From 3d0112261042b356621e93db3fa4c6798a5d098f Mon Sep 17 00:00:00 2001 From: Kawrakow <48489457+ikawrakow@users.noreply.github.com> Date: Fri, 16 Jun 2023 20:08:44 +0300 Subject: CUDA : faster k-quant dot kernels (#1862) * cuda : faster k-quant dot kernels * Imrove Q2_K dot kernel on older GPUs We now have a K_QUANTS_PER_ITERATION macro, which should be set to 1 on older and to 2 on newer GPUs. With this, we preserve the performance of the original PR on RTX-4080, and are faster compared to master on GTX-1660. * Imrove Q6_K dot kernel on older GPUs Using the same K_QUANTS_PER_ITERATION macro as last commit, we preserve performance on RTX-4080 and speed up Q6_K on a GTX-1660. * Add LLAMA_CUDA_KQUANTS_ITER to CMakeLists.txt and Makefile Allowed values are 1 or 2. 2 gives the best performance on modern GPUs and is set as default. On older GPUs 1 may work better. * PR comments --------- Co-authored-by: Iwan Kawrakow --- Makefile | 5 +++++ 1 file changed, 5 insertions(+) (limited to 'Makefile') diff --git a/Makefile b/Makefile index 09c8834..b24caf8 100644 --- a/Makefile +++ b/Makefile @@ -171,6 +171,11 @@ ifdef LLAMA_CUDA_DMMV_Y else NVCCFLAGS += -DGGML_CUDA_DMMV_Y=1 endif # LLAMA_CUDA_DMMV_Y +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 -- cgit v1.2.3