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| default: koboldcpp koboldcpp_failsafe koboldcpp_openblas koboldcpp_openblas_noavx2 koboldcpp_clblast koboldcpp_cublas | |
| tools: quantize_gpt2 quantize_gptj quantize_llama quantize_neox quantize_mpt | |
| dev: koboldcpp_openblas | |
| dev2: koboldcpp_clblast | |
| ifndef UNAME_S | |
| UNAME_S := $(shell uname -s) | |
| endif | |
| ifndef UNAME_P | |
| UNAME_P := $(shell uname -p) | |
| endif | |
| ifndef UNAME_M | |
| UNAME_M := $(shell uname -m) | |
| endif | |
| ifneq ($(shell grep -e "Arch Linux" -e "ID_LIKE=arch" /etc/os-release 2>/dev/null),) | |
| ARCH_ADD = -lcblas | |
| 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 := $(warning Your arch is announced as x86_64, but it seems to actually be ARM64. Not fixing that can lead to bad performance. For more info see: https://github.com/ggerganov/whisper.cpp/issues/66\#issuecomment-1282546789) | |
| endif | |
| endif | |
| endif | |
| # | |
| # Compile flags | |
| # | |
| # keep standard at C11 and C++11 | |
| CFLAGS = -I. -I./include -I./include/CL -I./otherarch -I./otherarch/tools -Ofast -DNDEBUG -std=c11 -fPIC -DGGML_USE_K_QUANTS | |
| CXXFLAGS = -I. -I./examples -I./include -I./include/CL -I./otherarch -I./otherarch/tools -O3 -DNDEBUG -std=c++11 -fPIC -DGGML_USE_K_QUANTS | |
| LDFLAGS = | |
| # these are used on windows, to build some libraries with extra old device compatibility | |
| SIMPLECFLAGS = | |
| FULLCFLAGS = | |
| NONECFLAGS = | |
| OPENBLAS_FLAGS = -DGGML_USE_OPENBLAS -I/usr/local/include/openblas | |
| CLBLAST_FLAGS = -DGGML_USE_CLBLAST | |
| FAILSAFE_FLAGS = -DUSE_FAILSAFE | |
| ifdef LLAMA_CUBLAS | |
| CUBLAS_FLAGS = -DGGML_USE_CUBLAS | |
| else | |
| CUBLAS_FLAGS = | |
| endif | |
| CUBLASLD_FLAGS = | |
| CUBLAS_OBJS = | |
| #lets try enabling everything | |
| CFLAGS += -pthread -s | |
| CXXFLAGS += -pthread -s -Wno-multichar -Wno-write-strings | |
| # OS specific | |
| # TODO: support Windows | |
| ifeq ($(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 $(UNAME_M),x86_64 i686)) | |
| # Use all CPU extensions that are available: | |
| # old library NEEDS mf16c to work. so we must build with it. new one doesnt | |
| ifeq ($(OS),Windows_NT) | |
| CFLAGS += | |
| NONECFLAGS += -mno-sse3 | |
| SIMPLECFLAGS += -mavx -msse3 | |
| FULLCFLAGS += -mavx2 -msse3 -mfma -mf16c -mavx | |
| else | |
| # if not on windows, they are clearly building it themselves, so lets just use whatever is supported | |
| CFLAGS += -march=native -mtune=native | |
| endif | |
| 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_ACCELERATE | |
| # Mac M1 - include Accelerate framework. | |
| # `-framework Accelerate` works on Mac Intel as well, with negliable performance boost (as of the predict time). | |
| ifeq ($(UNAME_S),Darwin) | |
| CFLAGS += -DGGML_USE_ACCELERATE | |
| LDFLAGS += -framework Accelerate | |
| endif | |
| endif | |
| # it is recommended to use the CMAKE file to build for cublas if you can - will likely work better | |
| ifdef LLAMA_CUBLAS | |
| CUBLAS_FLAGS = -DGGML_USE_CUBLAS -I/usr/local/cuda/include -I/opt/cuda/include -I$(CUDA_PATH)/targets/x86_64-linux/include | |
| CUBLASLD_FLAGS = -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64 -L/opt/cuda/lib64 -L$(CUDA_PATH)/targets/x86_64-linux/lib | |
| CUBLAS_OBJS = ggml-cuda.o ggml_v2-cuda.o ggml_v2-cuda-legacy.o | |
| NVCC = nvcc | |
| NVCCFLAGS = --forward-unknown-to-host-compiler | |
| ifdef CUDA_DOCKER_ARCH | |
| NVCCFLAGS += -Wno-deprecated-gpu-targets -arch=$(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_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=$(LLAMA_CUDA_DMMV_Y) # for backwards compatibility | |
| else | |
| NVCCFLAGS += -DGGML_CUDA_MMV_Y=1 | |
| endif # LLAMA_CUDA_MMV_Y | |
| ifdef LLAMA_CUDA_DMMV_F16 | |
| NVCCFLAGS += -DGGML_CUDA_DMMV_F16 | |
| endif # LLAMA_CUDA_DMMV_F16 | |
| ifdef LLAMA_CUDA_KQUANTS_ITER | |
| NVCCFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER) | |
| else | |
| NVCCFLAGS += -DK_QUANTS_PER_ITERATION=2 | |
| endif | |
| ggml-cuda.o: ggml-cuda.cu ggml-cuda.h | |
| $(NVCC) $(NVCCFLAGS) $(CXXFLAGS) $(CUBLAS_FLAGS) $(CUBLAS_CXXFLAGS) -Wno-pedantic -c $< -o $@ | |
| ggml_v2-cuda.o: otherarch/ggml_v2-cuda.cu otherarch/ggml_v2-cuda.h | |
| $(NVCC) $(NVCCFLAGS) $(CXXFLAGS) $(CUBLAS_FLAGS) $(CUBLAS_CXXFLAGS) -Wno-pedantic -c $< -o $@ | |
| ggml_v2-cuda-legacy.o: otherarch/ggml_v2-cuda-legacy.cu otherarch/ggml_v2-cuda-legacy.h | |
| $(NVCC) $(NVCCFLAGS) $(CXXFLAGS) $(CUBLAS_FLAGS) $(CUBLAS_CXXFLAGS) -Wno-pedantic -c $< -o $@ | |
| endif # LLAMA_CUBLAS | |
| 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%,$(UNAME_M)),) | |
| # Apple M1, M2, etc. | |
| # Raspberry Pi 3, 4, Zero 2 (64-bit) | |
| CFLAGS += | |
| CXXFLAGS += | |
| endif | |
| ifneq ($(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%,$(UNAME_M)),) | |
| # Raspberry Pi 3, 4, Zero 2 (32-bit) | |
| CFLAGS += -mfp16-format=ieee -mno-unaligned-access | |
| endif | |
| DEFAULT_BUILD = | |
| FAILSAFE_BUILD = | |
| OPENBLAS_BUILD = | |
| OPENBLAS_NOAVX2_BUILD = | |
| CLBLAST_BUILD = | |
| CUBLAS_BUILD = | |
| ifeq ($(OS),Windows_NT) | |
| DEFAULT_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.dll $(LDFLAGS) | |
| FAILSAFE_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.dll $(LDFLAGS) | |
| OPENBLAS_BUILD = $(CXX) $(CXXFLAGS) $^ lib/libopenblas.lib -shared -o $@.dll $(LDFLAGS) | |
| OPENBLAS_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ lib/libopenblas.lib -shared -o $@.dll $(LDFLAGS) | |
| CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ lib/OpenCL.lib lib/clblast.lib -shared -o $@.dll $(LDFLAGS) | |
| ifdef LLAMA_CUBLAS | |
| CUBLAS_BUILD = $(CXX) $(CXXFLAGS) $(CUBLAS_FLAGS) $^ -shared -o $@.dll $(CUBLASLD_FLAGS) $(LDFLAGS) | |
| endif | |
| else | |
| DEFAULT_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.so $(LDFLAGS) | |
| FAILSAFE_BUILD = $(CXX) $(CXXFLAGS) $^ -shared -o $@.so $(LDFLAGS) | |
| ifdef LLAMA_OPENBLAS | |
| OPENBLAS_BUILD = $(CXX) $(CXXFLAGS) $^ $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) | |
| OPENBLAS_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) | |
| endif | |
| ifdef LLAMA_CLBLAST | |
| ifeq ($(UNAME_S),Darwin) | |
| CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -framework OpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) | |
| else | |
| CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -lOpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) | |
| endif | |
| endif | |
| ifdef LLAMA_CUBLAS | |
| CUBLAS_BUILD = $(CXX) $(CXXFLAGS) $(CUBLAS_FLAGS) $^ -shared -o $@.so $(CUBLASLD_FLAGS) $(LDFLAGS) | |
| endif | |
| ifndef LLAMA_OPENBLAS | |
| ifndef LLAMA_CLBLAST | |
| ifndef LLAMA_CUBLAS | |
| OPENBLAS_BUILD = @echo 'Your OS $(OS) does not appear to be Windows. For faster speeds, install and link a BLAS library. Set LLAMA_OPENBLAS=1 to compile with OpenBLAS support or LLAMA_CLBLAST=1 to compile with ClBlast support. This is just a reminder, not an error.' | |
| endif | |
| endif | |
| endif | |
| endif | |
| # | |
| # 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 k_quants.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ | |
| ggml_openblas.o: ggml.c ggml.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ | |
| ggml_failsafe.o: ggml.c ggml.h | |
| $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ | |
| ggml_openblas_noavx2.o: ggml.c ggml.h | |
| $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ | |
| ggml_clblast.o: ggml.c ggml.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ | |
| ggml_cublas.o: ggml.c ggml.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(CUBLAS_FLAGS) -c $< -o $@ | |
| #quants K | |
| k_quants.o: k_quants.c k_quants.h ggml.h ggml-cuda.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ | |
| k_quants_noavx2.o: k_quants.c k_quants.h ggml.h ggml-cuda.h | |
| $(CC) $(CFLAGS) $(SIMPLECFLAGS) -c $< -o $@ | |
| k_quants_failsafe.o: k_quants.c k_quants.h ggml.h ggml-cuda.h | |
| $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ | |
| #version 2 libs | |
| ggml_v2.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ | |
| ggml_v2_openblas.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ | |
| ggml_v2_failsafe.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ | |
| ggml_v2_openblas_noavx2.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(SIMPLECFLAGS) $(OPENBLAS_FLAGS) -c $< -o $@ | |
| ggml_v2_clblast.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ | |
| ggml_v2_cublas.o: otherarch/ggml_v2.c otherarch/ggml_v2.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) $(CUBLAS_FLAGS) -c $< -o $@ | |
| #extreme old version compat | |
| ggml_v1.o: otherarch/ggml_v1.c otherarch/ggml_v1.h | |
| $(CC) $(CFLAGS) $(FULLCFLAGS) -c $< -o $@ | |
| ggml_v1_failsafe.o: otherarch/ggml_v1.c otherarch/ggml_v1.h | |
| $(CC) $(CFLAGS) $(NONECFLAGS) -c $< -o $@ | |
| #opencl | |
| ggml-opencl.o: ggml-opencl.cpp ggml-opencl.h | |
| $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ | |
| ggml_v2-opencl.o: otherarch/ggml_v2-opencl.cpp otherarch/ggml_v2-opencl.h | |
| $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ | |
| ggml_v2-opencl-legacy.o: otherarch/ggml_v2-opencl-legacy.c otherarch/ggml_v2-opencl-legacy.h | |
| $(CC) $(CFLAGS) -c $< -o $@ | |
| # intermediate objects | |
| llama.o: llama.cpp ggml.h ggml-cuda.h llama.h llama-util.h | |
| $(CXX) $(CXXFLAGS) -c $< -o $@ | |
| common.o: examples/common.cpp examples/common.h | |
| $(CXX) $(CXXFLAGS) -c $< -o $@ | |
| expose.o: expose.cpp expose.h | |
| $(CXX) $(CXXFLAGS) -c $< -o $@ | |
| gpttype_adapter_failsafe.o: gpttype_adapter.cpp | |
| $(CXX) $(CXXFLAGS) $(FAILSAFE_FLAGS) -c $< -o $@ | |
| gpttype_adapter.o: gpttype_adapter.cpp | |
| $(CXX) $(CXXFLAGS) -c $< -o $@ | |
| gpttype_adapter_clblast.o: gpttype_adapter.cpp | |
| $(CXX) $(CXXFLAGS) $(CLBLAST_FLAGS) -c $< -o $@ | |
| gpttype_adapter_cublas.o: gpttype_adapter.cpp | |
| $(CXX) $(CXXFLAGS) $(CUBLAS_FLAGS) -c $< -o $@ | |
| clean: | |
| rm -vf *.o main quantize_llama quantize_gpt2 quantize_gptj quantize_neox quantize_mpt quantize-stats perplexity embedding benchmark-matmult save-load-state main.exe quantize_llama.exe quantize_gptj.exe quantize_gpt2.exe quantize_neox.exe quantize_mpt.exe koboldcpp.dll koboldcpp_openblas.dll koboldcpp_failsafe.dll koboldcpp_openblas_noavx2.dll koboldcpp_clblast.dll koboldcpp_cublas.dll koboldcpp.so koboldcpp_openblas.so koboldcpp_failsafe.so koboldcpp_openblas_noavx2.so koboldcpp_clblast.so koboldcpp_cublas.so | |
| main: examples/main/main.cpp build-info.h ggml.o k_quants.o llama.o common.o $(OBJS) | |
| $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) | |
| @echo | |
| @echo '==== Run ./main -h for help. ====' | |
| @echo | |
| #generated libraries | |
| koboldcpp: ggml.o ggml_v2.o ggml_v1.o expose.o common.o gpttype_adapter.o k_quants.o $(OBJS) | |
| $(DEFAULT_BUILD) | |
| koboldcpp_openblas: ggml_openblas.o ggml_v2_openblas.o ggml_v1.o expose.o common.o gpttype_adapter.o k_quants.o $(OBJS) | |
| $(OPENBLAS_BUILD) | |
| koboldcpp_failsafe: ggml_failsafe.o ggml_v2_failsafe.o ggml_v1_failsafe.o expose.o common.o gpttype_adapter_failsafe.o k_quants_failsafe.o $(OBJS) | |
| $(FAILSAFE_BUILD) | |
| koboldcpp_openblas_noavx2: ggml_openblas_noavx2.o ggml_v2_openblas_noavx2.o ggml_v1_failsafe.o expose.o common.o gpttype_adapter.o k_quants_noavx2.o $(OBJS) | |
| $(OPENBLAS_NOAVX2_BUILD) | |
| koboldcpp_clblast: ggml_clblast.o ggml_v2_clblast.o ggml_v1.o expose.o common.o gpttype_adapter_clblast.o ggml-opencl.o ggml_v2-opencl.o ggml_v2-opencl-legacy.o k_quants.o $(OBJS) | |
| $(CLBLAST_BUILD) | |
| koboldcpp_cublas: ggml_cublas.o ggml_v2_cublas.o ggml_v1.o expose.o common.o gpttype_adapter_cublas.o k_quants.o $(CUBLAS_OBJS) $(OBJS) | |
| $(CUBLAS_BUILD) | |
| quantize_llama: examples/quantize/quantize.cpp ggml.o llama.o k_quants.o | |
| $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) | |
| quantize_gptj: ggml.o llama.o k_quants.o otherarch/tools/gptj_quantize.cpp otherarch/tools/common-ggml.cpp | |
| $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) | |
| quantize_gpt2: ggml.o llama.o k_quants.o otherarch/tools/gpt2_quantize.cpp otherarch/tools/common-ggml.cpp | |
| $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) | |
| quantize_neox: ggml.o llama.o k_quants.o otherarch/tools/neox_quantize.cpp otherarch/tools/common-ggml.cpp | |
| $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) | |
| quantize_mpt: ggml.o llama.o k_quants.o otherarch/tools/mpt_quantize.cpp otherarch/tools/common-ggml.cpp | |
| $(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS) | |
| build-info.h: | |
| $(DONOTHING) | |