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# 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 train-text-from-scratch simple server libembdinput.so embd-input-test
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default : $( BUILD_TARGETS )
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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)
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SYSCTL_M := $( shell sysctl -n hw.optional.arm64 2>/dev/null)
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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
#
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# keep standard at C11 and C++11
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# -Ofast tends to produce faster code, but may not be available for some compilers.
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ifdef LLAMA_FAST
OPT = -Ofast
else
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OPT = -O3
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endif
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CFLAGS = -I. $( OPT) -std= c11 -fPIC
CXXFLAGS = -I. -I./examples $( OPT) -std= c++11 -fPIC
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LDFLAGS =
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ifdef LLAMA_DEBUG
CFLAGS += -O0 -g
CXXFLAGS += -O0 -g
LDFLAGS += -g
else
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CFLAGS += -DNDEBUG
CXXFLAGS += -DNDEBUG
endif
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ifdef LLAMA_SERVER_VERBOSE
CXXFLAGS += -DSERVER_VERBOSE= $( LLAMA_SERVER_VERBOSE)
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
# 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
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ifeq ( $( UNAME_S ) ,NetBSD)
CFLAGS += -pthread
CXXFLAGS += -pthread
endif
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ifeq ( $( UNAME_S ) ,OpenBSD)
CFLAGS += -pthread
CXXFLAGS += -pthread
endif
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ifeq ( $( UNAME_S ) ,Haiku)
CFLAGS += -pthread
CXXFLAGS += -pthread
endif
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ifdef LLAMA_GPROF
CFLAGS += -pg
CXXFLAGS += -pg
endif
ifdef LLAMA_PERF
CFLAGS += -DGGML_PERF
CXXFLAGS += -DGGML_PERF
endif
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# 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 ) ,x 86_ 64 i 686) )
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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
#CFLAGS += -mfma -mf16c -mavx
#CXXFLAGS += -mfma -mf16c -mavx
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# Usage SSSE3-only (Not is SSE3!)
#CFLAGS += -mssse3
#CXXFLAGS += -mssse3
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endif
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ifneq ( $( filter ppc 64%,$( UNAME_M )) ,)
POWER9_M := $( shell grep "POWER9" /proc/cpuinfo)
ifneq ( ,$( findstring POWER9,$( POWER9_M)) )
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CFLAGS += -mcpu= power9
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CXXFLAGS += -mcpu= power9
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endif
# Require c++23's std::byteswap for big-endian support.
ifeq ( $( UNAME_M) ,ppc64)
CXXFLAGS += -std= c++23 -DGGML_BIG_ENDIAN
endif
endif
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ifndef LLAMA_NO_K_QUANTS
CFLAGS += -DGGML_USE_K_QUANTS
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CXXFLAGS += -DGGML_USE_K_QUANTS
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OBJS += k_quants.o
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ifdef LLAMA_QKK_64
CFLAGS += -DGGML_QKK_64
CXXFLAGS += -DGGML_QKK_64
endif
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endif
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ifndef LLAMA_NO_ACCELERATE
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# Mac M1 - include Accelerate framework.
# `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time).
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ifeq ( $( UNAME_S) ,Darwin)
CFLAGS += -DGGML_USE_ACCELERATE
LDFLAGS += -framework Accelerate
endif
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endif # LLAMA_NO_ACCELERATE
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ifdef LLAMA_OPENBLAS
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CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/openblas -I/usr/include/openblas
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LDFLAGS += -lopenblas
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endif # LLAMA_OPENBLAS
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ifdef LLAMA_BLIS
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CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis
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LDFLAGS += -lblis -L/usr/local/lib
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endif # LLAMA_BLIS
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ifdef LLAMA_CUBLAS
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CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$( 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
NVCC = nvcc
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NVCCFLAGS = --forward-unknown-to-host-compiler -arch= native
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ifdef LLAMA_CUDA_FORCE_DMMV
NVCCFLAGS += -DGGML_CUDA_FORCE_DMMV
endif # LLAMA_CUDA_FORCE_DMMV
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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
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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
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else
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NVCCFLAGS += -DGGML_CUDA_MMV_Y= 1
endif # LLAMA_CUDA_MMV_Y
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ifdef LLAMA_CUDA_DMMV_F16
NVCCFLAGS += -DGGML_CUDA_DMMV_F16
endif # LLAMA_CUDA_DMMV_F16
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ifdef LLAMA_CUDA_KQUANTS_ITER
NVCCFLAGS += -DK_QUANTS_PER_ITERATION= $( LLAMA_CUDA_KQUANTS_ITER)
else
NVCCFLAGS += -DK_QUANTS_PER_ITERATION= 2
endif
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ggml-cuda.o : ggml -cuda .cu ggml -cuda .h
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$( 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
CXXFLAGS += -DGGML_USE_CLBLAST
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# Mac provides OpenCL as a framework
ifeq ( $( UNAME_S) ,Darwin)
LDFLAGS += -lclblast -framework OpenCL
else
LDFLAGS += -lclblast -lOpenCL
endif
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OBJS += ggml-opencl.o
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ggml-opencl.o : ggml -opencl .cpp ggml -opencl .h
$( CXX) $( CXXFLAGS) -c $< -o $@
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endif # LLAMA_CLBLAST
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
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ifneq ( $( filter aarch 64%,$( UNAME_M )) ,)
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# Apple M1, M2, etc.
# Raspberry Pi 3, 4, Zero 2 (64-bit)
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CFLAGS += -mcpu= native
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CXXFLAGS += -mcpu= native
endif
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ifneq ( $( filter armv 6%,$( 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
endif
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ifneq ( $( filter armv 7%,$( 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
endif
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ifneq ( $( filter armv 8%,$( 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
endif
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ifdef LLAMA_NO_K_QUANTS
k_quants.o : k_quants .c k_quants .h
$( CC) $( CFLAGS) -c $< -o $@
endif # LLAMA_NO_K_QUANTS
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#
# 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 ) )
$( info )
#
# Build library
#
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ggml.o : ggml .c ggml .h ggml -cuda .h
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$( CC) $( CFLAGS) -c $< -o $@
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llama.o : llama .cpp ggml .h ggml -cuda .h ggml -metal .h llama .h llama -util .h
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$( 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 *.so main quantize quantize-stats perplexity embedding benchmark-matmult save-load-state server simple vdot train-text-from-scratch embd-input-test build-info.h
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#
# Examples
#
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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
@echo '==== Run ./main -h for help. ===='
@echo
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simple : examples /simple /simple .cpp build -info .h ggml .o llama .o common .o $( OBJS )
$( CXX) $( CXXFLAGS) $( filter-out %.h,$^) -o $@ $( LDFLAGS)
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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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libembdinput.so : 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 : libembdinput .so examples /embd -input /embd -input -test .cpp build -info .h ggml .o llama .o common .o $( OBJS )
$( CXX) $( CXXFLAGS) $( filter-out %.so,$( filter-out %.h,$( filter-out %.hpp,$^))) -o $@ $( LDFLAGS) -L. -lembdinput
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train-text-from-scratch : examples /train -text -from -scratch /train -text -from -scratch .cpp build -info .h ggml .o llama .o $( OBJS )
$( CXX) $( CXXFLAGS) $( filter-out %.h,$^) -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 \
mv $@ .tmp $@ ; \
else \
rm $@ .tmp; \
fi
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#
# Tests
#
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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 :
bash ./tests/run-tests.sh