_SAVE ${CMAKE_REQUIRED_FLAGS}) |
| set(CMAKE_REQUIRED_FLAGS "${CMAKE_REQUIRED_FLAGS} ${TEST_I8MM_FLAGS}") |
|
|
| check_cxx_source_compiles("#include <arm_neon.h>\nint main() { int8x16_t _a, _b; int32x4_t _s = vmmlaq_s32(_s, _a, _b); return 0; }" GGML_COMPILER_SUPPORT_MATMUL_INT8) |
| if (GGML_COMPILER_SUPPORT_MATMUL_INT8) |
| set(MARCH_FLAGS "${MARCH_FLAGS}+i8mm") |
| list(APPEND ARCH_DEFINITIONS __ARM_FEATURE_MATMUL_INT8) |
|
|
| message(STATUS "ARM feature MATMUL_INT8 enabled") |
| endif () |
|
|
| set(CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS_SAVE}) |
|
|
| list(APPEND ARCH_FLAGS "${MARCH_FLAGS}") |
| endif () |
| endif () |
| 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) |
| 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) |
| 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__) |
| if (CMAKE_C_COMPILER_ID STREQUAL "Clang") |
| list(APPEND ARCH_FLAGS -mavx512vnni) |
| endif() |
| endif() |
| if (GGML_AVX512_BF16) |
| list(APPEND ARCH_DEFINITIONS __AVX512BF16__) |
| if (CMAKE_C_COMPILER_ID STREQUAL "Clang") |
| list(APPEND ARCH_FLAGS -mavx512bf16) |
| endif() |
| endif() |
| if (GGML_AMX_TILE) |
| list(APPEND ARCH_DEFINITIONS __AMX_TILE__) |
| endif() |
| if (GGML_AMX_INT8) |
| list(APPEND ARCH_DEFINITIONS __AMX_INT8__) |
| endif() |
| if (GGML_AMX_BF16) |
| list(APPEND ARCH_DEFINITIONS __AMX_BF16__) |
| endif() |
| elseif (GGML_AVX2) |
| list(APPEND ARCH_FLAGS /arch:AVX2) |
| elseif (GGML_AVX) |
| list(APPEND ARCH_FLAGS /arch:AVX) |
| endif() |
| if (GGML_AVX_VNNI) |
| list(APPEND ARCH_DEFINITIONS __AVXVNNI__) |
| if (CMAKE_C_COMPILER_ID STREQUAL "Clang") |
| list(APPEND ARCH_FLAGS -mavxvnni) |
| endif() |
| 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_AVX_VNNI) |
| list(APPEND ARCH_FLAGS -mavxvnni) |
| 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") |
| 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) |
| message(STATUS "Using runtime weight conversion of Q4_0 to Q4_0_x_x to enable optimized GEMM/GEMV kernels") |
| target_compile_definitions(ggml-cpu PRIVATE GGML_USE_CPU_AARCH64) |
| endif() |
|
|
| target_sources(ggml-cpu PRIVATE ${GGML_CPU_SOURCES}) |
| set_source_files_properties(${GGML_CPU_SOURCES} PROPERTIES COMPILE_OPTIONS "${ARCH_FLAGS}") |
| set_source_files_properties(${GGML_CPU_SOURCES} PROPERTIES COMPILE_DEFINITIONS "${ARCH_DEFINITIONS}") |
|
|
| # the feature detection code must be compiled without any architecture flags |
| target_sources(ggml-cpu PRIVATE cpu-feats-x86.cpp) |
| # target_sources(ggml-cpu PRIVATE cpu-feats-arm.cpp) # TODO: ARM feature detection |
|
|
| if (EMSCRIPTEN) |
| set_target_properties(ggml-cpu PROPERTIES COMPILE_FLAGS "-msimd128") |
| endif() |
|
|