mirror of
https://git.adityakumar.xyz/llama.cpp.git
synced 2024-11-09 15:29:43 +00:00
ecb217db4f
* mtl : export the LLaMA computation graph * ci : disable temporary * mtl : adapt the MNIST example as starter * mtl : no need for mtl-export tool, add cli arg for main instead * mtl : export just a small part of the graph for now to make it easier * mtl : move MSL code into separate file for easy editing * mtl : initial get_rows_q4_0 kernel * mtl : confirmed get_rows_q4_0 is working correctly * mtl : add rms_norm kernel + confirm working * mtl : add mul kernel + confirm working * mtl : initial mul_mat Q4 kernel (wrong results) * mtl : mul_mat fixes (still wrong) * mtl : another mul_mat Q4 (still does not work) * mtl : working mul_mat q4 * ggml : fix handling of "view" ops in ggml_graph_import() * mtl : add rope kernel * mtl : add reshape and transpose handling * ggml : store offset as opt arg for ggml_view_xd() operators * mtl : add cpy kernel + handle view ops * mtl : confirm f16 x f32 attention mul mat * mtl : add scale kernel * mtl : add diag_mask_inf kernel * mtl : fix soft_max kernel * ggml : update ggml_nbytes() to handle non-contiguous tensors * mtl : verify V tensor contents * mtl : add f32 -> f32 cpy kernel * mtl : add silu kernel * mtl : add non-broadcast mul kernel * mtl : full GPU inference of the computation graph * mtl : optimize rms_norm and soft_max kernels * mtl : add f16 mat x f32 vec multiplication kernel * mtl : fix bug in f16 x f32 mul mat + speed-up computation * mtl : faster mul_mat_q4_0_f32 kernel * mtl : fix kernel signature + roll inner loop * mtl : more threads for rms_norm + better timing * mtl : remove printfs from inner loop * mtl : simplify implementation * mtl : add save/load vocab to ggml file * mtl : plug Metal inference into llama.cpp (very quick-n-dirty) * mtl : make it work with main example Lots of hacks but at least now it generates text * mtl : preparing for merge * mtl : clean-up ggml mtl interface + suport scratch / inplace * mtl : remove temp / debug code * metal : final refactoring and simplification * Revert "ci : disable temporary" This reverts commit 98c267fc77fe811082f672538fc91bcfc9072d63. * metal : add comments * metal : clean-up stuff, fix typos * readme : add Metal instructions * readme : add example for main
295 lines
8.2 KiB
Makefile
295 lines
8.2 KiB
Makefile
# Define the default target now so that it is always the first target
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BUILD_TARGETS = main quantize quantize-stats perplexity embedding vdot
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ifdef LLAMA_BUILD_SERVER
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BUILD_TARGETS += server
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endif
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default: $(BUILD_TARGETS)
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ifndef UNAME_S
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UNAME_S := $(shell uname -s)
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endif
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ifndef UNAME_P
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UNAME_P := $(shell uname -p)
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endif
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ifndef UNAME_M
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UNAME_M := $(shell uname -m)
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endif
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CCV := $(shell $(CC) --version | head -n 1)
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CXXV := $(shell $(CXX) --version | head -n 1)
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# Mac OS + Arm can report x86_64
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# ref: https://github.com/ggerganov/whisper.cpp/issues/66#issuecomment-1282546789
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ifeq ($(UNAME_S),Darwin)
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ifneq ($(UNAME_P),arm)
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SYSCTL_M := $(shell sysctl -n hw.optional.arm64 2>/dev/null)
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ifeq ($(SYSCTL_M),1)
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# UNAME_P := arm
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# UNAME_M := arm64
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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)
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endif
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endif
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endif
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#
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# Compile flags
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#
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# keep standard at C11 and C++11
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CFLAGS = -I. -O3 -std=c11 -fPIC
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CXXFLAGS = -I. -I./examples -O3 -std=c++11 -fPIC
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LDFLAGS =
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ifdef LLAMA_DEBUG
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CFLAGS += -O0 -g
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CXXFLAGS += -O0 -g
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LDFLAGS += -g
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else
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CFLAGS += -DNDEBUG
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CXXFLAGS += -DNDEBUG
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endif
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# warnings
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CFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wdouble-promotion -Wshadow -Wstrict-prototypes -Wpointer-arith
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CXXFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wno-multichar
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# OS specific
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# TODO: support Windows
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ifeq ($(UNAME_S),Linux)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifeq ($(UNAME_S),Darwin)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifeq ($(UNAME_S),FreeBSD)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifeq ($(UNAME_S),NetBSD)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifeq ($(UNAME_S),OpenBSD)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifeq ($(UNAME_S),Haiku)
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CFLAGS += -pthread
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CXXFLAGS += -pthread
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endif
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ifdef LLAMA_GPROF
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CFLAGS += -pg
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CXXFLAGS += -pg
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endif
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ifdef LLAMA_PERF
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CFLAGS += -DGGML_PERF
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CXXFLAGS += -DGGML_PERF
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endif
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# Architecture specific
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# TODO: probably these flags need to be tweaked on some architectures
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# feel free to update the Makefile for your architecture and send a pull request or issue
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ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686))
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# Use all CPU extensions that are available:
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CFLAGS += -march=native -mtune=native
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CXXFLAGS += -march=native -mtune=native
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# Usage AVX-only
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#CFLAGS += -mfma -mf16c -mavx
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#CXXFLAGS += -mfma -mf16c -mavx
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endif
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ifneq ($(filter ppc64%,$(UNAME_M)),)
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POWER9_M := $(shell grep "POWER9" /proc/cpuinfo)
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ifneq (,$(findstring POWER9,$(POWER9_M)))
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CFLAGS += -mcpu=power9
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CXXFLAGS += -mcpu=power9
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endif
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# Require c++23's std::byteswap for big-endian support.
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ifeq ($(UNAME_M),ppc64)
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CXXFLAGS += -std=c++23 -DGGML_BIG_ENDIAN
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endif
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endif
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ifndef LLAMA_NO_ACCELERATE
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# Mac M1 - include Accelerate framework.
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# `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time).
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ifeq ($(UNAME_S),Darwin)
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CFLAGS += -DGGML_USE_ACCELERATE
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LDFLAGS += -framework Accelerate
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endif
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endif # LLAMA_NO_ACCELERATE
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ifdef LLAMA_OPENBLAS
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CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/openblas -I/usr/include/openblas
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ifneq ($(shell grep -e "Arch Linux" -e "ID_LIKE=arch" /etc/os-release 2>/dev/null),)
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LDFLAGS += -lopenblas -lcblas
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else
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LDFLAGS += -lopenblas
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endif
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endif # LLAMA_OPENBLAS
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ifdef LLAMA_BLIS
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CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis
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LDFLAGS += -lblis -L/usr/local/lib
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endif # LLAMA_BLIS
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ifdef LLAMA_CUBLAS
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CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include
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CXXFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include
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LDFLAGS += -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64 -L/opt/cuda/lib64 -L$(CUDA_PATH)/targets/x86_64-linux/lib
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OBJS += ggml-cuda.o
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NVCC = nvcc
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NVCCFLAGS = --forward-unknown-to-host-compiler -arch=native
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ifdef LLAMA_CUDA_DMMV_X
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NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X)
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else
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NVCCFLAGS += -DGGML_CUDA_DMMV_X=32
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endif # LLAMA_CUDA_DMMV_X
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ifdef LLAMA_CUDA_DMMV_Y
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NVCCFLAGS += -DGGML_CUDA_DMMV_Y=$(LLAMA_CUDA_DMMV_Y)
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else
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NVCCFLAGS += -DGGML_CUDA_DMMV_Y=1
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endif # LLAMA_CUDA_DMMV_Y
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ggml-cuda.o: ggml-cuda.cu ggml-cuda.h
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$(NVCC) $(NVCCFLAGS) $(CXXFLAGS) -Wno-pedantic -c $< -o $@
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endif # LLAMA_CUBLAS
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ifdef LLAMA_CLBLAST
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CFLAGS += -DGGML_USE_CLBLAST
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CXXFLAGS += -DGGML_USE_CLBLAST
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# Mac provides OpenCL as a framework
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ifeq ($(UNAME_S),Darwin)
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LDFLAGS += -lclblast -framework OpenCL
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else
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LDFLAGS += -lclblast -lOpenCL
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endif
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OBJS += ggml-opencl.o
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ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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endif # LLAMA_CLBLAST
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ifdef LLAMA_METAL
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CFLAGS += -DGGML_USE_METAL -DGGML_METAL_NDEBUG
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CXXFLAGS += -DGGML_USE_METAL
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LDFLAGS += -framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders
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OBJS += ggml-metal.o
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ggml-metal.o: ggml-metal.m ggml-metal.h
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$(CC) $(CFLAGS) -c $< -o $@
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endif # LLAMA_METAL
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ifneq ($(filter aarch64%,$(UNAME_M)),)
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# Apple M1, M2, etc.
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# Raspberry Pi 3, 4, Zero 2 (64-bit)
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CFLAGS += -mcpu=native
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CXXFLAGS += -mcpu=native
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endif
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ifneq ($(filter armv6%,$(UNAME_M)),)
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# Raspberry Pi 1, Zero
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CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access
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endif
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ifneq ($(filter armv7%,$(UNAME_M)),)
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# Raspberry Pi 2
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CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations
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endif
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ifneq ($(filter armv8%,$(UNAME_M)),)
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# Raspberry Pi 3, 4, Zero 2 (32-bit)
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CFLAGS += -mfp16-format=ieee -mno-unaligned-access
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endif
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#
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# Print build information
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#
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$(info I llama.cpp build info: )
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$(info I UNAME_S: $(UNAME_S))
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$(info I UNAME_P: $(UNAME_P))
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$(info I UNAME_M: $(UNAME_M))
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$(info I CFLAGS: $(CFLAGS))
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$(info I CXXFLAGS: $(CXXFLAGS))
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$(info I LDFLAGS: $(LDFLAGS))
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$(info I CC: $(CCV))
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$(info I CXX: $(CXXV))
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$(info )
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#
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# Build library
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#
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ggml.o: ggml.c ggml.h ggml-cuda.h
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$(CC) $(CFLAGS) -c $< -o $@
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llama.o: llama.cpp ggml.h ggml-cuda.h llama.h llama-util.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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common.o: examples/common.cpp examples/common.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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libllama.so: llama.o ggml.o $(OBJS)
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$(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS)
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clean:
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rm -vf *.o main quantize quantize-stats perplexity embedding benchmark-matmult save-load-state server vdot build-info.h
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#
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# Examples
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#
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main: examples/main/main.cpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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@echo
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@echo '==== Run ./main -h for help. ===='
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@echo
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quantize: examples/quantize/quantize.cpp build-info.h ggml.o llama.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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quantize-stats: examples/quantize-stats/quantize-stats.cpp build-info.h ggml.o llama.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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perplexity: examples/perplexity/perplexity.cpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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embedding: examples/embedding/embedding.cpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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save-load-state: examples/save-load-state/save-load-state.cpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS)
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build-info.h: $(wildcard .git/index) scripts/build-info.sh
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@sh scripts/build-info.sh > $@.tmp
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@if ! cmp -s $@.tmp $@; then \
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mv $@.tmp $@; \
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else \
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rm $@.tmp; \
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fi
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#
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# Tests
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#
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benchmark-matmult: examples/benchmark/benchmark-matmult.cpp build-info.h ggml.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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./$@
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vdot: pocs/vdot/vdot.cpp ggml.o $(OBJS)
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$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
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.PHONY: tests clean
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tests:
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bash ./tests/run-tests.sh
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