default: koboldcpp koboldcpp_failsafe koboldcpp_openblas koboldcpp_openblas_noavx2 koboldcpp_clblast tools: quantize_gpt2 quantize_gptj quantize_llama quantize_neox quantize_mpt dev: koboldcpp_openblas dev2: koboldcpp_clblast ifndef UNAME_S UNAME_S := $(shell uname -s) endif ifndef UNAME_P UNAME_P := $(shell uname -p) endif ifndef UNAME_M UNAME_M := $(shell uname -m) endif ifneq ($(shell grep -e "Arch Linux" -e "ID_LIKE=arch" /etc/os-release 2>/dev/null),) ARCH_ADD = -lcblas 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 := $(warning Your arch is announced as x86_64, but it seems to actually be ARM64. Not fixing that can lead to bad performance. For more info see: https://github.com/ggerganov/whisper.cpp/issues/66\#issuecomment-1282546789) endif endif endif # # Compile flags # # keep standard at C11 and C++11 CFLAGS = -I. -I./include -I./include/CL -I./otherarch -I./otherarch/tools -Ofast -DNDEBUG -std=c11 -fPIC -DGGML_USE_K_QUANTS CXXFLAGS = -I. -I./examples -I./include -I./include/CL -I./otherarch -I./otherarch/tools -O3 -DNDEBUG -std=c++11 -fPIC LDFLAGS = # these are used on windows, to build some libraries with extra old device compatibility SIMPLECFLAGS = FULLCFLAGS = NONECFLAGS = OPENBLAS_FLAGS = -DGGML_USE_OPENBLAS -I/usr/local/include/openblas CLBLAST_FLAGS = -DGGML_USE_CLBLAST FAILSAFE_FLAGS = -DUSE_FAILSAFE #lets try enabling everything CFLAGS += -pthread -s CXXFLAGS += -pthread -s -Wno-multichar -Wno-write-strings # OS specific # TODO: support Windows ifeq ($(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 ($(UNAME_S),Haiku) CFLAGS += -pthread CXXFLAGS += -pthread endif ifdef LLAMA_GPROF CFLAGS += -pg CXXFLAGS += -pg endif ifdef LLAMA_PERF CFLAGS += -DGGML_PERF CXXFLAGS += -DGGML_PERF endif # Architecture specific # TODO: probably these flags need to be tweaked on some architectures # feel free to update the Makefile for your architecture and send a pull request or issue ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686)) # Use all CPU extensions that are available: # old library NEEDS mf16c to work. so we must build with it. new one doesnt ifeq ($(OS),Windows_NT) CFLAGS += NONECFLAGS += -mno-sse3 SIMPLECFLAGS += -mavx -msse3 FULLCFLAGS += -mavx2 -msse3 -mfma -mf16c -mavx else # if not on windows, they are clearly building it themselves, so lets just use whatever is supported CFLAGS += -march=native -mtune=native endif 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_ACCELERATE # Mac M1 - include Accelerate framework. # `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time). ifeq ($(UNAME_S),Darwin) CFLAGS += -DGGML_USE_ACCELERATE LDFLAGS += -framework Accelerate endif endif # it is recommended to use the CMAKE file to build for cublas if you can - will likely work better ifdef LLAMA_CUBLAS CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(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 ggml_v2-cuda.o NVCC = nvcc NVCCFLAGS = --forward-unknown-to-host-compiler -arch=native ifdef LLAMA_CUDA_DMMV_X NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) else NVCCFLAGS += -DGGML_CUDA_DMMV_X=32 endif # LLAMA_CUDA_DMMV_X ifdef LLAMA_CUDA_DMMV_Y NVCCFLAGS += -DGGML_CUDA_DMMV_Y=$(LLAMA_CUDA_DMMV_Y) else NVCCFLAGS += -DGGML_CUDA_DMMV_Y=1 endif # LLAMA_CUDA_DMMV_Y ifdef LLAMA_CUDA_DMMV_F16 NVCCFLAGS += -DGGML_CUDA_DMMV_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 ggml-cuda.o: ggml-cuda.cu ggml-cuda.h $(NVCC) $(NVCCFLAGS) $(CXXFLAGS) $(CUBLAS_CXXFLAGS) -Wno-pedantic -c $< -o $@ ggml_v2-cuda.o: otherarch/ggml_v2-cuda.cu otherarch/ggml_v2-cuda.h $(NVCC) $(NVCCFLAGS) $(CXXFLAGS) $(CUBLAS_CXXFLAGS) -Wno-pedantic -c $< -o $@ endif # LLAMA_CUBLAS ifdef LLAMA_METAL CFLAGS += -DGGML_USE_METAL -DGGML_METAL_NDEBUG CXXFLAGS += -DGGML_USE_METAL LDFLAGS += -framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders OBJS += ggml-metal.o ggml-metal.o: ggml-metal.m ggml-metal.h $(CC) $(CFLAGS) -c $< -o $@ endif # LLAMA_METAL ifneq ($(filter aarch64%,$(UNAME_M)),) # Apple M1, M2, etc. # Raspberry Pi 3, 4, Zero 2 (64-bit) CFLAGS += CXXFLAGS += endif ifneq ($(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%,$(UNAME_M)),) # Raspberry Pi 3, 4, Zero 2 (32-bit) CFLAGS += -mfp16-format=ieee -mno-unaligned-access endif DEFAULT_BUILD = FAILSAFE_BUILD = OPENBLAS_BUILD = OPENBLAS_NOAVX2_BUILD = CLBLAST_BUILD = CLBLAST_NOAVX2_BUILD = ifeq ($(OS),Windows_NT) DEFAULT_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.dll $(LDFLAGS) FAILSAFE_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.dll $(LDFLAGS) OPENBLAS_BUILD = $(CXX) $(CXXFLAGS) $^ lib/libopenblas.lib -shared -o $@.dll $(LDFLAGS) OPENBLAS_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ lib/libopenblas.lib -shared -o $@.dll $(LDFLAGS) CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ lib/OpenCL.lib lib/clblast.lib -shared -o $@.dll $(LDFLAGS) CLBLAST_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ lib/OpenCL.lib lib/clblast.lib -shared -o $@.dll $(LDFLAGS) else DEFAULT_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.so $(LDFLAGS) FAILSAFE_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.so $(LDFLAGS) ifdef LLAMA_OPENBLAS OPENBLAS_BUILD = $(CXX) $(CXXFLAGS) $^ $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) OPENBLAS_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) endif ifdef LLAMA_CLBLAST ifeq ($(UNAME_S),Darwin) CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -framework OpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) CLBLAST_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -framework OpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) else CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -lOpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) CLBLAST_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -lOpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) endif endif ifndef LLAMA_OPENBLAS ifndef LLAMA_CLBLAST OPENBLAS_BUILD = @echo 'Your OS $(OS) does not appear to be Windows. For faster speeds, install and link a BLAS library. Set LLAMA_OPENBLAS=1 to compile with OpenBLAS support or LLAMA_CLBLAST=1 to compile with ClBlast support. This is just a reminder, not an error.' endif endif endif # # 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 k_quants.h $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ ggml_openblas.o: ggml.c ggml.h $(CC) $(CFLAGS) $(FULLCFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ ggml_failsafe.o: ggml.c ggml.h $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ ggml_openblas_noavx2.o: ggml.c ggml.h $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ ggml_clblast.o: ggml.c ggml.h $(CC) $(CFLAGS) $(FULLCFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ ggml_clblast_noavx2.o: ggml.c ggml.h $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ #quants K k_quants.o: k_quants.c k_quants.h ggml.h ggml-cuda.h $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ k_quants_noavx2.o: k_quants.c k_quants.h ggml.h ggml-cuda.h $(CC) $(CFLAGS) $(SIMPLECFLAGS) -c $< -o $@ k_quants_failsafe.o: k_quants.c k_quants.h ggml.h ggml-cuda.h $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ #version 2 libs ggml_v2.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ ggml_v2_openblas.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(FULLCFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ ggml_v2_failsafe.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ ggml_v2_openblas_noavx2.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ ggml_v2_clblast.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(FULLCFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ ggml_v2_clblast_noavx2.o: otherarch/ggml_v2.c otherarch/ggml_v2.h $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ #extreme old version compat ggml_v1.o: otherarch/ggml_v1.c otherarch/ggml_v1.h $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ ggml_v1_failsafe.o: otherarch/ggml_v1.c otherarch/ggml_v1.h $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ #opencl ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ ggml_v2-opencl.o: otherarch/ggml_v2-opencl.cpp otherarch/ggml_v2-opencl.h $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ ggml_v2-opencl-legacy.o: otherarch/ggml_v2-opencl-legacy.c otherarch/ggml_v2-opencl-legacy.h $(CC) $(CFLAGS) -c $< -o $@ # intermediate objects llama.o: llama.cpp ggml.h ggml-cuda.h llama.h llama-util.h $(CXX) $(CXXFLAGS) -c $< -o $@ common.o: examples/common.cpp examples/common.h $(CXX) $(CXXFLAGS) -c $< -o $@ expose.o: expose.cpp expose.h $(CXX) $(CXXFLAGS) -c $< -o $@ gpttype_adapter_failsafe.o: gpttype_adapter.cpp $(CXX) $(CXXFLAGS) $(FAILSAFE_FLAGS) -c $< -o $@ gpttype_adapter.o: gpttype_adapter.cpp $(CXX) $(CXXFLAGS) -c $< -o $@ gpttype_adapter_clblast.o: gpttype_adapter.cpp $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ clean: rm -vf *.o main quantize_llama quantize_gpt2 quantize_gptj quantize_neox quantize_mpt quantize-stats perplexity embedding benchmark-matmult save-load-state main.exe quantize_llama.exe quantize_gptj.exe quantize_gpt2.exe quantize_neox.exe quantize_mpt.exe koboldcpp.dll koboldcpp_openblas.dll koboldcpp_failsafe.dll koboldcpp_openblas_noavx2.dll koboldcpp_clblast.dll koboldcpp_clblast_noavx2.dll koboldcpp.so koboldcpp_openblas.so koboldcpp_failsafe.so koboldcpp_openblas_noavx2.so koboldcpp_clblast.so koboldcpp_clblast_noavx2.so main: examples/main/main.cpp build-info.h ggml.o k_quants.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) @echo @echo '==== Run ./main -h for help. ====' @echo #generated libraries koboldcpp: ggml.o ggml_v2.o ggml_v1.o expose.o common.o gpttype_adapter.o k_quants.o $(OBJS) $(DEFAULT_BUILD) koboldcpp_openblas: ggml_openblas.o ggml_v2_openblas.o ggml_v1.o expose.o common.o gpttype_adapter.o k_quants.o $(OBJS) $(OPENBLAS_BUILD) koboldcpp_failsafe: ggml_failsafe.o ggml_v2_failsafe.o ggml_v1_failsafe.o expose.o common.o gpttype_adapter_failsafe.o k_quants_failsafe.o $(OBJS) $(FAILSAFE_BUILD) koboldcpp_openblas_noavx2: ggml_openblas_noavx2.o ggml_v2_openblas_noavx2.o ggml_v1_failsafe.o expose.o common.o gpttype_adapter.o k_quants_noavx2.o $(OBJS) $(OPENBLAS_NOAVX2_BUILD) koboldcpp_clblast: ggml_clblast.o ggml_v2_clblast.o ggml_v1.o expose.o common.o gpttype_adapter_clblast.o ggml-opencl.o ggml_v2-opencl.o ggml_v2-opencl-legacy.o k_quants.o $(OBJS) $(CLBLAST_BUILD) koboldcpp_clblast_noavx2: ggml_clblast_noavx2.o ggml_v2_clblast_noavx2.o ggml_v1_failsafe.o expose.o common.o gpttype_adapter_clblast.o ggml-opencl.o ggml_v2-opencl.o ggml_v2-opencl-legacy.o k_quants_noavx2.o $(OBJS) $(CLBLAST_NOAVX2_BUILD) quantize_llama: examples/quantize/quantize.cpp ggml.o llama.o k_quants.o $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) quantize_gptj: ggml.o llama.o k_quants.o otherarch/tools/gptj_quantize.cpp otherarch/tools/common-ggml.cpp $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) quantize_gpt2: ggml.o llama.o k_quants.o otherarch/tools/gpt2_quantize.cpp otherarch/tools/common-ggml.cpp $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) quantize_neox: ggml.o llama.o k_quants.o otherarch/tools/neox_quantize.cpp otherarch/tools/common-ggml.cpp $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) quantize_mpt: ggml.o llama.o k_quants.o otherarch/tools/mpt_quantize.cpp otherarch/tools/common-ggml.cpp $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) build-info.h: $(DONOTHING)