# Define the default target now so that it is always the first target BUILD_TARGETS = \ main \ bench \ quantize \ server \ tests/test-c.o # Binaries only useful for tests TEST_TARGETS = \ tests/test-backend-ops # Deprecation aliases ifdef WHISPER_CUBLAS $(error WHISPER_CUBLAS is removed. Use GGML_CUDA instead.) endif ifdef WHISPER_CUDA GGML_CUDA := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_KOMPUTE GGML_KOMPUTE := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_METAL GGML_METAL := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_OPENMP GGML_OPENMP := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_RPC GGML_RPC := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_SYCL GGML_SYCL := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_SYCL_F16 GGML_SYCL_F16 := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_OPENBLAS GGML_OPENBLAS := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_OPENBLAS64 GGML_OPENBLAS64 := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_BLIS GGML_BLIS := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_NO_WHISPERFILE GGML_NO_WHISPERFILE := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_NO_ACCELERATE GGML_NO_ACCELERATE := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_NO_OPENMP GGML_NO_OPENMP := 1 DEPRECATE_WARNING := 1 endif ifdef WHISPER_NO_METAL GGML_NO_METAL := 1 DEPRECATE_WARNING := 1 endif ifndef UNAME_S UNAME_S := $(shell uname -s) endif ifndef UNAME_P UNAME_P := $(shell uname -p) endif ifndef UNAME_M UNAME_M := $(shell uname -m) endif # In GNU make default CXX is g++ instead of c++. Let's fix that so that users # of non-gcc compilers don't have to provide g++ alias or wrapper. DEFCC := cc DEFCXX := c++ ifeq ($(origin CC),default) CC := $(DEFCC) endif ifeq ($(origin CXX),default) CXX := $(DEFCXX) endif # Mac OS + Arm can report x86_64 # ref: https://github.com/ggerganov/whisper.cpp/issues/66#issuecomment-1282546789 ifeq ($(UNAME_S),Darwin) ifndef GGML_NO_METAL GGML_METAL := 1 endif GGML_NO_OPENMP := 1 ifneq ($(UNAME_P),arm) SYSCTL_M := $(shell sysctl -n hw.optional.arm64 2>/dev/null) ifeq ($(SYSCTL_M),1) # UNAME_P := arm # UNAME_M := arm64 warn := $(warning Your arch is announced as x86_64, but it seems to actually be ARM64. Not fixing that can lead to bad performance. For more info see: https://github.com/ggerganov/whisper.cpp/issues/66\#issuecomment-1282546789) endif endif endif ifdef GGML_METAL GGML_METAL_EMBED_LIBRARY := 1 endif ifdef GGML_RPC BUILD_TARGETS += rpc-server endif ifeq ($(shell sdl2-config --cflags --libs 2>/dev/null),) else BUILD_TARGETS += \ command \ stream \ lsp \ talk-llama # talk (TODO: disalbed) endif default: $(BUILD_TARGETS) test: $(TEST_TARGETS) @failures=0; \ for test_target in $(TEST_TARGETS); do \ echo "Running test $$test_target..."; \ ./$$test_target; \ if [ $$? -ne 0 ]; then \ printf 'Test %s FAILED!\n\n' $$test_target; \ failures=$$(( failures + 1 )); \ else \ printf 'Test %s passed.\n\n' $$test_target; \ fi; \ done; \ failures=$$(( failures + $$? )); \ if [ $$failures -gt 0 ]; then \ printf '\n%s tests failed.\n' $$failures; \ exit 1; \ fi @echo 'All tests passed.' all: $(BUILD_TARGETS) $(TEST_TARGETS) ifdef RISCV_CROSS_COMPILE CC := riscv64-unknown-linux-gnu-gcc CXX := riscv64-unknown-linux-gnu-g++ endif # # Compile flags # # keep standard at C11 and C++11 MK_CPPFLAGS = -Iggml/include -Iggml/src -Iinclude -Isrc -Iexamples MK_CFLAGS = -std=c11 -fPIC MK_CXXFLAGS = -std=c++11 -fPIC MK_NVCCFLAGS = -std=c++11 ifndef WHISPER_NO_CCACHE CCACHE := $(shell which ccache) ifdef CCACHE export CCACHE_SLOPPINESS = time_macros $(info I ccache found, compilation results will be cached. Disable with WHISPER_NO_CCACHE.) CC := $(CCACHE) $(CC) CXX := $(CCACHE) $(CXX) else $(info I ccache not found. Consider installing it for faster compilation.) endif # CCACHE endif # WHISPER_NO_CCACHE # clock_gettime came in POSIX.1b (1993) # CLOCK_MONOTONIC came in POSIX.1-2001 / SUSv3 as optional # posix_memalign came in POSIX.1-2001 / SUSv3 # M_PI is an XSI extension since POSIX.1-2001 / SUSv3, came in XPG1 (1985) MK_CPPFLAGS += -D_XOPEN_SOURCE=600 # Somehow in OpenBSD whenever POSIX conformance is specified # some string functions rely on locale_t availability, # which was introduced in POSIX.1-2008, forcing us to go higher ifeq ($(UNAME_S),OpenBSD) MK_CPPFLAGS += -U_XOPEN_SOURCE -D_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 ifeq ($(UNAME_S),Linux) MK_CPPFLAGS += -D_GNU_SOURCE endif # RLIMIT_MEMLOCK came in BSD, is not specified in POSIX.1, # and on macOS its availability depends on enabling Darwin extensions # similarly on DragonFly, enabling BSD extensions is necessary ifeq ($(UNAME_S),Darwin) MK_CPPFLAGS += -D_DARWIN_C_SOURCE endif ifeq ($(UNAME_S),DragonFly) MK_CPPFLAGS += -D__BSD_VISIBLE endif # alloca is a non-standard interface that is not visible on BSDs when # POSIX conformance is specified, but not all of them provide a clean way # to enable it in such cases ifeq ($(UNAME_S),FreeBSD) MK_CPPFLAGS += -D__BSD_VISIBLE endif ifeq ($(UNAME_S),NetBSD) MK_CPPFLAGS += -D_NETBSD_SOURCE endif ifeq ($(UNAME_S),OpenBSD) MK_CPPFLAGS += -D_BSD_SOURCE endif ifdef GGML_SCHED_MAX_COPIES MK_CPPFLAGS += -DGGML_SCHED_MAX_COPIES=$(GGML_SCHED_MAX_COPIES) endif ifdef WHISPER_DEBUG MK_CFLAGS += -O0 -g MK_CXXFLAGS += -O0 -g MK_LDFLAGS += -g MK_NVCCFLAGS += -O0 -g ifeq ($(UNAME_S),Linux) MK_CPPFLAGS += -D_GLIBCXX_ASSERTIONS endif else MK_CPPFLAGS += -DNDEBUG MK_CFLAGS += -O3 MK_CXXFLAGS += -O3 MK_NVCCFLAGS += -O3 endif ifdef WHISPER_SANITIZE_THREAD MK_CFLAGS += -fsanitize=thread -g MK_CXXFLAGS += -fsanitize=thread -g MK_LDFLAGS += -fsanitize=thread -g endif ifdef WHISPER_SANITIZE_ADDRESS MK_CFLAGS += -fsanitize=address -fno-omit-frame-pointer -g MK_CXXFLAGS += -fsanitize=address -fno-omit-frame-pointer -g MK_LDFLAGS += -fsanitize=address -fno-omit-frame-pointer -g endif ifdef WHISPER_SANITIZE_UNDEFINED MK_CFLAGS += -fsanitize=undefined -g MK_CXXFLAGS += -fsanitize=undefined -g MK_LDFLAGS += -fsanitize=undefined -g endif ifdef WHISPER_SERVER_VERBOSE MK_CPPFLAGS += -DSERVER_VERBOSE=$(WHISPER_SERVER_VERBOSE) endif ifdef WHISPER_SERVER_SSL MK_CPPFLAGS += -DCPPHTTPLIB_OPENSSL_SUPPORT MK_LDFLAGS += -lssl -lcrypto endif ifdef WHISPER_DISABLE_LOGS MK_CPPFLAGS += -DLOG_DISABLE_LOGS endif # WHISPER_DISABLE_LOGS # warnings WARN_FLAGS = \ -Wall \ -Wextra \ -Wpedantic \ -Wcast-qual \ -Wno-unused-function MK_CFLAGS += \ $(WARN_FLAGS) \ -Wshadow \ -Wstrict-prototypes \ -Wpointer-arith \ -Wmissing-prototypes \ -Werror=implicit-int \ -Werror=implicit-function-declaration MK_CXXFLAGS += \ $(WARN_FLAGS) \ -Wmissing-declarations \ -Wmissing-noreturn ifeq ($(WHISPER_FATAL_WARNINGS),1) MK_CFLAGS += -Werror MK_CXXFLAGS += -Werror endif # this version of Apple ld64 is buggy ifneq '' '$(findstring dyld-1015.7,$(shell $(CC) $(LDFLAGS) -Wl,-v 2>&1))' MK_CPPFLAGS += -DHAVE_BUGGY_APPLE_LINKER endif # OS specific # TODO: support Windows ifneq '' '$(filter $(UNAME_S),Linux Darwin FreeBSD NetBSD OpenBSD Haiku)' MK_CFLAGS += -pthread MK_CXXFLAGS += -pthread endif # detect Windows ifneq ($(findstring _NT,$(UNAME_S)),) _WIN32 := 1 endif # library name prefix ifneq ($(_WIN32),1) LIB_PRE := lib endif # Dynamic Shared Object extension ifneq ($(_WIN32),1) DSO_EXT := .so else DSO_EXT := .dll endif # Windows Sockets 2 (Winsock) for network-capable apps ifeq ($(_WIN32),1) LWINSOCK2 := -lws2_32 endif ifdef WHISPER_GPROF MK_CFLAGS += -pg MK_CXXFLAGS += -pg 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 ifndef RISCV ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686 amd64)) # Use all CPU extensions that are available: MK_CFLAGS += -march=native -mtune=native HOST_CXXFLAGS += -march=native -mtune=native # Usage AVX-only #MK_CFLAGS += -mfma -mf16c -mavx #MK_CXXFLAGS += -mfma -mf16c -mavx # Usage SSSE3-only (Not is SSE3!) #MK_CFLAGS += -mssse3 #MK_CXXFLAGS += -mssse3 endif ifneq '' '$(findstring mingw,$(shell $(CC) -dumpmachine))' # The stack is only 16-byte aligned on Windows, so don't let gcc emit aligned moves. # https://gcc.gnu.org/bugzilla/show_bug.cgi?id=54412 # https://github.com/ggerganov/llama.cpp/issues/2922 MK_CFLAGS += -Xassembler -muse-unaligned-vector-move MK_CXXFLAGS += -Xassembler -muse-unaligned-vector-move # Target Windows 8 for PrefetchVirtualMemory MK_CPPFLAGS += -D_WIN32_WINNT=0x602 endif ifneq ($(filter aarch64%,$(UNAME_M)),) # Apple M1, M2, etc. # Raspberry Pi 3, 4, Zero 2 (64-bit) # Nvidia Jetson MK_CFLAGS += -mcpu=native MK_CXXFLAGS += -mcpu=native JETSON_RELEASE_INFO = $(shell jetson_release) ifdef JETSON_RELEASE_INFO ifneq ($(filter TX2%,$(JETSON_RELEASE_INFO)),) JETSON_EOL_MODULE_DETECT = 1 CC = aarch64-unknown-linux-gnu-gcc cxx = aarch64-unknown-linux-gnu-g++ endif endif endif ifneq ($(filter armv6%,$(UNAME_M)),) # Raspberry Pi 1, Zero MK_CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access MK_CXXFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access endif ifneq ($(filter armv7%,$(UNAME_M)),) # Raspberry Pi 2 MK_CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations MK_CXXFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations endif ifneq ($(filter armv8%,$(UNAME_M)),) # Raspberry Pi 3, 4, Zero 2 (32-bit) MK_CFLAGS += -mfp16-format=ieee -mno-unaligned-access MK_CXXFLAGS += -mfp16-format=ieee -mno-unaligned-access endif ifneq ($(filter ppc64%,$(UNAME_M)),) POWER9_M := $(shell grep "POWER9" /proc/cpuinfo) ifneq (,$(findstring POWER9,$(POWER9_M))) MK_CFLAGS += -mcpu=power9 MK_CXXFLAGS += -mcpu=power9 endif endif ifneq ($(filter ppc64le%,$(UNAME_M)),) MK_CFLAGS += -mcpu=powerpc64le MK_CXXFLAGS += -mcpu=powerpc64le CUDA_POWER_ARCH = 1 endif ifneq ($(filter loongarch64%,$(UNAME_M)),) MK_CFLAGS += -mlasx MK_CXXFLAGS += -mlasx endif else MK_CFLAGS += -march=rv64gcv -mabi=lp64d MK_CXXFLAGS += -march=rv64gcv -mabi=lp64d endif ifndef GGML_NO_ACCELERATE # Mac OS - include Accelerate framework. # `-framework Accelerate` works both with Apple Silicon and Mac Intel ifeq ($(UNAME_S),Darwin) MK_CPPFLAGS += -DGGML_USE_ACCELERATE -DGGML_USE_BLAS MK_CPPFLAGS += -DACCELERATE_NEW_LAPACK MK_CPPFLAGS += -DACCELERATE_LAPACK_ILP64 MK_LDFLAGS += -framework Accelerate OBJ_GGML += ggml/src/ggml-blas.o endif endif # GGML_NO_ACCELERATE ifndef GGML_NO_OPENMP MK_CPPFLAGS += -DGGML_USE_OPENMP MK_CFLAGS += -fopenmp MK_CXXFLAGS += -fopenmp endif # GGML_NO_OPENMP ifdef GGML_OPENBLAS MK_CPPFLAGS += -DGGML_USE_BLAS $(shell pkg-config --cflags-only-I openblas) MK_CFLAGS += $(shell pkg-config --cflags-only-other openblas) MK_LDFLAGS += $(shell pkg-config --libs openblas) OBJ_GGML += ggml/src/ggml-blas.o endif # GGML_OPENBLAS ifdef GGML_OPENBLAS64 MK_CPPFLAGS += -DGGML_USE_BLAS $(shell pkg-config --cflags-only-I openblas64) MK_CFLAGS += $(shell pkg-config --cflags-only-other openblas64) MK_LDFLAGS += $(shell pkg-config --libs openblas64) OBJ_GGML += ggml/src/ggml-blas.o endif # GGML_OPENBLAS64 ifdef GGML_BLIS MK_CPPFLAGS += -DGGML_USE_BLAS -I/usr/local/include/blis -I/usr/include/blis MK_LDFLAGS += -lblis -L/usr/local/lib OBJ_GGML += ggml/src/ggml-blas.o endif # GGML_BLIS ifdef GGML_RPC MK_CPPFLAGS += -DGGML_USE_RPC OBJ_GGML += ggml/src/ggml-rpc.o endif # GGML_RPC OBJ_CUDA_TMPL = $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-wmma*.cu)) OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/mmq*.cu)) ifdef GGML_CUDA_FA_ALL_QUANTS OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-vec*.cu)) else OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu)) OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu)) OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-vec*f16-f16.cu)) endif # GGML_CUDA_FA_ALL_QUANTS ifdef GGML_CUDA ifneq ('', '$(wildcard /opt/cuda)') CUDA_PATH ?= /opt/cuda else CUDA_PATH ?= /usr/local/cuda endif #MK_CPPFLAGS += -DGGML_USE_CUDA -I$(CUDA_PATH)/include -I$(CUDA_PATH)/targets/$(UNAME_M)-linux/include -DGGML_CUDA_USE_GRAPHS #MK_LDFLAGS += -lcuda -lcublas -lculibos -lcudart -lcufft -lcublasLt -lpthread -ldl -lrt -L$(CUDA_PATH)/lib64 -L/usr/lib64 -L$(CUDA_PATH)/targets/$(UNAME_M)-linux/lib -L$(CUDA_PATH)/lib64/stubs -L/usr/lib/wsl/lib MK_CPPFLAGS += -DGGML_USE_CUDA -I$(CUDA_PATH)/include -I$(CUDA_PATH)/targets/$(UNAME_M)-linux/include MK_LDFLAGS += -lcuda -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L$(CUDA_PATH)/lib64 -L/usr/lib64 -L$(CUDA_PATH)/targets/$(UNAME_M)-linux/lib -L$(CUDA_PATH)/lib64/stubs -L/usr/lib/wsl/lib MK_NVCCFLAGS += -use_fast_math OBJ_GGML += ggml/src/ggml-cuda.o OBJ_GGML += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/*.cu)) OBJ_GGML += $(OBJ_CUDA_TMPL) #OBJ_WHISPER += src/whisper-mel-cuda.o ifdef WHISPER_FATAL_WARNINGS MK_NVCCFLAGS += -Werror all-warnings endif # WHISPER_FATAL_WARNINGS ifndef JETSON_EOL_MODULE_DETECT MK_NVCCFLAGS += --forward-unknown-to-host-compiler endif # JETSON_EOL_MODULE_DETECT ifdef WHISPER_DEBUG MK_NVCCFLAGS += -lineinfo endif # WHISPER_DEBUG ifdef GGML_CUDA_DEBUG MK_NVCCFLAGS += --device-debug endif # GGML_CUDA_DEBUG ifdef GGML_CUDA_NVCC NVCC = $(CCACHE) $(GGML_CUDA_NVCC) else NVCC = $(CCACHE) nvcc endif #GGML_CUDA_NVCC ifdef CUDA_DOCKER_ARCH MK_NVCCFLAGS += -Wno-deprecated-gpu-targets -arch=$(CUDA_DOCKER_ARCH) else ifndef CUDA_POWER_ARCH MK_NVCCFLAGS += -arch=native endif # CUDA_DOCKER_ARCH ifdef GGML_CUDA_FORCE_DMMV MK_NVCCFLAGS += -DGGML_CUDA_FORCE_DMMV endif # GGML_CUDA_FORCE_DMMV ifdef GGML_CUDA_FORCE_MMQ MK_NVCCFLAGS += -DGGML_CUDA_FORCE_MMQ endif # GGML_CUDA_FORCE_MMQ ifdef GGML_CUDA_DMMV_X MK_NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(GGML_CUDA_DMMV_X) else MK_NVCCFLAGS += -DGGML_CUDA_DMMV_X=32 endif # GGML_CUDA_DMMV_X ifdef GGML_CUDA_MMV_Y MK_NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(GGML_CUDA_MMV_Y) else ifdef GGML_CUDA_DMMV_Y MK_NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(GGML_CUDA_DMMV_Y) # for backwards compatibility else MK_NVCCFLAGS += -DGGML_CUDA_MMV_Y=1 endif # GGML_CUDA_MMV_Y ifdef GGML_CUDA_F16 MK_NVCCFLAGS += -DGGML_CUDA_F16 endif # GGML_CUDA_F16 ifdef GGML_CUDA_DMMV_F16 MK_NVCCFLAGS += -DGGML_CUDA_F16 endif # GGML_CUDA_DMMV_F16 ifdef GGML_CUDA_KQUANTS_ITER MK_NVCCFLAGS += -DK_QUANTS_PER_ITERATION=$(GGML_CUDA_KQUANTS_ITER) else MK_NVCCFLAGS += -DK_QUANTS_PER_ITERATION=2 endif ifdef GGML_CUDA_PEER_MAX_BATCH_SIZE MK_NVCCFLAGS += -DGGML_CUDA_PEER_MAX_BATCH_SIZE=$(GGML_CUDA_PEER_MAX_BATCH_SIZE) else MK_NVCCFLAGS += -DGGML_CUDA_PEER_MAX_BATCH_SIZE=128 endif # GGML_CUDA_PEER_MAX_BATCH_SIZE ifdef GGML_CUDA_NO_PEER_COPY MK_NVCCFLAGS += -DGGML_CUDA_NO_PEER_COPY endif # GGML_CUDA_NO_PEER_COPY ifdef GGML_CUDA_CCBIN MK_NVCCFLAGS += -ccbin $(GGML_CUDA_CCBIN) endif # GGML_CUDA_CCBIN ifdef GGML_CUDA_FA_ALL_QUANTS MK_NVCCFLAGS += -DGGML_CUDA_FA_ALL_QUANTS endif # GGML_CUDA_FA_ALL_QUANTS ifdef JETSON_EOL_MODULE_DETECT define NVCC_COMPILE $(NVCC) -I. -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_CUDA -I/usr/local/cuda/include -I/opt/cuda/include -I/usr/local/cuda/targets/aarch64-linux/include -std=c++11 -O3 $(NVCCFLAGS) $(CPPFLAGS) -Xcompiler "$(CUDA_CXXFLAGS)" -c $< -o $@ endef # NVCC_COMPILE else define NVCC_COMPILE $(NVCC) $(NVCCFLAGS) $(CPPFLAGS) -Xcompiler "$(CUDA_CXXFLAGS)" -c $< -o $@ endef # NVCC_COMPILE endif # JETSON_EOL_MODULE_DETECT ggml/src/ggml-cuda/%.o: \ ggml/src/ggml-cuda/%.cu \ ggml/include/ggml.h \ ggml/src/ggml-common.h \ ggml/src/ggml-cuda/common.cuh $(NVCC_COMPILE) ggml/src/ggml-cuda.o: \ ggml/src/ggml-cuda.cu \ ggml/include/ggml.h \ ggml/include/ggml-backend.h \ ggml/include/ggml-cuda.h \ ggml/src/ggml-backend-impl.h \ ggml/src/ggml-common.h \ $(wildcard ggml/src/ggml-cuda/*.cuh) $(NVCC_COMPILE) #src/whisper-mel-cuda.o: src/whisper-mel-cuda.cu src/whisper-mel-cuda.hpp # $(NVCC) $(NVCCFLAGS) $(CPPFLAGS) -Xcompiler "$(CUDA_CXXFLAGS)" -c $< -o $@ endif # GGML_CUDA ifdef GGML_VULKAN MK_CPPFLAGS += -DGGML_USE_VULKAN MK_LDFLAGS += -lvulkan OBJ_GGML += ggml/src/ggml-vulkan.o ifdef GGML_VULKAN_CHECK_RESULTS MK_CPPFLAGS += -DGGML_VULKAN_CHECK_RESULTS endif ifdef GGML_VULKAN_DEBUG MK_CPPFLAGS += -DGGML_VULKAN_DEBUG endif ifdef GGML_VULKAN_MEMORY_DEBUG MK_CPPFLAGS += -DGGML_VULKAN_MEMORY_DEBUG endif ifdef GGML_VULKAN_VALIDATE MK_CPPFLAGS += -DGGML_VULKAN_VALIDATE endif ifdef GGML_VULKAN_RUN_TESTS MK_CPPFLAGS += -DGGML_VULKAN_RUN_TESTS endif ggml/src/ggml-vulkan.o: \ ggml/src/ggml-vulkan.cpp \ ggml/include/ggml-vulkan.h $(CXX) $(CXXFLAGS) -c $< -o $@ endif # GGML_VULKAN ifdef GGML_HIPBLAS ifeq ($(wildcard /opt/rocm),) ROCM_PATH ?= /usr AMDGPU_TARGETS ?= $(shell $(shell which amdgpu-arch)) else ROCM_PATH ?= /opt/rocm AMDGPU_TARGETS ?= $(shell $(ROCM_PATH)/llvm/bin/amdgpu-arch) endif GGML_CUDA_DMMV_X ?= 32 GGML_CUDA_MMV_Y ?= 1 GGML_CUDA_KQUANTS_ITER ?= 2 MK_CPPFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUDA ifdef GGML_HIP_UMA MK_CPPFLAGS += -DGGML_HIP_UMA endif # GGML_HIP_UMA MK_LDFLAGS += -L$(ROCM_PATH)/lib -Wl,-rpath=$(ROCM_PATH)/lib MK_LDFLAGS += -L$(ROCM_PATH)/lib64 -Wl,-rpath=$(ROCM_PATH)/lib64 MK_LDFLAGS += -lhipblas -lamdhip64 -lrocblas HIPCC ?= $(CCACHE) $(ROCM_PATH)/bin/hipcc HIPFLAGS += $(addprefix --offload-arch=,$(AMDGPU_TARGETS)) HIPFLAGS += -DGGML_CUDA_DMMV_X=$(GGML_CUDA_DMMV_X) HIPFLAGS += -DGGML_CUDA_MMV_Y=$(GGML_CUDA_MMV_Y) HIPFLAGS += -DK_QUANTS_PER_ITERATION=$(GGML_CUDA_KQUANTS_ITER) ifdef GGML_CUDA_FORCE_DMMV HIPFLAGS += -DGGML_CUDA_FORCE_DMMV endif # GGML_CUDA_FORCE_DMMV ifdef GGML_CUDA_NO_PEER_COPY HIPFLAGS += -DGGML_CUDA_NO_PEER_COPY endif # GGML_CUDA_NO_PEER_COPY OBJ_GGML += ggml/src/ggml-cuda.o OBJ_GGML += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/*.cu)) OBJ_GGML += $(OBJ_CUDA_TMPL) ggml/src/ggml-cuda.o: \ ggml/src/ggml-cuda.cu \ ggml/include/ggml.h \ ggml/include/ggml-backend.h \ ggml/include/ggml-cuda.h \ ggml/src/ggml-backend-impl.h \ ggml/src/ggml-common.h \ $(wildcard ggml/src/ggml-cuda/*.cuh) $(HIPCC) $(CXXFLAGS) $(HIPFLAGS) -x hip -c -o $@ $< ggml/src/ggml-cuda/%.o: \ ggml/src/ggml-cuda/%.cu \ ggml/include/ggml.h \ ggml/src/ggml-common.h \ ggml/src/ggml-cuda/common.cuh $(HIPCC) $(CXXFLAGS) $(HIPFLAGS) -x hip -c -o $@ $< endif # GGML_HIPBLAS ifdef GGML_METAL MK_CPPFLAGS += -DGGML_USE_METAL MK_LDFLAGS += -framework Foundation -framework Metal -framework MetalKit OBJ_GGML += ggml/src/ggml-metal.o ifdef GGML_METAL_NDEBUG MK_CPPFLAGS += -DGGML_METAL_NDEBUG endif ifdef GGML_METAL_EMBED_LIBRARY MK_CPPFLAGS += -DGGML_METAL_EMBED_LIBRARY OBJ_GGML += ggml/src/ggml-metal-embed.o endif endif # GGML_METAL ifdef WHISPER_COREML MK_CXXFLAGS += -DWHISPER_USE_COREML LDFLAGS += -framework Foundation -framework CoreML ifdef WHISPER_COREML_ALLOW_FALLBACK MK_CXXFLAGS += -DWHISPER_COREML_ALLOW_FALLBACK endif endif # === ifdef GGML_METAL ggml/src/ggml-metal.o: \ ggml/src/ggml-metal.m \ ggml/include/ggml-metal.h \ ggml/include/ggml.h $(CC) $(CFLAGS) -c $< -o $@ ifdef GGML_METAL_EMBED_LIBRARY ggml/src/ggml-metal-embed.o: \ ggml/src/ggml-metal.metal \ ggml/src/ggml-common.h @echo "Embedding Metal library" @sed -e '/#include "ggml-common.h"/r ggml/src/ggml-common.h' -e '/#include "ggml-common.h"/d' < ggml/src/ggml-metal.metal > ggml/src/ggml-metal-embed.metal $(eval TEMP_ASSEMBLY=$(shell mktemp)) @echo ".section __DATA, __ggml_metallib" > $(TEMP_ASSEMBLY) @echo ".globl _ggml_metallib_start" >> $(TEMP_ASSEMBLY) @echo "_ggml_metallib_start:" >> $(TEMP_ASSEMBLY) @echo ".incbin \"ggml/src/ggml-metal-embed.metal\"" >> $(TEMP_ASSEMBLY) @echo ".globl _ggml_metallib_end" >> $(TEMP_ASSEMBLY) @echo "_ggml_metallib_end:" >> $(TEMP_ASSEMBLY) @$(AS) $(TEMP_ASSEMBLY) -o $@ @rm -f ${TEMP_ASSEMBLY} endif endif # GGML_METAL ifdef WHISPER_COREML src/coreml/whisper-encoder.o: src/coreml/whisper-encoder.mm src/coreml/whisper-encoder.h $(CXX) -O3 -I . -fobjc-arc -c src/coreml/whisper-encoder.mm -o src/coreml/whisper-encoder.o src/coreml/whisper-encoder-impl.o: src/coreml/whisper-encoder-impl.m src/coreml/whisper-encoder-impl.h $(CXX) -O3 -I . -fobjc-arc -c src/coreml/whisper-encoder-impl.m -o src/coreml/whisper-encoder-impl.o OBJ_WHISPER += src/coreml/whisper-encoder.o src/coreml/whisper-encoder-impl.o endif OBJ_GGML += \ ggml/src/ggml.o \ ggml/src/ggml-alloc.o \ ggml/src/ggml-backend.o \ ggml/src/ggml-quants.o \ ggml/src/ggml-aarch64.o OBJ_WHISPER += \ src/whisper.o OBJ_COMMON += \ examples/common.o \ examples/common-ggml.o \ examples/grammar-parser.o OBJ_SDL += \ examples/common-sdl.o OBJ_ALL = $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) LIB_GGML = $(LIB_PRE)ggml$(DSO_EXT) LIB_GGML_S = $(LIB_PRE)ggml.a LIB_WHISPER = $(LIB_PRE)whisper$(DSO_EXT) LIB_WHISPER_S = $(LIB_PRE)whisper.a LIB_COMMON = $(LIB_PRE)common$(DSO_EXT) LIB_COMMON_S = $(LIB_PRE)common.a LIB_COMMON_SDL = $(LIB_PRE)common-sdl$(DSO_EXT) LIB_COMMON_SDL_S = $(LIB_PRE)common-sdl.a LIB_ALL = $(LIB_GGML) $(LIB_WHISPER) $(LIB_COMMON) $(LIB_COMMON_SDL) LIB_ALL_S = $(LIB_GGML_S) $(LIB_WHISPER_S) $(LIB_COMMON_S) $(LIB_COMMON_SDL_S) GF_CC := $(CC) include scripts/get-flags.mk # combine build flags with cmdline overrides override CPPFLAGS := $(MK_CPPFLAGS) $(CPPFLAGS) override CFLAGS := $(CPPFLAGS) $(MK_CFLAGS) $(GF_CFLAGS) $(CFLAGS) BASE_CXXFLAGS := $(MK_CXXFLAGS) $(CXXFLAGS) override CXXFLAGS := $(BASE_CXXFLAGS) $(HOST_CXXFLAGS) $(GF_CXXFLAGS) $(CPPFLAGS) override NVCCFLAGS := $(MK_NVCCFLAGS) $(NVCCFLAGS) override LDFLAGS := $(MK_LDFLAGS) $(LDFLAGS) # identify CUDA host compiler ifdef GGML_CUDA GF_CC := $(NVCC) $(NVCCFLAGS) 2>/dev/null .c -Xcompiler include scripts/get-flags.mk CUDA_CXXFLAGS := $(BASE_CXXFLAGS) $(GF_CXXFLAGS) -Wno-pedantic endif ifdef WHISPER_CURL override CXXFLAGS := $(CXXFLAGS) -DWHISPER_USE_CURL override LDFLAGS := $(LDFLAGS) -lcurl endif # # Print build information # $(info I whisper.cpp build info: ) $(info I UNAME_S: $(UNAME_S)) $(info I UNAME_P: $(UNAME_P)) $(info I UNAME_M: $(UNAME_M)) $(info I CFLAGS: $(CFLAGS)) $(info I CXXFLAGS: $(CXXFLAGS)) $(info I NVCCFLAGS: $(NVCCFLAGS)) $(info I LDFLAGS: $(LDFLAGS)) $(info I CC: $(shell $(CC) --version | head -n 1)) $(info I CXX: $(shell $(CXX) --version | head -n 1)) ifdef GGML_CUDA $(info I NVCC: $(shell $(NVCC) --version | tail -n 1)) CUDA_VERSION := $(shell $(NVCC) --version | grep -oP 'release (\K[0-9]+\.[0-9])') ifeq ($(shell awk -v "v=$(CUDA_VERSION)" 'BEGIN { print (v < 11.7) }'),1) ifndef CUDA_DOCKER_ARCH ifndef CUDA_POWER_ARCH $(error I ERROR: For CUDA versions < 11.7 a target CUDA architecture must be explicitly provided via environment variable CUDA_DOCKER_ARCH, e.g. by running "export CUDA_DOCKER_ARCH=compute_XX" on Unix-like systems, where XX is the minimum compute capability that the code needs to run on. A list with compute capabilities can be found here: https://developer.nvidia.com/cuda-gpus ) endif # CUDA_POWER_ARCH endif # CUDA_DOCKER_ARCH endif # eq ($(shell echo "$(CUDA_VERSION) < 11.7" | bc),1) endif # GGML_CUDA $(info ) ifdef DEPRECATE_WARNING $(info !!! DEPRECATION WARNING !!!) $(info The following WHISPER_ options are deprecated and will be removed in the future. Use the GGML_ prefix instead) $(info - WHISPER_CUDA) $(info - WHISPER_METAL) $(info - WHISPER_OPENMP) $(info - WHISPER_RPC) $(info - WHISPER_SYCL) $(info - WHISPER_SYCL_F16) $(info - WHISPER_OPENBLAS) $(info - WHISPER_OPENBLAS64) $(info - WHISPER_BLIS) $(info - WHISPER_NO_LLAMAFILE) $(info - WHISPER_NO_ACCELERATE) $(info - WHISPER_NO_OPENMP) $(info - WHISPER_NO_METAL) $(info ) endif # # Build libraries # # ggml ggml/src/ggml.o: \ ggml/src/ggml.c \ ggml/include/ggml.h $(CC) $(CFLAGS) -c $< -o $@ ggml/src/ggml-alloc.o: \ ggml/src/ggml-alloc.c \ ggml/include/ggml.h \ ggml/include/ggml-alloc.h $(CC) $(CFLAGS) -c $< -o $@ ggml/src/ggml-backend.o: \ ggml/src/ggml-backend.c \ ggml/include/ggml.h \ ggml/include/ggml-backend.h $(CC) $(CFLAGS) -c $< -o $@ ggml/src/ggml-quants.o: \ ggml/src/ggml-quants.c \ ggml/include/ggml.h \ ggml/src/ggml-quants.h \ ggml/src/ggml-common.h $(CC) $(CFLAGS) -c $< -o $@ ggml/src/ggml-aarch64.o: \ ggml/src/ggml-aarch64.c \ ggml/include/ggml.h \ ggml/src/ggml-aarch64.h \ ggml/src/ggml-common.h $(CC) $(CFLAGS) -c $< -o $@ ggml/src/ggml-blas.o: \ ggml/src/ggml-blas.cpp \ ggml/include/ggml-blas.h $(CXX) $(CXXFLAGS) -c $< -o $@ ifdef GGML_LLAMAFILE ggml/src/sgemm.o: \ ggml/src/sgemm.cpp \ ggml/src/sgemm.h \ ggml/include/ggml.h $(CXX) $(CXXFLAGS) -c $< -o $@ endif # GGML_LLAMAFILE ifdef GGML_RPC ggml/src/ggml-rpc.o: \ ggml/src/ggml-rpc.cpp \ ggml/include/ggml-rpc.h $(CXX) $(CXXFLAGS) -c $< -o $@ endif # GGML_RPC $(LIB_GGML): \ $(OBJ_GGML) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) $(LIB_GGML_S): \ $(OBJ_GGML) ar rcs $(LIB_GGML_S) $^ # whisper src/whisper.o: \ src/whisper.cpp \ src/whisper-mel.hpp \ include/whisper.h \ ggml/include/ggml.h \ ggml/include/ggml-alloc.h \ ggml/include/ggml-backend.h \ ggml/include/ggml-cuda.h \ ggml/include/ggml-metal.h $(CXX) $(CXXFLAGS) -c $< -o $@ $(LIB_WHISPER): \ $(OBJ_WHISPER) \ $(LIB_GGML) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) $(LIB_WHISPER_S): \ $(OBJ_WHISPER) \ $(OBJ_GGML) ar rcs $(LIB_WHISPER_S) $^ # common examples/common.o: \ examples/common.cpp \ examples/common.h $(CXX) $(CXXFLAGS) -c $< -o $@ examples/common-ggml.o: \ examples/common-ggml.cpp \ examples/common-ggml.h $(CXX) $(CXXFLAGS) -c $< -o $@ $(LIB_COMMON): \ $(OBJ_COMMON) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) $(LIB_COMMON_S): \ $(OBJ_COMMON) ar rcs $(LIB_COMMON_S) $^ # common-sdl CFLAGS_SDL=$(shell sdl2-config --cflags) LDFLAGS_SDL=$(shell sdl2-config --libs) examples/common-sdl.o: \ examples/common-sdl.cpp \ examples/common-sdl.h $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $@ $(LIB_COMMON_SDL): \ $(OBJ_SDL) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) $(LDFLAGS_SDL) $(LIB_COMMON_SDL_S): \ $(OBJ_SDL) ar rcs $(LIB_COMMON_SDL_S) $^ clean: rm -vrf *.dot $(BUILD_TARGETS) $(TEST_TARGETS) rm -rvf src/*.o rm -rvf src/coreml/*.o rm -rvf tests/*.o rm -rvf examples/*.o rm -rvf *.a rm -rvf *.dll rm -rvf *.so rm -rvf *.dot rm -rvf ggml/*.a rm -rvf ggml/*.dll rm -rvf ggml/*.so rm -vrf ggml/src/*.o rm -vrf ggml/src/ggml-metal-embed.metal rm -vrf ggml/src/ggml-cuda/*.o rm -vrf ggml/src/ggml-cuda/template-instances/*.o rm -rvf $(BUILD_TARGETS) rm -rvf $(TEST_TARGETS) find examples -type f -name "*.o" -delete # # Examples # # $< is the first prerequisite, i.e. the source file. # Explicitly compile this to an object file so that it can be cached with ccache. # The source file is then filtered out from $^ (the list of all prerequisites) and the object file is added instead. # Helper function that replaces .c, .cpp, and .cu file endings with .o: GET_OBJ_FILE = $(patsubst %.c,%.o,$(patsubst %.cpp,%.o,$(patsubst %.cu,%.o,$(1)))) main: examples/main/main.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) bench: examples/bench/bench.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) quantize: examples/quantize/quantize.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) server: examples/server/server.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LWINSOCK2) command: examples/command/command.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LDFLAGS_SDL) stream: examples/stream/stream.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LDFLAGS_SDL) lsp: examples/lsp/lsp.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LDFLAGS_SDL) # TODO: disabled until update # https://github.com/ggerganov/whisper.cpp/issues/1818 #talk: examples/talk/talk.cpp examples/talk/gpt-2.cpp \ # $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) # $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $(call GET_OBJ_FILE, $<) # $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LDFLAGS_SDL) talk-llama: examples/talk-llama/talk-llama.cpp examples/talk-llama/llama.cpp examples/talk-llama/llama-vocab.cpp examples/talk-llama/llama-grammar.cpp examples/talk-llama/llama-sampling.cpp examples/talk-llama/unicode.cpp examples/talk-llama/unicode-data.cpp \ $(OBJ_GGML) $(OBJ_WHISPER) $(OBJ_COMMON) $(OBJ_SDL) $(CXX) $(CXXFLAGS) $(CFLAGS_SDL) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LDFLAGS_SDL) # # Tests # tests: $(TEST_TARGETS) tests/test-c.o: tests/test-c.c include/whisper.h $(CC) $(CFLAGS) -c $(filter-out %.h,$^) -o $@ tests/test-backend-ops: tests/test-backend-ops.cpp \ $(OBJ_GGML) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) # # Audio samples # # download a few audio samples into folder "./samples": .PHONY: samples samples: @echo "Downloading samples..." @mkdir -p samples @wget --quiet --show-progress -O samples/gb0.ogg https://upload.wikimedia.org/wikipedia/commons/2/22/George_W._Bush%27s_weekly_radio_address_%28November_1%2C_2008%29.oga @wget --quiet --show-progress -O samples/gb1.ogg https://upload.wikimedia.org/wikipedia/commons/1/1f/George_W_Bush_Columbia_FINAL.ogg @wget --quiet --show-progress -O samples/hp0.ogg https://upload.wikimedia.org/wikipedia/en/d/d4/En.henryfphillips.ogg @wget --quiet --show-progress -O samples/mm1.wav https://cdn.openai.com/whisper/draft-20220913a/micro-machines.wav @wget --quiet --show-progress -O samples/a13.mp3 https://upload.wikimedia.org/wikipedia/commons/transcoded/6/6f/Apollo13-wehaveaproblem.ogg/Apollo13-wehaveaproblem.ogg.mp3 @wget --quiet --show-progress -O samples/diffusion2023-07-03.flac https://archive.org/download/diffusion2023-07-03/diffusion2023-07-03.flac @echo "Converting to 16-bit WAV ..." @ffmpeg -loglevel -0 -y -i samples/gb0.ogg -ar 16000 -ac 1 -c:a pcm_s16le samples/gb0.wav @ffmpeg -loglevel -0 -y -i samples/gb1.ogg -ar 16000 -ac 1 -c:a pcm_s16le samples/gb1.wav @ffmpeg -loglevel -0 -y -i samples/hp0.ogg -ar 16000 -ac 1 -c:a pcm_s16le samples/hp0.wav @rm samples/*.ogg @ffmpeg -loglevel -0 -y -i samples/mm1.wav -ar 16000 -ac 1 -c:a pcm_s16le samples/mm0.wav @rm samples/mm1.wav @ffmpeg -loglevel -0 -y -i samples/a13.mp3 -ar 16000 -ac 1 -c:a pcm_s16le -ss 00:00:00 -to 00:00:30 samples/a13.wav @rm samples/a13.mp3 @ffmpeg -loglevel -0 -y -i samples/diffusion2023-07-03.flac -ar 16000 -ac 1 -c:a pcm_s16le samples/diffusion2023-07-03.wav @rm samples/diffusion2023-07-03.flac # # Models # # if not already downloaded, the following targets download the specified model and # runs it on all samples in the folder "./samples": .PHONY: tiny.en .PHONY: tiny .PHONY: base.en .PHONY: base .PHONY: small.en .PHONY: small .PHONY: medium.en .PHONY: medium .PHONY: large-v1 .PHONY: large-v2 .PHONY: large-v3 tiny.en tiny base.en base small.en small medium.en medium large-v1 large-v2 large-v3: main bash ./models/download-ggml-model.sh $@ @echo "" @echo "===============================================" @echo "Running $@ on all samples in ./samples ..." @echo "===============================================" @echo "" @for f in samples/*.wav; do \ echo "----------------------------------------------" ; \ echo "[+] Running $@ on $$f ... (run 'ffplay $$f' to listen)" ; \ echo "----------------------------------------------" ; \ echo "" ; \ ./main -m models/ggml-$@.bin -f $$f ; \ echo "" ; \ done