# Define the default target now so that it is always the first target BUILD_TARGETS = main quantize quantize-stats perplexity embedding vdot train-text-from-scratch convert-llama2c-to-ggml simple server embd-input-test gguf llama-bench # Binaries only useful for tests TEST_TARGETS = tests/test-llama-grammar tests/test-grammar-parser tests/test-double-float tests/test-grad0 tests/test-opt tests/test-quantize-fns tests/test-quantize-perf tests/test-sampling tests/test-tokenizer-0-llama tests/test-tokenizer-0-falcon tests/test-tokenizer-1 default: $(BUILD_TARGETS) 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 CCV := $(shell $(CC) --version | head -n 1) CXXV := $(shell $(CXX) --version | head -n 1) # Mac OS + Arm can report x86_64 # ref: https://github.com/ggerganov/whisper.cpp/issues/66#issuecomment-1282546789 ifeq ($(UNAME_S),Darwin) 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 # # Compile flags # # keep standard at C11 and C++11 # -Ofast tends to produce faster code, but may not be available for some compilers. ifdef LLAMA_FAST OPT = -Ofast else OPT = -O3 endif CFLAGS = -I. $(OPT) -std=c11 -fPIC CXXFLAGS = -I. -I./common $(OPT) -std=c++11 -fPIC LDFLAGS = ifdef LLAMA_DEBUG CFLAGS += -O0 -g CXXFLAGS += -O0 -g LDFLAGS += -g else CFLAGS += -DNDEBUG CXXFLAGS += -DNDEBUG endif ifdef LLAMA_SERVER_VERBOSE CXXFLAGS += -DSERVER_VERBOSE=$(LLAMA_SERVER_VERBOSE) endif # warnings CFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wdouble-promotion -Wshadow -Wstrict-prototypes -Wpointer-arith \ -Wmissing-prototypes CXXFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wno-multichar # OS specific # TODO: support Windows ifeq ($(UNAME_S),Linux) CFLAGS += -pthread CXXFLAGS += -pthread endif ifeq ($(UNAME_S),Darwin) CFLAGS += -pthread CXXFLAGS += -pthread endif ifeq ($(UNAME_S),FreeBSD) CFLAGS += -pthread CXXFLAGS += -pthread endif ifeq ($(UNAME_S),NetBSD) CFLAGS += -pthread CXXFLAGS += -pthread endif ifeq ($(UNAME_S),OpenBSD) CFLAGS += -pthread CXXFLAGS += -pthread endif ifeq ($(UNAME_S),Haiku) CFLAGS += -pthread 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 ($(_WIN32),1) LWINSOCK2 := -lws2_32 endif ifdef LLAMA_GPROF CFLAGS += -pg CXXFLAGS += -pg endif ifdef LLAMA_PERF CFLAGS += -DGGML_PERF CXXFLAGS += -DGGML_PERF endif # Architecture specific # TODO: probably these flags need to be tweaked on some architectures # feel free to update the Makefile for your architecture and send a pull request or issue ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686 amd64)) # Use all CPU extensions that are available: CFLAGS += -march=native -mtune=native CXXFLAGS += -march=native -mtune=native # Usage AVX-only #CFLAGS += -mfma -mf16c -mavx #CXXFLAGS += -mfma -mf16c -mavx # Usage SSSE3-only (Not is SSE3!) #CFLAGS += -mssse3 #CXXFLAGS += -mssse3 endif ifneq ($(filter aarch64%,$(UNAME_M)),) # Apple M1, M2, etc. # Raspberry Pi 3, 4, Zero 2 (64-bit) CFLAGS += -mcpu=native CXXFLAGS += -mcpu=native endif ifneq ($(filter armv6%,$(UNAME_M)),) # Raspberry Pi 1, Zero CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access endif ifneq ($(filter armv7%,$(UNAME_M)),) # Raspberry Pi 2 CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations endif ifneq ($(filter armv8%,$(UNAME_M)),) # Raspberry Pi 3, 4, Zero 2 (32-bit) CFLAGS += -mfp16-format=ieee -mno-unaligned-access endif ifneq ($(filter ppc64%,$(UNAME_M)),) POWER9_M := $(shell grep "POWER9" /proc/cpuinfo) ifneq (,$(findstring POWER9,$(POWER9_M))) CFLAGS += -mcpu=power9 CXXFLAGS += -mcpu=power9 endif # Require c++23's std::byteswap for big-endian support. ifeq ($(UNAME_M),ppc64) CXXFLAGS += -std=c++23 -DGGML_BIG_ENDIAN endif endif ifndef LLAMA_NO_K_QUANTS CFLAGS += -DGGML_USE_K_QUANTS CXXFLAGS += -DGGML_USE_K_QUANTS OBJS += k_quants.o ifdef LLAMA_QKK_64 CFLAGS += -DGGML_QKK_64 CXXFLAGS += -DGGML_QKK_64 endif endif ifndef LLAMA_NO_ACCELERATE # Mac M1 - include Accelerate framework. # `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time). ifeq ($(UNAME_S),Darwin) CFLAGS += -DGGML_USE_ACCELERATE LDFLAGS += -framework Accelerate endif endif # LLAMA_NO_ACCELERATE ifdef LLAMA_MPI CFLAGS += -DGGML_USE_MPI -Wno-cast-qual CXXFLAGS += -DGGML_USE_MPI -Wno-cast-qual OBJS += ggml-mpi.o endif # LLAMA_MPI ifdef LLAMA_OPENBLAS CFLAGS += -DGGML_USE_OPENBLAS $(shell pkg-config --cflags openblas) LDFLAGS += $(shell pkg-config --libs openblas) endif # LLAMA_OPENBLAS ifdef LLAMA_BLIS CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis LDFLAGS += -lblis -L/usr/local/lib endif # LLAMA_BLIS ifdef LLAMA_CUBLAS CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include CXXFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include LDFLAGS += -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64 -L/opt/cuda/lib64 -L$(CUDA_PATH)/targets/x86_64-linux/lib OBJS += ggml-cuda.o NVCCFLAGS = --forward-unknown-to-host-compiler -use_fast_math ifdef LLAMA_CUDA_NVCC NVCC = $(LLAMA_CUDA_NVCC) else NVCC = nvcc endif #LLAMA_CUDA_NVCC ifdef CUDA_DOCKER_ARCH NVCCFLAGS += -Wno-deprecated-gpu-targets -arch=$(CUDA_DOCKER_ARCH) else NVCCFLAGS += -arch=native endif # CUDA_DOCKER_ARCH ifdef LLAMA_CUDA_FORCE_DMMV NVCCFLAGS += -DGGML_CUDA_FORCE_DMMV endif # LLAMA_CUDA_FORCE_DMMV ifdef LLAMA_CUDA_DMMV_X NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) else NVCCFLAGS += -DGGML_CUDA_DMMV_X=32 endif # LLAMA_CUDA_DMMV_X ifdef LLAMA_CUDA_MMV_Y NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y) else ifdef LLAMA_CUDA_DMMV_Y NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_DMMV_Y) # for backwards compatibility else NVCCFLAGS += -DGGML_CUDA_MMV_Y=1 endif # LLAMA_CUDA_MMV_Y ifdef LLAMA_CUDA_F16 NVCCFLAGS += -DGGML_CUDA_F16 endif # LLAMA_CUDA_F16 ifdef LLAMA_CUDA_DMMV_F16 NVCCFLAGS += -DGGML_CUDA_F16 endif # LLAMA_CUDA_DMMV_F16 ifdef LLAMA_CUDA_KQUANTS_ITER NVCCFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER) else NVCCFLAGS += -DK_QUANTS_PER_ITERATION=2 endif #ifdef LLAMA_CUDA_CUBLAS # NVCCFLAGS += -DGGML_CUDA_CUBLAS #endif # LLAMA_CUDA_CUBLAS ifdef LLAMA_CUDA_CCBIN NVCCFLAGS += -ccbin $(LLAMA_CUDA_CCBIN) endif ggml-cuda.o: ggml-cuda.cu ggml-cuda.h $(NVCC) $(NVCCFLAGS) $(subst -Ofast,-O3,$(CXXFLAGS)) -Wno-pedantic -c $< -o $@ endif # LLAMA_CUBLAS ifdef LLAMA_CLBLAST CFLAGS += -DGGML_USE_CLBLAST $(shell pkg-config --cflags clblast OpenCL) CXXFLAGS += -DGGML_USE_CLBLAST $(shell pkg-config --cflags clblast OpenCL) # Mac provides OpenCL as a framework ifeq ($(UNAME_S),Darwin) LDFLAGS += -lclblast -framework OpenCL else LDFLAGS += $(shell pkg-config --libs clblast OpenCL) endif OBJS += ggml-opencl.o ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h $(CXX) $(CXXFLAGS) -c $< -o $@ endif # LLAMA_CLBLAST ifdef LLAMA_HIPBLAS ROCM_PATH ?= /opt/rocm HIPCC ?= $(ROCM_PATH)/bin/hipcc GPU_TARGETS ?= $(shell $(ROCM_PATH)/llvm/bin/amdgpu-arch) LLAMA_CUDA_DMMV_X ?= 32 LLAMA_CUDA_MMV_Y ?= 1 LLAMA_CUDA_KQUANTS_ITER ?= 2 CFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS CXXFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS LDFLAGS += -L$(ROCM_PATH)/lib -Wl,-rpath=$(ROCM_PATH)/lib LDFLAGS += -lhipblas -lamdhip64 -lrocblas HIPFLAGS += $(addprefix --offload-arch=,$(GPU_TARGETS)) HIPFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) HIPFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y) HIPFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER) HIPFLAGS += -DCC_TURING=1000000000 ifdef LLAMA_CUDA_FORCE_DMMV HIPFLAGS += -DGGML_CUDA_FORCE_DMMV endif # LLAMA_CUDA_FORCE_DMMV OBJS += ggml-cuda.o ggml-cuda.o: ggml-cuda.cu ggml-cuda.h $(HIPCC) $(CXXFLAGS) $(HIPFLAGS) -x hip -c -o $@ $< endif # LLAMA_HIPBLAS ifdef LLAMA_METAL CFLAGS += -DGGML_USE_METAL -DGGML_METAL_NDEBUG CXXFLAGS += -DGGML_USE_METAL LDFLAGS += -framework Foundation -framework Metal -framework MetalKit OBJS += ggml-metal.o endif # LLAMA_METAL ifdef LLAMA_METAL ggml-metal.o: ggml-metal.m ggml-metal.h $(CC) $(CFLAGS) -c $< -o $@ endif # LLAMA_METAL ifdef LLAMA_MPI ggml-mpi.o: ggml-mpi.c ggml-mpi.h $(CC) $(CFLAGS) -c $< -o $@ endif # LLAMA_MPI ifdef LLAMA_NO_K_QUANTS k_quants.o: k_quants.c k_quants.h $(CC) $(CFLAGS) -c $< -o $@ endif # LLAMA_NO_K_QUANTS # # Print build information # $(info I llama.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 LDFLAGS: $(LDFLAGS)) $(info I CC: $(CCV)) $(info I CXX: $(CXXV)) $(info ) # # Build library # ggml.o: ggml.c ggml.h ggml-cuda.h $(CC) $(CFLAGS) -c $< -o $@ ggml-alloc.o: ggml-alloc.c ggml.h ggml-alloc.h $(CC) $(CFLAGS) -c $< -o $@ OBJS += ggml-alloc.o llama.o: llama.cpp ggml.h ggml-alloc.h ggml-cuda.h ggml-metal.h llama.h $(CXX) $(CXXFLAGS) -c $< -o $@ common.o: common/common.cpp common/common.h $(CXX) $(CXXFLAGS) -c $< -o $@ console.o: common/console.cpp common/console.h $(CXX) $(CXXFLAGS) -c $< -o $@ grammar-parser.o: common/grammar-parser.cpp common/grammar-parser.h $(CXX) $(CXXFLAGS) -c $< -o $@ libllama.so: llama.o ggml.o $(OBJS) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) clean: rm -vf *.o *.so *.dll main quantize quantize-stats perplexity embedding benchmark-matmult save-load-state server simple vdot train-text-from-scratch convert-llama2c-to-ggml embd-input-test gguf llama-bench build-info.h $(TEST_TARGETS) # # Examples # main: examples/main/main.cpp build-info.h ggml.o llama.o common.o console.o grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) @echo @echo '==== Run ./main -h for help. ====' @echo simple: examples/simple/simple.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) quantize: examples/quantize/quantize.cpp build-info.h ggml.o llama.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) quantize-stats: examples/quantize-stats/quantize-stats.cpp build-info.h ggml.o llama.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) perplexity: examples/perplexity/perplexity.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) embedding: examples/embedding/embedding.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) save-load-state: examples/save-load-state/save-load-state.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp examples/server/index.html.hpp examples/server/index.js.hpp examples/server/completion.js.hpp build-info.h ggml.o llama.o common.o grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS) $(LWINSOCK2) $(LIB_PRE)embdinput$(DSO_EXT): examples/embd-input/embd-input.h examples/embd-input/embd-input-lib.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) --shared $(CXXFLAGS) $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS) embd-input-test: $(LIB_PRE)embdinput$(DSO_EXT) examples/embd-input/embd-input-test.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %$(DSO_EXT),$(filter-out %.h,$(filter-out %.hpp,$^))) -o $@ $(LDFLAGS) -L. -lembdinput gguf: examples/gguf/gguf.cpp build-info.h ggml.o llama.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) train-text-from-scratch: examples/train-text-from-scratch/train-text-from-scratch.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) convert-llama2c-to-ggml: examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp build-info.h ggml.o llama.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) llama-bench: examples/llama-bench/llama-bench.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) build-info.h: $(wildcard .git/index) scripts/build-info.sh @sh scripts/build-info.sh > $@.tmp @if ! cmp -s $@.tmp $@; then \ mv $@.tmp $@; \ else \ rm $@.tmp; \ fi # # Tests # tests: $(TEST_TARGETS) benchmark-matmult: examples/benchmark/benchmark-matmult.cpp build-info.h ggml.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) ./$@ vdot: pocs/vdot/vdot.cpp ggml.o $(OBJS) $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) tests/test-llama-grammar: tests/test-llama-grammar.cpp build-info.h ggml.o common.o grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-grammar-parser: tests/test-grammar-parser.cpp build-info.h ggml.o llama.o common.o grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-double-float: tests/test-double-float.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-grad0: tests/test-grad0.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-opt: tests/test-opt.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-quantize-fns: tests/test-quantize-fns.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-quantize-perf: tests/test-quantize-perf.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-sampling: tests/test-sampling.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-tokenizer-0-falcon: tests/test-tokenizer-0-falcon.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-tokenizer-0-llama: tests/test-tokenizer-0-llama.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS) tests/test-tokenizer-1: tests/test-tokenizer-1.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS)