mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-25 02:44:36 +00:00
6bbc598a63
* use hipblas based on cublas * Update Makefile for the Cuda kernels * Expand arch list and make it overrideable * Fix multi GPU on multiple amd architectures with rocblas_initialize() (#5) * add hipBLAS to README * new build arg LLAMA_CUDA_MMQ_Y * fix half2 decomposition * Add intrinsics polyfills for AMD * AMD assembly optimized __dp4a * Allow overriding CC_TURING * use "ROCm" instead of "CUDA" * ignore all build dirs * Add Dockerfiles * fix llama-bench * fix -nommq help for non CUDA/HIP --------- Co-authored-by: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Co-authored-by: ardfork <134447697+ardfork@users.noreply.github.com> Co-authored-by: funnbot <22226942+funnbot@users.noreply.github.com> Co-authored-by: Engininja2 <139037756+Engininja2@users.noreply.github.com> Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com> Co-authored-by: jammm <2500920+jammm@users.noreply.github.com> Co-authored-by: jdecourval <7315817+jdecourval@users.noreply.github.com>
471 lines
15 KiB
Makefile
471 lines
15 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 train-text-from-scratch convert-llama2c-to-ggml simple server embd-input-test gguf llama-bench
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# Binaries only useful for tests
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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
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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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# -Ofast tends to produce faster code, but may not be available for some compilers.
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ifdef LLAMA_FAST
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OPT = -Ofast
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else
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OPT = -O3
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endif
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CFLAGS = -I. $(OPT) -std=c11 -fPIC
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CXXFLAGS = -I. -I./common $(OPT) -std=c++11 -fPIC
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LDFLAGS =
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ifdef LLAMA_DEBUG
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CFLAGS += -O0 -g
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CXXFLAGS += -O0 -g
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LDFLAGS += -g
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else
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CFLAGS += -DNDEBUG
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CXXFLAGS += -DNDEBUG
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endif
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ifdef LLAMA_SERVER_VERBOSE
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CXXFLAGS += -DSERVER_VERBOSE=$(LLAMA_SERVER_VERBOSE)
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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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-Wmissing-prototypes
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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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# detect Windows
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ifneq ($(findstring _NT,$(UNAME_S)),)
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_WIN32 := 1
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endif
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# library name prefix
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ifneq ($(_WIN32),1)
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LIB_PRE := lib
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endif
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# Dynamic Shared Object extension
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ifneq ($(_WIN32),1)
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DSO_EXT := .so
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else
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DSO_EXT := .dll
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endif
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# Windows Sockets 2 (Winsock) for network-capable apps
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ifeq ($(_WIN32),1)
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LWINSOCK2 := -lws2_32
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endif
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ifdef LLAMA_GPROF
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CFLAGS += -pg
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CXXFLAGS += -pg
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endif
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ifdef LLAMA_PERF
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CFLAGS += -DGGML_PERF
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CXXFLAGS += -DGGML_PERF
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endif
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# Architecture specific
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# TODO: probably these flags need to be tweaked on some architectures
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# feel free to update the Makefile for your architecture and send a pull request or issue
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ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686 amd64))
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# Use all CPU extensions that are available:
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CFLAGS += -march=native -mtune=native
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CXXFLAGS += -march=native -mtune=native
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# Usage AVX-only
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#CFLAGS += -mfma -mf16c -mavx
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#CXXFLAGS += -mfma -mf16c -mavx
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# Usage SSSE3-only (Not is SSE3!)
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#CFLAGS += -mssse3
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#CXXFLAGS += -mssse3
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endif
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ifneq ($(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%,$(UNAME_M)),)
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# Raspberry Pi 3, 4, Zero 2 (32-bit)
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CFLAGS += -mfp16-format=ieee -mno-unaligned-access
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endif
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ifneq ($(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_K_QUANTS
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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
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CFLAGS += -DGGML_QKK_64
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CXXFLAGS += -DGGML_QKK_64
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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_MPI
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CFLAGS += -DGGML_USE_MPI -Wno-cast-qual
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CXXFLAGS += -DGGML_USE_MPI -Wno-cast-qual
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OBJS += ggml-mpi.o
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endif # LLAMA_MPI
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ifdef LLAMA_OPENBLAS
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CFLAGS += -DGGML_USE_OPENBLAS $(shell pkg-config --cflags openblas)
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LDFLAGS += $(shell pkg-config --libs openblas)
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endif # LLAMA_OPENBLAS
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ifdef LLAMA_BLIS
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CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis
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LDFLAGS += -lblis -L/usr/local/lib
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endif # LLAMA_BLIS
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ifdef LLAMA_CUBLAS
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CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(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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NVCCFLAGS = --forward-unknown-to-host-compiler -use_fast_math
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ifdef LLAMA_CUDA_NVCC
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NVCC = $(LLAMA_CUDA_NVCC)
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else
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NVCC = nvcc
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endif #LLAMA_CUDA_NVCC
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ifdef CUDA_DOCKER_ARCH
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NVCCFLAGS += -Wno-deprecated-gpu-targets -arch=$(CUDA_DOCKER_ARCH)
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else
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NVCCFLAGS += -arch=native
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endif # CUDA_DOCKER_ARCH
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ifdef LLAMA_CUDA_FORCE_DMMV
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NVCCFLAGS += -DGGML_CUDA_FORCE_DMMV
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endif # LLAMA_CUDA_FORCE_DMMV
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ifdef LLAMA_CUDA_DMMV_X
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NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X)
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else
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NVCCFLAGS += -DGGML_CUDA_DMMV_X=32
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endif # LLAMA_CUDA_DMMV_X
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ifdef LLAMA_CUDA_MMV_Y
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NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y)
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else ifdef LLAMA_CUDA_DMMV_Y
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NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_DMMV_Y) # for backwards compatibility
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else
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NVCCFLAGS += -DGGML_CUDA_MMV_Y=1
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endif # LLAMA_CUDA_MMV_Y
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ifdef LLAMA_CUDA_F16
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NVCCFLAGS += -DGGML_CUDA_F16
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endif # LLAMA_CUDA_F16
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ifdef LLAMA_CUDA_DMMV_F16
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NVCCFLAGS += -DGGML_CUDA_F16
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endif # LLAMA_CUDA_DMMV_F16
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ifdef LLAMA_CUDA_KQUANTS_ITER
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NVCCFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER)
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else
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NVCCFLAGS += -DK_QUANTS_PER_ITERATION=2
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endif
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#ifdef LLAMA_CUDA_CUBLAS
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# NVCCFLAGS += -DGGML_CUDA_CUBLAS
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#endif # LLAMA_CUDA_CUBLAS
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ifdef LLAMA_CUDA_CCBIN
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NVCCFLAGS += -ccbin $(LLAMA_CUDA_CCBIN)
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endif
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ggml-cuda.o: ggml-cuda.cu ggml-cuda.h
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$(NVCC) $(NVCCFLAGS) $(subst -Ofast,-O3,$(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 $(shell pkg-config --cflags clblast OpenCL)
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CXXFLAGS += -DGGML_USE_CLBLAST $(shell pkg-config --cflags clblast OpenCL)
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# Mac provides OpenCL as a framework
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ifeq ($(UNAME_S),Darwin)
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LDFLAGS += -lclblast -framework OpenCL
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else
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LDFLAGS += $(shell pkg-config --libs clblast OpenCL)
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endif
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OBJS += ggml-opencl.o
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ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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endif # LLAMA_CLBLAST
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ifdef LLAMA_HIPBLAS
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ROCM_PATH ?= /opt/rocm
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HIPCC ?= $(ROCM_PATH)/bin/hipcc
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GPU_TARGETS ?= $(shell $(ROCM_PATH)/llvm/bin/amdgpu-arch)
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LLAMA_CUDA_DMMV_X ?= 32
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LLAMA_CUDA_MMV_Y ?= 1
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LLAMA_CUDA_KQUANTS_ITER ?= 2
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CFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS
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CXXFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS
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LDFLAGS += -L$(ROCM_PATH)/lib -Wl,-rpath=$(ROCM_PATH)/lib
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LDFLAGS += -lhipblas -lamdhip64 -lrocblas
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HIPFLAGS += $(addprefix --offload-arch=,$(GPU_TARGETS))
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HIPFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X)
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HIPFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y)
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HIPFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER)
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HIPFLAGS += -DCC_TURING=1000000000
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ifdef LLAMA_CUDA_FORCE_DMMV
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HIPFLAGS += -DGGML_CUDA_FORCE_DMMV
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endif # LLAMA_CUDA_FORCE_DMMV
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OBJS += ggml-cuda.o
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ggml-cuda.o: ggml-cuda.cu ggml-cuda.h
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$(HIPCC) $(CXXFLAGS) $(HIPFLAGS) -x hip -c -o $@ $<
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endif # LLAMA_HIPBLAS
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ifdef LLAMA_METAL
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CFLAGS += -DGGML_USE_METAL -DGGML_METAL_NDEBUG
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CXXFLAGS += -DGGML_USE_METAL
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LDFLAGS += -framework Foundation -framework Metal -framework MetalKit
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OBJS += ggml-metal.o
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endif # LLAMA_METAL
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ifdef LLAMA_METAL
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ggml-metal.o: ggml-metal.m ggml-metal.h
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$(CC) $(CFLAGS) -c $< -o $@
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endif # LLAMA_METAL
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ifdef LLAMA_MPI
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ggml-mpi.o: ggml-mpi.c ggml-mpi.h
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$(CC) $(CFLAGS) -c $< -o $@
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endif # LLAMA_MPI
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ifdef LLAMA_NO_K_QUANTS
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k_quants.o: k_quants.c k_quants.h
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$(CC) $(CFLAGS) -c $< -o $@
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endif # LLAMA_NO_K_QUANTS
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#
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# Print build information
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#
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$(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 $@
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ggml-alloc.o: ggml-alloc.c ggml.h ggml-alloc.h
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$(CC) $(CFLAGS) -c $< -o $@
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OBJS += ggml-alloc.o
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llama.o: llama.cpp ggml.h ggml-alloc.h ggml-cuda.h ggml-metal.h llama.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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common.o: common/common.cpp common/common.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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console.o: common/console.cpp common/console.h
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$(CXX) $(CXXFLAGS) -c $< -o $@
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grammar-parser.o: common/grammar-parser.cpp common/grammar-parser.h
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$(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 *.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)
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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 console.o grammar-parser.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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simple: examples/simple/simple.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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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 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 $(OBJS)
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$(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS) $(LWINSOCK2)
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$(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 $(OBJS)
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$(CXX) --shared $(CXXFLAGS) $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS)
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embd-input-test: $(LIB_PRE)embdinput$(DSO_EXT) examples/embd-input/embd-input-test.cpp build-info.h ggml.o llama.o common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %$(DSO_EXT),$(filter-out %.h,$(filter-out %.hpp,$^))) -o $@ $(LDFLAGS) -L. -lembdinput
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gguf: examples/gguf/gguf.cpp build-info.h ggml.o llama.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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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 common.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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|
|
|
convert-llama2c-to-ggml: examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp build-info.h ggml.o llama.o $(OBJS)
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$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
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|
|
|
llama-bench: examples/llama-bench/llama-bench.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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|
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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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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 llama.o common.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 $(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: tests/test-tokenizer-0.cpp build-info.h ggml.o llama.o common.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) $(filter-out %.txt,$^) -o $@ $(LDFLAGS)
|