mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-26 11:24:35 +00:00
6769e944c7
* k_quants: WIP super-blocks with 64 weights * k_quants: WIP super-blocks with 64 weights Q6_K scalar and AVX2 works * k_quants: WIP super-blocks with 64 weights Q4_K scalar and AVX2 works * k_quants: WIP super-blocks with 64 weights Q2_K scalar and AVX2 works. Q2_K is way too slow (it is actually slower than the scalar implementation) * k_quants: WIP super-blocks with 64 weights Q3_K scalar and AVX2 works. * k_quants: WIP super-blocks with 64 weights Q5_K scalar and AVX2 works, and with that all k_quants are done on AVX2 and scalar * k_quants: WIP super-blocks with 64 weights Q6_K working on CUDA. Cannot make it run quite as gast as with super-blocks with 256 weigths: 8% slower on 4080, 20% slower on the 1660 (but there we fit 1 less layer on the GPU because pf the larger model size), so some fraction of these 20% is due to that, * k_quants: WIP super-blocks with 64 weights Q4_K working on CUDA. ~10% slower on GTX-1660, 16% slower on 4080. * k_quants: WIP super-blocks with 64 weights Q2_K working on CUDA. ~3% slower on GTX-1660, 10% slower on 4080. * k_quants: WIP super-blocks with 64 weights Q3_K working on CUDA. * k_quants: WIP super-blocks with 64 weights Q5_K working on CUDA, and with this CUDA is done. * k_quants: WIP super-blocks with 64 weights Q6_K working on ARM_NEON * k_quants: WIP super-blocks with 64 weights Q4_K working on ARM_NEON, but quite a bit slower than 256 weights * k_quants: WIP super-blocks with 64 weights Q2_K working on ARM_NEON, but quite a bit slower than 256 weights * k_quants: WIP super-blocks with 64 weights Q3_K working on ARM_NEON, but quite a bit slower than 256 weights. * k_quants: WIP super-blocks with 64 weights Q5_K working on ARM_NEON, but quite a bit slower than 256 weights. With that, we have full support for ARM_NEON, although performance is not quite there. * k_quants: WIP super-blocks with 64 weights Slightly more efficient Q3_K and Q5_K * k_quants: WIP super-blocks with 64 weights Another small improvement for Q3_K and Q5_K on ARM_NEON * k_quants: WIP super-blocks with 64 weights Yet another speedup for Q5_K on ARM_NEON. We are now within 10% of the QK_K = 256 version. * k_quants: WIP super-blocks with 64 weights * We are able to pass preprocessor macros to the Metal compiler * Q6_K works and is actually slightly more efficient than the QK_K = 256 version (25.2 ms vs 25.8 ms) * k_quants: WIP super-blocks with 64 weights Q4_K works on Metal and is actually slightly faster than QK_K = 256 (21.95 ms vs 24.0 ms). * k_quants: WIP super-blocks with 64 weights Q2_K works on Metal and is very slightly faster than QK_K = 256 (23.8 ms vs 24.2 ms). * k_quants: WIP super-blocks with 64 weights Q3_K works on Metal and is slightly faster than QK_K = 256 (26.6 ms vs 28.3 ms). * k_quants: WIP super-blocks with 64 weights Q5_K works on Metal and is slightly faster than QK_K = 256 (23.7 ms vs 26.3 ms). * k_quants: call them _K, not _k, also on Metal * k_quants: correctly define QK_K in llama.cpp * Fixed bug in q4_K quantization added with the 64-block addition * Simplify via lambda * k_quants: swicth Q3_K to 4-bit scales when QK_K = 64 Otherwise there isn't much benefit from this quantization type. There is some very slight loss in accuracy, but we reduce size by ~7%. E.g., for OpenLLaMA-3B, Q3_K_S perplexity is 8.6131 with 8-bit scales and 8.6352 with 4-bit, while file size decreases from 1.53G to 1.44G. * k_quants: switch Q4_K to 4-bit scales when QK_K = 64 Here the loss in accuracy is greater than for Q3_K, but the Q4_K points still move further to the left on the perplexity vs size curve. * k_quants: forgot to add the Metal changes in last commit * k_quants: change Q5_K to be type 0 when QK_K = 64 Still needs AVX2 implementation * k_quants: AVX2 implementation for new 64-weight Q5_K * k_quants: 10% faster ARM_NEON Q5_K dot product * k_quants: fixed issue caused by merging with master --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
333 lines
9.4 KiB
Makefile
333 lines
9.4 KiB
Makefile
# Define the default target now so that it is always the first target
|
|
BUILD_TARGETS = main quantize quantize-stats perplexity embedding vdot train-text-from-scratch simple
|
|
|
|
ifdef LLAMA_BUILD_SERVER
|
|
BUILD_TARGETS += server
|
|
LLAMA_SERVER_VERBOSE ?= 1
|
|
server: private CXXFLAGS += -DSERVER_VERBOSE=$(LLAMA_SERVER_VERBOSE)
|
|
endif
|
|
|
|
default: $(BUILD_TARGETS)
|
|
|
|
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)
|
|
SYSCTL_M := $(shell sysctl -n hw.optional.arm64 2>/dev/null)
|
|
ifeq ($(SYSCTL_M),1)
|
|
# UNAME_P := arm
|
|
# UNAME_M := arm64
|
|
warn := $(warning Your arch is announced as x86_64, but it seems to actually be ARM64. Not fixing that can lead to bad performance. For more info see: https://github.com/ggerganov/whisper.cpp/issues/66\#issuecomment-1282546789)
|
|
endif
|
|
endif
|
|
endif
|
|
|
|
#
|
|
# Compile flags
|
|
#
|
|
|
|
# keep standard at C11 and C++11
|
|
# -Ofast tends to produce faster code, but may not be available for some compilers.
|
|
ifdef LLAMA_FAST
|
|
OPT = -Ofast
|
|
else
|
|
OPT = -O3
|
|
endif
|
|
CFLAGS = -I. $(OPT) -std=c11 -fPIC
|
|
CXXFLAGS = -I. -I./examples $(OPT) -std=c++11 -fPIC
|
|
LDFLAGS =
|
|
|
|
ifdef LLAMA_DEBUG
|
|
CFLAGS += -O0 -g
|
|
CXXFLAGS += -O0 -g
|
|
LDFLAGS += -g
|
|
else
|
|
CFLAGS += -DNDEBUG
|
|
CXXFLAGS += -DNDEBUG
|
|
endif
|
|
|
|
# warnings
|
|
CFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wdouble-promotion -Wshadow -Wstrict-prototypes -Wpointer-arith
|
|
CXXFLAGS += -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wno-multichar
|
|
|
|
# OS specific
|
|
# TODO: support Windows
|
|
ifeq ($(UNAME_S),Linux)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
ifeq ($(UNAME_S),Darwin)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
ifeq ($(UNAME_S),FreeBSD)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
ifeq ($(UNAME_S),NetBSD)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
ifeq ($(UNAME_S),OpenBSD)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
ifeq ($(UNAME_S),Haiku)
|
|
CFLAGS += -pthread
|
|
CXXFLAGS += -pthread
|
|
endif
|
|
|
|
ifdef LLAMA_GPROF
|
|
CFLAGS += -pg
|
|
CXXFLAGS += -pg
|
|
endif
|
|
ifdef LLAMA_PERF
|
|
CFLAGS += -DGGML_PERF
|
|
CXXFLAGS += -DGGML_PERF
|
|
endif
|
|
|
|
# Architecture specific
|
|
# TODO: probably these flags need to be tweaked on some architectures
|
|
# feel free to update the Makefile for your architecture and send a pull request or issue
|
|
ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686))
|
|
# Use all CPU extensions that are available:
|
|
CFLAGS += -march=native -mtune=native
|
|
CXXFLAGS += -march=native -mtune=native
|
|
|
|
# Usage AVX-only
|
|
#CFLAGS += -mfma -mf16c -mavx
|
|
#CXXFLAGS += -mfma -mf16c -mavx
|
|
|
|
# Usage SSSE3-only (Not is SSE3!)
|
|
#CFLAGS += -mssse3
|
|
#CXXFLAGS += -mssse3
|
|
endif
|
|
|
|
ifneq ($(filter ppc64%,$(UNAME_M)),)
|
|
POWER9_M := $(shell grep "POWER9" /proc/cpuinfo)
|
|
ifneq (,$(findstring POWER9,$(POWER9_M)))
|
|
CFLAGS += -mcpu=power9
|
|
CXXFLAGS += -mcpu=power9
|
|
endif
|
|
# Require c++23's std::byteswap for big-endian support.
|
|
ifeq ($(UNAME_M),ppc64)
|
|
CXXFLAGS += -std=c++23 -DGGML_BIG_ENDIAN
|
|
endif
|
|
endif
|
|
|
|
ifndef LLAMA_NO_K_QUANTS
|
|
CFLAGS += -DGGML_USE_K_QUANTS
|
|
CXXFLAGS += -DGGML_USE_K_QUANTS
|
|
OBJS += k_quants.o
|
|
ifdef LLAMA_QKK_64
|
|
CFLAGS += -DGGML_QKK_64
|
|
CXXFLAGS += -DGGML_QKK_64
|
|
endif
|
|
endif
|
|
|
|
ifndef LLAMA_NO_ACCELERATE
|
|
# Mac M1 - include Accelerate framework.
|
|
# `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time).
|
|
ifeq ($(UNAME_S),Darwin)
|
|
CFLAGS += -DGGML_USE_ACCELERATE
|
|
LDFLAGS += -framework Accelerate
|
|
endif
|
|
endif # LLAMA_NO_ACCELERATE
|
|
|
|
ifdef LLAMA_OPENBLAS
|
|
CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/openblas -I/usr/include/openblas
|
|
LDFLAGS += -lopenblas
|
|
endif # LLAMA_OPENBLAS
|
|
|
|
ifdef LLAMA_BLIS
|
|
CFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis
|
|
LDFLAGS += -lblis -L/usr/local/lib
|
|
endif # LLAMA_BLIS
|
|
|
|
ifdef LLAMA_CUBLAS
|
|
CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include
|
|
CXXFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include
|
|
LDFLAGS += -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64 -L/opt/cuda/lib64 -L$(CUDA_PATH)/targets/x86_64-linux/lib
|
|
OBJS += ggml-cuda.o
|
|
NVCC = nvcc
|
|
NVCCFLAGS = --forward-unknown-to-host-compiler -arch=native
|
|
ifdef LLAMA_CUDA_DMMV_X
|
|
NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X)
|
|
else
|
|
NVCCFLAGS += -DGGML_CUDA_DMMV_X=32
|
|
endif # LLAMA_CUDA_DMMV_X
|
|
ifdef LLAMA_CUDA_DMMV_Y
|
|
NVCCFLAGS += -DGGML_CUDA_DMMV_Y=$(LLAMA_CUDA_DMMV_Y)
|
|
else
|
|
NVCCFLAGS += -DGGML_CUDA_DMMV_Y=1
|
|
endif # LLAMA_CUDA_DMMV_Y
|
|
ifdef LLAMA_CUDA_DMMV_F16
|
|
NVCCFLAGS += -DGGML_CUDA_DMMV_F16
|
|
endif # LLAMA_CUDA_DMMV_F16
|
|
ifdef LLAMA_CUDA_KQUANTS_ITER
|
|
NVCCFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER)
|
|
else
|
|
NVCCFLAGS += -DK_QUANTS_PER_ITERATION=2
|
|
endif
|
|
ggml-cuda.o: ggml-cuda.cu ggml-cuda.h
|
|
$(NVCC) $(NVCCFLAGS) $(CXXFLAGS) -Wno-pedantic -c $< -o $@
|
|
endif # LLAMA_CUBLAS
|
|
|
|
ifdef LLAMA_CLBLAST
|
|
CFLAGS += -DGGML_USE_CLBLAST
|
|
CXXFLAGS += -DGGML_USE_CLBLAST
|
|
# Mac provides OpenCL as a framework
|
|
ifeq ($(UNAME_S),Darwin)
|
|
LDFLAGS += -lclblast -framework OpenCL
|
|
else
|
|
LDFLAGS += -lclblast -lOpenCL
|
|
endif
|
|
OBJS += ggml-opencl.o
|
|
|
|
ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h
|
|
$(CXX) $(CXXFLAGS) -c $< -o $@
|
|
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 $@
|
|
endif # LLAMA_METAL
|
|
|
|
ifneq ($(filter aarch64%,$(UNAME_M)),)
|
|
# Apple M1, M2, etc.
|
|
# Raspberry Pi 3, 4, Zero 2 (64-bit)
|
|
CFLAGS += -mcpu=native
|
|
CXXFLAGS += -mcpu=native
|
|
endif
|
|
|
|
ifneq ($(filter armv6%,$(UNAME_M)),)
|
|
# Raspberry Pi 1, Zero
|
|
CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access
|
|
endif
|
|
|
|
ifneq ($(filter armv7%,$(UNAME_M)),)
|
|
# Raspberry Pi 2
|
|
CFLAGS += -mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access -funsafe-math-optimizations
|
|
endif
|
|
|
|
ifneq ($(filter armv8%,$(UNAME_M)),)
|
|
# Raspberry Pi 3, 4, Zero 2 (32-bit)
|
|
CFLAGS += -mfp16-format=ieee -mno-unaligned-access
|
|
endif
|
|
|
|
ifdef LLAMA_NO_K_QUANTS
|
|
k_quants.o: k_quants.c k_quants.h
|
|
$(CC) $(CFLAGS) -c $< -o $@
|
|
endif # LLAMA_NO_K_QUANTS
|
|
|
|
#
|
|
# Print build information
|
|
#
|
|
|
|
$(info I llama.cpp build info: )
|
|
$(info I UNAME_S: $(UNAME_S))
|
|
$(info I UNAME_P: $(UNAME_P))
|
|
$(info I UNAME_M: $(UNAME_M))
|
|
$(info I CFLAGS: $(CFLAGS))
|
|
$(info I CXXFLAGS: $(CXXFLAGS))
|
|
$(info I LDFLAGS: $(LDFLAGS))
|
|
$(info I CC: $(CCV))
|
|
$(info I CXX: $(CXXV))
|
|
$(info )
|
|
|
|
#
|
|
# Build library
|
|
#
|
|
|
|
ggml.o: ggml.c ggml.h ggml-cuda.h
|
|
$(CC) $(CFLAGS) -c $< -o $@
|
|
|
|
llama.o: llama.cpp ggml.h ggml-cuda.h ggml-metal.h llama.h llama-util.h
|
|
$(CXX) $(CXXFLAGS) -c $< -o $@
|
|
|
|
common.o: examples/common.cpp examples/common.h
|
|
$(CXX) $(CXXFLAGS) -c $< -o $@
|
|
|
|
libllama.so: llama.o ggml.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS)
|
|
|
|
clean:
|
|
rm -vf *.o *.so main quantize quantize-stats perplexity embedding benchmark-matmult save-load-state server vdot train-text-from-scratch build-info.h
|
|
|
|
#
|
|
# Examples
|
|
#
|
|
|
|
main: examples/main/main.cpp build-info.h ggml.o llama.o common.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
|
|
@echo
|
|
@echo '==== Run ./main -h for help. ===='
|
|
@echo
|
|
|
|
simple: examples/simple/simple.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.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
|
|
|
|
embedding: examples/embedding/embedding.cpp build-info.h ggml.o llama.o common.o $(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.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
|
|
|
|
server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp build-info.h ggml.o llama.o common.o $(OBJS)
|
|
$(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS)
|
|
|
|
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)
|
|
|
|
build-info.h: $(wildcard .git/index) scripts/build-info.sh
|
|
@sh scripts/build-info.sh > $@.tmp
|
|
@if ! cmp -s $@.tmp $@; then \
|
|
mv $@.tmp $@; \
|
|
else \
|
|
rm $@.tmp; \
|
|
fi
|
|
|
|
#
|
|
# Tests
|
|
#
|
|
|
|
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)
|
|
|
|
.PHONY: tests clean
|
|
tests:
|
|
bash ./tests/run-tests.sh
|