From a8eeab2d58dc15f1ab6d414490903983ee673152 Mon Sep 17 00:00:00 2001 From: 0cc4m Date: Sat, 2 Mar 2024 12:33:10 +0100 Subject: [PATCH] Add q4_1, q5_0, q5_1 and q8_0 dequant mat mat mul shaders --- ggml-vulkan-shaders.hpp | 17592 +++++++++++++++++++++++++++++++--- ggml-vulkan.cpp | 127 +- ggml_vk_generate_shaders.py | 90 +- 3 files changed, 16262 insertions(+), 1547 deletions(-) diff --git a/ggml-vulkan-shaders.hpp b/ggml-vulkan-shaders.hpp index 339784002..1eca4d6e0 100644 --- a/ggml-vulkan-shaders.hpp +++ b/ggml-vulkan-shaders.hpp @@ -4757,7 +4757,7 @@ const uint64_t dequant_q5_0_len = 6644; unsigned char dequant_q5_1_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xbe,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xb4,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, @@ -4765,7 +4765,7 @@ unsigned char dequant_q5_1_data[] = { 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x2b,0x00,0x00,0x00,0x50,0x00,0x00,0x00,0x85,0x00,0x00,0x00, +0x2b,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x7a,0x00,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x00,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -4781,534 +4781,518 @@ unsigned char dequant_q5_1_data[] = { 0x04,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x47,0x00,0x03,0x00,0x29,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x48,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4b,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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dequant_q5_K_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, @@ -8475,7 +8459,7 @@ const uint64_t get_rows_q5_0_f32_len = 2868; unsigned char get_rows_q5_1_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xc0,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xb6,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, @@ -8483,7 +8467,7 @@ unsigned char get_rows_q5_1_data[] = { 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x5c,0x00,0x00,0x00,0xab,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x5a,0x00,0x00,0x00,0xa1,0x00,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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+8838,7 @@ unsigned char get_rows_q5_1_data[] = { 0x23,0x00,0x00,0x00,0xf7,0x00,0x03,0x00,0x27,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x25,0x00,0x00,0x00, 0x26,0x00,0x00,0x00,0x27,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, -0x26,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xbe,0x00,0x00,0x00, +0x26,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xb3,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x41,0x00,0x06,0x00, 0x30,0x00,0x00,0x00,0x31,0x00,0x00,0x00,0x2d,0x00,0x00,0x00, 0x2e,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, @@ -8643,338 +8859,74 @@ unsigned char get_rows_q5_1_data[] = { 0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4e,0x00,0x00,0x00, 0x41,0x00,0x00,0x00,0x44,0x00,0x00,0x00,0x82,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x41,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x5e,0x00,0x00,0x00, -0x5f,0x00,0x00,0x00,0x5c,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, +0x4e,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x5c,0x00,0x00,0x00, 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-0xf9,0x00,0x02,0x00,0xbd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, -0xbd,0x00,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, - -}; -const uint64_t get_rows_q5_1_f32_len = 2952; +const uint64_t get_rows_q5_1_f32_len = 2764; unsigned char get_rows_q8_0_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, @@ -19963,7 +19915,7 @@ unsigned char matmul_q4_0_f32_data[] = { 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,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x27,0x01,0x00,0x00, +0x4c,0x00,0x00,0x00,0x07,0x01,0x00,0x00,0x27,0x01,0x00,0x00, 0x5a,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x50,0x02,0x00,0x00, 0x99,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -20008,18 +19960,18 @@ unsigned char matmul_q4_0_f32_data[] = { 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0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x34,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x34,0x01,0x00,0x00,0x39,0x00,0x00,0x00, @@ -20184,7 +20136,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x57,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0x56,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x58,0x01,0x00,0x00, -0xf8,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x20,0x00,0x04,0x00, +0x00,0x01,0x00,0x00,0x57,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x59,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x3b,0x00,0x04,0x00,0x59,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -20197,7 +20149,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x20,0x00,0x04,0x00,0x70,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x79,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xf8,0x00,0x00,0x00, +0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x00,0x01,0x00,0x00, 0x7d,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, @@ -20212,15 +20164,15 @@ unsigned char matmul_q4_0_f32_data[] = { 0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x1c,0x00,0x04,0x00,0xa4,0x01,0x00,0x00,0xf8,0x00,0x00,0x00, +0x1c,0x00,0x04,0x00,0xa4,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0xa3,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa5,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb5,0x01,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0xbb,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, +0xbb,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd1,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, -0x1c,0x00,0x04,0x00,0xd2,0x01,0x00,0x00,0xf8,0x00,0x00,0x00, +0x1c,0x00,0x04,0x00,0xd2,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0xd1,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xd3,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xd2,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xdc,0x01,0x00,0x00,0x86,0x00,0x00,0x00, @@ -20239,8 +20191,8 @@ unsigned char matmul_q4_0_f32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9e,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xab,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2c,0x00,0x05,0x00,0x0c,0x01,0x00,0x00, -0x1b,0x03,0x00,0x00,0x16,0x01,0x00,0x00,0x16,0x01,0x00,0x00, +0x62,0x00,0x00,0x00,0x2c,0x00,0x05,0x00,0x14,0x01,0x00,0x00, +0x1b,0x03,0x00,0x00,0x1e,0x01,0x00,0x00,0x1e,0x01,0x00,0x00, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc8,0x00,0x00,0x00, @@ -20399,44 +20351,44 @@ unsigned char matmul_q4_0_f32_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xec,0x00,0x00,0x00, 0xd4,0x02,0x00,0x00,0xeb,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xee,0x00,0x00,0x00,0xec,0x00,0x00,0x00, -0x6e,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xf2,0x00,0x00,0x00,0xee,0x00,0x00,0x00,0xf1,0x00,0x00,0x00, -0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0xee,0x00,0x00,0x00,0xf5,0x00,0x00,0x00,0x41,0x00,0x07,0x00, -0x01,0x01,0x00,0x00,0x02,0x01,0x00,0x00,0xff,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0xf2,0x00,0x00,0x00,0x34,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0xf8,0x00,0x00,0x00,0x03,0x01,0x00,0x00, -0x02,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, -0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 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0x32,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2c,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x27,0x01,0x00,0x00, 0x2f,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x33,0x01,0x00,0x00, @@ -20486,7 +20438,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x41,0x00,0x06,0x00,0x70,0x01,0x00,0x00,0x71,0x01,0x00,0x00, 0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x6f,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0x72,0x01,0x00,0x00, -0x71,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xf8,0x00,0x00,0x00, +0x71,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x00,0x01,0x00,0x00, 0x73,0x01,0x00,0x00,0x72,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2c,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, 0x61,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x74,0x01,0x00,0x00, @@ -20554,7 +20506,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x06,0x00,0x00,0x00,0xb8,0x01,0x00,0x00,0xb6,0x01,0x00,0x00, 0xda,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x2c,0x01,0x00,0x00, 0xb9,0x01,0x00,0x00,0x27,0x01,0x00,0x00,0xb8,0x01,0x00,0x00, -0x3d,0x00,0x04,0x00,0xf8,0x00,0x00,0x00,0xba,0x01,0x00,0x00, +0x3d,0x00,0x04,0x00,0x00,0x01,0x00,0x00,0xba,0x01,0x00,0x00, 0xb9,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0xbb,0x01,0x00,0x00, 0xbc,0x01,0x00,0x00,0xa6,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0xbc,0x01,0x00,0x00,0xba,0x01,0x00,0x00, @@ -20601,7 +20553,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0xe5,0x01,0x00,0x00, 0xda,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x2c,0x01,0x00,0x00, 0xe8,0x01,0x00,0x00,0x5a,0x01,0x00,0x00,0xe7,0x01,0x00,0x00, -0x3d,0x00,0x04,0x00,0xf8,0x00,0x00,0x00,0xe9,0x01,0x00,0x00, +0x3d,0x00,0x04,0x00,0x00,0x01,0x00,0x00,0xe9,0x01,0x00,0x00, 0xe8,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0xbb,0x01,0x00,0x00, 0xea,0x01,0x00,0x00,0xd4,0x01,0x00,0x00,0xd8,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0xea,0x01,0x00,0x00,0xe9,0x01,0x00,0x00, @@ -20660,12 +20612,12 @@ unsigned char matmul_q4_0_f32_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1d,0x02,0x00,0x00, 0x16,0x02,0x00,0x00,0xe8,0x02,0x00,0x00,0x41,0x00,0x05,0x00, 0xbb,0x01,0x00,0x00,0x1e,0x02,0x00,0x00,0xa6,0x01,0x00,0x00, -0x1d,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0xf8,0x00,0x00,0x00, +0x1d,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0x00,0x01,0x00,0x00, 0x1f,0x02,0x00,0x00,0x1e,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x20,0x02,0x00,0x00,0x1f,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xbb,0x01,0x00,0x00,0x25,0x02,0x00,0x00, 0xd4,0x01,0x00,0x00,0x12,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, -0xf8,0x00,0x00,0x00,0x26,0x02,0x00,0x00,0x25,0x02,0x00,0x00, +0x00,0x01,0x00,0x00,0x26,0x02,0x00,0x00,0x25,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0x27,0x02,0x00,0x00, 0x26,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xcc,0x00,0x00,0x00, 0x29,0x02,0x00,0x00,0xc9,0x00,0x00,0x00,0x19,0x02,0x00,0x00, @@ -20848,7 +20800,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 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,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x28,0x01,0x00,0x00, +0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x28,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x73,0x02,0x00,0x00, 0xbc,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -20893,18 +20845,18 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbc,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xfb,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xfc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x03,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xfc,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xfd,0x00,0x00,0x00, +0x04,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x05,0x01,0x00,0x00, 0x06,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0xfe,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xfe,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x06,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x06,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0xfe,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x00,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x00,0x01,0x00,0x00,0x21,0x00,0x00,0x00, +0x06,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x08,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x08,0x01,0x00,0x00,0x21,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x36,0x01,0x00,0x00,0x0b,0x00,0x00,0x00,0x19,0x00,0x00,0x00, @@ -21030,36 +20982,36 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0xf2,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x16,0x00,0x03,0x00,0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x15,0x00,0x04,0x00,0xfa,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xfb,0x00,0x00,0x00, -0xfa,0x00,0x00,0x00,0xf2,0x00,0x00,0x00,0x1e,0x00,0x04,0x00, -0xfc,0x00,0x00,0x00,0xf9,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xfd,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xfe,0x00,0x00,0x00,0xfd,0x00,0x00,0x00, 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0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x24,0x01,0x00,0x00, -0x1c,0x00,0x04,0x00,0x26,0x01,0x00,0x00,0xf9,0x00,0x00,0x00, +0x1c,0x00,0x04,0x00,0x26,0x01,0x00,0x00,0x01,0x01,0x00,0x00, 0x25,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x27,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x27,0x01,0x00,0x00,0x28,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x2d,0x01,0x00,0x00,0x04,0x00,0x00,0x00, -0xf9,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x01,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x35,0x01,0x00,0x00, 0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, @@ -21075,7 +21027,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, -0x5b,0x01,0x00,0x00,0xf9,0x00,0x00,0x00,0x5a,0x01,0x00,0x00, +0x5b,0x01,0x00,0x00,0x01,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x5c,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x5b,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x5c,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x17,0x00,0x04,0x00, @@ -21108,15 +21060,15 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc7,0x01,0x00,0x00, -0xf9,0x00,0x00,0x00,0xc6,0x01,0x00,0x00,0x20,0x00,0x04,0x00, +0x01,0x01,0x00,0x00,0xc6,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xc8,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xc7,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd8,0x01,0x00,0x00, 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xde,0x01,0x00,0x00,0x07,0x00,0x00,0x00, -0xf9,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x01,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf4,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf5,0x01,0x00,0x00, -0xf9,0x00,0x00,0x00,0xf4,0x01,0x00,0x00,0x20,0x00,0x04,0x00, +0x01,0x01,0x00,0x00,0xf4,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xf6,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf5,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xff,0x01,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -21135,8 +21087,8 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0xc1,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xce,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2c,0x00,0x05,0x00, -0x0d,0x01,0x00,0x00,0x36,0x03,0x00,0x00,0x17,0x01,0x00,0x00, -0x17,0x01,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, +0x15,0x01,0x00,0x00,0x36,0x03,0x00,0x00,0x1f,0x01,0x00,0x00, +0x1f,0x01,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xc9,0x00,0x00,0x00,0xca,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -21294,45 +21246,45 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xed,0x00,0x00,0x00,0xf7,0x02,0x00,0x00,0xec,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xef,0x00,0x00,0x00, -0xed,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0xef,0x00,0x00,0x00, -0xf2,0x00,0x00,0x00,0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xf7,0x00,0x00,0x00,0xef,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0x41,0x00,0x07,0x00,0x02,0x01,0x00,0x00,0x03,0x01,0x00,0x00, -0x00,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, -0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00,0x73,0x00,0x04,0x00, -0xc4,0x00,0x00,0x00,0x05,0x01,0x00,0x00,0x04,0x01,0x00,0x00, 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+0x21,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x36,0x03,0x00,0x00, +0x8e,0x00,0x05,0x00,0x15,0x01,0x00,0x00,0x23,0x01,0x00,0x00, +0x21,0x01,0x00,0x00,0x0d,0x01,0x00,0x00,0x51,0x00,0x05,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x01,0x00,0x00,0x23,0x01,0x00,0x00, +0x00,0x00,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x2c,0x01,0x00,0x00,0x2b,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0x2e,0x01,0x00,0x00,0x28,0x01,0x00,0x00, -0x23,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x2e,0x01,0x00,0x00, +0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0x2e,0x01,0x00,0x00, 0x2c,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x30,0x01,0x00,0x00,0x23,0x01,0x00,0x00,0xf2,0x00,0x00,0x00, +0x30,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00,0x32,0x01,0x00,0x00, -0x1b,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x73,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, +0x23,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x73,0x00,0x04,0x00, +0x01,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x34,0x01,0x00,0x00, 0x28,0x01,0x00,0x00,0x30,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x34,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x80,0x00,0x05,0x00, @@ -21365,7 +21317,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x69,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0x73,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x6a,0x01,0x00,0x00,0x69,0x01,0x00,0x00, +0x01,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x69,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x6b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x80,0x00,0x05,0x00, @@ -21374,7 +21326,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x6f,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x70,0x01,0x00,0x00, -0x6f,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, +0x6f,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x71,0x01,0x00,0x00,0x70,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0x72,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x6d,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x72,0x01,0x00,0x00, @@ -21384,7 +21336,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, 0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x77,0x01,0x00,0x00,0x76,0x01,0x00,0x00, -0x73,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0x78,0x01,0x00,0x00, +0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x78,0x01,0x00,0x00, 0x77,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00, 0x79,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x74,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x79,0x01,0x00,0x00,0x78,0x01,0x00,0x00, @@ -21394,7 +21346,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 0x7b,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x7f,0x01,0x00,0x00,0x7e,0x01,0x00,0x00,0x73,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x7f,0x01,0x00,0x00, +0x01,0x01,0x00,0x00,0x80,0x01,0x00,0x00,0x7f,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x81,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x7c,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x81,0x01,0x00,0x00,0x80,0x01,0x00,0x00,0x80,0x00,0x05,0x00, @@ -21403,7 +21355,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x86,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x87,0x01,0x00,0x00, -0x86,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, +0x86,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x88,0x01,0x00,0x00,0x87,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x84,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x89,0x01,0x00,0x00, @@ -21413,7 +21365,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x8f,0x01,0x00,0x00,0x8e,0x01,0x00,0x00, -0x73,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0x90,0x01,0x00,0x00, +0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x90,0x01,0x00,0x00, 0x8f,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00, 0x91,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x8c,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x91,0x01,0x00,0x00,0x90,0x01,0x00,0x00, @@ -21423,7 +21375,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x97,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x73,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x98,0x01,0x00,0x00,0x97,0x01,0x00,0x00, +0x01,0x01,0x00,0x00,0x98,0x01,0x00,0x00,0x97,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x99,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x94,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x99,0x01,0x00,0x00,0x98,0x01,0x00,0x00,0x80,0x00,0x05,0x00, @@ -21432,7 +21384,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x9e,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x7b,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, -0x9e,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, +0x9e,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0xa0,0x01,0x00,0x00,0x9f,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0xa1,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x9c,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0xa1,0x01,0x00,0x00, @@ -21488,7 +21440,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xdb,0x01,0x00,0x00, 0xd9,0x01,0x00,0x00,0xfd,0x02,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0xdc,0x01,0x00,0x00,0x28,0x01,0x00,0x00, -0xdb,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, +0xdb,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0xdd,0x01,0x00,0x00,0xdc,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xde,0x01,0x00,0x00,0xdf,0x01,0x00,0x00,0xc9,0x01,0x00,0x00, 0xcd,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0xdf,0x01,0x00,0x00, @@ -21535,7 +21487,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x0a,0x02,0x00,0x00, 0x08,0x02,0x00,0x00,0xfd,0x02,0x00,0x00,0x41,0x00,0x05,0x00, 0x2d,0x01,0x00,0x00,0x0b,0x02,0x00,0x00,0x5d,0x01,0x00,0x00, -0x0a,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, +0x0a,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x0c,0x02,0x00,0x00,0x0b,0x02,0x00,0x00,0x41,0x00,0x05,0x00, 0xde,0x01,0x00,0x00,0x0d,0x02,0x00,0x00,0xf7,0x01,0x00,0x00, 0xfb,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x0d,0x02,0x00,0x00, @@ -21595,11 +21547,11 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x40,0x02,0x00,0x00,0x39,0x02,0x00,0x00,0x0b,0x03,0x00,0x00, 0x41,0x00,0x05,0x00,0xde,0x01,0x00,0x00,0x41,0x02,0x00,0x00, 0xc9,0x01,0x00,0x00,0x40,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x42,0x02,0x00,0x00,0x41,0x02,0x00,0x00, +0x01,0x01,0x00,0x00,0x42,0x02,0x00,0x00,0x41,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x43,0x02,0x00,0x00, 0x42,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xde,0x01,0x00,0x00, 0x48,0x02,0x00,0x00,0xf7,0x01,0x00,0x00,0x35,0x02,0x00,0x00, -0x3d,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0x49,0x02,0x00,0x00, +0x3d,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x49,0x02,0x00,0x00, 0x48,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x4a,0x02,0x00,0x00,0x49,0x02,0x00,0x00,0x41,0x00,0x05,0x00, 0xcd,0x00,0x00,0x00,0x4c,0x02,0x00,0x00,0xca,0x00,0x00,0x00, @@ -21781,7 +21733,7 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 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,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x00,0x01,0x00,0x00, +0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00, 0x28,0x01,0x00,0x00,0x5b,0x01,0x00,0x00,0x62,0x01,0x00,0x00, 0x49,0x02,0x00,0x00,0x92,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -21826,18 +21778,18 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xbc,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xfb,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfc,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x03,0x01,0x00,0x00,0x06,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x04,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xfc,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x04,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xfd,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xfe,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfe,0x00,0x00,0x00, +0x05,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x12,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x06,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x06,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xfe,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x00,0x01,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x00,0x01,0x00,0x00, +0x47,0x00,0x03,0x00,0x06,0x01,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x08,0x01,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x08,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x33,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x34,0x01,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -21960,27 +21912,27 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0xf2,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xf9,0x00,0x00,0x00, -0x10,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0xfa,0x00,0x00,0x00, +0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, +0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, +0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00, +0x10,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x02,0x01,0x00,0x00, 0x08,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, -0xfb,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0xf2,0x00,0x00,0x00, -0x1e,0x00,0x04,0x00,0xfc,0x00,0x00,0x00,0xf9,0x00,0x00,0x00, -0xfb,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0xfd,0x00,0x00,0x00, -0xfc,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0xfe,0x00,0x00,0x00, -0xfd,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xff,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0xff,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x20,0x00,0x04,0x00,0x02,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0xf9,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x09,0x01,0x00,0x00, -0x0c,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x17,0x00,0x04,0x00, -0x0d,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x17,0x01,0x00,0x00, +0x03,0x01,0x00,0x00,0x02,0x01,0x00,0x00,0xfa,0x00,0x00,0x00, +0x1e,0x00,0x04,0x00,0x04,0x01,0x00,0x00,0x01,0x01,0x00,0x00, +0x03,0x01,0x00,0x00,0x1d,0x00,0x03,0x00,0x05,0x01,0x00,0x00, +0x04,0x01,0x00,0x00,0x1e,0x00,0x03,0x00,0x06,0x01,0x00,0x00, +0x05,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x07,0x01,0x00,0x00, +0x0c,0x00,0x00,0x00,0x06,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, +0x07,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, +0x20,0x00,0x04,0x00,0x0a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, +0x01,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x11,0x01,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x17,0x00,0x04,0x00, +0x15,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x1f,0x01,0x00,0x00, 0x00,0x00,0x00,0x41,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x20,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, 0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, @@ -22057,8 +22009,8 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x13,0x00,0x00,0x00,0x97,0x02,0x00,0x00,0x05,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2c,0x00,0x05,0x00,0x0d,0x01,0x00,0x00,0x0c,0x03,0x00,0x00, -0x17,0x01,0x00,0x00,0x17,0x01,0x00,0x00,0x36,0x00,0x05,0x00, +0x2c,0x00,0x05,0x00,0x15,0x01,0x00,0x00,0x0c,0x03,0x00,0x00, +0x1f,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, 0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00,0xca,0x00,0x00,0x00, @@ -22217,42 +22169,42 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0xed,0x00,0x00,0x00,0xcd,0x02,0x00,0x00, 0xec,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xef,0x00,0x00,0x00,0xed,0x00,0x00,0x00,0x6e,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0xef,0x00,0x00,0x00,0xf2,0x00,0x00,0x00,0xc7,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0xef,0x00,0x00,0x00, -0xf6,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x02,0x01,0x00,0x00, -0x03,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0xf9,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00, -0x73,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x05,0x01,0x00,0x00, -0x04,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x09,0x01,0x00,0x00, -0x0a,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, 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0x2c,0x01,0x00,0x00,0x2d,0x01,0x00,0x00,0x28,0x01,0x00,0x00, -0x23,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x2d,0x01,0x00,0x00, +0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0x2d,0x01,0x00,0x00, 0x2b,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x2f,0x01,0x00,0x00,0x23,0x01,0x00,0x00,0xf2,0x00,0x00,0x00, +0x2f,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00,0x31,0x01,0x00,0x00, -0x1b,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x41,0x00,0x05,0x00, +0x23,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 0x2c,0x01,0x00,0x00,0x32,0x01,0x00,0x00,0x28,0x01,0x00,0x00, 0x2f,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x32,0x01,0x00,0x00, 0x31,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, @@ -22653,7 +22605,7 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 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,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0xff,0x00,0x00,0x00, +0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x07,0x01,0x00,0x00, 0x27,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x63,0x01,0x00,0x00, 0x49,0x02,0x00,0x00,0x92,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -22698,18 +22650,18 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 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, -0x47,0x00,0x04,0x00,0xfa,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfb,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x02,0x01,0x00,0x00,0x06,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x03,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xfb,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x03,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xfc,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xfd,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfd,0x00,0x00,0x00, +0x04,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x12,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x05,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x05,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xfd,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xff,0x00,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xff,0x00,0x00,0x00, +0x47,0x00,0x03,0x00,0x05,0x01,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x07,0x01,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x07,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x32,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x33,0x01,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -22831,26 +22783,26 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0xf1,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0xf5,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x16,0x00,0x03,0x00,0xf8,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x15,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xfa,0x00,0x00,0x00, -0xf9,0x00,0x00,0x00,0xf1,0x00,0x00,0x00,0x1e,0x00,0x04,0x00, -0xfb,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xfc,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xfd,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, -0x20,0x00,0x04,0x00,0xfe,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 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+0x1e,0x00,0x03,0x00,0x05,0x01,0x00,0x00,0x04,0x01,0x00,0x00, +0x20,0x00,0x04,0x00,0x06,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, +0x05,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x06,0x01,0x00,0x00, +0x07,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x09,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x00,0x01,0x00,0x00, +0x20,0x00,0x04,0x00,0x10,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, +0x01,0x01,0x00,0x00,0x17,0x00,0x04,0x00,0x14,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0xc3,0x00,0x00,0x00,0x16,0x01,0x00,0x00,0x00,0x00,0x00,0x41, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x1f,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x1e,0x01,0x00,0x00,0x00,0x00,0x00,0x41, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x23,0x01,0x00,0x00, 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, @@ -22927,8 +22879,8 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x13,0x00,0x00,0x00,0x97,0x02,0x00,0x00,0x05,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2c,0x00,0x05,0x00,0x0c,0x01,0x00,0x00,0x14,0x03,0x00,0x00, -0x16,0x01,0x00,0x00,0x16,0x01,0x00,0x00,0x36,0x00,0x05,0x00, +0x2c,0x00,0x05,0x00,0x14,0x01,0x00,0x00,0x14,0x03,0x00,0x00, +0x1e,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, 0x3b,0x00,0x04,0x00,0xc8,0x00,0x00,0x00,0xc9,0x00,0x00,0x00, @@ -23087,42 +23039,42 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x06,0x00,0x00,0x00,0xec,0x00,0x00,0x00,0xcd,0x02,0x00,0x00, 0xeb,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xee,0x00,0x00,0x00,0xec,0x00,0x00,0x00,0x6e,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf2,0x00,0x00,0x00, -0xee,0x00,0x00,0x00,0xf1,0x00,0x00,0x00,0xc7,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0xee,0x00,0x00,0x00, -0xf5,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x01,0x01,0x00,0x00, -0x02,0x01,0x00,0x00,0xff,0x00,0x00,0x00,0x34,0x00,0x00,0x00, -0xf2,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0xf8,0x00,0x00,0x00,0x03,0x01,0x00,0x00,0x02,0x01,0x00,0x00, -0x73,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0x04,0x01,0x00,0x00, -0x03,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x08,0x01,0x00,0x00, -0x09,0x01,0x00,0x00,0xff,0x00,0x00,0x00,0x34,0x00,0x00,0x00, -0xf2,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0x0a,0x01,0x00,0x00, -0x09,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x0b,0x01,0x00,0x00,0x0a,0x01,0x00,0x00,0xc7,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x10,0x01,0x00,0x00,0x0b,0x01,0x00,0x00, -0xf5,0x00,0x00,0x00,0x70,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, -0x11,0x01,0x00,0x00,0x10,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x13,0x01,0x00,0x00,0x0b,0x01,0x00,0x00, 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-0x1a,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x41,0x00,0x05,0x00, +0x22,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 0x2b,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x27,0x01,0x00,0x00, 0x2e,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x31,0x01,0x00,0x00, 0x30,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, @@ -23518,6 +23470,14614 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { }; const uint64_t matmul_q4_0_f32_fp32_len = 10444; +unsigned char matmul_q4_1_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xf6,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, +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, 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+0x56,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + +}; +const uint64_t matmul_q4_1_f32_fp32_len = 10512; + +unsigned char matmul_q5_0_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x47,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +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,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, +0x4c,0x00,0x00,0x00,0x09,0x01,0x00,0x00,0x50,0x01,0x00,0x00, +0x83,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x79,0x02,0x00,0x00, +0xc2,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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+const uint64_t matmul_q5_0_f32_fp32_len = 10956; + +unsigned char matmul_q5_1_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x17,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +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,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, +0x4c,0x00,0x00,0x00,0x07,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, +0x7e,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x74,0x02,0x00,0x00, +0xbd,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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0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xfa,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf0,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, @@ -27637,8 +42197,8 @@ unsigned char mul_mat_vec_q5_1_f32_data[] = { 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0c,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x26,0x00,0x00,0x00,0x54,0x00,0x00,0x00, -0xa9,0x00,0x00,0x00,0xea,0x00,0x00,0x00,0x10,0x00,0x06,0x00, +0x18,0x00,0x00,0x00,0x26,0x00,0x00,0x00,0x52,0x00,0x00,0x00, +0x9f,0x00,0x00,0x00,0xe0,0x00,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, @@ -27651,301 +42211,285 @@ unsigned char mul_mat_vec_q5_1_f32_data[] = { 0x48,0x00,0x05,0x00,0x24,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x03,0x00, 0x24,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x4c,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x50,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x4e,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00, +0x4e,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x4e,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x4e,0x00,0x00,0x00,0x03,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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+0x06,0x00,0x00,0x00,0xe4,0x00,0x00,0x00,0xe2,0x00,0x00,0x00, +0x0f,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x1b,0x00,0x00,0x00, +0xe5,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x28,0x00,0x00,0x00, +0x3d,0x00,0x04,0x00,0x14,0x00,0x00,0x00,0xe6,0x00,0x00,0x00, +0xe5,0x00,0x00,0x00,0x41,0x00,0x06,0x00,0xa7,0x00,0x00,0x00, +0xe7,0x00,0x00,0x00,0xe0,0x00,0x00,0x00,0x28,0x00,0x00,0x00, +0xe4,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0xe7,0x00,0x00,0x00, +0xe6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00, +0xf8,0x00,0x02,0x00,0xdc,0x00,0x00,0x00,0xfd,0x00,0x01,0x00, +0x38,0x00,0x01,0x00, }; -const uint64_t mul_mat_vec_q5_1_f32_len = 3780; +const uint64_t mul_mat_vec_q5_1_f32_len = 3592; unsigned char mul_mat_vec_q5_K_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, diff --git a/ggml-vulkan.cpp b/ggml-vulkan.cpp index f04c93cba..966855d77 100644 --- a/ggml-vulkan.cpp +++ b/ggml-vulkan.cpp @@ -988,6 +988,10 @@ static void ggml_vk_load_shaders(ggml_backend_vk_context * ctx) { ctx->device->pipeline_matmul_f16_f32 = std::make_shared(); ctx->device->pipeline_matmul_f16 = std::make_shared(); ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0] = std::make_shared(); if (device->fp16) { ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_len, matmul_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); @@ -1017,6 +1021,34 @@ static void ggml_vk_load_shaders(ggml_backend_vk_context * ctx) { ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_0_f32_l", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_0_f32_m", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_0_f32_s", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); } else { ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->m, "matmul_f32_m", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); @@ -1045,6 +1077,34 @@ static void ggml_vk_load_shaders(ggml_backend_vk_context * ctx) { ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_1_f32_l", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_1_f32_m", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_1_f32_s", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_1_f32_aligned_l", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_1_f32_aligned_m", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_1_f32_aligned_s", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); } ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_F16 ], "mul_mat_vec_f16_f32", mul_mat_vec_f16_f32_len, mul_mat_vec_f16_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); @@ -4068,7 +4128,7 @@ static void ggml_vk_quantize_data(const float * from, void * to, size_t ne, ggml ggml_quantize_q5_0(from, to, ne, ne, hist_cur.data()); break; case GGML_TYPE_Q5_1: - ggml_quantize_q4_1(from, to, ne, ne, hist_cur.data()); + ggml_quantize_q5_1(from, to, ne, ne, hist_cur.data()); break; case GGML_TYPE_Q8_0: ggml_quantize_q8_0(from, to, ne, ne, hist_cur.data()); @@ -4226,7 +4286,7 @@ static void ggml_vk_test_dequant_matmul(ggml_backend_vk_context * ctx, size_t m, float * d_chk = (float *) malloc(d_sz); for (size_t i = 0; i < x_ne; i++) { - x[i] = rand() / (float)RAND_MAX; + x[i] = (rand() / (float)RAND_MAX) * 2.0f - 1.0f; } ggml_vk_quantize_data(x, qx, x_ne, quant); @@ -4503,17 +4563,24 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx) { ggml_vk_test_transfer(ctx, 8192 * 1000, false); ggml_vk_test_transfer(ctx, 8192 * 1000, true); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_F32); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q4_0); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q4_1); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q5_0); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q5_1); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q8_0); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q2_K); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q3_K); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q4_K); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q5_K); - // ggml_vk_test_dequant(ctx, 2560 * 7680, GGML_TYPE_Q6_K); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_F32); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q4_0); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q4_1); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q5_0); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q5_1); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q8_0); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q2_K); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q3_K); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q4_K); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q5_K); + ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q6_K); + + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 0); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 1); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 2); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 0); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 1); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 2); ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 0, GGML_TYPE_Q4_0); ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 1, GGML_TYPE_Q4_0); @@ -4521,12 +4588,34 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx) { ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 0, GGML_TYPE_Q4_0); ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 1, GGML_TYPE_Q4_0); ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 2, GGML_TYPE_Q4_0); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 0); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 1); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 2); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 0); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 1); - ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 4, 2); + + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 0, GGML_TYPE_Q4_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 1, GGML_TYPE_Q4_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 2, GGML_TYPE_Q4_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 0, GGML_TYPE_Q4_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 1, GGML_TYPE_Q4_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 2, GGML_TYPE_Q4_1); + + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 0, GGML_TYPE_Q5_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 1, GGML_TYPE_Q5_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 2, GGML_TYPE_Q5_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 0, GGML_TYPE_Q5_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 1, GGML_TYPE_Q5_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 2, GGML_TYPE_Q5_0); + + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 0, GGML_TYPE_Q5_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 1, GGML_TYPE_Q5_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 2, GGML_TYPE_Q5_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 0, GGML_TYPE_Q5_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 1, GGML_TYPE_Q5_1); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 2, GGML_TYPE_Q5_1); + + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 0, GGML_TYPE_Q8_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 1, GGML_TYPE_Q8_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 1, 2, GGML_TYPE_Q8_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 0, GGML_TYPE_Q8_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 1, GGML_TYPE_Q8_0); + ggml_vk_test_dequant_matmul(ctx, 128, 512, 512, 2, 100, 4, 2, GGML_TYPE_Q8_0); std::cerr << std::endl; diff --git a/ggml_vk_generate_shaders.py b/ggml_vk_generate_shaders.py index 9ff775612..4a6f5e323 100644 --- a/ggml_vk_generate_shaders.py +++ b/ggml_vk_generate_shaders.py @@ -64,6 +64,7 @@ struct block_q5_0 #define A_TYPE block_q5_0 """ shader_q5_1_defines = """ +#extension GL_EXT_shader_explicit_arithmetic_types_int16 : require #define QUANT_K 32 #define QUANT_R 2 @@ -71,7 +72,7 @@ struct block_q5_1 { float16_t d; float16_t m; - uint16_t qh[2]; + uint qh; uint8_t qs[16]; }; @@ -187,7 +188,7 @@ v = (v - 16.0f) * d; shader_q5_1_dequant_func = """ #define DEQUANT_FUNC const float d = float(data_a[ib].d); \ const float m = float(data_a[ib].m); \ -const uint uint_qh = uint(data_a[ib].qh[1]) << 16 | uint(data_a[ib].qh[0]); \ +const uint uint_qh = data_a[ib].qh; \ const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); \ const uint vui = uint(data_a[ib].qs[iqs]); \ vec2 v = vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y); \ @@ -336,6 +337,7 @@ mulmat_load_scalar = """ mulmat_load_q4_0 = """ const uint idx = pos_a + (loadc_a + l) * p.stride_a / LOAD_VEC_A + loadr_a; + const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a; const uint ib = idx / 16; const uint iqs = idx & 0xF; @@ -343,11 +345,71 @@ mulmat_load_q4_0 = """ const float d = float(data_a[ib].d); const uint vui = uint(data_a[ib].qs[iqs]); const vec2 v = (vec2(vui & 0xF, vui >> 4) - 8.0f) * d; - const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a; buf_a[buf_idx ] = FLOAT_TYPE(v.x); buf_a[buf_idx + 16] = FLOAT_TYPE(v.y);""" +mulmat_load_q4_1 = """ + const uint idx = pos_a + (loadc_a + l) * p.stride_a / LOAD_VEC_A + loadr_a; + const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a; + + const uint ib = idx / 16; + const uint iqs = idx & 0xF; + + const float d = float(data_a[ib].d); + const float m = float(data_a[ib].m); + const uint vui = uint(data_a[ib].qs[iqs]); + const vec2 v = vec2(vui & 0xF, vui >> 4) * d + m; + + buf_a[buf_idx ] = FLOAT_TYPE(v.x); + buf_a[buf_idx + 16] = FLOAT_TYPE(v.y);""" + +mulmat_load_q5_0 = """ + const uint idx = pos_a + (loadc_a + l) * p.stride_a / LOAD_VEC_A + loadr_a; + const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a; + + const uint ib = idx / 16; + const uint iqs = idx & 0xF; + + const float d = float(data_a[ib].d); + const uint uint_qh = uint(data_a[ib].qh[1]) << 16 | data_a[ib].qh[0]; + const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); + const uint vui = uint(data_a[ib].qs[iqs]); + const vec2 v = (vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y) - 16.0f) * d; + + buf_a[buf_idx ] = FLOAT_TYPE(v.x); + buf_a[buf_idx + 16] = FLOAT_TYPE(v.y);""" + +mulmat_load_q5_1 = """ + const uint idx = pos_a + (loadc_a + l) * p.stride_a / LOAD_VEC_A + loadr_a; + const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a; + + const uint ib = idx / 16; + const uint iqs = idx & 0xF; + + const float d = float(data_a[ib].d); + const float m = float(data_a[ib].m); + const uint uint_qh = data_a[ib].qh; + const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); + const uint vui = uint(data_a[ib].qs[iqs]); + const vec2 v = vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y) * d + m; + + buf_a[buf_idx ] = FLOAT_TYPE(v.x); + buf_a[buf_idx + 16] = FLOAT_TYPE(v.y);""" + +mulmat_load_q8_0 = """ + const uint idx = pos_a + (loadc_a + l) * p.stride_a / LOAD_VEC_A + loadr_a; + const uint buf_idx = (loadc_a + l) * (BK+1) + loadr_a * LOAD_VEC_A; + + const uint ib = idx / 16; + const uint iqs = (idx & 0xF) * 2; + + const float d = float(data_a[ib].d); + const vec2 v = vec2(int(data_a[ib].qs[iqs]), int(data_a[ib].qs[iqs + 1])) * d; + + buf_a[buf_idx ] = FLOAT_TYPE(v.x); + buf_a[buf_idx + 1] = FLOAT_TYPE(v.y);""" + mulmat_body2 = """ } [[unroll]] for (uint l = 0; l < BN; l += loadstride_b) { @@ -614,7 +676,7 @@ void main() { const float d = float(data_a[ib].d); const float m = float(data_a[ib].m); - const uint qh = uint(data_a[ib].qh[1]) << 16 | uint(data_a[ib].qh[0]); + const uint qh = data_a[ib].qh; const uint q_idx = 8*il; @@ -2336,6 +2398,26 @@ async def main(): tasks.append(string_to_spv("matmul_q4_0_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q4_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) tasks.append(string_to_spv("matmul_q4_0_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q4_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + stream.clear() + stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q4_1_defines, mulmat_body1, mulmat_load_q4_1, mulmat_body2)) + tasks.append(string_to_spv("matmul_q4_1_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q4_1", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_q4_1_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q4_1", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + stream.clear() + stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q5_0_defines, mulmat_body1, mulmat_load_q5_0, mulmat_body2)) + tasks.append(string_to_spv("matmul_q5_0_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q5_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_q5_0_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q5_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + stream.clear() + stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q5_1_defines, mulmat_body1, mulmat_load_q5_1, mulmat_body2)) + tasks.append(string_to_spv("matmul_q5_1_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q5_1", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_q5_1_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q5_1", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + stream.clear() + stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q8_0_defines, mulmat_body1, mulmat_load_q8_0, mulmat_body2)) + tasks.append(string_to_spv("matmul_q8_0_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q8_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_q8_0_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q8_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + # Shaders where precision is needed, so no fp16 version # mul mat vec