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				https://github.com/ggml-org/llama.cpp.git
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			717 lines
		
	
	
		
			24 KiB
		
	
	
	
		
			Makefile
		
	
	
	
	
	
			
		
		
	
	
			717 lines
		
	
	
		
			24 KiB
		
	
	
	
		
			Makefile
		
	
	
	
	
	
# Define the default target now so that it is always the first target
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BUILD_TARGETS = \
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	main quantize quantize-stats perplexity embedding vdot q8dot train-text-from-scratch convert-llama2c-to-ggml \
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	simple batched batched-bench save-load-state server gguf llama-bench llava baby-llama beam-search  \
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	speculative infill benchmark-matmult parallel finetune export-lora tests/test-c.o
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# Binaries only useful for tests
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TEST_TARGETS = \
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	tests/test-llama-grammar tests/test-grammar-parser tests/test-double-float tests/test-grad0 tests/test-opt \
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	tests/test-quantize-fns tests/test-quantize-perf tests/test-sampling tests/test-tokenizer-0-llama          \
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	tests/test-tokenizer-0-falcon tests/test-tokenizer-1-llama tests/test-tokenizer-1-bpe
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# Code coverage output files
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COV_TARGETS = *.gcno tests/*.gcno *.gcda tests/*.gcda *.gcov tests/*.gcov lcov-report gcovr-report
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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 := $(shell uname -m)
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endif
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ifeq '' '$(findstring clang,$(shell $(CC) --version))'
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	CC_IS_GCC=1
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	CC_VER := $(shell $(CC) -dumpfullversion -dumpversion | awk -F. '{ printf("%02d%02d%02d", $$1, $$2, $$3) }')
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else
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	CC_IS_CLANG=1
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	ifeq '' '$(findstring Apple LLVM,$(shell $(CC) --version))'
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		CC_IS_LLVM_CLANG=1
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	else
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		CC_IS_APPLE_CLANG=1
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	endif
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	CC_VER := $(shell $(CC) --version | sed -n 's/^.* version \([0-9.]*\).*$$/\1/p' \
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				| awk -F. '{ printf("%02d%02d%02d", $$1, $$2, $$3) }')
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endif
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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 ($(UNAME_S),Darwin)
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	ifndef LLAMA_NO_METAL
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		LLAMA_METAL := 1
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	endif
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	ifneq ($(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 := $(warning Your arch is announced as x86_64, but it seems to actually be ARM64. Not fixing that can lead to bad performance. For more info see: https://github.com/ggerganov/whisper.cpp/issues/66\#issuecomment-1282546789)
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		endif
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	endif
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endif
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ifneq '' '$(or $(filter clean,$(MAKECMDGOALS)),$(LLAMA_METAL))'
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BUILD_TARGETS += metal
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endif
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default: $(BUILD_TARGETS)
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test: $(TEST_TARGETS)
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	@failures=0; \
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	for test_target in $(TEST_TARGETS); do \
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		if [ "$$test_target" = "tests/test-tokenizer-0-llama" ]; then \
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			./$$test_target $(CURDIR)/models/ggml-vocab-llama.gguf; \
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		elif [ "$$test_target" = "tests/test-tokenizer-0-falcon" ]; then \
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			./$$test_target $(CURDIR)/models/ggml-vocab-falcon.gguf; \
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		elif [ "$$test_target" = "tests/test-tokenizer-1-llama" ]; then \
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			continue; \
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		elif [ "$$test_target" = "tests/test-tokenizer-1-bpe" ]; then \
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			continue; \
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		else \
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			echo "Running test $$test_target..."; \
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			./$$test_target; \
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		fi; \
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		if [ $$? -ne 0 ]; then \
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			printf 'Test $$test_target FAILED!\n\n' $$test_target; \
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			failures=$$(( failures + 1 )); \
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		else \
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			printf 'Test %s passed.\n\n' $$test_target; \
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		fi; \
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	done; \
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	if [ $$failures -gt 0 ]; then \
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		printf '\n%s tests failed.\n' $$failures; \
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		exit 1; \
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	fi
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	@echo 'All tests passed.'
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all: $(BUILD_TARGETS) $(TEST_TARGETS)
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coverage: ## Run code coverage
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	gcov -pb tests/*.cpp
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lcov-report: coverage ## Generate lcov report
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	mkdir -p lcov-report
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	lcov --capture --directory . --output-file lcov-report/coverage.info
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	genhtml lcov-report/coverage.info --output-directory lcov-report
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gcovr-report: coverage ## Generate gcovr report
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	mkdir -p gcovr-report
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	gcovr --root . --html --html-details --output gcovr-report/coverage.html
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ifdef RISCV_CROSS_COMPILE
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CC	:= riscv64-unknown-linux-gnu-gcc
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CXX	:= riscv64-unknown-linux-gnu-g++
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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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MK_CPPFLAGS = -I. -Icommon
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MK_CFLAGS   = -std=c11   -fPIC
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MK_CXXFLAGS = -std=c++11 -fPIC
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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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MK_CFLAGS        += -Ofast
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MK_HOST_CXXFLAGS += -Ofast
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MK_CUDA_CXXFLAGS += -O3
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else
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MK_CFLAGS        += -O3
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MK_CXXFLAGS      += -O3
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endif
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# clock_gettime came in POSIX.1b (1993)
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# CLOCK_MONOTONIC came in POSIX.1-2001 / SUSv3 as optional
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# posix_memalign came in POSIX.1-2001 / SUSv3
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# M_PI is an XSI extension since POSIX.1-2001 / SUSv3, came in XPG1 (1985)
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MK_CPPFLAGS += -D_XOPEN_SOURCE=600
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# Somehow in OpenBSD whenever POSIX conformance is specified
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# some string functions rely on locale_t availability,
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# which was introduced in POSIX.1-2008, forcing us to go higher
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ifeq ($(UNAME_S),OpenBSD)
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	MK_CPPFLAGS += -U_XOPEN_SOURCE -D_XOPEN_SOURCE=700
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endif
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# Data types, macros and functions related to controlling CPU affinity and
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# some memory allocation are available on Linux through GNU extensions in libc
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ifeq ($(UNAME_S),Linux)
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	MK_CPPFLAGS += -D_GNU_SOURCE
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endif
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# RLIMIT_MEMLOCK came in BSD, is not specified in POSIX.1,
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# and on macOS its availability depends on enabling Darwin extensions
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# similarly on DragonFly, enabling BSD extensions is necessary
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ifeq ($(UNAME_S),Darwin)
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	MK_CPPFLAGS += -D_DARWIN_C_SOURCE
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endif
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ifeq ($(UNAME_S),DragonFly)
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	MK_CPPFLAGS += -D__BSD_VISIBLE
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endif
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# alloca is a non-standard interface that is not visible on BSDs when
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# POSIX conformance is specified, but not all of them provide a clean way
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# to enable it in such cases
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ifeq ($(UNAME_S),FreeBSD)
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	MK_CPPFLAGS += -D__BSD_VISIBLE
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endif
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ifeq ($(UNAME_S),NetBSD)
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	MK_CPPFLAGS += -D_NETBSD_SOURCE
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endif
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ifeq ($(UNAME_S),OpenBSD)
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	MK_CPPFLAGS += -D_BSD_SOURCE
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endif
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ifdef LLAMA_DEBUG
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	MK_CFLAGS   += -O0 -g
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	MK_CXXFLAGS += -O0 -g
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	MK_LDFLAGS  += -g
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else
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	MK_CPPFLAGS += -DNDEBUG
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endif
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ifdef LLAMA_SANITIZE_THREAD
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	MK_CFLAGS   += -fsanitize=thread -g
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	MK_CXXFLAGS += -fsanitize=thread -g
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	MK_LDFLAGS  += -fsanitize=thread -g
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endif
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ifdef LLAMA_SANITIZE_ADDRESS
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	MK_CFLAGS   += -fsanitize=address -fno-omit-frame-pointer -g
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	MK_CXXFLAGS += -fsanitize=address -fno-omit-frame-pointer -g
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	MK_LDFLAGS  += -fsanitize=address -fno-omit-frame-pointer -g
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endif
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ifdef LLAMA_SANITIZE_UNDEFINED
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	MK_CFLAGS   += -fsanitize=undefined -g
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	MK_CXXFLAGS += -fsanitize=undefined -g
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	MK_LDFLAGS  += -fsanitize=undefined -g
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endif
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ifdef LLAMA_SERVER_VERBOSE
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	MK_CPPFLAGS += -DSERVER_VERBOSE=$(LLAMA_SERVER_VERBOSE)
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endif
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ifdef LLAMA_CODE_COVERAGE
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	MK_CXXFLAGS += -fprofile-arcs -ftest-coverage -dumpbase ''
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endif
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ifdef LLAMA_DISABLE_LOGS
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	MK_CPPFLAGS += -DLOG_DISABLE_LOGS
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endif # LLAMA_DISABLE_LOGS
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# warnings
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WARN_FLAGS    = -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function
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MK_CFLAGS    += $(WARN_FLAGS) -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int \
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				-Werror=implicit-function-declaration
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MK_CXXFLAGS  += $(WARN_FLAGS) -Wmissing-declarations -Wmissing-noreturn
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						|
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ifeq ($(CC_IS_CLANG), 1)
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	# clang options
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	MK_CFLAGS        += -Wunreachable-code-break -Wunreachable-code-return
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	MK_HOST_CXXFLAGS += -Wunreachable-code-break -Wunreachable-code-return -Wmissing-prototypes -Wextra-semi
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						|
 | 
						|
	ifneq '' '$(and $(CC_IS_LLVM_CLANG),$(filter 1,$(shell expr $(CC_VER) \>= 030800)))'
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		MK_CFLAGS += -Wdouble-promotion
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	endif
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						|
	ifneq '' '$(and $(CC_IS_APPLE_CLANG),$(filter 1,$(shell expr $(CC_VER) \>= 070300)))'
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		MK_CFLAGS += -Wdouble-promotion
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	endif
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else
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	# gcc options
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	MK_CFLAGS        += -Wdouble-promotion
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	MK_HOST_CXXFLAGS += -Wno-array-bounds
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						|
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	ifeq ($(shell expr $(CC_VER) \>= 070100), 1)
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		MK_HOST_CXXFLAGS += -Wno-format-truncation
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						|
	endif
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	ifeq ($(shell expr $(CC_VER) \>= 080100), 1)
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		MK_HOST_CXXFLAGS += -Wextra-semi
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	endif
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endif
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 | 
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# OS specific
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# TODO: support Windows
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						|
ifneq '' '$(filter $(UNAME_S),Linux Darwin FreeBSD NetBSD OpenBSD Haiku)'
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	MK_CFLAGS   += -pthread
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	MK_CXXFLAGS += -pthread
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endif
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 | 
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# detect Windows
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						|
ifneq ($(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
 | 
						|
endif
 | 
						|
 | 
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ifdef LLAMA_GPROF
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	MK_CFLAGS   += -pg
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	MK_CXXFLAGS += -pg
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endif
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ifdef LLAMA_PERF
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	MK_CPPFLAGS += -DGGML_PERF
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endif
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 | 
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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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ifndef RISCV
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						|
 | 
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ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686 amd64))
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	# Use all CPU extensions that are available:
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	MK_CFLAGS   += -march=native -mtune=native
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	MK_HOST_CXXFLAGS += -march=native -mtune=native
 | 
						|
 | 
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	# Usage AVX-only
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						|
	#MK_CFLAGS   += -mfma -mf16c -mavx
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	#MK_CXXFLAGS += -mfma -mf16c -mavx
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						|
 | 
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	# Usage SSSE3-only (Not is SSE3!)
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	#MK_CFLAGS   += -mssse3
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						|
	#MK_CXXFLAGS += -mssse3
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endif
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						|
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# The stack is only 16-byte aligned on Windows, so don't let gcc emit aligned moves.
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# https://gcc.gnu.org/bugzilla/show_bug.cgi?id=54412
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# https://github.com/ggerganov/llama.cpp/issues/2922
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						|
ifneq '' '$(findstring mingw,$(shell $(CC) -dumpmachine))'
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						|
	MK_CFLAGS   += -Xassembler -muse-unaligned-vector-move
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						|
	MK_CXXFLAGS += -Xassembler -muse-unaligned-vector-move
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						|
endif
 | 
						|
 | 
						|
ifneq ($(filter aarch64%,$(UNAME_M)),)
 | 
						|
	# Apple M1, M2, etc.
 | 
						|
	# Raspberry Pi 3, 4, Zero 2 (64-bit)
 | 
						|
	MK_CFLAGS   += -mcpu=native
 | 
						|
	MK_CXXFLAGS += -mcpu=native
 | 
						|
endif
 | 
						|
 | 
						|
ifneq ($(filter armv6%,$(UNAME_M)),)
 | 
						|
	# Raspberry Pi 1, Zero
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						|
	MK_CFLAGS   += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access
 | 
						|
	MK_CXXFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access
 | 
						|
endif
 | 
						|
 | 
						|
ifneq ($(filter armv7%,$(UNAME_M)),)
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						|
	# Raspberry Pi 2
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						|
	MK_CFLAGS   += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations
 | 
						|
	MK_CXXFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations
 | 
						|
endif
 | 
						|
 | 
						|
ifneq ($(filter armv8%,$(UNAME_M)),)
 | 
						|
	# Raspberry Pi 3, 4, Zero 2 (32-bit)
 | 
						|
	MK_CFLAGS   += -mfp16-format=ieee -mno-unaligned-access
 | 
						|
	MK_CXXFLAGS += -mfp16-format=ieee -mno-unaligned-access
 | 
						|
endif
 | 
						|
 | 
						|
ifneq ($(filter ppc64%,$(UNAME_M)),)
 | 
						|
	POWER9_M := $(shell grep "POWER9" /proc/cpuinfo)
 | 
						|
	ifneq (,$(findstring POWER9,$(POWER9_M)))
 | 
						|
		MK_CFLAGS   += -mcpu=power9
 | 
						|
		MK_CXXFLAGS += -mcpu=power9
 | 
						|
	endif
 | 
						|
endif
 | 
						|
 | 
						|
else
 | 
						|
	MK_CFLAGS   += -march=rv64gcv -mabi=lp64d
 | 
						|
	MK_CXXFLAGS += -march=rv64gcv -mabi=lp64d
 | 
						|
endif
 | 
						|
 | 
						|
ifdef LLAMA_QKK_64
 | 
						|
	MK_CPPFLAGS += -DGGML_QKK_64
 | 
						|
endif
 | 
						|
 | 
						|
ifndef LLAMA_NO_ACCELERATE
 | 
						|
	# Mac OS - include Accelerate framework.
 | 
						|
	# `-framework Accelerate` works both with Apple Silicon and Mac Intel
 | 
						|
	ifeq ($(UNAME_S),Darwin)
 | 
						|
		MK_CPPFLAGS += -DGGML_USE_ACCELERATE
 | 
						|
		MK_CPPFLAGS += -DACCELERATE_NEW_LAPACK
 | 
						|
		MK_CPPFLAGS += -DACCELERATE_LAPACK_ILP64
 | 
						|
		MK_LDFLAGS  += -framework Accelerate
 | 
						|
	endif
 | 
						|
endif # LLAMA_NO_ACCELERATE
 | 
						|
 | 
						|
ifdef LLAMA_MPI
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_MPI
 | 
						|
	MK_CFLAGS   += -Wno-cast-qual
 | 
						|
	MK_CXXFLAGS += -Wno-cast-qual
 | 
						|
	OBJS        += ggml-mpi.o
 | 
						|
endif # LLAMA_MPI
 | 
						|
 | 
						|
ifdef LLAMA_OPENBLAS
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_OPENBLAS $(shell pkg-config --cflags-only-I openblas)
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						|
	MK_CFLAGS   += $(shell pkg-config --cflags-only-other openblas)
 | 
						|
	MK_LDFLAGS  += $(shell pkg-config --libs openblas)
 | 
						|
endif # LLAMA_OPENBLAS
 | 
						|
 | 
						|
ifdef LLAMA_BLIS
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis
 | 
						|
	MK_LDFLAGS  += -lblis -L/usr/local/lib
 | 
						|
endif # LLAMA_BLIS
 | 
						|
 | 
						|
ifdef LLAMA_CUBLAS
 | 
						|
	MK_CPPFLAGS  += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include
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						|
	MK_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_FORCE_MMQ
 | 
						|
	NVCCFLAGS += -DGGML_CUDA_FORCE_MMQ
 | 
						|
endif # LLAMA_CUDA_FORCE_MMQ
 | 
						|
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_PEER_MAX_BATCH_SIZE
 | 
						|
	NVCCFLAGS += -DGGML_CUDA_PEER_MAX_BATCH_SIZE=$(LLAMA_CUDA_PEER_MAX_BATCH_SIZE)
 | 
						|
else
 | 
						|
	NVCCFLAGS += -DGGML_CUDA_PEER_MAX_BATCH_SIZE=128
 | 
						|
endif # LLAMA_CUDA_PEER_MAX_BATCH_SIZE
 | 
						|
#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) -c $< -o $@
 | 
						|
endif # LLAMA_CUBLAS
 | 
						|
 | 
						|
ifdef LLAMA_CLBLAST
 | 
						|
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_CLBLAST $(shell pkg-config --cflags-only-I clblast OpenCL)
 | 
						|
	MK_CFLAGS   += $(shell pkg-config --cflags-only-other clblast OpenCL)
 | 
						|
	MK_CXXFLAGS += $(shell pkg-config --cflags-only-other clblast OpenCL)
 | 
						|
 | 
						|
	# Mac provides OpenCL as a framework
 | 
						|
	ifeq ($(UNAME_S),Darwin)
 | 
						|
		MK_LDFLAGS += -lclblast -framework OpenCL
 | 
						|
	else
 | 
						|
		MK_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 $(ROCM_PATH)/llvm/bin/amdgpu-arch)
 | 
						|
	LLAMA_CUDA_DMMV_X       ?= 32
 | 
						|
	LLAMA_CUDA_MMV_Y        ?= 1
 | 
						|
	LLAMA_CUDA_KQUANTS_ITER ?= 2
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS
 | 
						|
	MK_LDFLAGS  += -L$(ROCM_PATH)/lib -Wl,-rpath=$(ROCM_PATH)/lib
 | 
						|
	MK_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)
 | 
						|
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
 | 
						|
	MK_CPPFLAGS += -DGGML_USE_METAL
 | 
						|
	MK_LDFLAGS  += -framework Foundation -framework Metal -framework MetalKit
 | 
						|
	OBJS		+= ggml-metal.o
 | 
						|
ifdef LLAMA_METAL_NDEBUG
 | 
						|
	MK_CPPFLAGS += -DGGML_METAL_NDEBUG
 | 
						|
endif
 | 
						|
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
 | 
						|
 | 
						|
# combine build flags with cmdline overrides
 | 
						|
override CFLAGS        := $(MK_CPPFLAGS) $(CPPFLAGS) $(MK_CFLAGS) $(CFLAGS)
 | 
						|
override CXXFLAGS      := $(MK_CPPFLAGS) $(CPPFLAGS) $(MK_CXXFLAGS) $(CXXFLAGS)
 | 
						|
override CUDA_CXXFLAGS := $(MK_CUDA_CXXFLAGS) $(CUDA_CXXFLAGS)
 | 
						|
override HOST_CXXFLAGS := $(MK_HOST_CXXFLAGS) $(HOST_CXXFLAGS)
 | 
						|
override LDFLAGS       := $(MK_LDFLAGS) $(LDFLAGS)
 | 
						|
 | 
						|
# save CXXFLAGS before we add host-only options
 | 
						|
NVCCFLAGS := $(NVCCFLAGS) $(CXXFLAGS) $(CUDA_CXXFLAGS) -Wno-pedantic -Xcompiler "$(HOST_CXXFLAGS)"
 | 
						|
override CXXFLAGS += $(HOST_CXXFLAGS)
 | 
						|
 | 
						|
#
 | 
						|
# 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 NVCCFLAGS: $(NVCCFLAGS))
 | 
						|
$(info I LDFLAGS:   $(LDFLAGS))
 | 
						|
$(info I CC:        $(shell $(CC) --version | head -n 1))
 | 
						|
$(info I CXX:       $(shell $(CXX) --version | head -n 1))
 | 
						|
$(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 $@
 | 
						|
 | 
						|
ggml-backend.o: ggml-backend.c ggml.h ggml-backend.h
 | 
						|
	$(CC)  $(CFLAGS)   -c $< -o $@
 | 
						|
 | 
						|
ggml-quants.o: ggml-quants.c ggml.h ggml-quants.h
 | 
						|
	$(CC) $(CFLAGS)    -c $< -o $@
 | 
						|
 | 
						|
OBJS += ggml-alloc.o ggml-backend.o ggml-quants.o
 | 
						|
 | 
						|
llama.o: llama.cpp ggml.h ggml-alloc.h ggml-backend.h ggml-cuda.h ggml-metal.h llama.h
 | 
						|
	$(CXX) $(CXXFLAGS) -c $< -o $@
 | 
						|
 | 
						|
COMMON_H_DEPS = common/common.h common/sampling.h common/log.h
 | 
						|
COMMON_DEPS   = common.o sampling.o grammar-parser.o
 | 
						|
 | 
						|
common.o: common/common.cpp build-info.h $(COMMON_H_DEPS)
 | 
						|
	$(CXX) $(CXXFLAGS) -c $< -o $@
 | 
						|
 | 
						|
sampling.o: common/sampling.cpp $(COMMON_H_DEPS)
 | 
						|
	$(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 $@
 | 
						|
 | 
						|
train.o: common/train.cpp common/train.h
 | 
						|
	$(CXX) $(CXXFLAGS) -c $< -o $@
 | 
						|
 | 
						|
libllama.so: llama.o ggml.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS)
 | 
						|
 | 
						|
clean:
 | 
						|
	rm -vrf *.o tests/*.o *.so *.dll benchmark-matmult build-info.h *.dot $(COV_TARGETS) $(BUILD_TARGETS) $(TEST_TARGETS)
 | 
						|
 | 
						|
#
 | 
						|
# Examples
 | 
						|
#
 | 
						|
 | 
						|
main: examples/main/main.cpp                                  build-info.h ggml.o llama.o $(COMMON_DEPS) console.o grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
	@echo
 | 
						|
	@echo '====  Run ./main -h for help.  ===='
 | 
						|
	@echo
 | 
						|
 | 
						|
infill: examples/infill/infill.cpp                            build-info.h ggml.o llama.o $(COMMON_DEPS) console.o grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
simple: examples/simple/simple.cpp                            build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
batched: examples/batched/batched.cpp                         build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
batched-bench: examples/batched-bench/batched-bench.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_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
embedding: examples/embedding/embedding.cpp                   build-info.h ggml.o llama.o $(COMMON_DEPS) $(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_DEPS) $(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 examples/llava/clip.cpp examples/llava/clip.h common/stb_image.h build-info.h ggml.o llama.o $(COMMON_DEPS) grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS) $(LWINSOCK2) -Wno-cast-qual
 | 
						|
 | 
						|
gguf: examples/gguf/gguf.cpp 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 ggml.o llama.o $(COMMON_DEPS) train.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
convert-llama2c-to-ggml: examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp 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_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
llava: examples/llava/llava.cpp examples/llava/llava-utils.h examples/llava/clip.cpp examples/llava/clip.h common/stb_image.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) -Wno-cast-qual
 | 
						|
 | 
						|
baby-llama: examples/baby-llama/baby-llama.cpp ggml.o llama.o $(COMMON_DEPS) train.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
beam-search: examples/beam-search/beam-search.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
finetune: examples/finetune/finetune.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) train.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
export-lora: examples/export-lora/export-lora.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
speculative: examples/speculative/speculative.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
parallel: examples/parallel/parallel.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
ifdef LLAMA_METAL
 | 
						|
metal: examples/metal/metal.cpp ggml.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 | 
						|
endif
 | 
						|
 | 
						|
ifeq ($(UNAME_S),Darwin)
 | 
						|
swift: examples/batched.swift
 | 
						|
	(cd examples/batched.swift; make build)
 | 
						|
endif
 | 
						|
 | 
						|
build-info.h: $(wildcard .git/index) scripts/build-info.sh
 | 
						|
	@sh scripts/build-info.sh $(CC) > $@.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 $@ $(LDFLAGS)
 | 
						|
 | 
						|
run-benchmark-matmult: benchmark-matmult
 | 
						|
	./$@
 | 
						|
 | 
						|
.PHONY: run-benchmark-matmult swift
 | 
						|
 | 
						|
vdot: pocs/vdot/vdot.cpp ggml.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
q8dot: pocs/vdot/q8dot.cpp ggml.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-llama-grammar: tests/test-llama-grammar.cpp build-info.h ggml.o $(COMMON_DEPS) grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-grammar-parser: tests/test-grammar-parser.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) grammar-parser.o $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-double-float: tests/test-double-float.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-grad0: tests/test-grad0.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-opt: tests/test-opt.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-quantize-fns: tests/test-quantize-fns.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-quantize-perf: tests/test-quantize-perf.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-sampling: tests/test-sampling.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-tokenizer-0-falcon: tests/test-tokenizer-0-falcon.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-tokenizer-0-llama: tests/test-tokenizer-0-llama.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-tokenizer-1-bpe: tests/test-tokenizer-1-bpe.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-tokenizer-1-llama: tests/test-tokenizer-1-llama.cpp build-info.h ggml.o llama.o $(COMMON_DEPS) $(OBJS)
 | 
						|
	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
 | 
						|
 | 
						|
tests/test-c.o: tests/test-c.c llama.h
 | 
						|
	$(CC) $(CFLAGS) -c $(filter-out %.h,$^) -o $@
 |