From 3a72410804a90df6bce9fd23d46d342a0f171541 Mon Sep 17 00:00:00 2001 From: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Thu, 1 Aug 2024 17:07:07 +0800 Subject: [PATCH] Added vulkan support for SD (+1 squashed commits) Squashed commits: [13f42f83] Added vulkan support for SD --- Makefile | 13 +- ggml/src/ggml-vulkan-shaders.cpp | 199349 ++++++++------- ggml/src/ggml-vulkan-shaders.hpp | 841 +- ggml/src/ggml-vulkan.cpp | 793 +- ggml/src/vulkan-shaders/CMakeLists.txt | 5 + ggml/src/vulkan-shaders/add.comp | 6 +- ggml/src/vulkan-shaders/clamp.comp | 8 +- ggml/src/vulkan-shaders/concat.comp | 31 + ggml/src/vulkan-shaders/copy.comp | 8 +- ggml/src/vulkan-shaders/div.comp | 6 +- ggml/src/vulkan-shaders/gelu.comp | 2 +- ggml/src/vulkan-shaders/gelu_quick.comp | 23 + .../vulkan-shaders/generic_binary_head.comp | 6 +- .../vulkan-shaders/generic_unary_head.comp | 4 + ggml/src/vulkan-shaders/group_norm.comp | 66 + ggml/src/vulkan-shaders/im2col.comp | 57 + ggml/src/vulkan-shaders/mul.comp | 6 +- ggml/src/vulkan-shaders/norm.comp | 2 +- ggml/src/vulkan-shaders/pad.comp | 26 + ggml/src/vulkan-shaders/relu.comp | 2 +- ggml/src/vulkan-shaders/rms_norm.comp | 2 +- ggml/src/vulkan-shaders/scale.comp | 6 +- ggml/src/vulkan-shaders/silu.comp | 2 +- ggml/src/vulkan-shaders/soft_max.comp | 2 +- ggml/src/vulkan-shaders/square.comp | 8 +- ggml/src/vulkan-shaders/sum_rows.comp | 2 +- ggml/src/vulkan-shaders/tanh.comp | 21 + .../vulkan-shaders/timestep_embedding.comp | 41 + ggml/src/vulkan-shaders/types.comp | 4 +- ggml/src/vulkan-shaders/upscale.comp | 36 + .../src/vulkan-shaders/vulkan-shaders-gen.cpp | 76 +- koboldcpp.py | 6 +- otherarch/sdcpp/ggml_extend.hpp | 6 +- otherarch/sdcpp/stable-diffusion.cpp | 6 +- otherarch/sdcpp/upscaler.cpp | 4 + 35 files changed, 102702 insertions(+), 98774 deletions(-) create mode 100644 ggml/src/vulkan-shaders/CMakeLists.txt create mode 100644 ggml/src/vulkan-shaders/concat.comp create mode 100644 ggml/src/vulkan-shaders/gelu_quick.comp create mode 100644 ggml/src/vulkan-shaders/group_norm.comp create mode 100644 ggml/src/vulkan-shaders/im2col.comp create mode 100644 ggml/src/vulkan-shaders/pad.comp create mode 100644 ggml/src/vulkan-shaders/tanh.comp create mode 100644 ggml/src/vulkan-shaders/timestep_embedding.comp create mode 100644 ggml/src/vulkan-shaders/upscale.comp diff --git a/Makefile b/Makefile index c3d96df90..00d7bbbba 100644 --- a/Makefile +++ b/Makefile @@ -42,8 +42,8 @@ endif # # keep standard at C11 and C++11 -CFLAGS = -I. -Iggml/include -Iggml/src -Iinclude -Isrc -I./include -I./include/CL -I./otherarch -I./otherarch/tools -I./otherarch/sdcpp -I./otherarch/sdcpp/thirdparty -I./include/vulkan -O3 -fno-finite-math-only -DNDEBUG -std=c11 -fPIC -DLOG_DISABLE_LOGS -D_GNU_SOURCE -DGGML_USE_LLAMAFILE -CXXFLAGS = -I. -Iggml/include -Iggml/src -Iinclude -Isrc -I./common -I./include -I./include/CL -I./otherarch -I./otherarch/tools -I./otherarch/sdcpp -I./otherarch/sdcpp/thirdparty -I./include/vulkan -O3 -fno-finite-math-only -DNDEBUG -std=c++11 -fPIC -DLOG_DISABLE_LOGS -D_GNU_SOURCE -DGGML_USE_LLAMAFILE +CFLAGS = -I. -Iggml/include -Iggml/src -Iinclude -Isrc -I./include -I./include/CL -I./otherarch -I./otherarch/tools -I./otherarch/sdcpp -I./otherarch/sdcpp/thirdparty -I./include/vulkan -O3 -fno-finite-math-only -fmath-errno -DNDEBUG -std=c11 -fPIC -DLOG_DISABLE_LOGS -D_GNU_SOURCE -DGGML_USE_LLAMAFILE +CXXFLAGS = -I. -Iggml/include -Iggml/src -Iinclude -Isrc -I./common -I./include -I./include/CL -I./otherarch -I./otherarch/tools -I./otherarch/sdcpp -I./otherarch/sdcpp/thirdparty -I./include/vulkan -O3 -fno-finite-math-only -fmath-errno -DNDEBUG -std=c++11 -fPIC -DLOG_DISABLE_LOGS -D_GNU_SOURCE -DGGML_USE_LLAMAFILE LDFLAGS = FASTCFLAGS = $(subst -O3,-Ofast,$(CFLAGS)) FASTCXXFLAGS = $(subst -O3,-Ofast,$(CXXFLAGS)) @@ -56,7 +56,7 @@ NONECFLAGS = OPENBLAS_FLAGS = -DGGML_USE_OPENBLAS -DGGML_USE_BLAS -I/usr/local/include/openblas CLBLAST_FLAGS = -DGGML_USE_CLBLAST FAILSAFE_FLAGS = -DUSE_FAILSAFE -VULKAN_FLAGS = -DGGML_USE_VULKAN +VULKAN_FLAGS = -DGGML_USE_VULKAN -DSD_USE_VULKAN ifdef LLAMA_CUBLAS CUBLAS_FLAGS = -DGGML_USE_CUDA -DSD_USE_CUBLAS else @@ -535,6 +535,9 @@ sdcpp_default.o: otherarch/sdcpp/sdtype_adapter.cpp otherarch/sdcpp/stable-diffu $(CXX) $(CXXFLAGS) -c $< -o $@ sdcpp_cublas.o: otherarch/sdcpp/sdtype_adapter.cpp otherarch/sdcpp/stable-diffusion.h otherarch/sdcpp/stable-diffusion.cpp otherarch/sdcpp/util.cpp otherarch/sdcpp/upscaler.cpp otherarch/sdcpp/model.cpp otherarch/sdcpp/thirdparty/zip.c $(CXX) $(CXXFLAGS) $(CUBLAS_FLAGS) $(HIPFLAGS) -c $< -o $@ +sdcpp_vulkan.o: otherarch/sdcpp/sdtype_adapter.cpp otherarch/sdcpp/stable-diffusion.h otherarch/sdcpp/stable-diffusion.cpp otherarch/sdcpp/util.cpp otherarch/sdcpp/upscaler.cpp otherarch/sdcpp/model.cpp otherarch/sdcpp/thirdparty/zip.c + $(CXX) $(CXXFLAGS) $(VULKAN_FLAGS) -c $< -o $@ + #whisper objects whispercpp_default.o: otherarch/whispercpp/whisper_adapter.cpp @@ -649,10 +652,10 @@ koboldcpp_hipblas: endif ifdef VULKAN_BUILD -koboldcpp_vulkan: ggml_v4_vulkan.o ggml_v3.o ggml_v2.o ggml_v1.o expose.o gpttype_adapter_vulkan.o ggml-vulkan.o sdcpp_default.o whispercpp_default.o llavaclip_default.o llava.o ggml-backend_vulkan.o $(OBJS_FULL) $(OBJS) +koboldcpp_vulkan: ggml_v4_vulkan.o ggml_v3.o ggml_v2.o ggml_v1.o expose.o gpttype_adapter_vulkan.o ggml-vulkan.o sdcpp_vulkan.o whispercpp_default.o llavaclip_default.o llava.o ggml-backend_vulkan.o $(OBJS_FULL) $(OBJS) $(VULKAN_BUILD) ifdef NOAVX2_BUILD -koboldcpp_vulkan_noavx2: ggml_v4_vulkan_noavx2.o ggml_v3_noavx2.o ggml_v2_noavx2.o ggml_v1_failsafe.o expose.o gpttype_adapter_vulkan_noavx2.o ggml-vulkan.o sdcpp_default.o whispercpp_default.o llavaclip_default.o llava.o ggml-backend_vulkan.o $(OBJS_SIMPLE) $(OBJS) +koboldcpp_vulkan_noavx2: ggml_v4_vulkan_noavx2.o ggml_v3_noavx2.o ggml_v2_noavx2.o ggml_v1_failsafe.o expose.o gpttype_adapter_vulkan_noavx2.o ggml-vulkan.o sdcpp_vulkan.o whispercpp_default.o llavaclip_default.o llava.o ggml-backend_vulkan.o $(OBJS_SIMPLE) $(OBJS) $(VULKAN_BUILD) else koboldcpp_vulkan_noavx2: diff --git a/ggml/src/ggml-vulkan-shaders.cpp b/ggml/src/ggml-vulkan-shaders.cpp index ee7e591a6..8ed184e97 100644 --- a/ggml/src/ggml-vulkan-shaders.cpp +++ b/ggml/src/ggml-vulkan-shaders.cpp @@ -1,853 +1,6 @@ #include "ggml-vulkan-shaders.hpp" -unsigned char matmul_f32_f32_aligned_fp32_data[10124] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xce,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 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-0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x9b,0x02,0x00,0x00, -0x9e,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, -0x35,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x37,0x02,0x00,0x00, -0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, -}; - -unsigned char matmul_f32_f16_fp32_data[10260] = { +unsigned char matmul_f16_f32_fp32_data[10260] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0xd5,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, @@ -857,8 +10,8 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0xfa,0x00,0x00,0x00,0x05,0x01,0x00,0x00,0x44,0x01,0x00,0x00, -0x50,0x01,0x00,0x00,0x36,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, +0xfa,0x00,0x00,0x00,0x06,0x01,0x00,0x00,0x46,0x01,0x00,0x00, +0x51,0x01,0x00,0x00,0x36,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -901,25 +54,25 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xbb,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x02,0x01,0x00,0x00, -0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x03,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x03,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x03,0x01,0x00,0x00, +0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 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0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x4e,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x4e,0x01,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x50,0x01,0x00,0x00, +0x4f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x4f,0x01,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x51,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x50,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x51,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x36,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, 0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x7c,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, @@ -1040,46 +193,46 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { 0xf9,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0xb4,0x02,0x00,0x00,0x3f,0x00,0x00,0x00, -0xd4,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0xdf,0x00,0x00,0x00, +0xd4,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0xdf,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0xe2,0x00,0x00,0x00, 0xb4,0x02,0x00,0x00,0x38,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0xde,0x00,0x00,0x00,0xdf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -1284,107 +437,107 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { 0xdd,0x00,0x00,0x00,0xf2,0x00,0x00,0x00,0xec,0x00,0x00,0x00, 0xf7,0x00,0x03,0x00,0xf5,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0xf3,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x15,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xf4,0x00,0x00,0x00, +0x17,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xf4,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00, 0x74,0x00,0x00,0x00,0xb4,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0xfd,0x00,0x00,0x00, 0xfe,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0x15,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x46,0x01,0x00,0x00, 0xd0,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xd2,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xcc,0x00,0x00,0x00,0xd3,0x01,0x00,0x00,0xbd,0x01,0x00,0x00, @@ -1681,7 +834,7 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { 0xcc,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0xc9,0x00,0x00,0x00, 0x97,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x99,0x02,0x00,0x00,0x98,0x02,0x00,0x00,0x41,0x00,0x06,0x00, -0x10,0x01,0x00,0x00,0x9a,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, +0x5c,0x01,0x00,0x00,0x9a,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, 0x35,0x00,0x00,0x00,0x8c,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x9a,0x02,0x00,0x00,0x99,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x7b,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7b,0x02,0x00,0x00, @@ -1706,6986 +859,6 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { }; -unsigned char matmul_f16_aligned_fp32_data[10288] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 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matmul_f16_f32_fp32_data[10308] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd7,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0xfd,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x48,0x01,0x00,0x00, -0x53,0x01,0x00,0x00,0x38,0x02,0x00,0x00,0x81,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00, 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-0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe5,0x02,0x00,0x00, -0xec,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, -0x7f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x81,0x02,0x00,0x00, -0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, -}; - unsigned char matmul_q5_1_f32_aligned_fp32_data[10800] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x0f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -14099,9 +2677,9 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[10800] = { }; -unsigned char matmul_q8_0_f32_aligned_fp32_data[10452] = { +unsigned char matmul_q4_0_f32_fp32_data[10444] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xea,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x14,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, @@ -14109,9 +2687,9 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[10452] = { 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x0b,0x01,0x00,0x00, -0x29,0x01,0x00,0x00,0x5c,0x01,0x00,0x00,0x63,0x01,0x00,0x00, -0x49,0x02,0x00,0x00,0x92,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x07,0x01,0x00,0x00, +0x27,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x63,0x01,0x00,0x00, +0x48,0x02,0x00,0x00,0x91,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, @@ -14150,42 +2728,42 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[10452] = { 0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 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matmul_q8_0_f32_aligned_fp32_data[10452] = { 0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x73,0x00,0x00,0x00, 0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x78,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x78,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7d,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x81,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x97,0x00,0x00,0x00, +0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0xa1,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 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+0xcf,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf7,0x00,0x03,0x00, +0xa9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0xfb,0x00,0x03,0x00, +0x20,0x00,0x00,0x00,0xaa,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xaa,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x16,0x00,0x00,0x00, @@ -24246,29 +24187,29 @@ unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x5f,0x00,0x00,0x00, 0x30,0x00,0x00,0x00,0x5e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x62,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x62,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xb7,0x02,0x00,0x00, -0x20,0x00,0x00,0x00,0xad,0x02,0x00,0x00,0xf5,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xb4,0x02,0x00,0x00, +0x20,0x00,0x00,0x00,0xaa,0x02,0x00,0x00,0xf2,0x02,0x00,0x00, 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matmul_id_f16_fp32_data[10748] = { +unsigned char matmul_q3_k_f32_aligned_fp32_data[12972] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x2e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00, -0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, -0x90,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x10,0x01,0x00,0x00, -0x4e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x82,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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0x38,0x00,0x01,0x00, }; @@ -36808,9 +32307,1986 @@ unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592] = { }; -unsigned char matmul_id_q5_0_f32_fp32_data[11412] = { +unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x63,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x44,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, +0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, +0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, 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-0xf4,0x02,0x00,0x00,0x7f,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xf0,0x02,0x00,0x00,0x7f,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x82,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x2e,0x03,0x00,0x00,0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00, +0x2a,0x03,0x00,0x00,0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x15,0x00,0x00,0x00, 0x82,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x14,0x00,0x00,0x00, 0x85,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x7c,0x00,0x04,0x00, @@ -37212,35 +34683,35 @@ unsigned char matmul_id_q5_0_f32_fp32_data[11412] = { 0x8a,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x88,0x00,0x00,0x00,0x89,0x00,0x00,0x00,0x8a,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x89,0x00,0x00,0x00,0x71,0x00,0x04,0x00, -0x8b,0x00,0x00,0x00,0x93,0x00,0x00,0x00,0x2e,0x03,0x00,0x00, +0x8b,0x00,0x00,0x00,0x93,0x00,0x00,0x00,0x2a,0x03,0x00,0x00, 0x71,0x00,0x04,0x00,0x8b,0x00,0x00,0x00,0x95,0x00,0x00,0x00, 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0x6e,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x75,0x03,0x00,0x00,0x37,0x03,0x00,0x00,0x63,0x00,0x00,0x00, -0xa9,0x03,0x00,0x00,0x71,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0x73,0x03,0x00,0x00,0x20,0x00,0x00,0x00, +0x9a,0x03,0x00,0x00,0x5c,0x03,0x00,0x00,0x63,0x00,0x00,0x00, +0xce,0x03,0x00,0x00,0x71,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, +0x06,0x00,0x00,0x00,0x98,0x03,0x00,0x00,0x20,0x00,0x00,0x00, 0x63,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x71,0x00,0x00,0x00, 0x41,0x00,0x05,0x00,0x16,0x00,0x00,0x00,0x75,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x74,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x75,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0x6b,0x00,0x00,0x00,0x77,0x00,0x00,0x00, -0x73,0x03,0x00,0x00,0x76,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0x98,0x03,0x00,0x00,0x76,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0x70,0x00,0x00,0x00,0x71,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0x77,0x00,0x00,0x00,0x6f,0x00,0x00,0x00, 0x70,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x6f,0x00,0x00,0x00, @@ -42171,9 +40625,9 @@ unsigned char matmul_id_q4_k_f32_fp32_data[12424] = { 0x13,0x00,0x00,0x00,0x7d,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x7f,0x00,0x00,0x00,0x7e,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x36,0x03,0x00,0x00,0x7f,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x5b,0x03,0x00,0x00,0x7f,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x82,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x73,0x03,0x00,0x00,0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00, +0x98,0x03,0x00,0x00,0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x15,0x00,0x00,0x00, 0x82,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x14,0x00,0x00,0x00, 0x85,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x7c,0x00,0x04,0x00, @@ -42183,35 +40637,35 @@ unsigned char matmul_id_q4_k_f32_fp32_data[12424] = { 0x8a,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 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unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660] = { @@ -43957,3155 +42449,6 @@ unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb3,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x2c,0x01,0x00,0x00, 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-0x57,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x8a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -48214,9 +43557,9 @@ unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580] = { 0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x12,0x01,0x00,0x00, -0x4b,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x9d,0x01,0x00,0x00, -0xb9,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, +0x4e,0x01,0x00,0x00,0xb6,0x01,0x00,0x00,0xc1,0x01,0x00,0x00, +0xe9,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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+0x8e,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x77,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x77,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xd3,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, +0x9a,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x74,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x76,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x6f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x6f,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xd5,0x02,0x00,0x00, +0xe6,0x02,0x00,0x00,0x9a,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x6c,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x6e,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0xd6,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xd6,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; unsigned char matmul_f32_f32_aligned_data[11432] = { @@ -52882,300 +47495,312 @@ unsigned char matmul_f32_f32_aligned_data[11432] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_f32_f16_aligned_data[11360] = { +unsigned char matmul_q4_0_f32_aligned_data[11156] = { 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matmul_f16_aligned_data[11200] = { 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, -0x05,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x69,0x01,0x00,0x00, -0x68,0x02,0x00,0x00,0xb1,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x06,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x51,0x01,0x00,0x00, +0x38,0x02,0x00,0x00,0x81,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, @@ -53883,44 +48479,38 @@ unsigned char matmul_f16_aligned_data[11200] = { 0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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+0xf3,0x02,0x00,0x00,0x9b,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x79,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7b,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0xe3,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xe3,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; unsigned char matmul_f16_f32_aligned_data[11360] = { @@ -57546,6 +51210,871 @@ unsigned char matmul_f16_f32_aligned_data[11360] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; +unsigned char matmul_f16_f32_data[10332] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xd9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, +0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, +0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, +0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 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matmul_q4_1_f32_data[10632] = { }; -unsigned char matmul_q5_0_f32_data[11076] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x46,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x09,0x01,0x00,0x00,0x50,0x01,0x00,0x00, -0x83,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x78,0x02,0x00,0x00, -0xc1,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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unsigned char matmul_id_f16_aligned_data[11888] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x5e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -81006,1866 +82818,6 @@ unsigned char matmul_id_f16_aligned_data[11888] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_f16_data[10788] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x30,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, 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-0xf9,0x00,0x02,0x00,0x69,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, -0x6b,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0xd3,0x02,0x00,0x00, -0xf8,0x00,0x02,0x00,0xd3,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, -0x38,0x00,0x01,0x00, -}; - unsigned char matmul_id_f32_f32_aligned_data[12120] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x6d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -83880,9 +83832,9 @@ unsigned char matmul_id_f32_f32_aligned_data[12120] = { }; -unsigned char matmul_id_f16_f32_data[11336] = { +unsigned char matmul_id_f16_f32_data[10804] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x43,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x31,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -83891,9 +83843,9 @@ unsigned char matmul_id_f16_f32_data[11336] = { 0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x08,0x01,0x00,0x00,0x0f,0x01,0x00,0x00,0x69,0x01,0x00,0x00, -0x74,0x01,0x00,0x00,0xa2,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00, +0x05,0x01,0x00,0x00,0x10,0x01,0x00,0x00,0x4e,0x01,0x00,0x00, +0x59,0x01,0x00,0x00,0x86,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, @@ -83930,48 +83882,45 @@ unsigned char matmul_id_f16_f32_data[11336] = { 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x44,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 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+0xdd,0x02,0x00,0x00,0xe4,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x77,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x79,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; unsigned char matmul_id_q4_0_f32_aligned_data[11844] = { @@ -87756,9 +89478,9 @@ unsigned char matmul_id_q4_0_f32_aligned_data[11844] = { }; -unsigned char matmul_id_q4_0_f32_data[11036] = { +unsigned char matmul_id_q4_1_f32_data[11104] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x40,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x43,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -87769,8 +89491,8 @@ unsigned char matmul_id_q4_0_f32_data[11036] = { 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, 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0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x16,0x00,0x00,0x00, @@ -88112,29 +89833,29 @@ unsigned char matmul_id_q4_0_f32_data[11036] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x5f,0x00,0x00,0x00, 0x30,0x00,0x00,0x00,0x5e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x62,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x62,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd2,0x02,0x00,0x00, -0x20,0x00,0x00,0x00,0xc6,0x02,0x00,0x00,0x0d,0x03,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd7,0x02,0x00,0x00, +0x20,0x00,0x00,0x00,0xcb,0x02,0x00,0x00,0x12,0x03,0x00,0x00, 0x65,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0xd1,0x02,0x00,0x00,0x20,0x00,0x00,0x00,0xc6,0x02,0x00,0x00, +0xd6,0x02,0x00,0x00,0x20,0x00,0x00,0x00,0xcb,0x02,0x00,0x00, 0x9f,0x00,0x00,0x00,0x65,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 0x16,0x00,0x00,0x00,0x69,0x00,0x00,0x00,0x13,0x00,0x00,0x00, 0x68,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x6a,0x00,0x00,0x00,0x69,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 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+89924,48 @@ unsigned char matmul_id_q4_0_f32_data[11036] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xbe,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xbe,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd3,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd8,0x02,0x00,0x00, 0x20,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0xdb,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0x6b,0x00,0x00,0x00, -0xce,0x00,0x00,0x00,0xd3,0x02,0x00,0x00,0xcd,0x00,0x00,0x00, +0xce,0x00,0x00,0x00,0xd8,0x02,0x00,0x00,0xcd,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xc0,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xce,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xbf,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0xd8,0x00,0x00,0x00, -0xd9,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0xd3,0x02,0x00,0x00, +0xd9,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0xd8,0x02,0x00,0x00, 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matmul_id_q5_0_f32_aligned_data[12340] = { 0x38,0x00,0x01,0x00, }; +unsigned char matmul_id_q8_0_f32_data[11080] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x3f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, +0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, +0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, +0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, +0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00,0x14,0x01,0x00,0x00, +0x32,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x6e,0x01,0x00,0x00, +0x9c,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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0x73,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -93696,9 +97345,9 @@ unsigned char matmul_id_q2_k_f32_aligned_data[12488] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q8_0_f32_aligned_data[11888] = { +unsigned char matmul_id_q5_1_f32_aligned_data[12236] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x6a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x8f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -93708,9 +97357,9 @@ unsigned char matmul_id_q8_0_f32_aligned_data[11888] = { 0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x15,0x01,0x00,0x00, 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-0xf9,0x00,0x02,0x00,0x3d,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, -0x3d,0x03,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xa3,0x03,0x00,0x00,0xb2,0x03,0x00,0x00,0x9b,0x00,0x00,0x00, -0xf9,0x00,0x02,0x00,0x3a,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, -0x3c,0x03,0x00,0x00,0xf9,0x00,0x02,0x00,0xa4,0x03,0x00,0x00, -0xf8,0x00,0x02,0x00,0xa4,0x03,0x00,0x00,0xfd,0x00,0x01,0x00, -0x38,0x00,0x01,0x00, -}; - unsigned char matmul_id_q4_k_f32_data[12544] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0xb3,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -99195,6 +102626,1099 @@ unsigned char matmul_id_q4_k_f32_aligned_data[13336] = { 0x38,0x00,0x01,0x00, }; +unsigned char matmul_id_q5_k_f32_data[13068] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xd8,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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mul_mat_vec_f32_f32_f32_data[3616] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x40,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x2f,0x00,0x00,0x00,0x37,0x00,0x00,0x00, -0x66,0x00,0x00,0x00,0x6a,0x00,0x00,0x00,0x73,0x00,0x00,0x00, -0x83,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x16,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x17,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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mul_mat_vec_id_q4_0_f32_data[4000] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x44,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x47,0x00,0x00,0x00, -0x50,0x00,0x00,0x00,0x59,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, -0x71,0x00,0x00,0x00,0x7a,0x00,0x00,0x00,0x8a,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x1b,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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dequant_q4_1_data[5248] = { @@ -111199,7 +113675,7 @@ unsigned char dequant_q4_1_data[5248] = { 0x38,0x00,0x01,0x00, }; -unsigned char get_rows_q4_1_f32_data[3772] = { +unsigned char get_rows_q4_1_f32_data[3796] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, @@ -111274,62 +113750,64 @@ unsigned char get_rows_q4_1_f32_data[3772] = { 0x48,0x00,0x05,0x00,0x57,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x68,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 0x57,0x00,0x00,0x00,0x1b,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x57,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6e,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x6f,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x6f,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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-111338,8 +113816,8 @@ unsigned char get_rows_q4_1_f32_data[3772] = { 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x58,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x58,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x57,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x58,0x00,0x00,0x00,0x59,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x1b,0x00,0x00,0x00,0x5a,0x00,0x00,0x00, @@ -111517,323 +113995,727 @@ unsigned char get_rows_q4_1_f32_data[3772] = { 0x38,0x00,0x01,0x00, }; -unsigned char get_rows_q4_1_data[3788] = { +unsigned char mul_mat_vec_id_q5_0_f32_data[4512] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 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mul_mat_vec_q8_0_f32_f32_data[4032] = { 0x01,0x00,0x00,0x00,0x44,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x45,0x00,0x00,0x00,0x46,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x47,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x0d,0x00,0x4c,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x4b,0x00,0x00,0x00, +0x21,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x4c,0x00,0x00,0x00, +0x4b,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x4d,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x4d,0x00,0x00,0x00,0x4e,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x20,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x21,0x00,0x00,0x00,0x1e,0x00,0x0b,0x00,0x55,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 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unsigned char mul_mat_vec_q8_0_f16_f32_data[4064] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; +unsigned char mul_mat_vec_q5_1_f16_f32_data[4532] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xb8,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, +0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, +0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, +0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00, +0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, +0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x73,0x00,0x00,0x00, +0x7b,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xac,0x00,0x00,0x00, +0xb5,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, +0x3d,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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dequant_q8_0_data[4780] = { 0x38,0x00,0x01,0x00, }; -unsigned char mul_mat_vec_id_q2_k_f32_data[8412] = { +unsigned char mul_mat_vec_id_q5_1_f32_data[4392] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x1b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1b,0x00,0x00,0x00,0x25,0x00,0x00,0x00, -0x3a,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x5d,0x00,0x00,0x00, -0x83,0x00,0x00,0x00,0xa8,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0xf2,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x4e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x4e,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x4e,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x1b,0x00,0x00,0x00,0x50,0x00,0x00,0x00, @@ -119607,9 +123280,9 @@ unsigned char get_rows_q8_0_f32_data[3628] = { 0x38,0x00,0x01,0x00, }; -unsigned char mul_mat_vec_q3_k_f32_f32_data[10048] = { +unsigned char mul_mat_vec_q2_k_f32_f32_data[8504] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x84,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x40,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -119618,8 +123291,8 @@ unsigned char mul_mat_vec_q3_k_f32_f32_data[10048] = { 0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x9c,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xdb,0x00,0x00,0x00,0x4c,0x03,0x00,0x00, +0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x94,0x00,0x00,0x00, +0xb9,0x00,0x00,0x00,0xd7,0x00,0x00,0x00,0x04,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -119647,41 +123320,38 @@ unsigned char mul_mat_vec_q3_k_f32_f32_data[10048] = { 0x47,0x00,0x04,0x00,0x4e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xba,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xbc,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbe,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xc0,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xc0,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x20,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xc0,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x23,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xc0,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc1,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x48,0x00,0x04,0x00, 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dequant_q2_k_data[4032] = { @@ -120788,861 +124332,9 @@ unsigned char dequant_q2_k_data[4032] = { }; -unsigned char mul_mat_vec_q3_k_f16_f32_data[10176] = { +unsigned char matmul_iq4_nl_f32_aligned_fp32_data[10892] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x8c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x9c,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xdb,0x00,0x00,0x00,0x53,0x03,0x00,0x00, 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+125498,10 @@ unsigned char mul_mat_vec_id_q4_k_f32_data[9944] = { 0x41,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x73,0x00,0x00,0x00,0x68,0x00,0x00,0x00,0x41,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x76,0x00,0x00,0x00, -0x41,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x76,0x00,0x00,0x00, -0x73,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x79,0x00,0x00,0x00,0x67,0x00,0x00,0x00,0x78,0x00,0x00,0x00, +0x67,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x84,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x41,0x00,0x00,0x00, +0x73,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x79,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x7d,0x00,0x00,0x00, 0x7b,0x00,0x00,0x00,0x70,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x7f,0x00,0x00,0x00,0x7d,0x00,0x00,0x00, @@ -125363,1656 +125509,809 @@ unsigned char 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mul_mat_vec_id_q6_k_f32_data[11760] = { }; -unsigned char mul_mat_vec_id_q5_k_f32_data[12816] = { +unsigned char mul_mat_vec_f32_f32_f32_data[3616] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb9,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, +0x40,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x2f,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x66,0x00,0x00,0x00,0x6a,0x00,0x00,0x00,0x73,0x00,0x00,0x00, +0x83,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, +0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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-0x3b,0x00,0x04,0x00,0xfe,0x01,0x00,0x00,0xff,0x01,0x00,0x00, +0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc8,0x00,0x00,0x00, +0xc9,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0xce,0x01,0x00,0x00,0xcf,0x01,0x00,0x00,0x07,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0xfc,0x01,0x00,0x00,0xfd,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, @@ -141941,566 +155320,567 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[11068] = { 0x06,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x6e,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x74,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x73,0x00,0x00,0x00, -0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x7a,0x00,0x00,0x00, -0x4f,0x00,0x00,0x00,0x79,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x7f,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 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matmul_f32_f32_fp32_data[10208] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd1,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0x03,0x01,0x00,0x00, -0x43,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x32,0x02,0x00,0x00, -0x7b,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x12,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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+0x42,0x03,0x00,0x00,0xf8,0x00,0x02,0x00,0x44,0x03,0x00,0x00, +0xf9,0x00,0x02,0x00,0x3d,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, +0x3d,0x03,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xa3,0x03,0x00,0x00,0xb2,0x03,0x00,0x00,0x9b,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x3a,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, +0x3c,0x03,0x00,0x00,0xf9,0x00,0x02,0x00,0xa4,0x03,0x00,0x00, +0xf8,0x00,0x02,0x00,0xa4,0x03,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; diff --git a/ggml/src/ggml-vulkan-shaders.hpp b/ggml/src/ggml-vulkan-shaders.hpp index f64fe8582..bb8818b78 100644 --- a/ggml/src/ggml-vulkan-shaders.hpp +++ b/ggml/src/ggml-vulkan-shaders.hpp @@ -1,100 +1,94 @@ #include -extern unsigned char matmul_f32_f32_aligned_fp32_data[10124]; -const uint64_t matmul_f32_f32_aligned_fp32_len = 10124; - -extern unsigned char matmul_f32_f16_fp32_data[10260]; -const uint64_t matmul_f32_f16_fp32_len = 10260; - -extern unsigned char matmul_f16_aligned_fp32_data[10288]; -const uint64_t matmul_f16_aligned_fp32_len = 10288; - -extern unsigned char matmul_q4_0_f32_aligned_fp32_data[10408]; -const uint64_t matmul_q4_0_f32_aligned_fp32_len = 10408; - -extern unsigned char matmul_q4_0_f32_fp32_data[10444]; -const uint64_t matmul_q4_0_f32_fp32_len = 10444; - -extern unsigned char matmul_f16_fp32_data[10276]; -const uint64_t matmul_f16_fp32_len = 10276; - -extern unsigned char matmul_f16_f32_fp32_data[10308]; -const uint64_t matmul_f16_f32_fp32_len = 10308; - -extern unsigned char matmul_f16_f32_aligned_fp32_data[10240]; -const uint64_t matmul_f16_f32_aligned_fp32_len = 10240; - -extern unsigned char matmul_q5_0_f32_fp32_data[10956]; -const uint64_t matmul_q5_0_f32_fp32_len = 10956; - -extern unsigned char matmul_q4_1_f32_aligned_fp32_data[10476]; -const uint64_t matmul_q4_1_f32_aligned_fp32_len = 10476; +extern unsigned char matmul_f16_f32_fp32_data[10260]; +const uint64_t matmul_f16_f32_fp32_len = 10260; extern unsigned char matmul_q5_0_f32_aligned_fp32_data[10920]; const uint64_t matmul_q5_0_f32_aligned_fp32_len = 10920; -extern unsigned char matmul_q4_1_f32_fp32_data[10512]; -const uint64_t matmul_q4_1_f32_fp32_len = 10512; - -extern unsigned char matmul_q8_0_f32_fp32_data[10488]; -const uint64_t matmul_q8_0_f32_fp32_len = 10488; - -extern unsigned char matmul_q5_1_f32_fp32_data[10836]; -const uint64_t matmul_q5_1_f32_fp32_len = 10836; - -extern unsigned char matmul_q2_k_f32_fp32_data[11120]; -const uint64_t matmul_q2_k_f32_fp32_len = 11120; - extern unsigned char matmul_q5_1_f32_aligned_fp32_data[10800]; const uint64_t matmul_q5_1_f32_aligned_fp32_len = 10800; -extern unsigned char matmul_q8_0_f32_aligned_fp32_data[10452]; -const uint64_t matmul_q8_0_f32_aligned_fp32_len = 10452; - -extern unsigned char matmul_q3_k_f32_fp32_data[13024]; -const uint64_t matmul_q3_k_f32_fp32_len = 13024; - -extern unsigned char matmul_q5_k_f32_fp32_data[12476]; -const uint64_t matmul_q5_k_f32_fp32_len = 12476; - -extern unsigned char matmul_q5_k_f32_aligned_fp32_data[12424]; -const uint64_t matmul_q5_k_f32_aligned_fp32_len = 12424; - -extern unsigned char matmul_q4_k_f32_aligned_fp32_data[11900]; -const uint64_t matmul_q4_k_f32_aligned_fp32_len = 11900; - -extern unsigned char matmul_q4_k_f32_fp32_data[11952]; -const uint64_t matmul_q4_k_f32_fp32_len = 11952; - -extern unsigned char matmul_q6_k_f32_fp32_data[11644]; -const uint64_t matmul_q6_k_f32_fp32_len = 11644; - -extern unsigned char matmul_q6_k_f32_aligned_fp32_data[11592]; -const uint64_t matmul_q6_k_f32_aligned_fp32_len = 11592; - -extern unsigned char matmul_iq4_nl_f32_aligned_fp32_data[10892]; -const uint64_t matmul_iq4_nl_f32_aligned_fp32_len = 10892; - -extern unsigned char matmul_id_f32_f16_aligned_fp32_data[10928]; -const uint64_t matmul_id_f32_f16_aligned_fp32_len = 10928; - -extern unsigned char matmul_id_f32_f16_fp32_data[10732]; -const uint64_t matmul_id_f32_f16_fp32_len = 10732; +extern unsigned char matmul_q4_0_f32_fp32_data[10444]; +const uint64_t matmul_q4_0_f32_fp32_len = 10444; extern unsigned char matmul_id_f16_aligned_fp32_data[10976]; const uint64_t matmul_id_f16_aligned_fp32_len = 10976; -extern unsigned char matmul_id_f32_f32_aligned_fp32_data[10812]; -const uint64_t matmul_id_f32_f32_aligned_fp32_len = 10812; +extern unsigned char matmul_id_f16_f32_fp32_data[10732]; +const uint64_t matmul_id_f16_f32_fp32_len = 10732; + +extern unsigned char matmul_q3_k_f32_fp32_data[13024]; +const uint64_t matmul_q3_k_f32_fp32_len = 13024; + +extern unsigned char matmul_q5_1_f32_fp32_data[10836]; +const uint64_t matmul_q5_1_f32_fp32_len = 10836; + +extern unsigned char matmul_q4_k_f32_fp32_data[11952]; +const uint64_t matmul_q4_k_f32_fp32_len = 11952; + +extern unsigned char matmul_q4_1_f32_aligned_fp32_data[10476]; +const uint64_t matmul_q4_1_f32_aligned_fp32_len = 10476; + +extern unsigned char matmul_q5_k_f32_aligned_fp32_data[12424]; +const uint64_t matmul_q5_k_f32_aligned_fp32_len = 12424; + +extern unsigned char matmul_f32_f16_aligned_fp32_data[10240]; +const uint64_t matmul_f32_f16_aligned_fp32_len = 10240; + +extern unsigned char matmul_f16_fp32_data[10276]; +const uint64_t matmul_f16_fp32_len = 10276; + +extern unsigned char matmul_f32_f16_fp32_data[10260]; +const uint64_t matmul_f32_f16_fp32_len = 10260; + +extern unsigned char matmul_f16_f32_aligned_fp32_data[10240]; +const uint64_t matmul_f16_f32_aligned_fp32_len = 10240; + +extern unsigned char matmul_q8_0_f32_aligned_fp32_data[10452]; +const uint64_t matmul_q8_0_f32_aligned_fp32_len = 10452; + +extern unsigned char matmul_q2_k_f32_fp32_data[11120]; +const uint64_t matmul_q2_k_f32_fp32_len = 11120; + +extern unsigned char matmul_f16_aligned_fp32_data[10288]; +const uint64_t matmul_f16_aligned_fp32_len = 10288; + +extern unsigned char matmul_f32_f32_fp32_data[10208]; +const uint64_t matmul_f32_f32_fp32_len = 10208; + +extern unsigned char matmul_q4_k_f32_aligned_fp32_data[11900]; +const uint64_t matmul_q4_k_f32_aligned_fp32_len = 11900; + +extern unsigned char matmul_id_q5_0_f32_fp32_data[11412]; +const uint64_t matmul_id_q5_0_f32_fp32_len = 11412; + +extern unsigned char matmul_q6_k_f32_fp32_data[11644]; +const uint64_t matmul_q6_k_f32_fp32_len = 11644; + +extern unsigned char matmul_iq4_nl_f32_fp32_data[10928]; +const uint64_t matmul_iq4_nl_f32_fp32_len = 10928; extern unsigned char matmul_id_f16_fp32_data[10748]; const uint64_t matmul_id_f16_fp32_len = 10748; +extern unsigned char matmul_q6_k_f32_aligned_fp32_data[11592]; +const uint64_t matmul_q6_k_f32_aligned_fp32_len = 11592; + +extern unsigned char matmul_id_f32_f16_aligned_fp32_data[10928]; +const uint64_t matmul_id_f32_f16_aligned_fp32_len = 10928; + extern unsigned char matmul_id_f32_f32_fp32_data[10680]; const uint64_t matmul_id_f32_f32_fp32_len = 10680; -extern unsigned char matmul_id_f16_f32_fp32_data[10780]; -const uint64_t matmul_id_f16_f32_fp32_len = 10780; +extern unsigned char matmul_q2_k_f32_aligned_fp32_data[11068]; +const uint64_t matmul_q2_k_f32_aligned_fp32_len = 11068; + +extern unsigned char matmul_id_f32_f32_aligned_fp32_data[10812]; +const uint64_t matmul_id_f32_f32_aligned_fp32_len = 10812; + +extern unsigned char matmul_q3_k_f32_aligned_fp32_data[12972]; +const uint64_t matmul_q3_k_f32_aligned_fp32_len = 12972; extern unsigned char matmul_id_f16_f32_aligned_fp32_data[10928]; const uint64_t matmul_id_f16_f32_aligned_fp32_len = 10928; @@ -105,89 +99,77 @@ const uint64_t matmul_id_q4_0_f32_fp32_len = 10916; extern unsigned char matmul_id_q4_0_f32_aligned_fp32_data[11096]; const uint64_t matmul_id_q4_0_f32_aligned_fp32_len = 11096; -extern unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164]; -const uint64_t matmul_id_q4_1_f32_aligned_fp32_len = 11164; - -extern unsigned char matmul_id_q5_1_f32_aligned_fp32_data[11488]; -const uint64_t matmul_id_q5_1_f32_aligned_fp32_len = 11488; - -extern unsigned char matmul_id_q8_0_f32_fp32_data[10960]; -const uint64_t matmul_id_q8_0_f32_fp32_len = 10960; - -extern unsigned char matmul_id_q5_1_f32_fp32_data[11308]; -const uint64_t matmul_id_q5_1_f32_fp32_len = 11308; +extern unsigned char matmul_id_q4_1_f32_fp32_data[10984]; +const uint64_t matmul_id_q4_1_f32_fp32_len = 10984; extern unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592]; const uint64_t matmul_id_q5_0_f32_aligned_fp32_len = 11592; -extern unsigned char matmul_id_q5_0_f32_fp32_data[11412]; -const uint64_t matmul_id_q5_0_f32_fp32_len = 11412; +extern unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164]; +const uint64_t matmul_id_q4_1_f32_aligned_fp32_len = 11164; -extern unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140]; -const uint64_t matmul_id_q8_0_f32_aligned_fp32_len = 11140; +extern unsigned char matmul_q5_k_f32_fp32_data[12476]; +const uint64_t matmul_q5_k_f32_fp32_len = 12476; -extern unsigned char matmul_id_q2_k_f32_fp32_data[11592]; -const uint64_t matmul_id_q2_k_f32_fp32_len = 11592; - -extern unsigned char matmul_id_q2_k_f32_aligned_fp32_data[11756]; -const uint64_t matmul_id_q2_k_f32_aligned_fp32_len = 11756; +extern unsigned char matmul_id_q5_1_f32_fp32_data[11308]; +const uint64_t matmul_id_q5_1_f32_fp32_len = 11308; extern unsigned char matmul_id_q3_k_f32_fp32_data[13496]; const uint64_t matmul_id_q3_k_f32_fp32_len = 13496; -extern unsigned char matmul_id_q4_k_f32_fp32_data[12424]; -const uint64_t matmul_id_q4_k_f32_fp32_len = 12424; +extern unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140]; +const uint64_t matmul_id_q8_0_f32_aligned_fp32_len = 11140; -extern unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660]; -const uint64_t matmul_id_q3_k_f32_aligned_fp32_len = 13660; +extern unsigned char matmul_id_q2_k_f32_aligned_fp32_data[11756]; +const uint64_t matmul_id_q2_k_f32_aligned_fp32_len = 11756; extern unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588]; const uint64_t matmul_id_q4_k_f32_aligned_fp32_len = 12588; +extern unsigned char matmul_id_f32_f16_fp32_data[10732]; +const uint64_t matmul_id_f32_f16_fp32_len = 10732; + extern unsigned char matmul_id_q5_k_f32_fp32_data[12948]; const uint64_t matmul_id_q5_k_f32_fp32_len = 12948; -extern unsigned char matmul_id_q6_k_f32_fp32_data[12116]; -const uint64_t matmul_id_q6_k_f32_fp32_len = 12116; +extern unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660]; +const uint64_t matmul_id_q3_k_f32_aligned_fp32_len = 13660; extern unsigned char matmul_id_q5_k_f32_aligned_fp32_data[13112]; const uint64_t matmul_id_q5_k_f32_aligned_fp32_len = 13112; -extern unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580]; -const uint64_t matmul_id_iq4_nl_f32_aligned_fp32_len = 11580; - -extern unsigned char matmul_f32_f16_data[10332]; -const uint64_t matmul_f32_f16_len = 10332; +extern unsigned char matmul_id_q6_k_f32_fp32_data[12116]; +const uint64_t matmul_id_q6_k_f32_fp32_len = 12116; extern unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280]; const uint64_t matmul_id_q6_k_f32_aligned_fp32_len = 12280; -extern unsigned char matmul_f16_data[10316]; -const uint64_t matmul_f16_len = 10316; +extern unsigned char matmul_id_iq4_nl_f32_fp32_data[11400]; +const uint64_t matmul_id_iq4_nl_f32_fp32_len = 11400; extern unsigned char matmul_f32_f32_aligned_data[11432]; const uint64_t matmul_f32_f32_aligned_len = 11432; -extern unsigned char matmul_f32_f16_aligned_data[11360]; -const uint64_t matmul_f32_f16_aligned_len = 11360; +extern unsigned char matmul_q4_0_f32_aligned_data[11156]; +const uint64_t matmul_q4_0_f32_aligned_len = 11156; -extern unsigned char matmul_f16_aligned_data[11200]; -const uint64_t matmul_f16_aligned_len = 11200; +extern unsigned char matmul_f16_data[10316]; +const uint64_t matmul_f16_len = 10316; -extern unsigned char matmul_f32_f32_data[10968]; -const uint64_t matmul_f32_f32_len = 10968; - -extern unsigned char matmul_f16_f32_data[10864]; -const uint64_t matmul_f16_f32_len = 10864; +extern unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580]; +const uint64_t matmul_id_iq4_nl_f32_aligned_fp32_len = 11580; extern unsigned char matmul_f16_f32_aligned_data[11360]; const uint64_t matmul_f16_f32_aligned_len = 11360; +extern unsigned char matmul_f16_f32_data[10332]; +const uint64_t matmul_f16_f32_len = 10332; + extern unsigned char matmul_q4_0_f32_data[10564]; const uint64_t matmul_q4_0_f32_len = 10564; -extern unsigned char matmul_q4_0_f32_aligned_data[11156]; -const uint64_t matmul_q4_0_f32_aligned_len = 11156; +extern unsigned char matmul_f32_f32_data[10324]; +const uint64_t matmul_f32_f32_len = 10324; extern unsigned char matmul_q4_1_f32_aligned_data[11224]; const uint64_t matmul_q4_1_f32_aligned_len = 11224; @@ -195,89 +177,113 @@ const uint64_t matmul_q4_1_f32_aligned_len = 11224; extern unsigned char matmul_q4_1_f32_data[10632]; const uint64_t matmul_q4_1_f32_len = 10632; -extern unsigned char matmul_q5_0_f32_data[11076]; -const uint64_t matmul_q5_0_f32_len = 11076; +extern unsigned char matmul_q5_0_f32_aligned_data[11668]; +const uint64_t matmul_q5_0_f32_aligned_len = 11668; extern unsigned char matmul_q5_1_f32_data[10956]; const uint64_t matmul_q5_1_f32_len = 10956; -extern unsigned char matmul_q5_0_f32_aligned_data[11668]; -const uint64_t matmul_q5_0_f32_aligned_len = 11668; - extern unsigned char matmul_q5_1_f32_aligned_data[11548]; const uint64_t matmul_q5_1_f32_aligned_len = 11548; extern unsigned char matmul_q8_0_f32_aligned_data[11200]; const uint64_t matmul_q8_0_f32_aligned_len = 11200; -extern unsigned char matmul_q2_k_f32_data[11240]; -const uint64_t matmul_q2_k_f32_len = 11240; - -extern unsigned char matmul_q2_k_f32_aligned_data[11800]; -const uint64_t matmul_q2_k_f32_aligned_len = 11800; - -extern unsigned char matmul_q3_k_f32_data[13144]; -const uint64_t matmul_q3_k_f32_len = 13144; - -extern unsigned char matmul_q3_k_f32_aligned_data[13704]; -const uint64_t matmul_q3_k_f32_aligned_len = 13704; - extern unsigned char matmul_q4_k_f32_aligned_data[12648]; const uint64_t matmul_q4_k_f32_aligned_len = 12648; -extern unsigned char matmul_q8_0_f32_data[10608]; -const uint64_t matmul_q8_0_f32_len = 10608; - -extern unsigned char matmul_q5_k_f32_data[12596]; -const uint64_t matmul_q5_k_f32_len = 12596; - extern unsigned char matmul_q5_k_f32_aligned_data[13172]; const uint64_t matmul_q5_k_f32_aligned_len = 13172; -extern unsigned char matmul_q6_k_f32_aligned_data[12324]; -const uint64_t matmul_q6_k_f32_aligned_len = 12324; +extern unsigned char matmul_q5_k_f32_data[12596]; +const uint64_t matmul_q5_k_f32_len = 12596; extern unsigned char matmul_q6_k_f32_data[11764]; const uint64_t matmul_q6_k_f32_len = 11764; -extern unsigned char matmul_iq4_nl_f32_aligned_data[11640]; -const uint64_t matmul_iq4_nl_f32_aligned_len = 11640; +extern unsigned char matmul_q2_k_f32_aligned_data[11800]; +const uint64_t matmul_q2_k_f32_aligned_len = 11800; extern unsigned char matmul_id_f32_f16_data[10804]; const uint64_t matmul_id_f32_f16_len = 10804; -extern unsigned char matmul_iq4_nl_f32_data[11048]; -const uint64_t matmul_iq4_nl_f32_len = 11048; - extern unsigned char matmul_id_f32_f16_aligned_data[12048]; const uint64_t matmul_id_f32_f16_aligned_len = 12048; -extern unsigned char matmul_id_f16_aligned_data[11888]; -const uint64_t matmul_id_f16_aligned_len = 11888; +extern unsigned char matmul_q3_k_f32_data[13144]; +const uint64_t matmul_q3_k_f32_len = 13144; extern unsigned char matmul_id_f16_data[10788]; const uint64_t matmul_id_f16_len = 10788; -extern unsigned char matmul_id_f32_f32_data[11440]; -const uint64_t matmul_id_f32_f32_len = 11440; +extern unsigned char matmul_q4_1_f32_fp32_data[10512]; +const uint64_t matmul_q4_1_f32_fp32_len = 10512; + +extern unsigned char matmul_f32_f16_aligned_data[11360]; +const uint64_t matmul_f32_f16_aligned_len = 11360; + +extern unsigned char matmul_q6_k_f32_aligned_data[12324]; +const uint64_t matmul_q6_k_f32_aligned_len = 12324; + +extern unsigned char matmul_q4_0_f32_aligned_fp32_data[10408]; +const uint64_t matmul_q4_0_f32_aligned_fp32_len = 10408; + +extern unsigned char matmul_q8_0_f32_fp32_data[10488]; +const uint64_t matmul_q8_0_f32_fp32_len = 10488; + +extern unsigned char matmul_f32_f32_aligned_fp32_data[10124]; +const uint64_t matmul_f32_f32_aligned_fp32_len = 10124; + +extern unsigned char matmul_id_q4_k_f32_fp32_data[12424]; +const uint64_t matmul_id_q4_k_f32_fp32_len = 12424; + +extern unsigned char matmul_id_q5_1_f32_aligned_fp32_data[11488]; +const uint64_t matmul_id_q5_1_f32_aligned_fp32_len = 11488; + +extern unsigned char matmul_f16_aligned_data[11200]; +const uint64_t matmul_f16_aligned_len = 11200; + +extern unsigned char matmul_q8_0_f32_data[10608]; +const uint64_t matmul_q8_0_f32_len = 10608; + +extern unsigned char matmul_id_q8_0_f32_fp32_data[10960]; +const uint64_t matmul_id_q8_0_f32_fp32_len = 10960; + +extern unsigned char matmul_q4_k_f32_data[12072]; +const uint64_t matmul_q4_k_f32_len = 12072; + +extern unsigned char matmul_iq4_nl_f32_data[11048]; +const uint64_t matmul_iq4_nl_f32_len = 11048; + +extern unsigned char matmul_q3_k_f32_aligned_data[13704]; +const uint64_t matmul_q3_k_f32_aligned_len = 13704; + +extern unsigned char matmul_id_f16_aligned_data[11888]; +const uint64_t matmul_id_f16_aligned_len = 11888; extern unsigned char matmul_id_f32_f32_aligned_data[12120]; const uint64_t matmul_id_f32_f32_aligned_len = 12120; -extern unsigned char matmul_id_f16_f32_data[11336]; -const uint64_t matmul_id_f16_f32_len = 11336; +extern unsigned char matmul_id_f16_f32_data[10804]; +const uint64_t matmul_id_f16_f32_len = 10804; + +extern unsigned char matmul_id_f32_f32_data[10796]; +const uint64_t matmul_id_f32_f32_len = 10796; + +extern unsigned char matmul_id_q4_0_f32_data[11036]; +const uint64_t matmul_id_q4_0_f32_len = 11036; extern unsigned char matmul_id_f16_f32_aligned_data[12048]; const uint64_t matmul_id_f16_f32_aligned_len = 12048; -extern unsigned char matmul_id_q4_1_f32_data[11104]; -const uint64_t matmul_id_q4_1_f32_len = 11104; +extern unsigned char matmul_q5_0_f32_fp32_data[10956]; +const uint64_t matmul_q5_0_f32_fp32_len = 10956; extern unsigned char matmul_id_q4_0_f32_aligned_data[11844]; const uint64_t matmul_id_q4_0_f32_aligned_len = 11844; -extern unsigned char matmul_id_q4_0_f32_data[11036]; -const uint64_t matmul_id_q4_0_f32_len = 11036; +extern unsigned char matmul_id_q4_1_f32_data[11104]; +const uint64_t matmul_id_q4_1_f32_len = 11104; extern unsigned char matmul_id_q4_1_f32_aligned_data[11912]; const uint64_t matmul_id_q4_1_f32_aligned_len = 11912; @@ -288,101 +294,110 @@ const uint64_t matmul_id_q5_0_f32_len = 11532; extern unsigned char matmul_id_q5_0_f32_aligned_data[12340]; const uint64_t matmul_id_q5_0_f32_aligned_len = 12340; +extern unsigned char matmul_id_q8_0_f32_data[11080]; +const uint64_t matmul_id_q8_0_f32_len = 11080; + +extern unsigned char matmul_id_q8_0_f32_aligned_data[11888]; +const uint64_t matmul_id_q8_0_f32_aligned_len = 11888; + extern unsigned char matmul_id_q2_k_f32_data[11712]; const uint64_t matmul_id_q2_k_f32_len = 11712; extern unsigned char matmul_id_q2_k_f32_aligned_data[12488]; const uint64_t matmul_id_q2_k_f32_aligned_len = 12488; -extern unsigned char matmul_id_q8_0_f32_aligned_data[11888]; -const uint64_t matmul_id_q8_0_f32_aligned_len = 11888; +extern unsigned char matmul_id_q5_1_f32_aligned_data[12236]; +const uint64_t matmul_id_q5_1_f32_aligned_len = 12236; + +extern unsigned char matmul_id_q5_1_f32_data[11428]; +const uint64_t matmul_id_q5_1_f32_len = 11428; extern unsigned char matmul_id_q3_k_f32_data[13616]; const uint64_t matmul_id_q3_k_f32_len = 13616; -extern unsigned char matmul_id_q3_k_f32_aligned_data[14392]; -const uint64_t matmul_id_q3_k_f32_aligned_len = 14392; - extern unsigned char matmul_id_q4_k_f32_data[12544]; const uint64_t matmul_id_q4_k_f32_len = 12544; extern unsigned char matmul_id_q4_k_f32_aligned_data[13336]; const uint64_t matmul_id_q4_k_f32_aligned_len = 13336; +extern unsigned char matmul_id_q5_k_f32_data[13068]; +const uint64_t matmul_id_q5_k_f32_len = 13068; + extern unsigned char matmul_id_q5_k_f32_aligned_data[13860]; const uint64_t matmul_id_q5_k_f32_aligned_len = 13860; extern unsigned char matmul_id_q6_k_f32_data[12236]; const uint64_t matmul_id_q6_k_f32_len = 12236; -extern unsigned char matmul_id_q5_k_f32_data[13068]; -const uint64_t matmul_id_q5_k_f32_len = 13068; - -extern unsigned char matmul_id_q6_k_f32_aligned_data[13012]; -const uint64_t matmul_id_q6_k_f32_aligned_len = 13012; - -extern unsigned char matmul_id_iq4_nl_f32_aligned_data[12328]; -const uint64_t matmul_id_iq4_nl_f32_aligned_len = 12328; - -extern unsigned char matmul_id_iq4_nl_f32_data[11520]; -const uint64_t matmul_id_iq4_nl_f32_len = 11520; - -extern unsigned char mul_mat_vec_f32_f32_f32_data[3616]; -const uint64_t mul_mat_vec_f32_f32_f32_len = 3616; - -extern unsigned char mul_mat_vec_f32_f16_f32_data[3684]; -const uint64_t mul_mat_vec_f32_f16_f32_len = 3684; +extern unsigned char mul_mat_vec_id_f32_f32_data[3540]; +const uint64_t mul_mat_vec_id_f32_f32_len = 3540; extern unsigned char dequant_f32_data[3200]; const uint64_t dequant_f32_len = 3200; -extern unsigned char mul_mat_vec_id_f32_f32_data[3540]; -const uint64_t mul_mat_vec_id_f32_f32_len = 3540; - extern unsigned char mul_mat_vec_f16_f32_f32_data[3684]; const uint64_t mul_mat_vec_f16_f32_f32_len = 3684; -extern unsigned char get_rows_f16_f32_data[3028]; -const uint64_t get_rows_f16_f32_len = 3028; +extern unsigned char get_rows_f16_data[3020]; +const uint64_t get_rows_f16_len = 3020; + +extern unsigned char get_rows_f32_data[3052]; +const uint64_t get_rows_f32_len = 3052; + +extern unsigned char mul_mat_vec_id_f16_f32_data[3608]; +const uint64_t mul_mat_vec_id_f16_f32_len = 3608; extern unsigned char mul_mat_vec_f16_f16_f32_data[3716]; const uint64_t mul_mat_vec_f16_f16_f32_len = 3716; -extern unsigned char mul_mat_vec_id_q4_0_f32_data[4000]; -const uint64_t mul_mat_vec_id_q4_0_f32_len = 4000; +extern unsigned char mul_mat_vec_q4_0_f32_f32_data[4076]; +const uint64_t mul_mat_vec_q4_0_f32_f32_len = 4076; + +extern unsigned char get_rows_f16_f32_data[3052]; +const uint64_t get_rows_f16_f32_len = 3052; + +extern unsigned char get_rows_f32_f32_data[3000]; +const uint64_t get_rows_f32_f32_len = 3000; extern unsigned char mul_mat_vec_q4_0_f16_f32_data[4108]; const uint64_t mul_mat_vec_q4_0_f16_f32_len = 4108; -extern unsigned char get_rows_q4_0_data[3704]; -const uint64_t get_rows_q4_0_len = 3704; +extern unsigned char mul_mat_vec_id_q4_0_f32_data[4000]; +const uint64_t mul_mat_vec_id_q4_0_f32_len = 4000; -extern unsigned char mul_mat_vec_q4_0_f32_f32_data[4076]; -const uint64_t mul_mat_vec_q4_0_f32_f32_len = 4076; +extern unsigned char mul_mat_vec_f32_f16_f32_data[3684]; +const uint64_t mul_mat_vec_f32_f16_f32_len = 3684; -extern unsigned char mul_mat_vec_q4_1_f32_f32_data[4160]; -const uint64_t mul_mat_vec_q4_1_f32_f32_len = 4160; +extern unsigned char matmul_id_q6_k_f32_aligned_data[13012]; +const uint64_t matmul_id_q6_k_f32_aligned_len = 13012; -extern unsigned char mul_mat_vec_q4_1_f16_f32_data[4192]; -const uint64_t mul_mat_vec_q4_1_f16_f32_len = 4192; - -extern unsigned char get_rows_q4_0_f32_data[3688]; -const uint64_t get_rows_q4_0_f32_len = 3688; +extern unsigned char matmul_id_iq4_nl_f32_data[11520]; +const uint64_t matmul_id_iq4_nl_f32_len = 11520; extern unsigned char dequant_q4_0_data[5292]; const uint64_t dequant_q4_0_len = 5292; -extern unsigned char mul_mat_vec_id_q4_1_f32_data[4068]; -const uint64_t mul_mat_vec_id_q4_1_f32_len = 4068; +extern unsigned char get_rows_q4_0_data[3728]; +const uint64_t get_rows_q4_0_len = 3728; + +extern unsigned char get_rows_q4_0_f32_data[3712]; +const uint64_t get_rows_q4_0_f32_len = 3712; + +extern unsigned char mul_mat_vec_q4_1_f32_f32_data[4160]; +const uint64_t mul_mat_vec_q4_1_f32_f32_len = 4160; extern unsigned char dequant_q4_1_data[5248]; const uint64_t dequant_q4_1_len = 5248; -extern unsigned char get_rows_q4_1_f32_data[3772]; -const uint64_t get_rows_q4_1_f32_len = 3772; +extern unsigned char get_rows_q4_1_f32_data[3796]; +const uint64_t get_rows_q4_1_f32_len = 3796; -extern unsigned char get_rows_q4_1_data[3788]; -const uint64_t get_rows_q4_1_len = 3788; +extern unsigned char mul_mat_vec_id_q5_0_f32_data[4512]; +const uint64_t mul_mat_vec_id_q5_0_f32_len = 4512; + +extern unsigned char mul_mat_vec_id_q4_1_f32_data[4068]; +const uint64_t mul_mat_vec_id_q4_1_f32_len = 4068; extern unsigned char mul_mat_vec_q5_0_f32_f32_data[4604]; const uint64_t mul_mat_vec_q5_0_f32_f32_len = 4604; @@ -390,83 +405,74 @@ const uint64_t mul_mat_vec_q5_0_f32_f32_len = 4604; extern unsigned char mul_mat_vec_q5_0_f16_f32_data[4636]; const uint64_t mul_mat_vec_q5_0_f16_f32_len = 4636; -extern unsigned char mul_mat_vec_id_q5_0_f32_data[4512]; -const uint64_t mul_mat_vec_id_q5_0_f32_len = 4512; +extern unsigned char get_rows_q4_1_data[3812]; +const uint64_t get_rows_q4_1_len = 3812; -extern unsigned char mul_mat_vec_q5_1_f32_f32_data[4500]; -const uint64_t mul_mat_vec_q5_1_f32_f32_len = 4500; +extern unsigned char get_rows_q5_1_data[4152]; +const uint64_t get_rows_q5_1_len = 4152; -extern unsigned char mul_mat_vec_q5_1_f16_f32_data[4532]; -const uint64_t mul_mat_vec_q5_1_f16_f32_len = 4532; +extern unsigned char get_rows_q5_1_f32_data[4136]; +const uint64_t get_rows_q5_1_f32_len = 4136; -extern unsigned char get_rows_q5_0_f32_data[4216]; -const uint64_t get_rows_q5_0_f32_len = 4216; - -extern unsigned char get_rows_q5_0_data[4232]; -const uint64_t get_rows_q5_0_len = 4232; - -extern unsigned char mul_mat_vec_id_q5_1_f32_data[4392]; -const uint64_t mul_mat_vec_id_q5_1_f32_len = 4392; - -extern unsigned char dequant_q5_1_data[6412]; -const uint64_t dequant_q5_1_len = 6412; - -extern unsigned char get_rows_q5_1_data[4128]; -const uint64_t get_rows_q5_1_len = 4128; - -extern unsigned char get_rows_q5_1_f32_data[4112]; -const uint64_t get_rows_q5_1_f32_len = 4112; +extern unsigned char mul_mat_vec_q4_1_f16_f32_data[4192]; +const uint64_t mul_mat_vec_q4_1_f16_f32_len = 4192; extern unsigned char mul_mat_vec_q8_0_f32_f32_data[4032]; const uint64_t mul_mat_vec_q8_0_f32_f32_len = 4032; +extern unsigned char dequant_q5_1_data[6412]; +const uint64_t dequant_q5_1_len = 6412; + +extern unsigned char mul_mat_vec_q5_1_f32_f32_data[4500]; +const uint64_t mul_mat_vec_q5_1_f32_f32_len = 4500; + +extern unsigned char mul_mat_vec_id_q8_0_f32_data[3956]; +const uint64_t mul_mat_vec_id_q8_0_f32_len = 3956; + +extern unsigned char get_rows_q8_0_data[3668]; +const uint64_t get_rows_q8_0_len = 3668; + +extern unsigned char dequant_q5_0_data[6644]; +const uint64_t dequant_q5_0_len = 6644; + +extern unsigned char get_rows_q5_0_f32_data[4240]; +const uint64_t get_rows_q5_0_f32_len = 4240; + +extern unsigned char get_rows_q5_0_data[4256]; +const uint64_t get_rows_q5_0_len = 4256; + extern unsigned char mul_mat_vec_q8_0_f16_f32_data[4064]; const uint64_t mul_mat_vec_q8_0_f16_f32_len = 4064; +extern unsigned char mul_mat_vec_q5_1_f16_f32_data[4532]; +const uint64_t mul_mat_vec_q5_1_f16_f32_len = 4532; + extern unsigned char dequant_q8_0_data[4780]; const uint64_t dequant_q8_0_len = 4780; -extern unsigned char mul_mat_vec_id_q2_k_f32_data[8412]; -const uint64_t mul_mat_vec_id_q2_k_f32_len = 8412; - -extern unsigned char mul_mat_vec_q2_k_f32_f32_data[8504]; -const uint64_t mul_mat_vec_q2_k_f32_f32_len = 8504; +extern unsigned char mul_mat_vec_id_q5_1_f32_data[4392]; +const uint64_t mul_mat_vec_id_q5_1_f32_len = 4392; extern unsigned char mul_mat_vec_q2_k_f16_f32_data[8760]; const uint64_t mul_mat_vec_q2_k_f16_f32_len = 8760; -extern unsigned char get_rows_q8_0_f32_data[3628]; -const uint64_t get_rows_q8_0_f32_len = 3628; +extern unsigned char mul_mat_vec_id_q2_k_f32_data[8412]; +const uint64_t mul_mat_vec_id_q2_k_f32_len = 8412; -extern unsigned char mul_mat_vec_q3_k_f32_f32_data[10048]; -const uint64_t mul_mat_vec_q3_k_f32_f32_len = 10048; +extern unsigned char get_rows_q8_0_f32_data[3652]; +const uint64_t get_rows_q8_0_f32_len = 3652; + +extern unsigned char mul_mat_vec_q2_k_f32_f32_data[8504]; +const uint64_t mul_mat_vec_q2_k_f32_f32_len = 8504; extern unsigned char dequant_q2_k_data[4032]; const uint64_t dequant_q2_k_len = 4032; -extern unsigned char mul_mat_vec_q3_k_f16_f32_data[10176]; -const uint64_t mul_mat_vec_q3_k_f16_f32_len = 10176; +extern unsigned char matmul_iq4_nl_f32_aligned_fp32_data[10892]; +const uint64_t matmul_iq4_nl_f32_aligned_fp32_len = 10892; -extern unsigned char mul_mat_vec_id_q3_k_f32_data[10020]; -const uint64_t mul_mat_vec_id_q3_k_f32_len = 10020; - -extern unsigned char dequant_q3_k_data[4804]; -const uint64_t dequant_q3_k_len = 4804; - -extern unsigned char mul_mat_vec_q4_k_f32_f32_data[10036]; -const uint64_t mul_mat_vec_q4_k_f32_f32_len = 10036; - -extern unsigned char mul_mat_vec_q4_k_f16_f32_data[10548]; -const uint64_t mul_mat_vec_q4_k_f16_f32_len = 10548; - -extern unsigned char dequant_q4_k_data[5916]; -const uint64_t dequant_q4_k_len = 5916; - -extern unsigned char mul_mat_vec_id_q4_k_f32_data[9944]; -const uint64_t mul_mat_vec_id_q4_k_f32_len = 9944; - -extern unsigned char mul_mat_vec_q5_k_f32_f32_data[12924]; -const uint64_t mul_mat_vec_q5_k_f32_f32_len = 12924; +extern unsigned char mul_mat_vec_id_q5_k_f32_data[12816]; +const uint64_t mul_mat_vec_id_q5_k_f32_len = 12816; extern unsigned char mul_mat_vec_q6_k_f32_f32_data[11852]; const uint64_t mul_mat_vec_q6_k_f32_f32_len = 11852; @@ -474,168 +480,195 @@ const uint64_t mul_mat_vec_q6_k_f32_f32_len = 11852; extern unsigned char mul_mat_vec_q6_k_f16_f32_data[12108]; const uint64_t mul_mat_vec_q6_k_f16_f32_len = 12108; -extern unsigned char mul_mat_vec_id_q6_k_f32_data[11760]; -const uint64_t mul_mat_vec_id_q6_k_f32_len = 11760; - -extern unsigned char mul_mat_vec_id_q5_k_f32_data[12816]; -const uint64_t mul_mat_vec_id_q5_k_f32_len = 12816; - -extern unsigned char dequant_q5_k_data[5980]; -const uint64_t dequant_q5_k_len = 5980; - extern unsigned char dequant_q6_k_data[4272]; const uint64_t dequant_q6_k_len = 4272; -extern unsigned char mul_mat_vec_iq4_nl_f16_f32_data[4616]; -const uint64_t mul_mat_vec_iq4_nl_f16_f32_len = 4616; - -extern unsigned char dequant_iq4_nl_data[5992]; -const uint64_t dequant_iq4_nl_len = 5992; - extern unsigned char mul_mat_vec_iq4_nl_f32_f32_data[4584]; const uint64_t mul_mat_vec_iq4_nl_f32_f32_len = 4584; -extern unsigned char get_rows_iq4_nl_data[4212]; -const uint64_t get_rows_iq4_nl_len = 4212; +extern unsigned char dequant_iq4_nl_data[5992]; +const uint64_t dequant_iq4_nl_len = 5992; -extern unsigned char get_rows_iq4_nl_f32_data[4196]; -const uint64_t get_rows_iq4_nl_f32_len = 4196; +extern unsigned char mul_mat_vec_q4_k_f32_f32_data[10036]; +const uint64_t mul_mat_vec_q4_k_f32_f32_len = 10036; -extern unsigned char mul_mat_vec_p021_f16_f32_data[2768]; -const uint64_t mul_mat_vec_p021_f16_f32_len = 2768; +extern unsigned char matmul_id_iq4_nl_f32_aligned_data[12328]; +const uint64_t matmul_id_iq4_nl_f32_aligned_len = 12328; -extern unsigned char norm_f32_data[2624]; -const uint64_t norm_f32_len = 2624; - -extern unsigned char cpy_f32_f16_data[3284]; -const uint64_t cpy_f32_f16_len = 3284; - -extern unsigned char cpy_f16_f16_data[3252]; -const uint64_t cpy_f16_f16_len = 3252; - -extern unsigned char cpy_f32_f32_data[3232]; -const uint64_t cpy_f32_f32_len = 3232; - -extern unsigned char split_k_reduce_data[1416]; -const uint64_t split_k_reduce_len = 1416; - -extern unsigned char scale_f32_data[3320]; -const uint64_t scale_f32_len = 3320; - -extern unsigned char div_f32_data[4276]; -const uint64_t div_f32_len = 4276; - -extern unsigned char add_f32_data[4276]; -const uint64_t add_f32_len = 4276; - -extern unsigned char mul_f32_data[4276]; -const uint64_t mul_f32_len = 4276; - -extern unsigned char sqr_f32_data[3252]; -const uint64_t sqr_f32_len = 3252; - -extern unsigned char clamp_f32_data[3512]; -const uint64_t clamp_f32_len = 3512; - -extern unsigned char silu_f32_data[1264]; -const uint64_t silu_f32_len = 1264; - -extern unsigned char gelu_f32_data[1484]; -const uint64_t gelu_f32_len = 1484; - -extern unsigned char soft_max_f32_data[4836]; -const uint64_t soft_max_f32_len = 4836; - -extern unsigned char relu_f32_data[1212]; -const uint64_t relu_f32_len = 1212; - -extern unsigned char diag_mask_inf_f32_data[1504]; -const uint64_t diag_mask_inf_f32_len = 1504; - -extern unsigned char rope_norm_f32_data[3852]; -const uint64_t rope_norm_f32_len = 3852; - -extern unsigned char rope_neox_f32_data[3852]; -const uint64_t rope_neox_f32_len = 3852; - -extern unsigned char rope_norm_f16_data[3952]; -const uint64_t rope_norm_f16_len = 3952; - -extern unsigned char rope_neox_f16_data[3952]; -const uint64_t rope_neox_f16_len = 3952; - -extern unsigned char soft_max_f32_f16_data[4904]; -const uint64_t soft_max_f32_f16_len = 4904; - -extern unsigned char sum_rows_f32_data[2112]; -const uint64_t sum_rows_f32_len = 2112; - -extern unsigned char argsort_f32_data[4096]; -const uint64_t argsort_f32_len = 4096; - -extern unsigned char matmul_f32_f16_aligned_fp32_data[10240]; -const uint64_t matmul_f32_f16_aligned_fp32_len = 10240; - -extern unsigned char mul_mat_vec_id_q8_0_f32_data[3956]; -const uint64_t mul_mat_vec_id_q8_0_f32_len = 3956; - -extern unsigned char matmul_q2_k_f32_aligned_fp32_data[11068]; -const uint64_t matmul_q2_k_f32_aligned_fp32_len = 11068; - -extern unsigned char mul_mat_vec_q5_k_f16_f32_data[13436]; -const uint64_t mul_mat_vec_q5_k_f16_f32_len = 13436; - -extern unsigned char get_rows_f32_f32_data[2976]; -const uint64_t get_rows_f32_f32_len = 2976; - -extern unsigned char matmul_id_q4_1_f32_fp32_data[10984]; -const uint64_t matmul_id_q4_1_f32_fp32_len = 10984; - -extern unsigned char matmul_q3_k_f32_aligned_fp32_data[12972]; -const uint64_t matmul_q3_k_f32_aligned_fp32_len = 12972; - -extern unsigned char matmul_q4_k_f32_data[12072]; -const uint64_t matmul_q4_k_f32_len = 12072; - -extern unsigned char matmul_id_iq4_nl_f32_fp32_data[11400]; -const uint64_t matmul_id_iq4_nl_f32_fp32_len = 11400; - -extern unsigned char matmul_iq4_nl_f32_fp32_data[10928]; -const uint64_t matmul_iq4_nl_f32_fp32_len = 10928; - -extern unsigned char get_rows_f32_data[3028]; -const uint64_t get_rows_f32_len = 3028; - -extern unsigned char matmul_id_q5_1_f32_aligned_data[12236]; -const uint64_t matmul_id_q5_1_f32_aligned_len = 12236; - -extern unsigned char matmul_f32_f32_fp32_data[10208]; -const uint64_t matmul_f32_f32_fp32_len = 10208; - -extern unsigned char get_rows_f16_data[2996]; -const uint64_t get_rows_f16_len = 2996; +extern unsigned char dequant_q3_k_data[4804]; +const uint64_t dequant_q3_k_len = 4804; extern unsigned char mul_mat_vec_id_iq4_nl_f32_data[4508]; const uint64_t mul_mat_vec_id_iq4_nl_f32_len = 4508; -extern unsigned char get_rows_q8_0_data[3644]; -const uint64_t get_rows_q8_0_len = 3644; +extern unsigned char cpy_f32_f16_data[3468]; +const uint64_t cpy_f32_f16_len = 3468; -extern unsigned char matmul_id_q8_0_f32_data[11080]; -const uint64_t matmul_id_q8_0_f32_len = 11080; +extern unsigned char dequant_q5_k_data[5980]; +const uint64_t dequant_q5_k_len = 5980; -extern unsigned char rms_norm_f32_data[2344]; -const uint64_t rms_norm_f32_len = 2344; +extern unsigned char mul_mat_vec_id_q3_k_f32_data[10020]; +const uint64_t mul_mat_vec_id_q3_k_f32_len = 10020; + +extern unsigned char matmul_id_q2_k_f32_fp32_data[11592]; +const uint64_t matmul_id_q2_k_f32_fp32_len = 11592; + +extern unsigned char mul_mat_vec_id_q4_k_f32_data[9944]; +const uint64_t mul_mat_vec_id_q4_k_f32_len = 9944; + +extern unsigned char mul_mat_vec_q5_k_f32_f32_data[12924]; +const uint64_t mul_mat_vec_q5_k_f32_f32_len = 12924; + +extern unsigned char get_rows_iq4_nl_data[4236]; +const uint64_t get_rows_iq4_nl_len = 4236; + +extern unsigned char matmul_q2_k_f32_data[11240]; +const uint64_t matmul_q2_k_f32_len = 11240; + +extern unsigned char mul_mat_vec_q3_k_f32_f32_data[10048]; +const uint64_t mul_mat_vec_q3_k_f32_f32_len = 10048; + +extern unsigned char norm_f32_data[2792]; +const uint64_t norm_f32_len = 2792; + +extern unsigned char dequant_q4_k_data[5916]; +const uint64_t dequant_q4_k_len = 5916; + +extern unsigned char mul_mat_vec_q3_k_f16_f32_data[10176]; +const uint64_t mul_mat_vec_q3_k_f16_f32_len = 10176; + +extern unsigned char matmul_iq4_nl_f32_aligned_data[11640]; +const uint64_t matmul_iq4_nl_f32_aligned_len = 11640; + +extern unsigned char mul_mat_vec_p021_f16_f32_data[2768]; +const uint64_t mul_mat_vec_p021_f16_f32_len = 2768; + +extern unsigned char add_f16_f32_f16_data[4552]; +const uint64_t add_f16_f32_f16_len = 4552; extern unsigned char mul_mat_vec_nc_f16_f32_data[2824]; const uint64_t mul_mat_vec_nc_f16_f32_len = 2824; -extern unsigned char mul_mat_vec_id_f16_f32_data[3608]; -const uint64_t mul_mat_vec_id_f16_f32_len = 3608; +extern unsigned char scale_f32_data[3504]; +const uint64_t scale_f32_len = 3504; -extern unsigned char dequant_q5_0_data[6644]; -const uint64_t dequant_q5_0_len = 6644; +extern unsigned char mul_mat_vec_iq4_nl_f16_f32_data[4616]; +const uint64_t mul_mat_vec_iq4_nl_f16_f32_len = 4616; -extern unsigned char matmul_id_q5_1_f32_data[11428]; -const uint64_t matmul_id_q5_1_f32_len = 11428; +extern unsigned char silu_f32_data[1448]; +const uint64_t silu_f32_len = 1448; + +extern unsigned char sqr_f32_data[3436]; +const uint64_t sqr_f32_len = 3436; + +extern unsigned char relu_f32_data[1396]; +const uint64_t relu_f32_len = 1396; + +extern unsigned char rms_norm_f32_data[2512]; +const uint64_t rms_norm_f32_len = 2512; + +extern unsigned char get_rows_iq4_nl_f32_data[4220]; +const uint64_t get_rows_iq4_nl_f32_len = 4220; + +extern unsigned char group_norm_f32_data[3028]; +const uint64_t group_norm_f32_len = 3028; + +extern unsigned char upscale_f32_data[2832]; +const uint64_t upscale_f32_len = 2832; + +extern unsigned char cpy_f16_f16_data[3436]; +const uint64_t cpy_f16_f16_len = 3436; + +extern unsigned char mul_mat_vec_q4_k_f16_f32_data[10548]; +const uint64_t mul_mat_vec_q4_k_f16_f32_len = 10548; + +extern unsigned char pad_f32_data[3600]; +const uint64_t pad_f32_len = 3600; + +extern unsigned char clamp_f32_data[3696]; +const uint64_t clamp_f32_len = 3696; + +extern unsigned char concat_f32_data[5280]; +const uint64_t concat_f32_len = 5280; + +extern unsigned char rope_norm_f16_data[3952]; +const uint64_t rope_norm_f16_len = 3952; + +extern unsigned char cpy_f32_f32_data[3416]; +const uint64_t cpy_f32_f32_len = 3416; + +extern unsigned char add_f32_data[4484]; +const uint64_t add_f32_len = 4484; + +extern unsigned char argsort_f32_data[4096]; +const uint64_t argsort_f32_len = 4096; + +extern unsigned char split_k_reduce_data[1416]; +const uint64_t split_k_reduce_len = 1416; + +extern unsigned char gelu_quick_f32_data[1488]; +const uint64_t gelu_quick_f32_len = 1488; + +extern unsigned char div_f32_data[4484]; +const uint64_t div_f32_len = 4484; + +extern unsigned char diag_mask_inf_f32_data[1504]; +const uint64_t diag_mask_inf_f32_len = 1504; + +extern unsigned char soft_max_f32_data[5004]; +const uint64_t soft_max_f32_len = 5004; + +extern unsigned char rope_norm_f32_data[3852]; +const uint64_t rope_norm_f32_len = 3852; + +extern unsigned char concat_i32_data[5280]; +const uint64_t concat_i32_len = 5280; + +extern unsigned char mul_f32_data[4484]; +const uint64_t mul_f32_len = 4484; + +extern unsigned char rope_neox_f32_data[3852]; +const uint64_t rope_neox_f32_len = 3852; + +extern unsigned char soft_max_f32_f16_data[5072]; +const uint64_t soft_max_f32_f16_len = 5072; + +extern unsigned char rope_neox_f16_data[3952]; +const uint64_t rope_neox_f16_len = 3952; + +extern unsigned char sum_rows_f32_data[2296]; +const uint64_t sum_rows_f32_len = 2296; + +extern unsigned char gelu_f32_data[1668]; +const uint64_t gelu_f32_len = 1668; + +extern unsigned char im2col_f32_f16_data[3716]; +const uint64_t im2col_f32_f16_len = 3716; + +extern unsigned char im2col_f32_data[3648]; +const uint64_t im2col_f32_len = 3648; + +extern unsigned char timestep_embedding_f32_data[1976]; +const uint64_t timestep_embedding_f32_len = 1976; + +extern unsigned char matmul_f32_f16_data[10332]; +const uint64_t matmul_f32_f16_len = 10332; + +extern unsigned char mul_mat_vec_id_q6_k_f32_data[11760]; +const uint64_t mul_mat_vec_id_q6_k_f32_len = 11760; + +extern unsigned char mul_mat_vec_f32_f32_f32_data[3616]; +const uint64_t mul_mat_vec_f32_f32_f32_len = 3616; + +extern unsigned char tanh_f32_data[1376]; +const uint64_t tanh_f32_len = 1376; + +extern unsigned char matmul_q5_0_f32_data[11076]; +const uint64_t matmul_q5_0_f32_len = 11076; + +extern unsigned char mul_mat_vec_q5_k_f16_f32_data[13436]; +const uint64_t mul_mat_vec_q5_k_f16_f32_len = 13436; + +extern unsigned char matmul_id_q3_k_f32_aligned_data[14392]; +const uint64_t matmul_id_q3_k_f32_aligned_len = 14392; diff --git a/ggml/src/ggml-vulkan.cpp b/ggml/src/ggml-vulkan.cpp index 08bba3dd5..db1e03c10 100644 --- a/ggml/src/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan.cpp @@ -19,6 +19,7 @@ #include #include #include +#include #include "ggml.h" #include "ggml-backend-impl.h" @@ -177,24 +178,32 @@ struct vk_device_struct { vk_pipeline pipeline_mul_mat_vec_nc_f16_f32; vk_pipeline pipeline_get_rows[GGML_TYPE_COUNT]; vk_pipeline pipeline_get_rows_f32[GGML_TYPE_COUNT]; + vk_pipeline pipeline_add_f32, pipeline_add_f16_f32_f16; vk_pipeline pipeline_mul_f32; vk_pipeline pipeline_div_f32; - vk_pipeline pipeline_add_f32; + vk_pipeline pipeline_concat_f32, pipeline_concat_i32; + vk_pipeline pipeline_upscale_f32; vk_pipeline pipeline_scale_f32; vk_pipeline pipeline_sqr_f32; vk_pipeline pipeline_clamp_f32; + vk_pipeline pipeline_pad_f32; vk_pipeline pipeline_cpy_f32_f32, pipeline_cpy_f32_f16, pipeline_cpy_f16_f16; vk_pipeline pipeline_norm_f32; + vk_pipeline pipeline_group_norm_f32; vk_pipeline pipeline_rms_norm_f32; vk_pipeline pipeline_gelu_f32; + vk_pipeline pipeline_gelu_quick_f32; vk_pipeline pipeline_silu_f32; vk_pipeline pipeline_relu_f32; + vk_pipeline pipeline_tanh_f32; vk_pipeline pipeline_diag_mask_inf_f32; vk_pipeline pipeline_soft_max_f32, pipeline_soft_max_f32_f16; vk_pipeline pipeline_rope_norm_f32, pipeline_rope_norm_f16; vk_pipeline pipeline_rope_neox_f32, pipeline_rope_neox_f16; vk_pipeline pipeline_argsort_f32; vk_pipeline pipeline_sum_rows_f32; + vk_pipeline pipeline_im2col_f32, pipeline_im2col_f32_f16; + vk_pipeline pipeline_timestep_embedding_f32; std::vector pipelines; @@ -320,7 +329,7 @@ struct vk_op_binary_push_constants { uint32_t ne10; uint32_t ne11; uint32_t ne12; uint32_t ne13; uint32_t nb10; uint32_t nb11; uint32_t nb12; uint32_t nb13; uint32_t ne20; uint32_t ne21; uint32_t ne22; uint32_t ne23; uint32_t nb20; uint32_t nb21; uint32_t nb22; uint32_t nb23; uint32_t d_offset; - float param1; float param2; + float param1; float param2; int32_t param3; }; struct vk_op_diag_mask_push_constants { @@ -358,6 +367,25 @@ struct vk_op_argsort_push_constants { int32_t order; }; +struct vk_op_im2col_push_constants { + uint32_t batch_offset; uint32_t offset_delta; + uint32_t IC; + uint32_t IW; uint32_t IH; + uint32_t OW; uint32_t OH; + uint32_t KW; uint32_t KH; + uint32_t pelements; + uint32_t CHW; + int32_t s0; int32_t s1; + int32_t p0; int32_t p1; + int32_t d0; int32_t d1; +}; + +struct vk_op_timestep_embedding_push_constants { + uint32_t nb1; + uint32_t dim; + uint32_t max_period; +}; + // Allow pre-recording command buffers struct vk_staging_memcpy { vk_staging_memcpy(void * _dst, const void * _src, size_t _n) : dst(_dst), src(_src), n(_n) {} @@ -367,9 +395,14 @@ struct vk_staging_memcpy { size_t n; }; -struct vk_context { - size_t idx; +struct vk_op_upscale_push_constants { + uint32_t ne; uint32_t d_offset; + uint32_t nb00; uint32_t nb01; uint32_t nb02; uint32_t nb03; + uint32_t ne10; uint32_t ne11; uint32_t ne12; uint32_t ne13; + float sf0; float sf1; float sf2; float sf3; +}; +struct vk_context_struct { vk_submission * s; std::vector seqs; @@ -380,15 +413,14 @@ struct vk_context { vk_queue * q; }; +typedef std::shared_ptr vk_context; +typedef std::weak_ptr vk_context_ref; struct ggml_tensor_extra_gpu { - size_t ctx_idx; - vk_buffer_ref buffer_gpu; uint64_t offset; void reset() { - ctx_idx = 0; buffer_gpu.reset(); offset = 0; } @@ -459,8 +491,10 @@ struct ggml_backend_vk_context { vk_buffer buffer_pool[MAX_VK_BUFFERS]; - vk_context * compute_ctx; - vk_context * transfer_ctx; + vk_context_ref compute_ctx; + vk_context_ref transfer_ctx; + + std::unordered_map tensor_ctxs; }; #ifdef GGML_VULKAN_MEMORY_DEBUG @@ -510,12 +544,12 @@ static vk_instance_t vk_instance; static size_t vk_skip_checks; static size_t vk_output_tensor; -static void ggml_vk_print_tensor(ggml_backend * ctx, const ggml_tensor * tensor, const char * name); -static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * tensor); -static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_tensor * tensor); +static void ggml_vk_print_tensor(const ggml_tensor * tensor, const char * name); +static void ggml_vk_check_results_0(ggml_tensor * tensor); +static void ggml_vk_check_results_1(ggml_tensor * tensor); #endif -typedef void (*ggml_vk_func_t)(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst); +typedef void (*ggml_vk_func_t)(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst); GGML_CALL static void ggml_backend_vk_free(ggml_backend_t backend); @@ -708,11 +742,11 @@ static vk_submission ggml_vk_create_submission(vk_device& device, vk_queue& q, s return s; } -static void ggml_vk_submit(vk_context * ctx, vk::Fence fence) { - VK_LOG_DEBUG("ggml_vk_submit(" << ctx->seqs.size() << ", " << fence << ")"); +static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { if (ctx->seqs.empty()) { return; } + VK_LOG_DEBUG("ggml_vk_submit(" << ctx << ", " << fence << ")"); std::vector> tl_wait_vals; std::vector> tl_signal_vals; @@ -844,21 +878,17 @@ static void ggml_vk_create_queue(vk_device& device, vk_queue& q, uint32_t queue_ q.stage_flags = stage_flags; } -static vk_context * ggml_vk_create_context(ggml_backend_vk_context * ctx, vk_queue& q) { - VK_LOG_DEBUG("ggml_vk_create_context()"); - ctx->gc.contexts.emplace_back(); - vk_context * result = &ctx->gc.contexts[ctx->gc.contexts.size() - 1]; - memset((void *) result, 0, sizeof(vk_context)); - result->idx = ctx->gc.contexts.size() - 1; +static vk_context ggml_vk_create_context(ggml_backend_vk_context * ctx, vk_queue& q) { + vk_context result = std::make_shared(); + VK_LOG_DEBUG("ggml_vk_create_context(" << result << ")"); + ctx->gc.contexts.emplace_back(result); result->q = &q; return result; } -static vk_context * ggml_vk_create_temporary_context(vk_queue& q) { - VK_LOG_DEBUG("ggml_vk_create_temporary_context()"); - vk_context * result = new vk_context; - memset((void *) result, 0, sizeof(vk_context)); - result->idx = 0; +static vk_context ggml_vk_create_temporary_context(vk_queue& q) { + vk_context result = std::make_shared(); + VK_LOG_DEBUG("ggml_vk_create_temporary_context(" << result << ")"); result->q = &q; return result; } @@ -915,6 +945,10 @@ static uint32_t find_properties(const vk::PhysicalDeviceMemoryProperties* mem_pr static vk_buffer ggml_vk_create_buffer(vk_device& device, size_t size, vk::MemoryPropertyFlags req_flags, vk::MemoryPropertyFlags fallback_flags = vk::MemoryPropertyFlags(0)) { VK_LOG_DEBUG("ggml_vk_create_buffer(" << device->name << ", " << size << ", " << to_string(req_flags) << ", " << to_string(fallback_flags) << ")"); + if (size > device->max_memory_allocation_size) { + throw vk::OutOfDeviceMemoryError("Requested buffer size exceeds device memory allocation limit"); + } + std::lock_guard guard(device->mutex); vk_buffer buf = std::make_shared(); @@ -1027,7 +1061,7 @@ static vk_subbuffer ggml_vk_subbuffer(vk_buffer& buf) { return { buf, 0, VK_WHOLE_SIZE }; } -static void ggml_vk_sync_buffers(vk_context * ctx) { +static void ggml_vk_sync_buffers(vk_context& ctx) { VK_LOG_DEBUG("ggml_vk_sync_buffers()"); const std::vector mem_barriers{ { { vk::AccessFlagBits::eMemoryRead | vk::AccessFlagBits::eMemoryWrite }, { vk::AccessFlagBits::eMemoryRead | vk::AccessFlagBits::eMemoryWrite } } }; @@ -1041,7 +1075,7 @@ static void ggml_vk_sync_buffers(vk_context * ctx) { ); } -static void ggml_vk_wait_events(vk_context * ctx, std::vector&& events) { +static void ggml_vk_wait_events(vk_context& ctx, std::vector&& events) { VK_LOG_DEBUG("ggml_vk_wait_events()"); if (events.empty()) { return; @@ -1598,6 +1632,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_mul_mat_vec_nc_f16_f32, "mul_mat_vec_nc_f16_f32", mul_mat_vec_nc_f16_f32_len, mul_mat_vec_nc_f16_f32_data, "main", 3, 7 * sizeof(uint32_t), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_norm_f32, "norm_f32", norm_f32_len, norm_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_group_norm_f32, "group_norm_f32", group_norm_f32_len, group_norm_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_rms_norm_f32, "rms_norm_f32", rms_norm_f32_len, rms_norm_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_f32, "cpy_f32_f32", cpy_f32_f32_len, cpy_f32_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); @@ -1605,20 +1640,29 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_cpy_f16_f16, "cpy_f16_f16", cpy_f16_f16_len, cpy_f16_f16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_add_f32, "add_f32", add_f32_len, add_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_add_f16_f32_f16, "add_f16_f32_f16", add_f16_f32_f16_len, add_f16_f32_f16_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_mul_f32, "mul_f32", mul_f32_len, mul_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_div_f32, "div_f32", div_f32_len, div_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_concat_f32, "concat_f32", concat_f32_len, concat_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_concat_i32, "concat_i32", concat_i32_len, concat_i32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); + + ggml_vk_create_pipeline(device, device->pipeline_upscale_f32, "upscale_f32", upscale_f32_len, upscale_f32_data, "main", 2, sizeof(vk_op_upscale_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_scale_f32, "scale_f32", scale_f32_len, scale_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_sqr_f32, "sqr_f32", sqr_f32_len, sqr_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_clamp_f32, "clamp_f32", clamp_f32_len, clamp_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_pad_f32, "pad_f32", pad_f32_len, pad_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_gelu_f32, "gelu_f32", gelu_f32_len, gelu_f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_gelu_quick_f32, "gelu_quick_f32", gelu_quick_f32_len, gelu_quick_f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_silu_f32, "silu_f32", silu_f32_len, silu_f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_relu_f32, "relu_f32", relu_f32_len, relu_f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_tanh_f32, "tanh_f32", tanh_f32_len, tanh_f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_diag_mask_inf_f32, "diag_mask_inf_f32", diag_mask_inf_f32_len, diag_mask_inf_f32_data, "main", 2, sizeof(vk_op_diag_mask_push_constants), {512, 1, 1}, {}, 1); @@ -1634,6 +1678,11 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_argsort_f32, "argsort_f32", argsort_f32_len, argsort_f32_data, "main", 2, sizeof(vk_op_argsort_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_sum_rows_f32, "sum_rows_f32", sum_rows_f32_len, sum_rows_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + + ggml_vk_create_pipeline(device, device->pipeline_im2col_f32, "im2col_f32", im2col_f32_len, im2col_f32_data, "main", 2, sizeof(vk_op_im2col_push_constants), {256, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_im2col_f32_f16, "im2col_f32_f16", im2col_f32_f16_len, im2col_f32_f16_data, "main", 2, sizeof(vk_op_im2col_push_constants), {256, 1, 1}, {}, 1); + + ggml_vk_create_pipeline(device, device->pipeline_timestep_embedding_f32, "timestep_embedding_f32", timestep_embedding_f32_len, timestep_embedding_f32_data, "main", 2, sizeof(vk_op_timestep_embedding_push_constants), {256, 1, 1}, {}, 1); } static vk_device ggml_vk_get_device(size_t idx) { @@ -2057,9 +2106,9 @@ void ggml_vk_instance_init() { } static void ggml_vk_init(ggml_backend_vk_context * ctx, size_t idx) { - GGML_ASSERT(idx < vk_instance.device_indices.size()); VK_LOG_DEBUG("ggml_vk_init(" << ctx->name << ", " << idx << ")"); ggml_vk_instance_init(); + GGML_ASSERT(idx < vk_instance.device_indices.size()); ctx->name = GGML_VK_NAME + std::to_string(idx); @@ -2077,9 +2126,6 @@ static void ggml_vk_init(ggml_backend_vk_context * ctx, size_t idx) { ctx->staging_size = 0; ctx->staging_offset = 0; - ctx->compute_ctx = nullptr; - ctx->transfer_ctx = nullptr; - #ifdef GGML_VULKAN_CHECK_RESULTS const char* skip_checks = getenv("GGML_VULKAN_SKIP_CHECKS"); vk_skip_checks = (skip_checks == NULL ? 0 : atoi(skip_checks)); @@ -2126,7 +2172,9 @@ static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_pipeline(ggml_backend_vk_conte return ctx->device->pipeline_matmul_f16; } - GGML_ASSERT(src1_type == GGML_TYPE_F32); + if (src1_type != GGML_TYPE_F32) { + return nullptr; + } switch (src0_type) { case GGML_TYPE_Q4_0: @@ -2370,7 +2418,7 @@ static vk_submission ggml_vk_begin_submission(vk_device& device, vk_queue& q, bo return s; } -static void ggml_vk_dispatch_pipeline(ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, std::vector&& buffers, size_t push_constant_size, const void* push_constants, std::array elements) { +static void ggml_vk_dispatch_pipeline(ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline& pipeline, std::vector&& buffers, size_t push_constant_size, const void* push_constants, std::array elements) { const uint32_t wg0 = CEIL_DIV(elements[0], pipeline->wg_denoms[0]); const uint32_t wg1 = CEIL_DIV(elements[1], pipeline->wg_denoms[1]); const uint32_t wg2 = CEIL_DIV(elements[2], pipeline->wg_denoms[2]); @@ -2410,7 +2458,7 @@ static void ggml_vk_end_submission(vk_submission& s, std::vector w s.signal_semaphores = std::move(signal_semaphores); } -static void ggml_vk_ctx_end(vk_context * ctx) { +static void ggml_vk_ctx_end(vk_context& ctx) { VK_LOG_DEBUG("ggml_vk_ctx_end(" << ctx << ", " << ctx->seqs.size() << ")"); if (ctx->s == nullptr) { return; @@ -2420,7 +2468,7 @@ static void ggml_vk_ctx_end(vk_context * ctx) { ctx->s = nullptr; } -static void ggml_vk_ctx_begin(vk_device& device, vk_context * subctx) { +static void ggml_vk_ctx_begin(vk_device& device, vk_context& subctx) { VK_LOG_DEBUG("ggml_vk_ctx_begin(" << device->name << ")"); if (subctx->s != nullptr) { ggml_vk_ctx_end(subctx); @@ -2453,7 +2501,7 @@ static void ggml_vk_ensure_sync_staging_buffer(vk_device& device, size_t size) { } } -static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_context * subctx, vk_buffer& dst, size_t offset, const ggml_tensor * tensor, bool sync_staging = false) { +static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_context& subctx, vk_buffer& dst, size_t offset, const ggml_tensor * tensor, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_write_nc_async(" << tensor << ")"); GGML_ASSERT(!ggml_is_contiguous(tensor)); // Buffer is already mapped @@ -2558,7 +2606,7 @@ static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_cont } } -static void ggml_vk_buffer_write_2d_async(vk_context * subctx, vk_buffer& dst, size_t offset, const void * src, size_t spitch, size_t width, size_t height, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { +static void ggml_vk_buffer_write_2d_async(vk_context subctx, vk_buffer& dst, size_t offset, const void * src, size_t spitch, size_t width, size_t height, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_write_2d_async(" << width << ", " << height << ")"); // Buffer is already mapped if(dst->memory_property_flags & vk::MemoryPropertyFlagBits::eHostVisible) { @@ -2623,7 +2671,7 @@ static void ggml_vk_buffer_write_2d_async(vk_context * subctx, vk_buffer& dst, s } } -static void ggml_vk_buffer_write_async(vk_context * subctx, vk_buffer& dst, size_t offset, const void * src, size_t size, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { +static void ggml_vk_buffer_write_async(vk_context subctx, vk_buffer& dst, size_t offset, const void * src, size_t size, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_write_async(" << size << ")"); return ggml_vk_buffer_write_2d_async(subctx, dst, offset, src, size, size, 1, staging_buffer, staging_offset, sync_staging); } @@ -2638,7 +2686,7 @@ static void ggml_vk_buffer_write_2d(vk_buffer& dst, size_t offset, const void * memcpy((uint8_t *)dst->ptr + offset + i * width, (const uint8_t *) src + i * spitch, width); } } else { - vk_context * subctx = ggml_vk_create_temporary_context(dst->device->transfer_queue); + vk_context subctx = ggml_vk_create_temporary_context(dst->device->transfer_queue); ggml_vk_ctx_begin(dst->device, subctx); ggml_vk_buffer_write_2d_async(subctx, dst, offset, src, spitch, width, height, nullptr, 0, true); ggml_vk_ctx_end(subctx); @@ -2650,8 +2698,6 @@ static void ggml_vk_buffer_write_2d(vk_buffer& dst, size_t offset, const void * ggml_vk_submit(subctx, dst->device->fence); VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_buffer_write_2d waitForFences"); dst->device->device.resetFences({ dst->device->fence }); - - delete subctx; } } @@ -2660,12 +2706,14 @@ static void ggml_vk_buffer_write(vk_buffer& dst, size_t offset, const void * src ggml_vk_buffer_write_2d(dst, offset, src, 0, size, 1); } -static void ggml_vk_buffer_read_2d_async(vk_context * subctx, vk_buffer& src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { +static void ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_read_2d_async(offset=" << offset << ", width=" << width << ", height=" << height << ")"); GGML_ASSERT(width > 0); GGML_ASSERT(height > 0); GGML_ASSERT(src != nullptr); + // TODO: staging_offset is not used + // Check if dst is pinned memory vk_buffer buf = nullptr; size_t buf_offset; @@ -2714,18 +2762,18 @@ static void ggml_vk_buffer_read_2d_async(vk_context * subctx, vk_buffer& src, si deferred_memcpy(dst, staging_buffer->ptr, copy_size, &subctx->out_memcpys); } -static void ggml_vk_buffer_read_async(vk_context * subctx, vk_buffer& src, size_t offset, void * dst, size_t size, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { +static void ggml_vk_buffer_read_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t size, vk_buffer staging_buffer, size_t staging_offset, bool sync_staging = false) { return ggml_vk_buffer_read_2d_async(subctx, src, offset, dst, size, size, size, 1, staging_buffer, staging_offset, sync_staging); } static void ggml_vk_buffer_read(vk_buffer& src, size_t offset, void * dst, size_t size) { - VK_LOG_DEBUG("ggml_vk_buffer_read(" << offset << ", " << size << ")"); + VK_LOG_DEBUG("ggml_vk_buffer_read(" << src->buffer << ", " << offset << ", " << size << ")"); if(src->memory_property_flags & vk::MemoryPropertyFlagBits::eHostVisible) { GGML_ASSERT(src->memory_property_flags & vk::MemoryPropertyFlagBits::eHostCoherent); memcpy(dst, (uint8_t *) src->ptr + offset, size); } else { - vk_context * subctx = ggml_vk_create_temporary_context(src->device->transfer_queue); + vk_context subctx = ggml_vk_create_temporary_context(src->device->transfer_queue); ggml_vk_ctx_begin(src->device, subctx); ggml_vk_buffer_read_async(subctx, src, offset, dst, size, nullptr, 0, true); ggml_vk_ctx_end(subctx); @@ -2737,12 +2785,10 @@ static void ggml_vk_buffer_read(vk_buffer& src, size_t offset, void * dst, size_ for (auto& cpy : subctx->out_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - - delete subctx; } } -static void ggml_vk_buffer_copy_async(vk_context * ctx, vk_buffer& dst, size_t dst_offset, vk_buffer& src, size_t src_offset, size_t size) { +static void ggml_vk_buffer_copy_async(vk_context& ctx, vk_buffer& dst, size_t dst_offset, vk_buffer& src, size_t src_offset, size_t size) { VK_LOG_DEBUG("ggml_vk_buffer_copy_async(" << size << ")"); // Make sure both buffers are on same device GGML_ASSERT(src->device == dst->device); @@ -2756,15 +2802,13 @@ static void ggml_vk_buffer_copy(vk_buffer& dst, size_t dst_offset, vk_buffer& sr if (src->device == dst->device) { VK_LOG_DEBUG("ggml_vk_buffer_copy(SINGLE_DEVICE, " << size << ")"); // Copy within the device - vk_context * subctx = ggml_vk_create_temporary_context(src->device->transfer_queue); + vk_context subctx = ggml_vk_create_temporary_context(src->device->transfer_queue); ggml_vk_ctx_begin(src->device, subctx); ggml_vk_buffer_copy_async(subctx, dst, dst_offset, src, src_offset, size); ggml_vk_ctx_end(subctx); ggml_vk_submit(subctx, src->device->fence); VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), "vk_buffer_copy waitForFences"); src->device->device.resetFences({ src->device->fence }); - - delete subctx; } else { VK_LOG_DEBUG("ggml_vk_buffer_copy(MULTI_DEVICE, " << size << ")"); // Copy device to device @@ -2783,7 +2827,7 @@ static void ggml_vk_buffer_copy(vk_buffer& dst, size_t dst_offset, vk_buffer& sr static void ggml_vk_buffer_memset(vk_buffer& dst, size_t offset, uint32_t c, size_t size) { VK_LOG_DEBUG("ggml_vk_buffer_memset(" << offset << ", " << c << ", " << size << ")"); - vk_context * subctx = ggml_vk_create_temporary_context(dst->device->transfer_queue); + vk_context subctx = ggml_vk_create_temporary_context(dst->device->transfer_queue); ggml_vk_ctx_begin(dst->device, subctx); subctx->s->buffer.fillBuffer(dst->buffer, offset, size, c); ggml_vk_ctx_end(subctx); @@ -2791,8 +2835,6 @@ static void ggml_vk_buffer_memset(vk_buffer& dst, size_t offset, uint32_t c, siz ggml_vk_submit(subctx, dst->device->fence); VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_memset waitForFences"); dst->device->device.resetFences({ dst->device->fence }); - - delete subctx; } static uint32_t ggml_vk_guess_split_k(int m, int n, int k) { @@ -2855,7 +2897,7 @@ static uint32_t ggml_vk_guess_matmul_pipeline_align(ggml_backend_vk_context * ct } static void ggml_vk_matmul( - ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, + ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline& pipeline, vk_subbuffer&& a, vk_subbuffer&& b, vk_subbuffer&& d, vk_subbuffer&& split_k_buffer, uint32_t m, uint32_t n, uint32_t k, uint32_t stride_a, uint32_t stride_b, uint32_t stride_d, uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d, @@ -2879,7 +2921,7 @@ static void ggml_vk_matmul( } static void ggml_vk_matmul_id( - ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, + ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline& pipeline, vk_subbuffer&& a, vk_subbuffer&& b, vk_subbuffer&& d, vk_subbuffer&& ids, uint32_t m, uint32_t n, uint32_t k, uint32_t stride_a, uint32_t stride_b, uint32_t stride_d, uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d, @@ -2916,7 +2958,7 @@ static vk_pipeline ggml_vk_get_cpy_pipeline(ggml_backend_vk_context * ctx, ggml_ GGML_ABORT("fatal error"); } -static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline pipeline, const ggml_tensor * tensor, vk_subbuffer&& in, vk_subbuffer&& out) { +static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline pipeline, const ggml_tensor * tensor, vk_subbuffer&& in, vk_subbuffer&& out) { VK_LOG_DEBUG("ggml_vk_cpy_to_contiguous((" << tensor << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << "), "; std::cerr << "buffer in size=" << in.buffer->size << ", buffer out size=" << out.buffer->size << ")"); const int tensor_type_size = ggml_type_size(tensor->type); @@ -2934,7 +2976,7 @@ static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { in, out }, sizeof(vk_op_unary_push_constants), &pc, { ne, 1, 1 }); } -static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)"); @@ -3107,7 +3149,7 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * su ); // NOLINT } -static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_vec_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)"); @@ -3272,7 +3314,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context sizeof(vk_mat_vec_push_constants), &pc, { groups_x, (uint32_t)(ne12 * ne13), groups_z }); } -static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_p021_f16_f32(" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)"); @@ -3343,7 +3385,7 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_mul_mat_vec_p021_f16_f32, { { d_Qx, qx_buf_offset, qx_sz }, { d_Qy, qy_buffer_offset, qy_sz + qy_shader_offset }, { d_D, d_buffer_offset, d_sz + d_shader_offset } }, 6 * sizeof(uint32_t), &pc, { 1, (uint32_t)ne01, (uint32_t)ne12 }); } -static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_nc_f16_f32((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)"); @@ -3418,7 +3460,7 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_mul_mat_vec_nc_f16_f32, { { d_Qx, qx_buf_offset, qx_sz }, { d_Qy, qy_buffer_offset, qy_sz + qy_shader_offset }, { d_D, d_buffer_offset, d_sz + d_shader_offset } }, 7 * sizeof(uint32_t), &pc, { 1, (uint32_t)ne01, (uint32_t)ne12 }); } -static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat(" << src0 << ", " << src1 << ", " << dst << ")"); if (src0->type == GGML_TYPE_F16 && ggml_is_permuted(src0) && ggml_is_permuted(src1) && dst->ne[1] == 1) { ggml_vk_mul_mat_vec_p021_f16_f32(ctx, subctx, src0, src1, dst); @@ -3431,7 +3473,7 @@ static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context * subctx, } } -static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) { +static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_id_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << ids << ", name=" << ids->name << ", type=" << ids->type << ", ne0=" << ids->ne[0] << ", ne1=" << ids->ne[1] << ", ne2=" << ids->ne[2] << ", ne3=" << ids->ne[3] << ", nb0=" << ids->nb[0] << ", nb1=" << ids->nb[1] << ", nb2=" << ids->nb[2] << ", nb3=" << ids->nb[3]; @@ -3618,7 +3660,7 @@ static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context * ); // NOLINT } -static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_vec_id_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; std::cerr << "), (" << ids << ", name=" << ids->name << ", type=" << ids->type << ", ne0=" << ids->ne[0] << ", ne1=" << ids->ne[1] << ", ne2=" << ids->ne[2] << ", ne3=" << ids->ne[3] << ", nb0=" << ids->nb[0] << ", nb1=" << ids->nb[1] << ", nb2=" << ids->nb[2] << ", nb3=" << ids->nb[3]; @@ -3794,7 +3836,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte sizeof(vk_mat_vec_id_push_constants), &pc, { groups_x, (uint32_t)nei0, groups_z }); } -static void ggml_vk_mul_mat_id(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst) { +static void ggml_vk_mul_mat_id(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst) { VK_LOG_DEBUG("ggml_vk_mul_mat_id(" << src0 << ", " << src1 << ", " << src2 << ", " << dst << ")"); if (src2->ne[1] == 1 && (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type))) { ggml_vk_mul_mat_vec_id_q_f16(ctx, subctx, src0, src1, src2, dst); @@ -3803,8 +3845,8 @@ static void ggml_vk_mul_mat_id(ggml_backend_vk_context * ctx, vk_context * subct } } -static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { - // guaranteed to be an integer due to the check in ggml_can_repeat +static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + VK_LOG_DEBUG("ggml_vk_op_repeat(" << src0 << ", " << src1 << ", " << dst << ")"); const uint64_t ne0 = dst->ne[0]; const uint64_t ne1 = dst->ne[1]; const uint64_t ne2 = dst->ne[2]; @@ -3825,6 +3867,7 @@ static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx const uint64_t nb02 = src0->nb[2]; const uint64_t nb03 = src0->nb[3]; + // guaranteed to be an integer due to the check in ggml_can_repeat const uint64_t nr0 = ne0/ne00; const uint64_t nr1 = ne1/ne01; const uint64_t nr2 = ne2/ne02; @@ -3852,8 +3895,8 @@ static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx for (uint64_t k1 = 0; k1 < ne01; k1++) { for (uint64_t i0 = 0; i0 < nr0; i0++) { copies.push_back({ - src_offset + (i3*ne03 + k3)*nb3 + (i2*ne02 + k2)*nb2 + (i1*ne01 + k1)*nb1 + (i0*ne00)*nb0, - dst_offset + ( k3)*nb03 + ( k2)*nb02 + ( k1)*nb01, + src_offset + ( k3)*nb03 + ( k2)*nb02 + ( k1)*nb01, + dst_offset + (i3*ne03 + k3)*nb3 + (i2*ne02 + k2)*nb2 + (i1*ne01 + k1)*nb1 + (i0*ne00)*nb0, ne00*nb0, }); } @@ -3874,11 +3917,6 @@ static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst, ggml_op op) { switch (op) { - case GGML_OP_ADD: - if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { - return ctx->device->pipeline_add_f32; - } - return nullptr; case GGML_OP_GET_ROWS: GGML_ASSERT(src1->type == GGML_TYPE_I32); if (dst->type == GGML_TYPE_F16) { @@ -3888,6 +3926,14 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_get_rows_f32[src0->type]; } return nullptr; + case GGML_OP_ADD: + if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_add_f32; + } + if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F16) { + return ctx->device->pipeline_add_f16_f32_f16; + } + return nullptr; case GGML_OP_MUL: if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_mul_f32; @@ -3898,6 +3944,19 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_div_f32; } return nullptr; + case GGML_OP_CONCAT: + if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_concat_f32; + } + if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32 && dst->type == GGML_TYPE_I32) { + return ctx->device->pipeline_concat_i32; + } + return nullptr; + case GGML_OP_UPSCALE: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_upscale_f32; + } + return nullptr; case GGML_OP_SCALE: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_scale_f32; @@ -3913,6 +3972,11 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_clamp_f32; } return nullptr; + case GGML_OP_PAD: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_pad_f32; + } + return nullptr; case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: @@ -3922,6 +3986,11 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_norm_f32; } return nullptr; + case GGML_OP_GROUP_NORM: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_group_norm_f32; + } + return nullptr; case GGML_OP_RMS_NORM: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_rms_norm_f32; @@ -3939,11 +4008,21 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_gelu_f32; } break; + case GGML_UNARY_OP_GELU_QUICK: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_gelu_quick_f32; + } + break; case GGML_UNARY_OP_RELU: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_relu_f32; } break; + case GGML_UNARY_OP_TANH: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_tanh_f32; + } + break; default: break; } @@ -3995,6 +4074,19 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_sum_rows_f32; } return nullptr; + case GGML_OP_IM2COL: + if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_im2col_f32; + } + if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F16) { + return ctx->device->pipeline_im2col_f32_f16; + } + return nullptr; + case GGML_OP_TIMESTEP_EMBEDDING: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_timestep_embedding_f32; + } + return nullptr; default: return nullptr; } @@ -4018,9 +4110,12 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { case GGML_OP_ADD: case GGML_OP_MUL: case GGML_OP_DIV: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_CLAMP: + case GGML_OP_PAD: return true; default: return false; @@ -4028,7 +4123,7 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { } template -static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst, ggml_op op, const PC&& pc) { +static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst, ggml_op op, const PC&& pc) { VK_LOG_DEBUG("ggml_vk_op_f32((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; if (src1 != nullptr) { std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; @@ -4124,7 +4219,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c vk_buffer d_D = extra->buffer_gpu.lock(); // Workaround for tiny tensor inputs on ROPE - if (use_src1 && y_sz > d_D->size) { + if (op == GGML_OP_ROPE && use_src1 && y_sz > d_D->size) { y_sz = VK_WHOLE_SIZE; } @@ -4173,13 +4268,26 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c if (op_supports_incontiguous || (ggml_is_contiguous(src0) && (src1 == nullptr || ggml_is_contiguous(src1)))) { ggml_pipeline_allocate_descriptor_sets(ctx->device, pipeline, 1); - switch (dst->op) { + switch (op) { case GGML_OP_NORM: case GGML_OP_RMS_NORM: case GGML_OP_SOFT_MAX: case GGML_OP_SUM_ROWS: - elements = { (uint32_t)ggml_nrows(src0), 1, 1 }; - break; + { + const uint32_t nr = ggml_nrows(src0); + if (nr > 262144) { + elements = { 512, 512, CEIL_DIV(nr, 262144) }; + } else if (nr > 512) { + elements = { 512, CEIL_DIV(nr, 512), 1 }; + } else { + elements = { nr, 1, 1 }; + } + } break; + case GGML_OP_GROUP_NORM: + { + const uint32_t num_groups = dst->op_params[0]; + elements = { num_groups * (uint32_t)src0->ne[3], 1, 1 }; + } break; case GGML_OP_DIAG_MASK_INF: case GGML_OP_ROPE: elements = { (uint32_t)ggml_nrows(src0), (uint32_t)ne00, 1 }; @@ -4190,6 +4298,49 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c case GGML_OP_ARGSORT: elements = { (uint32_t)ne00, (uint32_t)ggml_nrows(src0), 1 }; break; + case GGML_OP_IM2COL: + { + const bool is_2D = dst->op_params[6] == 1; + + const uint32_t IC = src1->ne[is_2D ? 2 : 1]; + + const uint32_t KH = is_2D ? src0->ne[1] : 1; + const uint32_t KW = src0->ne[0]; + + const uint32_t OH = is_2D ? dst->ne[2] : 1; + const uint32_t OW = dst->ne[1]; + + const uint32_t batch = src1->ne[3]; + + elements = { OW * KW * KH, OH, batch * IC }; + } break; + case GGML_OP_TIMESTEP_EMBEDDING: + { + const uint32_t dim = dst->op_params[0]; + uint32_t half_ceil = (dim + 1) / 2; + elements = { half_ceil, (uint32_t)src0->ne[0], 1 }; + } break; + case GGML_OP_ADD: + case GGML_OP_DIV: + case GGML_OP_MUL: + case GGML_OP_SCALE: + case GGML_OP_SQR: + case GGML_OP_CLAMP: + case GGML_OP_PAD: + case GGML_OP_CPY: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: + case GGML_OP_UNARY: + { + const uint32_t ne = ggml_nelements(dst); + if (ne > 262144) { + elements = { 512, 512, CEIL_DIV(ne, 262144) }; + } else if (ne > 512) { + elements = { 512, CEIL_DIV(ne, 512), 1 }; + } else { + elements = { ne, 1, 1 }; + } + } break; default: elements = { (uint32_t)ggml_nelements(src0), 1, 1 }; break; @@ -4216,7 +4367,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c if (use_src1) { subbuf_y = { d_Y, y_buf_offset, y_sz }; } else { - subbuf_y = { d_X, 0, d_X->size }; + subbuf_y = { d_X, 0, x_sz }; } ggml_vk_sync_buffers(subctx); @@ -4227,11 +4378,15 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c if (use_src2) { subbuf_z = { d_Z, z_buf_offset, z_sz }; } else { - subbuf_z = { d_X, 0, d_X->size }; + subbuf_z = { d_X, 0, x_sz }; } ggml_vk_sync_buffers(subctx); ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { { d_X, x_buf_offset, x_sz }, { d_Y, y_buf_offset, y_sz }, subbuf_z, { d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); + } else if (op == GGML_OP_IM2COL) { + // im2col uses only src1 and dst buffers + ggml_vk_sync_buffers(subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { { d_Y, y_buf_offset, y_sz }, { d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); } else if (use_src2) { ggml_vk_sync_buffers(subctx); ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { { d_X, x_buf_offset, x_sz }, { d_Y, y_buf_offset, y_sz }, { d_Z, z_buf_offset, z_sz }, { d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); @@ -4249,8 +4404,9 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c ggml_pipeline_allocate_descriptor_sets(ctx->device, pipeline, ne02 * ne03); - switch (dst->op) { + switch (op) { case GGML_OP_NORM: + case GGML_OP_GROUP_NORM: case GGML_OP_RMS_NORM: elements = { (uint32_t)ne01, 1, 1 }; break; @@ -4286,11 +4442,11 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c } } -static void ggml_vk_repeat(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { - ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, dst, GGML_OP_REPEAT, { (uint32_t)ggml_nelements(src0), (uint32_t)ggml_nelements(src1), 0.0f, 0.0f }); +static void ggml_vk_repeat(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_REPEAT, {}); } -static void ggml_vk_get_rows(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_get_rows(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t src1_type_size = ggml_type_size(src1->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4301,11 +4457,11 @@ static void ggml_vk_get_rows(ggml_backend_vk_context * ctx, vk_context * subctx, (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, 0, - 0.0f, 0.0f, + 0.0f, 0.0f, 0, }); } -static void ggml_vk_add(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_add(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t src1_type_size = ggml_type_size(src1->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4316,11 +4472,11 @@ static void ggml_vk_add(ggml_backend_vk_context * ctx, vk_context * subctx, cons (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, 0, - 0.0f, 0.0f, + 0.0f, 0.0f, 0, }); } -static void ggml_vk_mul(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t src1_type_size = ggml_type_size(src1->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4331,11 +4487,11 @@ static void ggml_vk_mul(ggml_backend_vk_context * ctx, vk_context * subctx, cons (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, 0, - 0.0f, 0.0f, + 0.0f, 0.0f, 0, }); } -static void ggml_vk_div(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_div(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t src1_type_size = ggml_type_size(src1->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4346,11 +4502,44 @@ static void ggml_vk_div(ggml_backend_vk_context * ctx, vk_context * subctx, cons (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, 0, - 0.0f, 0.0f, + 0.0f, 0.0f, 0, }); } -static void ggml_vk_scale(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_concat(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + int * op_params = (int *)dst->op_params; + + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t src1_type_size = ggml_type_size(src1->type); + const uint32_t dst_type_size = ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, dst, GGML_OP_CONCAT, { + (uint32_t)ggml_nelements(dst), + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2],(uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, + (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, + 0, + 0.0f, 0.0f, op_params[0], + }); +} + +static void ggml_vk_upscale(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + const uint32_t src0_type_size = ggml_type_size(src0->type); + + const float sf0 = (float)dst->ne[0] / src0->ne[0]; + const float sf1 = (float)dst->ne[1] / src0->ne[1]; + const float sf2 = (float)dst->ne[2] / src0->ne[2]; + const float sf3 = (float)dst->ne[3] / src0->ne[3]; + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_UPSCALE, { + (uint32_t)ggml_nelements(dst), 0, + (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t)dst->ne[0], (uint32_t)dst->ne[1], (uint32_t)dst->ne[2],(uint32_t)dst->ne[3], + sf0, sf1, sf2, sf3, + }); +} + +static void ggml_vk_scale(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4364,7 +4553,7 @@ static void ggml_vk_scale(ggml_backend_vk_context * ctx, vk_context * subctx, co }); } -static void ggml_vk_sqr(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_sqr(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4377,7 +4566,7 @@ static void ggml_vk_sqr(ggml_backend_vk_context * ctx, vk_context * subctx, cons }); } -static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4391,7 +4580,20 @@ static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context * subctx, co }); } -static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_pad(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t dst_type_size = ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_PAD, { + (uint32_t)ggml_nelements(dst), + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, + 0, + 0.0f, 0.0f, + }); +} + +static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; const uint32_t src0_type_size = ggml_type_size(src0->type); const uint32_t dst_type_size = ggml_type_size(dst->type); @@ -4406,27 +4608,37 @@ static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context * subctx, cons }); } -static void ggml_vk_norm(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_norm(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_NORM, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], op_params[0], 0.0f }); } -static void ggml_vk_rms_norm(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_group_norm(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + int * op_params = (int *)dst->op_params; + + uint32_t num_groups = op_params[0]; + uint32_t group_size = src0->ne[0] * src0->ne[1] * ((src0->ne[2] + num_groups - 1) / num_groups); + static const float eps = 1e-6f; + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_GROUP_NORM, { group_size, 0, eps, 0.0f }); +} + +static void ggml_vk_rms_norm(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_RMS_NORM, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], op_params[0], 0.0f }); } -static void ggml_vk_unary(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_unary(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_UNARY, { (uint32_t)ggml_nelements(src0), 0, 0.0f, 0.0f }); } -static void ggml_vk_diag_mask_inf(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_diag_mask_inf(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { int32_t * op_params = (int32_t *)dst->op_params; ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_DIAG_MASK_INF, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], op_params[0] }); } -static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; float scale = op_params[0]; @@ -4451,7 +4663,7 @@ static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context * subctx, }); } -static void ggml_vk_rope(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst) { +static void ggml_vk_rope(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst) { const int n_dims = ((int32_t *) dst->op_params)[1]; // const int mode = ((int32_t *) dst->op_params)[2]; // const int n_ctx = ((int32_t *) dst->op_params)[3]; @@ -4475,7 +4687,7 @@ static void ggml_vk_rope(ggml_backend_vk_context * ctx, vk_context * subctx, con }); } -static void ggml_vk_argsort(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_argsort(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { int32_t * op_params = (int32_t *)dst->op_params; uint32_t ncols = src0->ne[0]; @@ -4494,10 +4706,54 @@ static void ggml_vk_argsort(ggml_backend_vk_context * ctx, vk_context * subctx, }); } -static void ggml_vk_sum_rows(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_sum_rows(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SUM_ROWS, { (uint32_t)src0->ne[0], 0, 0.0f, 0.0f }); } +static void ggml_vk_im2col(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + const int32_t s0 = dst->op_params[0]; + const int32_t s1 = dst->op_params[1]; + const int32_t p0 = dst->op_params[2]; + const int32_t p1 = dst->op_params[3]; + const int32_t d0 = dst->op_params[4]; + const int32_t d1 = dst->op_params[5]; + + const bool is_2D = dst->op_params[6] == 1; + + const uint32_t IC = src1->ne[is_2D ? 2 : 1]; + const uint32_t IH = is_2D ? src1->ne[1] : 1; + const uint32_t IW = src1->ne[0]; + + const uint32_t KH = is_2D ? src0->ne[1] : 1; + const uint32_t KW = src0->ne[0]; + + const uint32_t OH = is_2D ? dst->ne[2] : 1; + const uint32_t OW = dst->ne[1]; + + const uint32_t offset_delta = src1->nb[is_2D ? 2 : 1] / 4; // nb is byte offset, src is type float32 + const uint32_t batch_offset = src1->nb[3] / 4; // nb is byte offset, src is type float32 + + const uint32_t pelements = OW * KW * KH; + + ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, dst, GGML_OP_IM2COL, { + batch_offset, offset_delta, + IC, IW, IH, OW, OH, KW, KH, + pelements, + IC * KH * KW, + s0, s1, p0, p1, d0, d1, + }); +} + +static void ggml_vk_timestep_embedding(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + const uint32_t dim = dst->op_params[0]; + const uint32_t max_period = dst->op_params[1]; + const uint32_t nb1 = dst->nb[1] / ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_TIMESTEP_EMBEDDING, { + nb1, dim, max_period, + }); +} + #ifdef GGML_VULKAN_RUN_TESTS static void ggml_vk_print_matrix_area(const void * data, ggml_type type, int ne0, int ne1, int i0, int i1, int i2) { if (type != GGML_TYPE_F32 && type != GGML_TYPE_F16) { @@ -4686,7 +4942,7 @@ static void ggml_vk_test_matmul(ggml_backend_vk_context * ctx, size_t m, size_t ggml_vk_buffer_write(d_X, 0, x, sizeof(X_TYPE) * k * m * batch); ggml_vk_buffer_write(d_Y, 0, y, sizeof(Y_TYPE) * k * n * batch); - vk_context * subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); + vk_context subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); for (size_t i = 0; i < num_it; i++) { ggml_vk_ctx_begin(ctx->device, subctx); ggml_vk_matmul( @@ -4894,7 +5150,7 @@ static void ggml_vk_test_dequant(ggml_backend_vk_context * ctx, size_t ne, ggml_ ggml_vk_buffer_write(qx_buf, 0, qx, qx_sz); - vk_context * subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); + vk_context subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); ggml_vk_ctx_begin(ctx->device, subctx); const std::vector pc = { 1, (uint32_t)ne, (uint32_t)ne, (uint32_t)ne, (uint32_t)ne }; ggml_vk_dispatch_pipeline(ctx, subctx, p, { { qx_buf, 0, qx_sz }, { x_buf, 0, x_sz_f16 } }, pc.size() * sizeof(int), pc.data(), { (uint32_t)ne, 1, 1}); @@ -5027,7 +5283,7 @@ static void ggml_vk_test_dequant_matmul(ggml_backend_vk_context * ctx, size_t m, ggml_vk_buffer_write(qx_buf, 0, qx, qx_sz); ggml_vk_buffer_write(y_buf, 0, y, y_sz); - vk_context * subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); + vk_context subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); for (size_t i = 0; i < num_it; i++) { ggml_vk_ctx_begin(ctx->device, subctx); ggml_vk_matmul( @@ -5175,7 +5431,7 @@ static void ggml_vk_preallocate_buffers_graph(ggml_backend_vk_context * ctx, ggm const bool y_f32_kernel = use_src1 && src1->type == GGML_TYPE_F32 && !y_non_contig; - bool mmp = (use_src0 && use_src1 && src1_type == GGML_TYPE_F32) ? ggml_vk_get_mul_mat_mat_pipeline(ctx, src0_type, y_non_contig ? GGML_TYPE_F16 : src1->type) != nullptr : false; + bool mmp = (use_src0 && use_src1) ? ggml_vk_get_mul_mat_mat_pipeline(ctx, src0_type, y_non_contig ? GGML_TYPE_F16 : src1->type) != nullptr : false; const bool qx_needs_dequant = use_src0 && (!mmp || x_non_contig); const bool qy_needs_dequant = use_src1 && ((src1->type != GGML_TYPE_F16 && !y_f32_kernel) || y_non_contig); @@ -5211,24 +5467,32 @@ static void ggml_vk_preallocate_buffers_graph(ggml_backend_vk_context * ctx, ggm case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_CLAMP: + case GGML_OP_PAD: case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_MUL: case GGML_OP_DIV: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: case GGML_OP_NORM: + case GGML_OP_GROUP_NORM: case GGML_OP_RMS_NORM: case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: case GGML_OP_ROPE: case GGML_OP_ARGSORT: case GGML_OP_SUM_ROWS: + case GGML_OP_IM2COL: + case GGML_OP_TIMESTEP_EMBEDDING: break; case GGML_OP_UNARY: switch (ggml_get_unary_op(node)) { case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_TANH: break; default: return; @@ -5236,6 +5500,13 @@ static void ggml_vk_preallocate_buffers_graph(ggml_backend_vk_context * ctx, ggm break; case GGML_OP_MUL_MAT: case GGML_OP_MUL_MAT_ID: + if ( + x_sz > ctx->device->max_memory_allocation_size || + y_sz > ctx->device->max_memory_allocation_size || + d_sz > ctx->device->max_memory_allocation_size || + split_k_size > ctx->device->max_memory_allocation_size) { + GGML_ABORT("Requested preallocation size is too large"); + } if (ctx->prealloc_size_x < x_sz) { ctx->prealloc_size_x = x_sz; } @@ -5457,7 +5728,9 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod switch (ggml_get_unary_op(node)) { case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_TANH: break; default: return; @@ -5468,13 +5741,17 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod case GGML_OP_ADD: case GGML_OP_MUL: case GGML_OP_DIV: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_CLAMP: + case GGML_OP_PAD: case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_NORM: + case GGML_OP_GROUP_NORM: case GGML_OP_RMS_NORM: case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: @@ -5483,6 +5760,8 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod case GGML_OP_MUL_MAT_ID: case GGML_OP_ARGSORT: case GGML_OP_SUM_ROWS: + case GGML_OP_IM2COL: + case GGML_OP_TIMESTEP_EMBEDDING: break; default: std::cerr << "ggml_vulkan: Error: Missing op: " << ggml_op_name(node->op) << std::endl; @@ -5490,102 +5769,133 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod return; } - if (ctx->compute_ctx == nullptr) { - ctx->compute_ctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); - ggml_vk_ctx_begin(ctx->device, ctx->compute_ctx); + vk_context compute_ctx; + + if (ctx->compute_ctx.expired()) { + compute_ctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); + ctx->compute_ctx = compute_ctx; + ggml_vk_ctx_begin(ctx->device, compute_ctx); + } else { + compute_ctx = ctx->compute_ctx.lock(); } switch (node->op) { case GGML_OP_REPEAT: - ggml_vk_repeat(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_repeat(ctx, compute_ctx, src0, node); break; case GGML_OP_GET_ROWS: - ggml_vk_get_rows(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_get_rows(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_ADD: - ggml_vk_add(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_add(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_MUL: - ggml_vk_mul(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_mul(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_DIV: - ggml_vk_div(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_div(ctx, compute_ctx, src0, src1, node); + + break; + case GGML_OP_CONCAT: + ggml_vk_concat(ctx, compute_ctx, src0, src1, node); + + break; + case GGML_OP_UPSCALE: + ggml_vk_upscale(ctx, compute_ctx, src0, node); break; case GGML_OP_SCALE: - ggml_vk_scale(ctx, ctx->compute_ctx, src0, node); + ggml_vk_scale(ctx, compute_ctx, src0, node); break; case GGML_OP_SQR: - ggml_vk_sqr(ctx, ctx->compute_ctx, src0, node); + ggml_vk_sqr(ctx, compute_ctx, src0, node); break; case GGML_OP_CLAMP: - ggml_vk_clamp(ctx, ctx->compute_ctx, src0, node); + ggml_vk_clamp(ctx, compute_ctx, src0, node); + + break; + case GGML_OP_PAD: + ggml_vk_pad(ctx, compute_ctx, src0, node); break; case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: - ggml_vk_cpy(ctx, ctx->compute_ctx, src0, node); + ggml_vk_cpy(ctx, compute_ctx, src0, node); break; case GGML_OP_NORM: - ggml_vk_norm(ctx, ctx->compute_ctx, src0, node); + ggml_vk_norm(ctx, compute_ctx, src0, node); + + break; + case GGML_OP_GROUP_NORM: + ggml_vk_group_norm(ctx, compute_ctx, src0, node); break; case GGML_OP_RMS_NORM: - ggml_vk_rms_norm(ctx, ctx->compute_ctx, src0, node); + ggml_vk_rms_norm(ctx, compute_ctx, src0, node); break; case GGML_OP_UNARY: switch (ggml_get_unary_op(node)) { case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: - ggml_vk_unary(ctx, ctx->compute_ctx, src0, node); + case GGML_UNARY_OP_TANH: + ggml_vk_unary(ctx, compute_ctx, src0, node); break; default: return; } break; case GGML_OP_DIAG_MASK_INF: - ggml_vk_diag_mask_inf(ctx, ctx->compute_ctx, src0, node); + ggml_vk_diag_mask_inf(ctx, compute_ctx, src0, node); break; case GGML_OP_SOFT_MAX: - ggml_vk_soft_max(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_soft_max(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_ROPE: - ggml_vk_rope(ctx, ctx->compute_ctx, src0, src1, src2, node); + ggml_vk_rope(ctx, compute_ctx, src0, src1, src2, node); break; case GGML_OP_ARGSORT: - ggml_vk_argsort(ctx, ctx->compute_ctx, src0, node); + ggml_vk_argsort(ctx, compute_ctx, src0, node); break; case GGML_OP_SUM_ROWS: - ggml_vk_sum_rows(ctx, ctx->compute_ctx, src0, node); + ggml_vk_sum_rows(ctx, compute_ctx, src0, node); + + break; + case GGML_OP_IM2COL: + ggml_vk_im2col(ctx, compute_ctx, src0, src1, node); + + break; + case GGML_OP_TIMESTEP_EMBEDDING: + ggml_vk_timestep_embedding(ctx, compute_ctx, src0, node); break; case GGML_OP_MUL_MAT: - ggml_vk_mul_mat(ctx, ctx->compute_ctx, src0, src1, node); + ggml_vk_mul_mat(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_MUL_MAT_ID: - ggml_vk_mul_mat_id(ctx, ctx->compute_ctx, src0, src1, src2, node); + ggml_vk_mul_mat_id(ctx, compute_ctx, src0, src1, src2, node); break; default: return; } - extra->ctx_idx = ctx->compute_ctx->idx; + ctx->tensor_ctxs[node] = compute_ctx; #ifdef GGML_VULKAN_CHECK_RESULTS // Force context reset on each node so that each tensor ends up in its own context @@ -5594,9 +5904,9 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod #endif if (last_node) { - ggml_vk_ctx_end(ctx->compute_ctx); - ctx->compute_ctx->exit_tensor = node; - ctx->compute_ctx = nullptr; + ggml_vk_ctx_end(compute_ctx); + compute_ctx->exit_tensor = node; + ctx->compute_ctx.reset(); } } @@ -5608,13 +5918,17 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_tensor * case GGML_OP_GET_ROWS: case GGML_OP_MUL: case GGML_OP_DIV: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_CLAMP: + case GGML_OP_PAD: case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_NORM: + case GGML_OP_GROUP_NORM: case GGML_OP_RMS_NORM: case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: @@ -5626,6 +5940,9 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_tensor * case GGML_OP_NONE: case GGML_OP_ARGSORT: case GGML_OP_SUM_ROWS: + case GGML_OP_IM2COL: + case GGML_OP_TIMESTEP_EMBEDDING: + case GGML_OP_REPEAT: extra = (ggml_tensor_extra_gpu *) tensor->extra; break; @@ -5633,7 +5950,9 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_tensor * switch (ggml_get_unary_op(tensor)) { case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_TANH: extra = (ggml_tensor_extra_gpu *) tensor->extra; break; default: @@ -5656,33 +5975,35 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_tensor * VK_LOG_DEBUG("ggml_vk_compute_forward(" << tensor << ", name=" << tensor->name << ", op=" << ggml_op_name(tensor->op) << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << ", view_src=" << tensor->view_src << ", view_offs=" << tensor->view_offs << ")"); #ifdef GGML_VULKAN_CHECK_RESULTS - ggml_vk_check_results_0(ctx, tensor); + ggml_vk_check_results_0(tensor); #endif - vk_context& subctx = ctx->gc.contexts[extra->ctx_idx]; + vk_context subctx = ctx->tensor_ctxs[tensor].lock(); // Only run if ctx hasn't been submitted yet - if (!subctx.seqs.empty()) { + if (!subctx->seqs.empty()) { // Do staging buffer copies - for (auto& cpy : subctx.in_memcpys) { + for (auto& cpy : subctx->in_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - ggml_vk_submit(&subctx, ctx->fence); + ggml_vk_submit(subctx, ctx->fence); } - if (tensor == subctx.exit_tensor) { + if (tensor == subctx->exit_tensor) { VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_compute_forward waitForFences"); ctx->device->device.resetFences({ ctx->fence }); // Do staging buffer copies - for (auto& cpy : subctx.out_memcpys) { + for (auto& cpy : subctx->out_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - subctx.in_memcpys.clear(); - subctx.out_memcpys.clear(); + subctx->in_memcpys.clear(); + subctx->out_memcpys.clear(); } + ctx->tensor_ctxs.erase(tensor); + return true; } @@ -5725,8 +6046,7 @@ static void ggml_vk_graph_cleanup(ggml_backend_vk_context * ctx) { ctx->staging_offset = 0; - ctx->compute_ctx = nullptr; - ctx->transfer_ctx = nullptr; + ctx->tensor_ctxs.clear(); ctx->gc.contexts.clear(); } @@ -6063,15 +6383,20 @@ GGML_CALL static void ggml_backend_vk_set_tensor_async(ggml_backend_t backend, g ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra; - if (ctx->transfer_ctx == nullptr) { + vk_context transfer_ctx; + + if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - ctx->transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); - ggml_vk_ctx_begin(ctx->device, ctx->transfer_ctx); + transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); + ctx->transfer_ctx = transfer_ctx; + ggml_vk_ctx_begin(ctx->device, transfer_ctx); + } else { + transfer_ctx = ctx->transfer_ctx.lock(); } vk_buffer buf = extra->buffer_gpu.lock(); - ggml_vk_buffer_write_async(ctx->transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size, ctx->staging, ctx->staging_offset); + ggml_vk_buffer_write_async(transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size, ctx->staging, ctx->staging_offset); } GGML_CALL static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { @@ -6081,15 +6406,20 @@ GGML_CALL static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, c ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra; - if (ctx->transfer_ctx == nullptr) { + vk_context transfer_ctx; + + if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - ctx->transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); - ggml_vk_ctx_begin(ctx->device, ctx->transfer_ctx); + transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); + ctx->transfer_ctx = transfer_ctx; + ggml_vk_ctx_begin(ctx->device, transfer_ctx); + } else { + transfer_ctx = ctx->transfer_ctx.lock(); } vk_buffer buf = extra->buffer_gpu.lock(); - ggml_vk_buffer_read_async(ctx->transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size, ctx->staging, ctx->staging_offset); + ggml_vk_buffer_read_async(transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size, ctx->staging, ctx->staging_offset); } GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_tensor * src, ggml_tensor * dst) { @@ -6099,16 +6429,21 @@ GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, c ggml_tensor_extra_gpu * src_extra = (ggml_tensor_extra_gpu *) src->extra; ggml_tensor_extra_gpu * dst_extra = (ggml_tensor_extra_gpu *) dst->extra; - if (ctx->transfer_ctx == nullptr) { + vk_context transfer_ctx; + + if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - ctx->transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); - ggml_vk_ctx_begin(ctx->device, ctx->transfer_ctx); + transfer_ctx = ggml_vk_create_context(ctx, ctx->device->transfer_queue); + ctx->transfer_ctx = transfer_ctx; + ggml_vk_ctx_begin(ctx->device, transfer_ctx); + } else { + transfer_ctx = ctx->transfer_ctx.lock(); } vk_buffer src_buf = src_extra->buffer_gpu.lock(); vk_buffer dst_buf = dst_extra->buffer_gpu.lock(); - ggml_vk_buffer_copy_async(ctx->transfer_ctx, dst_buf, dst_extra->offset + dst->view_offs, src_buf, src_extra->offset + src->view_offs, ggml_nbytes(src)); + ggml_vk_buffer_copy_async(transfer_ctx, dst_buf, dst_extra->offset + dst->view_offs, src_buf, src_extra->offset + src->view_offs, ggml_nbytes(src)); return true; } @@ -6118,25 +6453,27 @@ GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, c GGML_CALL static void ggml_backend_vk_synchronize(ggml_backend_t backend) { VK_LOG_DEBUG("ggml_backend_vk_synchronize()"); ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; - if(ctx->transfer_ctx == nullptr) { + if(ctx->transfer_ctx.expired()) { return; } - ggml_vk_ctx_end(ctx->transfer_ctx); + vk_context transfer_ctx = ctx->transfer_ctx.lock(); - for (auto& cpy : ctx->transfer_ctx->in_memcpys) { + ggml_vk_ctx_end(transfer_ctx); + + for (auto& cpy : transfer_ctx->in_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - ggml_vk_submit(ctx->transfer_ctx, ctx->fence); + ggml_vk_submit(transfer_ctx, ctx->fence); VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_backend_vk_synchronize waitForFences"); ctx->device->device.resetFences({ ctx->fence }); - for (auto& cpy : ctx->transfer_ctx->out_memcpys) { + for (auto& cpy : transfer_ctx->out_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - ctx->transfer_ctx = nullptr; + ctx->transfer_ctx.reset(); } static bool ggml_vk_is_empty(ggml_tensor * node) { @@ -6172,11 +6509,15 @@ GGML_CALL static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backen bool ok = ggml_vk_compute_forward(ctx, node); if (!ok) { - fprintf(stderr, "%s: error: op not supported %s (%s)\n", __func__, node->name, ggml_op_name(node->op)); + if (node->op == GGML_OP_UNARY) { + std::cerr << __func__ << ": error: op not supported UNARY " << node->name << " (" << ggml_unary_op_name(static_cast(node->op_params[0])) << ")" << std::endl; + } else { + std::cerr << __func__ << ": error: op not supported " << node->name << " (" << ggml_op_name(node->op) << ")" << std::endl; + } } #ifdef GGML_VULKAN_CHECK_RESULTS else { - ggml_vk_check_results_1(ctx, node); + ggml_vk_check_results_1(node); } #endif GGML_ASSERT(ok); @@ -6196,8 +6537,10 @@ GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const case GGML_OP_UNARY: switch (ggml_get_unary_op(op)) { case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_TANH: return ggml_is_contiguous(op->src[0]); default: return false; @@ -6270,11 +6613,11 @@ GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const } return false; } break; - // case GGML_OP_REPEAT: - // { - // ggml_type src0_type = op->src[0]->type; - // return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16; - // } break; + case GGML_OP_REPEAT: + { + ggml_type src0_type = op->src[0]->type; + return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16; + } break; case GGML_OP_ROPE: return ggml_is_contiguous(op->src[0]); case GGML_OP_NONE: @@ -6283,18 +6626,24 @@ GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: case GGML_OP_NORM: + case GGML_OP_GROUP_NORM: + case GGML_OP_RMS_NORM: case GGML_OP_ADD: case GGML_OP_MUL: case GGML_OP_DIV: - case GGML_OP_RMS_NORM: + case GGML_OP_CONCAT: + case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_CLAMP: + case GGML_OP_PAD: case GGML_OP_CONT: case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: case GGML_OP_ARGSORT: case GGML_OP_SUM_ROWS: + case GGML_OP_IM2COL: + case GGML_OP_TIMESTEP_EMBEDDING: return true; default: return false; @@ -6509,10 +6858,12 @@ static void ggml_vk_print_tensor_area(const ggml_tensor * tensor, const void * d } } -static void ggml_vk_print_tensor(ggml_backend_vk_context * ctx, const ggml_tensor * tensor, const char * name) { +static void ggml_vk_print_tensor(const ggml_tensor * tensor, const char * name) { void * tensor_data = tensor->data; - if (ggml_backend_buffer_is_vk(tensor->buffer)) { + const bool is_gpu = tensor->buffer != nullptr && ggml_backend_buffer_is_vk(tensor->buffer); + + if (is_gpu) { const size_t tensor_size = ggml_nbytes(tensor); tensor_data = malloc(tensor_size); @@ -6533,13 +6884,10 @@ static void ggml_vk_print_tensor(ggml_backend_vk_context * ctx, const ggml_tenso std::cerr << std::endl << "Result:" << std::endl; ggml_vk_print_tensor_area(tensor, tensor_data, 5, 5, 0, 0); std::cerr << std::endl; - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(tensor, tensor_data, 5, 5, 1, 0); - std::cerr << std::endl; std::vector done; ggml_vk_print_graph_origin(tensor, done); - if (ggml_backend_buffer_is_vk(tensor->buffer)) { + if (is_gpu) { free(tensor_data); } } @@ -6548,8 +6896,8 @@ void * comp_result; size_t comp_size; size_t comp_nb[GGML_MAX_DIMS]; size_t check_counter = 0; -static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * tensor) { - if (tensor->op == GGML_OP_TRANSPOSE) { +static void ggml_vk_check_results_0(ggml_tensor * tensor) { + if (tensor->op == GGML_OP_TRANSPOSE) { return; } @@ -6565,7 +6913,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * ggml_tensor * src2 = tensor->src[2]; struct ggml_init_params iparams = { - /*.mem_size =*/ 1024*1024*1024, + /*.mem_size =*/ 2ul*1024ul*1024ul*1024ul, /*.mem_buffer =*/ NULL, /*.no_alloc =*/ false, }; @@ -6624,7 +6972,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * } if (vk_output_tensor > 0 && vk_output_tensor == check_counter) { - ggml_vk_print_tensor(ctx, src0, "src0"); + ggml_vk_print_tensor(src0, "src0"); } } if (src1 != nullptr) { @@ -6666,23 +7014,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * } if (vk_output_tensor > 0 && vk_output_tensor == check_counter) { - ggml_vk_print_tensor(ctx, src1, "src1"); - std::cerr << "TENSOR CHECK: " << ggml_op_name(src1_clone->op) << " (check " << check_counter << ")" << std::endl; - std::cerr << "src1_clone=" << tensor << " src1_clone->type: " << ggml_type_name(src1_clone->type) << " ne0=" << src1_clone->ne[0] << " nb0=" << src1_clone->nb[0] << " ne1=" << src1_clone->ne[1] << " nb1=" << src1_clone->nb[1] << " ne2=" << src1_clone->ne[2] << " nb2=" << src1_clone->nb[2] << " ne3=" << src1_clone->ne[3] << " nb3=" << src1_clone->nb[3] << std::endl; - if (src1->src[0] != nullptr) { - std::cerr << "src1->src[0]=" << src1->src[0] << " op=" << ggml_op_name(src1->src[0]->op) << " type=" << ggml_type_name(src1->src[0]->type) << " ne0=" << src1->src[0]->ne[0] << " nb0=" << src1->src[0]->nb[0] << " ne1=" << src1->src[0]->ne[1] << " nb1=" << src1->src[0]->nb[1] << " ne2=" << src1->src[0]->ne[2] << " nb2=" << src1->src[0]->nb[2] << " ne3=" << src1->src[0]->ne[3] << " nb3=" << src1->src[0]->nb[3] << std::endl; - } - if (src1->src[1] != nullptr) { - std::cerr << "src1->src[1]=" << src1->src[1] << " op=" << ggml_op_name(src1->src[1]->op) << " type=" << ggml_type_name(src1->src[1]->type) << " ne0=" << src1->src[1]->ne[0] << " nb0=" << src1->src[1]->nb[0] << " ne1=" << src1->src[1]->ne[1] << " nb1=" << src1->src[1]->nb[1] << " ne2=" << src1->src[1]->ne[2] << " nb2=" << src1->src[1]->nb[2] << " ne3=" << src1->src[1]->ne[3] << " nb3=" << src1->src[1]->nb[3] << std::endl; - } - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(src1_clone, src1_clone->data, 5, 5, 0, 0); - std::cerr << std::endl; - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(src1_clone, src1_clone->data, 5, 5, 1, 0); - std::cerr << std::endl; - std::vector done; - ggml_vk_print_graph_origin(src1_clone, done); + ggml_vk_print_tensor(src1, "src1"); } } if (src2 != nullptr) { @@ -6724,23 +7056,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * } if (vk_output_tensor > 0 && vk_output_tensor == check_counter) { - ggml_vk_print_tensor(ctx, src2, "src2"); - std::cerr << "TENSOR CHECK: " << ggml_op_name(src2_clone->op) << " (check " << check_counter << ")" << std::endl; - std::cerr << "src2_clone=" << tensor << " src2_clone->type: " << ggml_type_name(src2_clone->type) << " ne0=" << src2_clone->ne[0] << " nb0=" << src2_clone->nb[0] << " ne1=" << src2_clone->ne[1] << " nb1=" << src2_clone->nb[1] << " ne2=" << src2_clone->ne[2] << " nb2=" << src2_clone->nb[2] << " ne3=" << src2_clone->ne[3] << " nb3=" << src2_clone->nb[3] << std::endl; - if (src2->src[0] != nullptr) { - std::cerr << "src2->src[0]=" << src2->src[0] << " op=" << ggml_op_name(src2->src[0]->op) << " type=" << ggml_type_name(src2->src[0]->type) << " ne0=" << src2->src[0]->ne[0] << " nb0=" << src2->src[0]->nb[0] << " ne1=" << src2->src[0]->ne[1] << " nb1=" << src2->src[0]->nb[1] << " ne2=" << src2->src[0]->ne[2] << " nb2=" << src2->src[0]->nb[2] << " ne3=" << src2->src[0]->ne[3] << " nb3=" << src2->src[0]->nb[3] << std::endl; - } - if (src2->src[1] != nullptr) { - std::cerr << "src2->src[1]=" << src2->src[1] << " op=" << ggml_op_name(src2->src[1]->op) << " type=" << ggml_type_name(src2->src[1]->type) << " ne0=" << src2->src[1]->ne[0] << " nb0=" << src2->src[1]->nb[0] << " ne1=" << src2->src[1]->ne[1] << " nb1=" << src2->src[1]->nb[1] << " ne2=" << src2->src[1]->ne[2] << " nb2=" << src2->src[1]->nb[2] << " ne3=" << src2->src[1]->ne[3] << " nb3=" << src2->src[1]->nb[3] << std::endl; - } - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(src2_clone, src2_clone->data, 5, 5, 0, 0); - std::cerr << std::endl; - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(src2_clone, src2_clone->data, 5, 5, 1, 0); - std::cerr << std::endl; - std::vector done; - ggml_vk_print_graph_origin(src2_clone, done); + ggml_vk_print_tensor(src2, "src2"); } } @@ -6752,16 +7068,24 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * tensor_clone = ggml_mul(ggml_ctx, src0_clone, src1_clone); } else if (tensor->op == GGML_OP_DIV) { tensor_clone = ggml_div(ggml_ctx, src0_clone, src1_clone); + } else if (tensor->op == GGML_OP_CONCAT) { + tensor_clone = ggml_concat(ggml_ctx, src0_clone, src1_clone, *(int *)tensor->op_params); + } else if (tensor->op == GGML_OP_UPSCALE) { + tensor_clone = ggml_upscale_ext(ggml_ctx, src0_clone, tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); } else if (tensor->op == GGML_OP_SCALE) { tensor_clone = ggml_scale(ggml_ctx, src0_clone, ((float *)tensor->op_params)[0]); } else if (tensor->op == GGML_OP_SQR) { tensor_clone = ggml_sqr(ggml_ctx, src0_clone); } else if (tensor->op == GGML_OP_CLAMP) { tensor_clone = ggml_clamp(ggml_ctx, src0_clone, ((float *)tensor->op_params)[0], ((float *)tensor->op_params)[1]); + } else if (tensor->op == GGML_OP_PAD) { + tensor_clone = ggml_pad(ggml_ctx, src0_clone, tensor->ne[0] - src0_clone->ne[0], tensor->ne[1] - src0_clone->ne[1], tensor->ne[2] - src0_clone->ne[2], tensor->ne[3] - src0_clone->ne[3]); } else if (tensor->op == GGML_OP_ADD) { tensor_clone = ggml_add(ggml_ctx, src0_clone, src1_clone); } else if (tensor->op == GGML_OP_NORM) { tensor_clone = ggml_norm(ggml_ctx, src0_clone, *(float *)tensor->op_params); + } else if (tensor->op == GGML_OP_GROUP_NORM) { + tensor_clone = ggml_group_norm(ggml_ctx, src0_clone, *(int *)tensor->op_params); } else if (tensor->op == GGML_OP_RMS_NORM) { tensor_clone = ggml_rms_norm(ggml_ctx, src0_clone, *(float *)tensor->op_params); } else if (tensor->op == GGML_OP_SOFT_MAX) { @@ -6792,9 +7116,15 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * case GGML_UNARY_OP_GELU: tensor_clone = ggml_gelu(ggml_ctx, src0_clone); break; + case GGML_UNARY_OP_GELU_QUICK: + tensor_clone = ggml_gelu_quick(ggml_ctx, src0_clone); + break; case GGML_UNARY_OP_RELU: tensor_clone = ggml_relu(ggml_ctx, src0_clone); break; + case GGML_UNARY_OP_TANH: + tensor_clone = ggml_tanh(ggml_ctx, src0_clone); + break; default: std::cerr << "Missing vk_check_results OP: " << ggml_op_name(tensor->op) << std::endl; GGML_ABORT("fatal error"); @@ -6823,6 +7153,20 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * tensor_clone = ggml_argsort(ggml_ctx, src0_clone, (ggml_sort_order) *(int *)tensor->op_params); } else if (tensor->op == GGML_OP_SUM_ROWS) { tensor_clone = ggml_sum_rows(ggml_ctx, src0_clone); + } else if (tensor->op == GGML_OP_IM2COL) { + const int32_t s0 = tensor->op_params[0]; + const int32_t s1 = tensor->op_params[1]; + const int32_t p0 = tensor->op_params[2]; + const int32_t p1 = tensor->op_params[3]; + const int32_t d0 = tensor->op_params[4]; + const int32_t d1 = tensor->op_params[5]; + + const bool is_2D = tensor->op_params[6] == 1; + tensor_clone = ggml_im2col(ggml_ctx, src0_clone, src1_clone, s0, s1, p0, p1, d0, d1, is_2D, tensor->type); + } else if (tensor->op == GGML_OP_TIMESTEP_EMBEDDING) { + const int32_t dim = tensor->op_params[0]; + const int32_t max_period = tensor->op_params[1]; + tensor_clone = ggml_timestep_embedding(ggml_ctx, src0_clone, dim, max_period); } else { std::cerr << "Missing vk_check_results OP: " << ggml_op_name(tensor->op) << std::endl; GGML_ABORT("fatal error"); @@ -6834,7 +7178,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * ggml_graph_compute_with_ctx(ggml_ctx, cgraph, 8); if (vk_output_tensor > 0 && vk_output_tensor == check_counter) { - ggml_vk_print_tensor(ctx, tensor_clone, "tensor_clone"); + ggml_vk_print_tensor(tensor_clone, "tensor_clone"); } comp_size = ggml_nbytes(tensor_clone); @@ -6851,9 +7195,11 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * } ggml_free(ggml_ctx); + + VK_LOG_DEBUG("END ggml_vk_check_results_0(" << tensor->name << ")"); } -static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_tensor * tensor) { +static void ggml_vk_check_results_1(ggml_tensor * tensor) { if (tensor->op == GGML_OP_TRANSPOSE) { return; } @@ -6977,11 +7323,6 @@ static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_tensor * std::cerr << std::endl << "Correct:" << std::endl; ggml_vk_print_tensor_area(tensor, comp_result, 5, 5, 0, 0); std::cerr << std::endl; - std::cerr << std::endl << "Result:" << std::endl; - ggml_vk_print_tensor_area(tensor, tensor_data, 5, 5, 1, 0); - std::cerr << std::endl << "Correct:" << std::endl; - ggml_vk_print_tensor_area(tensor, comp_result, 5, 5, 1, 0); - std::cerr << std::endl; std::vector done; ggml_vk_print_graph_origin(tensor, done); } @@ -7018,5 +7359,7 @@ static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_tensor * if (ggml_backend_buffer_is_vk(tensor->buffer)) { free(tensor_data); } + + VK_LOG_DEBUG("END ggml_vk_check_results_1(" << tensor->name << ")"); } -#endif +#endif \ No newline at end of file diff --git a/ggml/src/vulkan-shaders/CMakeLists.txt b/ggml/src/vulkan-shaders/CMakeLists.txt new file mode 100644 index 000000000..41551e009 --- /dev/null +++ b/ggml/src/vulkan-shaders/CMakeLists.txt @@ -0,0 +1,5 @@ + +set(TARGET vulkan-shaders-gen) +add_executable(${TARGET} vulkan-shaders-gen.cpp) +install(TARGETS ${TARGET} RUNTIME) +target_compile_features(${TARGET} PRIVATE cxx_std_11) diff --git a/ggml/src/vulkan-shaders/add.comp b/ggml/src/vulkan-shaders/add.comp index 8475b0119..3974845d6 100644 --- a/ggml/src/vulkan-shaders/add.comp +++ b/ggml/src/vulkan-shaders/add.comp @@ -4,9 +4,11 @@ #include "generic_binary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) + FLOAT_TYPE(data_b[src1_idx(gl_GlobalInvocationID.x)])); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(idx)]) + FLOAT_TYPE(data_b[src1_idx(idx)])); } diff --git a/ggml/src/vulkan-shaders/clamp.comp b/ggml/src/vulkan-shaders/clamp.comp index ca272e227..7071302a4 100644 --- a/ggml/src/vulkan-shaders/clamp.comp +++ b/ggml/src/vulkan-shaders/clamp.comp @@ -4,10 +4,12 @@ #include "generic_unary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]); - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(val < p.param1 ? p.param1 : (val > p.param2 ? p.param2 : val)); + const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(idx)]); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(val < p.param1 ? p.param1 : (val > p.param2 ? p.param2 : val)); } diff --git a/ggml/src/vulkan-shaders/concat.comp b/ggml/src/vulkan-shaders/concat.comp new file mode 100644 index 000000000..44ff9110f --- /dev/null +++ b/ggml/src/vulkan-shaders/concat.comp @@ -0,0 +1,31 @@ +#version 450 + +#include "types.comp" +#include "generic_binary_head.comp" + +void main() { + const uint idx = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + const int dim = p.param3; + + if (idx >= p.ne) { + return; + } + + const uint i3 = idx / (p.ne22*p.ne21*p.ne20); + const uint i3_offset = i3 * p.ne22*p.ne21*p.ne20; + const uint i2 = (idx - i3_offset) / (p.ne21*p.ne20); + const uint i2_offset = i2*p.ne21*p.ne20; + const uint i1 = (idx - i3_offset - i2_offset) / p.ne20; + const uint i0 = idx - i3_offset - i2_offset - i1*p.ne20; + + uint o[4] = {0, 0, 0, 0}; + o[dim] = dim == 0 ? p.ne00 : (dim == 1 ? p.ne01 : (dim == 2 ? p.ne02 : p.ne03)); + + const uint src0_idx = i3*p.nb03 + i2*p.nb02 + i1*p.nb01 + i0*p.nb00; + const uint src1_idx = (i3 - o[3])*p.nb13 + (i2 - o[2])*p.nb12 + (i1 - o[1])*p.nb11 + (i0 - o[0])*p.nb10; + const uint dst_idx = i3*p.nb23 + i2*p.nb22 + i1*p.nb21 + i0*p.nb20; + + const bool is_src0 = i0 < p.ne00 && i1 < p.ne01 && i2 < p.ne02 && i3 < p.ne03; + + data_d[p.d_offset + dst_idx] = D_TYPE(is_src0 ? data_a[src0_idx] : data_b[src1_idx]); +} diff --git a/ggml/src/vulkan-shaders/copy.comp b/ggml/src/vulkan-shaders/copy.comp index efb55876e..c26917c0f 100644 --- a/ggml/src/vulkan-shaders/copy.comp +++ b/ggml/src/vulkan-shaders/copy.comp @@ -4,13 +4,15 @@ #include "generic_unary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } #ifndef OPTIMIZATION_ERROR_WORKAROUND - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(data_a[src0_idx(idx)]); #else - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = data_a[src0_idx(gl_GlobalInvocationID.x)]; + data_d[p.d_offset + dst_idx(idx)] = data_a[src0_idx(idx)]; #endif } diff --git a/ggml/src/vulkan-shaders/div.comp b/ggml/src/vulkan-shaders/div.comp index 8ee4bfc73..8cfce58b1 100644 --- a/ggml/src/vulkan-shaders/div.comp +++ b/ggml/src/vulkan-shaders/div.comp @@ -4,9 +4,11 @@ #include "generic_binary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) / FLOAT_TYPE(data_b[src1_idx(gl_GlobalInvocationID.x)])); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(idx)]) / FLOAT_TYPE(data_b[src1_idx(idx)])); } diff --git a/ggml/src/vulkan-shaders/gelu.comp b/ggml/src/vulkan-shaders/gelu.comp index 9fe807cce..4cc7a68ca 100644 --- a/ggml/src/vulkan-shaders/gelu.comp +++ b/ggml/src/vulkan-shaders/gelu.comp @@ -13,7 +13,7 @@ layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; void main() { const float GELU_COEF_A = 0.044715f; const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; - const uint i = gl_GlobalInvocationID.x; + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; if (i >= p.KX) { return; diff --git a/ggml/src/vulkan-shaders/gelu_quick.comp b/ggml/src/vulkan-shaders/gelu_quick.comp new file mode 100644 index 000000000..e6e6fcfd2 --- /dev/null +++ b/ggml/src/vulkan-shaders/gelu_quick.comp @@ -0,0 +1,23 @@ +#version 450 + +#include "generic_head.comp" +#include "types.comp" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const float GELU_QUICK_COEF = -1.702f; + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + + const float x = float(data_a[i]); + data_d[i] = D_TYPE(x * (1.0f / (1.0f + exp(GELU_QUICK_COEF * x)))); +} diff --git a/ggml/src/vulkan-shaders/generic_binary_head.comp b/ggml/src/vulkan-shaders/generic_binary_head.comp index ab45d2564..b6beaff1c 100644 --- a/ggml/src/vulkan-shaders/generic_binary_head.comp +++ b/ggml/src/vulkan-shaders/generic_binary_head.comp @@ -7,7 +7,7 @@ layout (push_constant) uniform parameter uint ne10; uint ne11; uint ne12; uint ne13; uint nb10; uint nb11; uint nb12; uint nb13; uint ne20; uint ne21; uint ne22; uint ne23; uint nb20; uint nb21; uint nb22; uint nb23; uint d_offset; - float param1; float param2; + float param1; float param2; int param3; } p; layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; @@ -16,6 +16,10 @@ layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; +uint get_idx() { + return gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; +} + uint src0_idx(uint idx) { const uint i03 = idx / (p.ne02*p.ne01*p.ne00); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; diff --git a/ggml/src/vulkan-shaders/generic_unary_head.comp b/ggml/src/vulkan-shaders/generic_unary_head.comp index de08de7cd..eacdefc7d 100644 --- a/ggml/src/vulkan-shaders/generic_unary_head.comp +++ b/ggml/src/vulkan-shaders/generic_unary_head.comp @@ -14,6 +14,10 @@ layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; +uint get_idx() { + return gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; +} + uint src0_idx(uint idx) { const uint i03 = idx / (p.ne02*p.ne01*p.ne00); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; diff --git a/ggml/src/vulkan-shaders/group_norm.comp b/ggml/src/vulkan-shaders/group_norm.comp new file mode 100644 index 000000000..5ad9b28da --- /dev/null +++ b/ggml/src/vulkan-shaders/group_norm.comp @@ -0,0 +1,66 @@ +#version 450 + +#include "generic_head.comp" +#include "types.comp" + +#extension GL_EXT_control_flow_attributes : enable +#define BLOCK_SIZE 512 + +layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +shared float tmp[BLOCK_SIZE]; + +void main() { + const uint group_size = p.KX; + const float eps = p.param1; + + const uint tid = gl_LocalInvocationID.x; + const uint start = gl_WorkGroupID.x * group_size + tid; + const uint end = start + group_size; + + tmp[tid] = 0.0f; + + // Calculate mean + [[unroll]] for (uint col = start; col < end; col += BLOCK_SIZE) { + tmp[tid] += float(data_a[col]); + } + + // tmp up partial tmps and write back result + barrier(); + [[unroll]] for (int s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + tmp[tid] += tmp[tid + s]; + } + barrier(); + } + + const float mean = tmp[0] / group_size; + barrier(); + tmp[tid] = 0.0f; + + // Calculate variance + [[unroll]] for (uint col = start; col < end; col += BLOCK_SIZE) { + const float xi = float(data_a[col]) - mean; + data_d[col] = D_TYPE(xi); + tmp[tid] += xi * xi; + } + + // sum up partial sums and write back result + barrier(); + [[unroll]] for (int s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + tmp[tid] += tmp[tid + s]; + } + barrier(); + } + + const float variance = tmp[0] / group_size; + const float scale = inversesqrt(variance + eps); + + [[unroll]] for (uint col = start; col < end; col += BLOCK_SIZE) { + data_d[col] *= D_TYPE(scale); + } +} diff --git a/ggml/src/vulkan-shaders/im2col.comp b/ggml/src/vulkan-shaders/im2col.comp new file mode 100644 index 000000000..4d48610a3 --- /dev/null +++ b/ggml/src/vulkan-shaders/im2col.comp @@ -0,0 +1,57 @@ +#version 450 + +#extension GL_EXT_shader_16bit_storage : require + +layout (push_constant) uniform parameter +{ + uint batch_offset; uint offset_delta; + uint IC; + uint IW; uint IH; + uint OW; uint OH; + uint KW; uint KH; + uint pelements; + uint CHW; + int s0; int s1; + int p0; int p1; + int d0; int d1; +} p; + +#include "types.comp" + +#define BLOCK_SIZE 256 + +layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.x; + if (i >= p.pelements) { + return; + } + + const uint ksize = p.OW * (p.KH > 1 ? p.KW : 1); + const uint kx = i / ksize; + const uint kd = kx * ksize; + const uint ky = (i - kd) / p.OW; + const uint ix = i % p.OW; + + const uint oh = gl_GlobalInvocationID.y; + const uint batch = gl_GlobalInvocationID.z / p.IC; + const uint ic = gl_GlobalInvocationID.z % p.IC; + + const uint iiw = ix * p.s0 + kx * p.d0 - p.p0; + const uint iih = oh * p.s1 + ky * p.d1 - p.p1; + + const uint offset_dst = + ((batch * p.OH + oh) * p.OW + ix) * p.CHW + + (ic * (p.KW * p.KH) + ky * p.KW + kx); + + if (iih < 0 || iih >= p.IH || iiw < 0 || iiw >= p.IW) { + data_d[offset_dst] = D_TYPE(0.0f); + } else { + const uint offset_src = ic * p.offset_delta + batch * p.batch_offset; + data_d[offset_dst] = D_TYPE(data_a[offset_src + iih * p.IW + iiw]); + } +} diff --git a/ggml/src/vulkan-shaders/mul.comp b/ggml/src/vulkan-shaders/mul.comp index bbb0aa1d2..bfb61c92d 100644 --- a/ggml/src/vulkan-shaders/mul.comp +++ b/ggml/src/vulkan-shaders/mul.comp @@ -4,9 +4,11 @@ #include "generic_binary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) * FLOAT_TYPE(data_b[src1_idx(gl_GlobalInvocationID.x)])); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(idx)]) * FLOAT_TYPE(data_b[src1_idx(idx)])); } diff --git a/ggml/src/vulkan-shaders/norm.comp b/ggml/src/vulkan-shaders/norm.comp index 803dbdcb3..6627a50bd 100644 --- a/ggml/src/vulkan-shaders/norm.comp +++ b/ggml/src/vulkan-shaders/norm.comp @@ -14,7 +14,7 @@ layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; shared vec2 sum[BLOCK_SIZE]; void main() { - const uint row = gl_WorkGroupID.x; + const uint row = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x; const uint tid = gl_LocalInvocationID.x; sum[tid] = vec2(0.0f, 0.0f); diff --git a/ggml/src/vulkan-shaders/pad.comp b/ggml/src/vulkan-shaders/pad.comp new file mode 100644 index 000000000..ed52d7ad9 --- /dev/null +++ b/ggml/src/vulkan-shaders/pad.comp @@ -0,0 +1,26 @@ +#version 450 + +#include "types.comp" +#include "generic_unary_head.comp" + +void main() { + const uint idx = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (idx >= p.ne) { + return; + } + + const uint i3 = idx / (p.ne12*p.ne11*p.ne10); + const uint i3_offset = i3 * p.ne12*p.ne11*p.ne10; + const uint i2 = (idx - i3_offset) / (p.ne11*p.ne10); + const uint i2_offset = i2*p.ne11*p.ne10; + const uint i1 = (idx - i3_offset - i2_offset) / p.ne10; + const uint i0 = idx - i3_offset - i2_offset - i1*p.ne10; + + const uint src0_idx = i3*p.nb03 + i2*p.nb02 + i1*p.nb01 + i0*p.nb00; + const uint dst_idx = i3*p.nb13 + i2*p.nb12 + i1*p.nb11 + i0*p.nb10; + + const bool is_src0 = i0 < p.ne00 && i1 < p.ne01 && i2 < p.ne02 && i3 < p.ne03; + + data_d[p.d_offset + dst_idx] = D_TYPE(is_src0 ? data_a[src0_idx] : 0.0f); +} \ No newline at end of file diff --git a/ggml/src/vulkan-shaders/relu.comp b/ggml/src/vulkan-shaders/relu.comp index 7e5baa5b8..52a19b62a 100644 --- a/ggml/src/vulkan-shaders/relu.comp +++ b/ggml/src/vulkan-shaders/relu.comp @@ -11,7 +11,7 @@ layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; void main() { - const uint i = gl_GlobalInvocationID.x; + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; if (i >= p.KX) { return; diff --git a/ggml/src/vulkan-shaders/rms_norm.comp b/ggml/src/vulkan-shaders/rms_norm.comp index cfd08d345..b554400ba 100644 --- a/ggml/src/vulkan-shaders/rms_norm.comp +++ b/ggml/src/vulkan-shaders/rms_norm.comp @@ -14,7 +14,7 @@ layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; shared FLOAT_TYPE sum[BLOCK_SIZE]; void main() { - const uint row = gl_WorkGroupID.x; + const uint row = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x; const uint tid = gl_LocalInvocationID.x; sum[tid] = FLOAT_TYPE(0.0f); // partial sum for thread in warp diff --git a/ggml/src/vulkan-shaders/scale.comp b/ggml/src/vulkan-shaders/scale.comp index 510cb7237..5cd2f668d 100644 --- a/ggml/src/vulkan-shaders/scale.comp +++ b/ggml/src/vulkan-shaders/scale.comp @@ -4,9 +4,11 @@ #include "generic_unary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) * FLOAT_TYPE(p.param1)); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(idx)]) * FLOAT_TYPE(p.param1)); } diff --git a/ggml/src/vulkan-shaders/silu.comp b/ggml/src/vulkan-shaders/silu.comp index 15920f06e..4d36f88e0 100644 --- a/ggml/src/vulkan-shaders/silu.comp +++ b/ggml/src/vulkan-shaders/silu.comp @@ -11,7 +11,7 @@ layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; void main() { - const uint i = gl_GlobalInvocationID.x; + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; if (i >= p.KX) { return; diff --git a/ggml/src/vulkan-shaders/soft_max.comp b/ggml/src/vulkan-shaders/soft_max.comp index 1b8419c7c..0bd51ecab 100644 --- a/ggml/src/vulkan-shaders/soft_max.comp +++ b/ggml/src/vulkan-shaders/soft_max.comp @@ -28,7 +28,7 @@ shared FLOAT_TYPE vals[BLOCK_SIZE]; void main() { const uint tid = gl_LocalInvocationID.x; - const uint rowx = gl_WorkGroupID.x; + const uint rowx = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x; const uint rowy = rowx % p.KY; float slope = 1.0f; diff --git a/ggml/src/vulkan-shaders/square.comp b/ggml/src/vulkan-shaders/square.comp index 8dd19333d..1fa118c99 100644 --- a/ggml/src/vulkan-shaders/square.comp +++ b/ggml/src/vulkan-shaders/square.comp @@ -4,10 +4,12 @@ #include "generic_unary_head.comp" void main() { - if (gl_GlobalInvocationID.x >= p.ne) { + const uint idx = get_idx(); + + if (idx >= p.ne) { return; } - const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]); - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(val * val); + const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(idx)]); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(val * val); } diff --git a/ggml/src/vulkan-shaders/sum_rows.comp b/ggml/src/vulkan-shaders/sum_rows.comp index ce2f1e2f3..961e5ffa1 100644 --- a/ggml/src/vulkan-shaders/sum_rows.comp +++ b/ggml/src/vulkan-shaders/sum_rows.comp @@ -14,7 +14,7 @@ layout (constant_id = 0) const uint BLOCK_SIZE = 32; shared FLOAT_TYPE tmp[BLOCK_SIZE]; void main() { - const uint row = gl_WorkGroupID.x; + const uint row = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x; const uint col = gl_LocalInvocationID.x; tmp[col] = FLOAT_TYPE(0.0f); diff --git a/ggml/src/vulkan-shaders/tanh.comp b/ggml/src/vulkan-shaders/tanh.comp new file mode 100644 index 000000000..74630dc7f --- /dev/null +++ b/ggml/src/vulkan-shaders/tanh.comp @@ -0,0 +1,21 @@ +#version 450 + +#include "generic_head.comp" +#include "types.comp" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + + data_d[i] = D_TYPE(tanh(data_a[i])); +} diff --git a/ggml/src/vulkan-shaders/timestep_embedding.comp b/ggml/src/vulkan-shaders/timestep_embedding.comp new file mode 100644 index 000000000..79e065a93 --- /dev/null +++ b/ggml/src/vulkan-shaders/timestep_embedding.comp @@ -0,0 +1,41 @@ +#version 450 + +#extension GL_EXT_shader_16bit_storage : require + +layout (push_constant) uniform parameter +{ + uint nb1; + uint dim; + uint max_period; +} p; + +#include "types.comp" + +#extension GL_EXT_control_flow_attributes : enable +#define BLOCK_SIZE 256 + +layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_WorkGroupID.y; + const uint j = gl_GlobalInvocationID.x; + const uint d_offset = i * p.nb1; + + if (p.dim % 2 != 0 && j == ((p.dim + 1) / 2)) { + data_d[d_offset + p.dim] = 0.f; + } + + const uint half_dim = p.dim / 2; + if (j >= half_dim) { + return; + } + + const float timestep = float(data_a[i]); + const float freq = float(exp(-log(p.max_period) * j / half_dim)); + const float arg = timestep * freq; + data_d[d_offset + j] = D_TYPE(cos(arg)); + data_d[d_offset + j + half_dim] = D_TYPE(sin(arg)); +} diff --git a/ggml/src/vulkan-shaders/types.comp b/ggml/src/vulkan-shaders/types.comp index d24c172ca..21dce72fc 100644 --- a/ggml/src/vulkan-shaders/types.comp +++ b/ggml/src/vulkan-shaders/types.comp @@ -6,7 +6,7 @@ #define QUANT_K 1 #define QUANT_R 1 -#ifndef LOAD_VEC_A +#if !defined(LOAD_VEC_A) || LOAD_VEC_A == 1 #define A_TYPE float #elif LOAD_VEC_A == 4 #define A_TYPE vec4 @@ -19,7 +19,7 @@ #define QUANT_K 1 #define QUANT_R 1 -#ifndef LOAD_VEC_A +#if !defined(LOAD_VEC_A) || LOAD_VEC_A == 1 #define A_TYPE float16_t #elif LOAD_VEC_A == 4 #define A_TYPE f16vec4 diff --git a/ggml/src/vulkan-shaders/upscale.comp b/ggml/src/vulkan-shaders/upscale.comp new file mode 100644 index 000000000..511a086ea --- /dev/null +++ b/ggml/src/vulkan-shaders/upscale.comp @@ -0,0 +1,36 @@ +#version 450 + +layout (push_constant) uniform parameter +{ + uint ne; uint d_offset; + uint nb00; uint nb01; uint nb02; uint nb03; + uint ne10; uint ne11; uint ne12; uint ne13; + float sf0; float sf1; float sf2; float sf3; +} p; + +#include "types.comp" + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint idx = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (idx >= p.ne) { + return; + } + + const uint i10 = idx % p.ne10; + const uint i11 = (idx / p.ne10) % p.ne11; + const uint i12 = (idx / (p.ne10 * p.ne11)) % p.ne12; + const uint i13 = (idx / (p.ne10 * p.ne11 * p.ne12)) % p.ne13; + + const uint i00 = uint(i10 / p.sf0); + const uint i01 = uint(i11 / p.sf1); + const uint i02 = uint(i12 / p.sf2); + const uint i03 = uint(i13 / p.sf3); + + data_d[p.d_offset + idx] = D_TYPE(data_a[i03 * p.nb03 + i02 * p.nb02 + i01 * p.nb01 + i00 * p.nb00]); +} diff --git a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp index c9dbf9dfd..fb5c96ef1 100644 --- a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp @@ -30,20 +30,6 @@ #define ASYNCIO_CONCURRENCY 64 -// define prototypes -void execute_command(const std::string& command, std::string& stdout_str, std::string& stderr_str); -bool directory_exists(const std::string& path); -bool create_directory(const std::string& path); -std::string to_uppercase(const std::string& input); -bool string_ends_with(const std::string& str, const std::string& suffix); -std::string join_paths(const std::string& path1, const std::string& path2); -std::string basename(const std::string &path); -void string_to_spv(const std::string& _name, const std::string& in_fname, const std::map& defines, bool fp16); -std::map merge_maps(const std::map& a, const std::map& b); -void matmul_shaders(std::vector>& tasks, bool fp16, bool matmul_id); -void process_shaders(std::vector>& tasks); -void write_output_files(); - std::mutex lock; std::vector> shader_fnames; @@ -52,7 +38,7 @@ std::string input_dir = "vulkan-shaders"; std::string output_dir = "/tmp"; std::string target_hpp = "ggml-vulkan-shaders.hpp"; std::string target_cpp = "ggml-vulkan-shaders.cpp"; -bool clean = true; +bool no_clean = false; const std::vector type_names = { "f32", @@ -283,9 +269,12 @@ void matmul_shaders(std::vector>& tasks, bool fp16, bool matmu for (const auto& tname : type_names) { std::string data_a_key = "DATA_A_" + to_uppercase(tname); + // For unaligned, load one at a time for f32/f16, or two at a time for quants + std::string load_vec_a_unaligned = (tname == "f32" || tname == "f16") ? "1" : "2"; + // For aligned matmul loads std::string load_vec_a = (tname == "f32" || tname == "f16") ? load_vec : "2"; tasks.push_back(std::async(std::launch::async, [=] { - string_to_spv(shader_name + "_" + tname + "_f32", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}), fp16); + string_to_spv(shader_name + "_" + tname + "_f32", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a_unaligned}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}), fp16); })); tasks.push_back(std::async(std::launch::async, [=] { string_to_spv(shader_name + "_" + tname + "_f32_aligned", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f32}, {"D_TYPE", "float"}}), fp16); @@ -354,6 +343,9 @@ void process_shaders(std::vector>& tasks) { tasks.push_back(std::async(std::launch::async, [=] { string_to_spv("norm_f32", "norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("group_norm_f32", "group_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); tasks.push_back(std::async(std::launch::async, [=] { string_to_spv("rms_norm_f32", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); })); @@ -371,6 +363,9 @@ void process_shaders(std::vector>& tasks) { tasks.push_back(std::async(std::launch::async, [] { string_to_spv("add_f32", "add.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("add_f16_f32_f16", "add.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float16_t"}, {"FLOAT_TYPE", "float"}}); + })); tasks.push_back(std::async(std::launch::async, [] { string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {}); @@ -396,15 +391,36 @@ void process_shaders(std::vector>& tasks) { string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("pad_f32", "pad.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("concat_f32", "concat.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("concat_i32", "concat.comp", {{"A_TYPE", "int"}, {"B_TYPE", "int"}, {"D_TYPE", "int"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("upscale_f32", "upscale.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { string_to_spv("gelu_f32", "gelu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("gelu_quick_f32", "gelu_quick.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); tasks.push_back(std::async(std::launch::async, [] { string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); })); tasks.push_back(std::async(std::launch::async, [] { string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("tanh_f32", "tanh.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); tasks.push_back(std::async(std::launch::async, [] { string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); @@ -438,6 +454,17 @@ void process_shaders(std::vector>& tasks) { tasks.push_back(std::async(std::launch::async, [=] { string_to_spv("sum_rows_f32", "sum_rows.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("im2col_f32", "im2col.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("im2col_f32_f16", "im2col.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}})); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("timestep_embedding_f32", "timestep_embedding.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); } void write_output_files() { @@ -478,9 +505,8 @@ void write_output_files() { } fprintf(src, "\n};\n\n"); - if (clean) { + if (!no_clean) { std::remove(path.c_str()); - // fprintf(stderr, "Removed: %s\n", path.c_str()); } } @@ -496,18 +522,6 @@ int main(int argc, char** argv) { } } - if (argc <= 1 || args.find("--help") != args.end()) { - std::cout << "Usage:\n" - "\tvulkan-shaders-gen [options]\n\n" - "Options:\n" - "\t--glslc Path to glslc executable (default: /usr/bin/glslc)\n" - "\t--input-dir Directory containing shader sources (required)\n" - "\t--output-dir Output directory for generated SPIR-V files and optional C++ headers\n" - "\t--target-hpp Path to generate a header file with shader declarations in C++ format\n" - "\t--target-cpp Path to generate a source code file implementing the declared shaders (optional)\n" - "\t--no-clean Keep temporary SPIR-V files after build (default: remove them)\n"; - return EXIT_SUCCESS; - } if (args.find("--glslc") != args.end()) { GLSLC = args["--glslc"]; // Path to glslc } @@ -524,7 +538,7 @@ int main(int argc, char** argv) { target_cpp = args["--target-cpp"]; // Path to generated cpp file } if (args.find("--no-clean") != args.end()) { - clean = false; // Keep temporary SPIR-V files in output-dir after build + no_clean = true; // Keep temporary SPIR-V files in output-dir after build } if (!directory_exists(input_dir)) { diff --git a/koboldcpp.py b/koboldcpp.py index bc1b38993..a2ebb9bcf 100644 --- a/koboldcpp.py +++ b/koboldcpp.py @@ -41,7 +41,7 @@ maxhordelen = 350 modelbusy = threading.Lock() requestsinqueue = 0 defaultport = 5001 -KcppVersion = "1.71.1" +KcppVersion = "1.72" showdebug = True guimode = False showsamplerwarning = True @@ -3771,7 +3771,7 @@ def main(launch_args,start_server=True): if not filename.endswith(".json"): filename += ".json" premade_adapt_path = os.path.join(adapt_dir,filename) - if os.path.exists(premade_adapt_path): + if premade_adapt_path and os.path.exists(premade_adapt_path): ccadapter_path = os.path.abspath(premade_adapt_path) if ccadapter_path: print(f"Loading Chat Completions Adapter: {ccadapter_path}") @@ -3890,7 +3890,7 @@ def main(launch_args,start_server=True): if shouldavoidgpu: print("WARNING: GPU layers is set, but a GPU backend was not selected!") pass - elif args.gpulayers==-1 and not shouldavoidgpu and os.path.exists(args.model_param): + elif args.gpulayers==-1 and not shouldavoidgpu and args.model_param and os.path.exists(args.model_param): if not args.usecublas and not args.usevulkan and not args.useclblast: print("NOTE: Auto GPU layers was set without picking a GPU backend! Trying to assign one for you automatically...") auto_set_backend_cli() diff --git a/otherarch/sdcpp/ggml_extend.hpp b/otherarch/sdcpp/ggml_extend.hpp index 3851b0e57..2f5dd0624 100644 --- a/otherarch/sdcpp/ggml_extend.hpp +++ b/otherarch/sdcpp/ggml_extend.hpp @@ -32,6 +32,10 @@ #include "ggml-metal.h" #endif +#ifdef SD_USE_VULKAN +#include "ggml-vulkan.h" +#endif + #include "rng.hpp" #include "util.h" @@ -529,7 +533,7 @@ __STATIC_INLINE__ struct ggml_tensor* ggml_nn_attention(struct ggml_context* ctx struct ggml_tensor* k, struct ggml_tensor* v, bool mask = false) { -#if defined(SD_USE_FLASH_ATTENTION) && !defined(SD_USE_CUBLAS) && !defined(SD_USE_METAL) +#if defined(SD_USE_FLASH_ATTENTION) && !defined(SD_USE_CUBLAS) && !defined(SD_USE_METAL) && !defined(SD_USE_VULKAN) struct ggml_tensor* kqv = ggml_flash_attn(ctx, q, k, v, false); // [N * n_head, n_token, d_head] #else float d_head = (float)q->ne[0]; diff --git a/otherarch/sdcpp/stable-diffusion.cpp b/otherarch/sdcpp/stable-diffusion.cpp index 5a70ed4fa..297829ca0 100644 --- a/otherarch/sdcpp/stable-diffusion.cpp +++ b/otherarch/sdcpp/stable-diffusion.cpp @@ -135,13 +135,17 @@ public: ggml_backend_metal_log_set_callback(ggml_log_callback_default, nullptr); backend = ggml_backend_metal_init(); #endif +#ifdef SD_USE_VULKAN + LOG_DEBUG("Using Vulkan backend"); + backend = ggml_backend_vk_init(0); +#endif if (!backend) { LOG_DEBUG("Using CPU backend"); backend = ggml_backend_cpu_init(); } #ifdef SD_USE_FLASH_ATTENTION -#if defined(SD_USE_CUBLAS) || defined(SD_USE_METAL) +#if defined(SD_USE_CUBLAS) || defined(SD_USE_METAL) || defined(SD_USE_VULKAN) LOG_WARN("Flash Attention not supported with GPU Backend"); #else LOG_INFO("Flash Attention enabled"); diff --git a/otherarch/sdcpp/upscaler.cpp b/otherarch/sdcpp/upscaler.cpp index 0e3f95d62..7623f9b80 100644 --- a/otherarch/sdcpp/upscaler.cpp +++ b/otherarch/sdcpp/upscaler.cpp @@ -24,6 +24,10 @@ struct UpscalerGGML { ggml_backend_metal_log_set_callback(ggml_log_callback_default, nullptr); backend = ggml_backend_metal_init(); #endif +#ifdef SD_USE_VULKAN + LOG_DEBUG("Using Vulkan backend"); + backend = ggml_backend_vk_init(0); +#endif if (!backend) { LOG_DEBUG("Using CPU backend");