From 48ad459efcffaeac20444ea1aa169d52c15641ba Mon Sep 17 00:00:00 2001 From: 0cc4m Date: Sat, 27 Jan 2024 21:36:48 +0100 Subject: [PATCH] Simplify context use, optimize matmul shader for warp size 64 (AMD GCN), fix split_k matmul shader optimization --- ggml-vulkan-shaders.hpp | 40909 +++++++++++++++++----------------- ggml-vulkan.cpp | 598 +- ggml_vk_generate_shaders.py | 27 +- 3 files changed, 20746 insertions(+), 20788 deletions(-) diff --git a/ggml-vulkan-shaders.hpp b/ggml-vulkan-shaders.hpp index 66b571a08..321e36383 100644 --- a/ggml-vulkan-shaders.hpp +++ b/ggml-vulkan-shaders.hpp @@ -20334,50 +20334,50 @@ const uint64_t get_rows_q8_0_fp32_len = 2296; unsigned char matmul_f16_aligned_l_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x5e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x5b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 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-20412,25 +20412,26 @@ unsigned char matmul_f16_aligned_l_data[] = { 0x47,0x00,0x04,0x00,0x8d,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x8d,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xf9,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xfa,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfa,0x02,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xfa,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xfc,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xfc,0x02,0x00,0x00, -0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, -0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x17,0x00,0x04,0x00, -0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 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+0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, +0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, +0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -20440,12 +20441,12 @@ unsigned char matmul_f16_aligned_l_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -20453,7 +20454,7 @@ unsigned char matmul_f16_aligned_l_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -20479,10 +20480,10 @@ unsigned char matmul_f16_aligned_l_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -20621,18 +20622,18 @@ unsigned char matmul_f16_aligned_l_data[] = { 0x06,0x00,0x00,0x00,0x4f,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xf9,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0xfa,0x02,0x00,0x00,0xf9,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0xfb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xfa,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0xfb,0x02,0x00,0x00,0xfc,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xfd,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x0e,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x0c,0x03,0x00,0x00, +0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0xb3,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0xbb,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x01,0x03,0x00,0x00, +0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x02,0x03,0x00,0x00, +0x01,0x03,0x00,0x00,0x20,0x00,0x04,0x00,0x03,0x03,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x3b,0x00,0x04,0x00, +0x03,0x03,0x00,0x00,0x04,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x09,0x03,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x19,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x22,0x03,0x00,0x00, +0x16,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x1f,0x03,0x00,0x00, 0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -20746,47 +20747,47 @@ unsigned char matmul_f16_aligned_l_data[] = { 0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x2c,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, +0x29,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, -0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0x2c,0x03,0x00,0x00, +0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0x29,0x03,0x00,0x00, 0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0xb9,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xaa,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xa9,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 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0x60,0x01,0x00,0x00,0xeb,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00, -0x3d,0x03,0x00,0x00,0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0x3a,0x03,0x00,0x00,0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xd3,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xd5,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x69,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x69,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x3e,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0xd5,0x00,0x00,0x00, +0x3b,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0xd5,0x00,0x00,0x00, 0xee,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0xb0,0x00,0x05,0x00, -0xb8,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x3e,0x03,0x00,0x00, +0xb8,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x3b,0x03,0x00,0x00, 0x9d,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x6b,0x01,0x00,0x00, 0x6a,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x6f,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 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0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -21405,25 +21404,26 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x58,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x58,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x92,0x02,0x00,0x00, -0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x92,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x92,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x02,0x00,0x00, -0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x94,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, -0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 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-21433,12 +21433,12 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -21447,7 +21447,7 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -21472,10 +21472,10 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -21591,18 +21591,18 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x18,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0xba,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x92,0x02,0x00,0x00,0x91,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x93,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x92,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x93,0x02,0x00,0x00, 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0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, +0xb7,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, 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,0x00,0x04,0x00,0xbf,0x00,0x00,0x00, @@ -21715,47 +21715,47 @@ unsigned char matmul_f16_aligned_l_fp32_data[] = { 0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00, 0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xc4,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, -0xc4,0x02,0x00,0x00,0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0xc1,0x02,0x00,0x00,0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 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+0x5b,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; -const uint64_t matmul_f16_aligned_l_fp32_len = 10520; +const uint64_t matmul_f16_aligned_l_fp32_len = 10512; unsigned char matmul_f16_aligned_m_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x5e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x5b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,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, +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,0x00,0x00,0x00,0xeb,0x00,0x00,0x00, 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+0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x3d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x4c,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, @@ -22293,25 +22292,26 @@ unsigned char matmul_f16_aligned_m_data[] = { 0x47,0x00,0x04,0x00,0x8d,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x8d,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xf9,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xfa,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xfa,0x02,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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+0x47,0x00,0x04,0x00,0x01,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x02,0x03,0x00,0x00, +0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, +0x02,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x02,0x03,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x04,0x03,0x00,0x00, +0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x04,0x03,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, +0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, +0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -22321,12 +22321,12 @@ unsigned char matmul_f16_aligned_m_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -22334,7 +22334,7 @@ unsigned char matmul_f16_aligned_m_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -22360,10 +22360,10 @@ unsigned char matmul_f16_aligned_m_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -22502,18 +22502,18 @@ unsigned char matmul_f16_aligned_m_data[] = { 0x06,0x00,0x00,0x00,0x4f,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xf9,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0xfa,0x02,0x00,0x00,0xf9,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0xfb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xfa,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0xfb,0x02,0x00,0x00,0xfc,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xfd,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x0e,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x0c,0x03,0x00,0x00, +0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0xb3,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0xbb,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x01,0x03,0x00,0x00, +0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x02,0x03,0x00,0x00, +0x01,0x03,0x00,0x00,0x20,0x00,0x04,0x00,0x03,0x03,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x3b,0x00,0x04,0x00, +0x03,0x03,0x00,0x00,0x04,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x09,0x03,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x19,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x22,0x03,0x00,0x00, +0x16,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x1f,0x03,0x00,0x00, 0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -22627,47 +22627,47 @@ unsigned char matmul_f16_aligned_m_data[] = { 0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x2c,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 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-0x92,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x92,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x02,0x00,0x00, -0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x94,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, -0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x11,0x00, -0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x53,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x99,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x9a,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x9a,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, +0x9a,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x9c,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x9c,0x02,0x00,0x00,0x21,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, +0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -23314,12 +23313,12 @@ unsigned char matmul_f16_aligned_m_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -23328,7 +23327,7 @@ unsigned char matmul_f16_aligned_m_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -23353,10 +23352,10 @@ unsigned char matmul_f16_aligned_m_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -23472,18 +23471,18 @@ unsigned char matmul_f16_aligned_m_fp32_data[] = { 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x18,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0xba,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x92,0x02,0x00,0x00,0x91,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x93,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x92,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x93,0x02,0x00,0x00, -0x94,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x95,0x02,0x00,0x00,0x07,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, -0x0e,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xa4,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, -0x06,0x00,0x00,0x00,0xb1,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4b,0x02,0x00,0x00, +0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x53,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x99,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0x9a,0x02,0x00,0x00,0x99,0x02,0x00,0x00,0x20,0x00,0x04,0x00, +0x9b,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, +0x3b,0x00,0x04,0x00,0x9b,0x02,0x00,0x00,0x9c,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xa1,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xae,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, +0xb7,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, 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,0x00,0x04,0x00,0xbf,0x00,0x00,0x00, @@ -23596,47 +23595,47 @@ unsigned char matmul_f16_aligned_m_fp32_data[] = { 0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00, 0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, 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+0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, +0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -24202,12 +24201,12 @@ unsigned char matmul_f16_aligned_s_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -24215,7 +24214,7 @@ unsigned char matmul_f16_aligned_s_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -24241,10 +24240,10 @@ unsigned char matmul_f16_aligned_s_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -24383,18 +24382,18 @@ unsigned char matmul_f16_aligned_s_data[] = { 0x06,0x00,0x00,0x00,0x4f,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xf9,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0xfa,0x02,0x00,0x00,0xf9,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0xfb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xfa,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0xfb,0x02,0x00,0x00,0xfc,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xfd,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x0e,0x00,0x00,0x00, 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0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -24508,47 +24507,47 @@ unsigned char matmul_f16_aligned_s_data[] = { 0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x2c,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, +0x29,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, -0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0x2c,0x03,0x00,0x00, +0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0x29,0x03,0x00,0x00, 0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0xb9,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xaa,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xa9,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 0xc3,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00, 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0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xd9,0x00,0x00,0x00, 0xd4,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xd4,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xde,0x00,0x00,0x00,0x74,0x00,0x00,0x00,0x3d,0x03,0x00,0x00, +0xde,0x00,0x00,0x00,0x74,0x00,0x00,0x00,0x3a,0x03,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe1,0x00,0x00,0x00, 0xde,0x00,0x00,0x00,0x8f,0x00,0x00,0x00,0x86,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xe2,0x00,0x00,0x00,0xe1,0x00,0x00,0x00, 0x6d,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xe3,0x00,0x00,0x00,0x41,0x03,0x00,0x00,0xe2,0x00,0x00,0x00, +0xe3,0x00,0x00,0x00,0x3e,0x03,0x00,0x00,0xe2,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe5,0x00,0x00,0x00, 0xe3,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xf0,0x00,0x00,0x00,0xde,0x00,0x00,0x00, @@ -24645,23 +24644,23 @@ unsigned char matmul_f16_aligned_s_data[] = { 0x60,0x01,0x00,0x00,0xeb,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00, -0x3d,0x03,0x00,0x00,0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0x3a,0x03,0x00,0x00,0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xd3,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xd5,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x69,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x69,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x3e,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0xd5,0x00,0x00,0x00, +0x3b,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0xd5,0x00,0x00,0x00, 0xee,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0xb0,0x00,0x05,0x00, -0xb8,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x3e,0x03,0x00,0x00, +0xb8,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x3b,0x03,0x00,0x00, 0x9d,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x6b,0x01,0x00,0x00, 0x6a,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x6f,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x6a,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 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-25167,25 +25164,26 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x58,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x58,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x92,0x02,0x00,0x00, -0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x92,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x92,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x02,0x00,0x00, -0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x94,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, -0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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+0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, +0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -25195,12 +25193,12 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -25209,7 +25207,7 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -25234,10 +25232,10 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -25353,18 +25351,18 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x18,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0xba,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x92,0x02,0x00,0x00,0x91,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x93,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x92,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x93,0x02,0x00,0x00, -0x94,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x95,0x02,0x00,0x00,0x07,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, -0x0e,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xa4,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, -0x06,0x00,0x00,0x00,0xb1,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4b,0x02,0x00,0x00, +0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x53,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x99,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0x9a,0x02,0x00,0x00,0x99,0x02,0x00,0x00,0x20,0x00,0x04,0x00, +0x9b,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, +0x3b,0x00,0x04,0x00,0x9b,0x02,0x00,0x00,0x9c,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xa1,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xae,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, +0xb7,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x00,0x00,0x00, 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,0x00,0x04,0x00,0xbf,0x00,0x00,0x00, @@ -25477,47 +25475,47 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0xa5,0x00,0x00,0x00, 0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xc4,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, -0xc4,0x02,0x00,0x00,0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0xc1,0x02,0x00,0x00,0xb7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0xaa,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 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+0xb8,0x00,0x00,0x00,0xd9,0x00,0x00,0x00,0xd2,0x02,0x00,0x00, 0x37,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0xd5,0x00,0x00,0x00, 0xd4,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0xd9,0x00,0x00,0x00,0xd4,0x00,0x00,0x00,0xd5,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xd4,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0x74,0x00,0x00,0x00, -0xd5,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xd2,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xe1,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0x8f,0x00,0x00,0x00, 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe2,0x00,0x00,0x00, 0xe1,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xe3,0x00,0x00,0x00,0xd9,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0xe3,0x00,0x00,0x00,0xd6,0x02,0x00,0x00, 0xe2,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xe5,0x00,0x00,0x00,0xe3,0x00,0x00,0x00,0x6f,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xef,0x00,0x00,0x00, @@ -25571,24 +25569,24 @@ unsigned char matmul_f16_aligned_s_fp32_data[] = { 0x41,0x00,0x05,0x00,0xff,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, 0xea,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x2b,0x01,0x00,0x00,0x2a,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x32,0x01,0x00,0x00,0xd5,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x32,0x01,0x00,0x00,0xd2,0x02,0x00,0x00, 0x30,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xd3,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xd5,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x34,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x34,0x01,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd6,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xd3,0x02,0x00,0x00, 0x3e,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0x89,0x01,0x00,0x00, 0x35,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0x3a,0x01,0x00,0x00,0xd6,0x02,0x00,0x00,0x9d,0x00,0x00,0x00, +0x3a,0x01,0x00,0x00,0xd3,0x02,0x00,0x00,0x9d,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0x36,0x01,0x00,0x00,0x35,0x01,0x00,0x00, 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uint64_t matmul_f16_aligned_s_fp32_len = 10512; unsigned char matmul_f16_f32_aligned_l_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x68,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x65,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,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, +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,0x00,0x00,0x00,0xeb,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x8f,0x01,0x00,0x00, -0x07,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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+0x47,0x00,0x04,0x00,0x4c,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, @@ -26055,25 +26052,26 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x47,0x00,0x04,0x00,0x8f,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x8f,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x04,0x03,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x05,0x03,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x05,0x03,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x05,0x03,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x07,0x03,0x00,0x00,0x22,0x00,0x00,0x00, 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+0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -26083,12 +26081,12 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -26096,7 +26094,7 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -26122,10 +26120,10 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -26268,17 +26266,17 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 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+0x0e,0x03,0x00,0x00,0x0f,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x03,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x24,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x21,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -26391,48 +26389,48 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x36,0x03,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x33,0x03,0x00,0x00, 0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, 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-0x4b,0x03,0x00,0x00,0xe2,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x48,0x03,0x00,0x00,0xe2,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xe5,0x00,0x00,0x00,0xe3,0x00,0x00,0x00, 0x6f,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xf0,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0xef,0x00,0x00,0x00, @@ -26528,24 +26526,24 @@ unsigned char matmul_f16_f32_aligned_l_data[] = { 0x41,0x00,0x05,0x00,0xff,0x00,0x00,0x00,0x60,0x01,0x00,0x00, 0xeb,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x47,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x44,0x03,0x00,0x00, 0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xd3,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xd5,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x69,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x69,0x01,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x48,0x03,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x45,0x03,0x00,0x00, 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+0xd4,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xd6,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0xcf,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xcf,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x32,0x03,0x00,0x00,0x35,0x03,0x00,0x00,0xc6,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0xcc,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xce,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; -const uint64_t matmul_f16_f32_aligned_l_len = 12104; +const uint64_t matmul_f16_f32_aligned_l_len = 12096; unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf3,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf0,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, 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-0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x11,0x00, -0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x51,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x97,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x98,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x98,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, +0x98,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x9a,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x9a,0x02,0x00,0x00,0x21,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, +0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -27089,12 +27087,12 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -27103,7 +27101,7 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -27128,10 +27126,10 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -27249,17 +27247,17 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x16,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x8f,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x90,0x02,0x00,0x00,0x8f,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0x91,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x90,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x92,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x93,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x0e,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xa2,0x02,0x00,0x00, +0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x51,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x97,0x02,0x00,0x00, +0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x98,0x02,0x00,0x00, +0x97,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x99,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, +0x99,0x02,0x00,0x00,0x9a,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xaf,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0xac,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -27372,48 +27370,48 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0xb9,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, +0xb9,0x00,0x00,0x00,0xbe,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xaa,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa9,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 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-0x20,0x02,0x00,0x00,0x19,0x02,0x00,0x00,0xea,0x02,0x00,0x00, +0xe7,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x20,0x02,0x00,0x00,0x19,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x21,0x02,0x00,0x00, 0xaa,0x01,0x00,0x00,0x20,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xba,0x00,0x00,0x00,0x22,0x02,0x00,0x00,0x21,0x02,0x00,0x00, @@ -27701,30 +27699,30 @@ unsigned char matmul_f16_f32_aligned_l_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x22,0x02,0x00,0x00, 0x28,0x02,0x00,0x00,0x2b,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x2a,0x02,0x00,0x00,0x2c,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x2f,0x02,0x00,0x00,0xea,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x2f,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, 0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x0b,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x0d,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x06,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x06,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x31,0x02,0x00,0x00, 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+0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, @@ -27945,25 +27942,26 @@ unsigned char matmul_f16_f32_aligned_m_data[] = { 0x47,0x00,0x04,0x00,0x8f,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x8f,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x04,0x03,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x05,0x03,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x05,0x03,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x05,0x03,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x07,0x03,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x07,0x03,0x00,0x00, -0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 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+0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x0d,0x03,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0f,0x03,0x00,0x00, +0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x0f,0x03,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, +0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, +0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -27973,12 +27971,12 @@ unsigned char matmul_f16_f32_aligned_m_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -27986,7 +27984,7 @@ unsigned char matmul_f16_f32_aligned_m_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -28012,10 +28010,10 @@ unsigned char matmul_f16_f32_aligned_m_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -28158,17 +28156,17 @@ unsigned char matmul_f16_f32_aligned_m_data[] = { 0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x04,0x03,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 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-0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x51,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x97,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x98,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x98,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, +0x98,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x9a,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x9a,0x02,0x00,0x00,0x21,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, +0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x17,0x00,0x04,0x00,0x09,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -28979,12 +28977,12 @@ unsigned char matmul_f16_f32_aligned_m_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -28993,7 +28991,7 @@ unsigned char matmul_f16_f32_aligned_m_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -29018,10 +29016,10 @@ unsigned char matmul_f16_f32_aligned_m_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -29139,17 +29137,17 @@ unsigned char matmul_f16_f32_aligned_m_fp32_data[] = { 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x16,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x8f,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x90,0x02,0x00,0x00,0x8f,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0x91,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x90,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x92,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x93,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x0e,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xa2,0x02,0x00,0x00, +0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x51,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x97,0x02,0x00,0x00, +0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x98,0x02,0x00,0x00, +0x97,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x99,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, +0x99,0x02,0x00,0x00,0x9a,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xaf,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0xac,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -29262,48 +29260,48 @@ unsigned char matmul_f16_f32_aligned_m_fp32_data[] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0xb9,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, +0xb9,0x00,0x00,0x00,0xbe,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xaa,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa9,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0xc4,0x00,0x00,0x00,0xc2,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, @@ -29863,12 +29861,12 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -29876,7 +29874,7 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -29902,10 +29900,10 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x98,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xae,0x00,0x00,0x00, @@ -30048,17 +30046,17 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x04,0x03,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x05,0x03,0x00,0x00,0x04,0x03,0x00,0x00,0x20,0x00,0x04,0x00, 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-0x24,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x21,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -30171,48 +30169,48 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x36,0x03,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x33,0x03,0x00,0x00, 0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0xb9,0x00,0x00,0x00,0x36,0x03,0x00,0x00,0xb7,0x00,0x00,0x00, +0xb9,0x00,0x00,0x00,0x33,0x03,0x00,0x00,0xb7,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 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+30430,163 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x41,0x00,0x05,0x00,0xff,0x00,0x00,0x00,0xf7,0x01,0x00,0x00, 0x80,0x01,0x00,0x00,0xf2,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0xf7,0x01,0x00,0x00,0xf6,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xf9,0x01,0x00,0x00,0x48,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0xf9,0x01,0x00,0x00,0x45,0x03,0x00,0x00, 0x65,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x69,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x6b,0x01,0x00,0x00,0xe0,0x00,0x04,0x00, 0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0xfa,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xfd,0x01,0x00,0x00, -0x4b,0x03,0x00,0x00,0xfb,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x4f,0x03,0x00,0x00, +0x48,0x03,0x00,0x00,0xfb,0x01,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x4c,0x03,0x00,0x00, 0xfe,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x02,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x02,0x02,0x00,0x00,0xf5,0x00,0x07,0x00, 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0x06,0x00,0x00,0x00,0xb3,0x02,0x00,0x00,0x55,0x00,0x00,0x00, @@ -30636,183 +30634,182 @@ unsigned char matmul_f16_f32_aligned_s_data[] = { 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb9,0x02,0x00,0x00, 0x59,0x00,0x00,0x00,0xaf,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xba,0x02,0x00,0x00,0x9e,0x00,0x00,0x00, -0xb9,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xbf,0x02,0x00,0x00,0x47,0x00,0x00,0x00,0x36,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0xc0,0x02,0x00,0x00, -0x12,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0xc0,0x02,0x00,0x00, -0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc2,0x02,0x00,0x00, -0xbf,0x02,0x00,0x00,0xc1,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, -0xc4,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xc4,0x02,0x00,0x00, +0xb9,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, +0xbf,0x02,0x00,0x00,0x12,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 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+0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -30869,12 +30867,12 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -30883,7 +30881,7 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -30908,10 +30906,10 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x77,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x87,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8d,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x98,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x98,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9d,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -31029,17 +31027,17 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x80,0x00,0x00,0x00, 0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x16,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x8f,0x02,0x00,0x00,0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x90,0x02,0x00,0x00,0x8f,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0x91,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x90,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x92,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x93,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x0e,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xa2,0x02,0x00,0x00, +0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x51,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x97,0x02,0x00,0x00, +0xba,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x98,0x02,0x00,0x00, +0x97,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x99,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, +0x99,0x02,0x00,0x00,0x9a,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9f,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xaf,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0xac,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -31152,48 +31150,48 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa6,0x00,0x00,0x00, 0xa5,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xa8,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 0x3e,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0xb9,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, +0xb9,0x00,0x00,0x00,0xbe,0x02,0x00,0x00,0xb7,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xaa,0x00,0x00,0x00,0xa9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0xa9,0x00,0x00,0x00,0xaa,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xa9,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xc1,0x02,0x00,0x00, +0xc4,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0xc4,0x00,0x00,0x00,0xc2,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, -0xc1,0x02,0x00,0x00,0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xbe,0x02,0x00,0x00,0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xa8,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xaa,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xca,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xca,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0xda,0x02,0x00,0x00,0xa6,0x00,0x00,0x00,0xaa,0x00,0x00,0x00, +0xd7,0x02,0x00,0x00,0xa6,0x00,0x00,0x00,0xaa,0x00,0x00,0x00, 0x8e,0x01,0x00,0x00,0xcd,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xd6,0x02,0x00,0x00,0x94,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xd3,0x02,0x00,0x00,0x94,0x00,0x00,0x00, 0xaa,0x00,0x00,0x00,0x8b,0x01,0x00,0x00,0xcd,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xc2,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xbf,0x02,0x00,0x00, 0x7a,0x00,0x00,0x00,0xaa,0x00,0x00,0x00,0x39,0x02,0x00,0x00, 0xcd,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00, -0xd1,0x00,0x00,0x00,0xc2,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +0xd1,0x00,0x00,0x00,0xbf,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0xcd,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0xd1,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xcb,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xd3,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xd3,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xd2,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xcf,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0x32,0x01,0x00,0x00,0xd4,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xb8,0x00,0x00,0x00,0xd9,0x00,0x00,0x00, -0xd2,0x02,0x00,0x00,0x37,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0xcf,0x02,0x00,0x00,0x37,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0xd5,0x00,0x00,0x00,0xd4,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0xd9,0x00,0x00,0x00,0xd4,0x00,0x00,0x00, 0xd5,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xd4,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xde,0x00,0x00,0x00, -0x74,0x00,0x00,0x00,0xd2,0x02,0x00,0x00,0x84,0x00,0x05,0x00, +0x74,0x00,0x00,0x00,0xcf,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xe1,0x00,0x00,0x00,0xde,0x00,0x00,0x00, 0x8f,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xe2,0x00,0x00,0x00,0xe1,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe3,0x00,0x00,0x00, -0xd6,0x02,0x00,0x00,0xe2,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xd3,0x02,0x00,0x00,0xe2,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xe5,0x00,0x00,0x00,0xe3,0x00,0x00,0x00, 0x6f,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xef,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0xee,0x00,0x00,0x00, @@ -31247,23 +31245,23 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x2b,0x01,0x00,0x00,0xea,0x00,0x00,0x00,0x26,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x2b,0x01,0x00,0x00,0x2a,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x32,0x01,0x00,0x00, -0xd2,0x02,0x00,0x00,0x30,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 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0x42,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0xa1,0x00,0x00,0x00, 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x43,0x01,0x00,0x00, 0x42,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x44,0x01,0x00,0x00,0xda,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x44,0x01,0x00,0x00,0xd7,0x02,0x00,0x00, 0x43,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x46,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0x6f,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x50,0x01,0x00,0x00, @@ -31312,162 +31310,162 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0xff,0x00,0x00,0x00,0x85,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x85,0x01,0x00,0x00, 0x84,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x87,0x01,0x00,0x00,0xd3,0x02,0x00,0x00,0x30,0x01,0x00,0x00, +0x87,0x01,0x00,0x00,0xd0,0x02,0x00,0x00,0x30,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0x34,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 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+0x20,0x02,0x00,0x00,0x19,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x21,0x02,0x00,0x00, 0xaa,0x01,0x00,0x00,0x20,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xba,0x00,0x00,0x00,0x22,0x02,0x00,0x00,0x21,0x02,0x00,0x00, @@ -31481,30 +31479,30 @@ unsigned char matmul_f16_f32_aligned_s_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x22,0x02,0x00,0x00, 0x28,0x02,0x00,0x00,0x2b,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x2a,0x02,0x00,0x00,0x2c,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x2f,0x02,0x00,0x00,0xea,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x2f,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, 0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x0b,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x0d,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x06,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x06,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x31,0x02,0x00,0x00, -0xe8,0x02,0x00,0x00,0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xe5,0x02,0x00,0x00,0xc6,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 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matmul_f16_f32_l_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xce,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xc9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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,0x00,0x0e,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +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, -0xf1,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0x3e,0x01,0x00,0x00, -0x49,0x01,0x00,0x00,0x6d,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, 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0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, @@ -33447,12 +33443,12 @@ unsigned char matmul_f16_f32_m_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, @@ -34299,12 +34294,12 @@ unsigned char matmul_f16_f32_m_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 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0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -35160,7 +35154,7 @@ unsigned char matmul_f16_f32_s_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -35185,9 +35179,9 @@ unsigned char matmul_f16_f32_s_data[] = { 0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x86,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 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0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -36860,7 +36852,7 @@ unsigned char matmul_f16_l_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -36885,9 +36877,9 @@ unsigned char matmul_f16_l_data[] = { 0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x86,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x97,0x00,0x00,0x00,0x0d,0x00,0x00,0x00, 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-0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -37712,7 +37703,7 @@ unsigned char matmul_f16_l_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -37736,10 +37727,10 @@ unsigned char matmul_f16_l_fp32_data[] = { 0x13,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x86,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x86,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x97,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9c,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9e,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x00,0x00,0x00, @@ -37775,93 +37766,93 @@ unsigned char matmul_f16_l_fp32_data[] = { 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xc2,0x00,0x00,0x00, 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0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -38560,7 +38551,7 @@ unsigned char matmul_f16_m_data[] = { 0x0a,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -38585,9 +38576,9 @@ unsigned char matmul_f16_m_data[] = { 0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x86,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 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+0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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, @@ -39398,12 +39388,12 @@ unsigned char matmul_f16_m_fp32_data[] = { 0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, @@ -40247,12 +40237,12 @@ unsigned char matmul_f16_s_data[] = { 0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x0a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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0x15,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x27,0x00,0x00,0x00,0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x08,0x00,0x00,0x00, +0x0a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x27,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x34,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -41112,7 +49301,7 @@ unsigned char matmul_f16_s_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -41136,10 +49325,10 @@ unsigned char matmul_f16_s_fp32_data[] = { 0x13,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x86,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x86,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x97,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x9c,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x9e,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x00,0x00,0x00, @@ -41175,8929 +49364,724 @@ unsigned char matmul_f16_s_fp32_data[] = { 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xc2,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x16,0x00,0x03,0x00,0xec,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xed,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xee,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0xed,0x00,0x00,0x00, -0x1c,0x00,0x04,0x00,0xef,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, +0x1c,0x00,0x04,0x00,0xef,0x00,0x00,0x00,0xec,0x00,0x00,0x00, 0xee,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xf0,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0xef,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xf0,0x00,0x00,0x00,0xf1,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf5,0x00,0x00,0x00, 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matmul_f32_aligned_m_len = 12176; - -unsigned char matmul_f32_aligned_m_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xec,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,0x00,0x0e,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,0x00,0x00,0x00,0xea,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, -0x46,0x01,0x00,0x00,0x53,0x01,0x00,0x00,0x8b,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,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x10,0x00,0x00,0x00, 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unsigned char matmul_f32_m_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xcb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xc6,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, +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,0x00,0x00,0x00,0xf1,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, -0x3c,0x01,0x00,0x00,0x47,0x01,0x00,0x00,0x6a,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, 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0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x2d,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x34,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x39,0x00,0x00,0x00, @@ -50167,7 +50152,7 @@ unsigned char matmul_f32_m_fp32_data[] = { 0x3d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x4f,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00, @@ -50191,10 +50176,10 @@ unsigned char matmul_f32_m_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x76,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 0x7b,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x8c,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x97,0x00,0x00,0x00,0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x97,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9c,0x00,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9e,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, @@ -50231,90 +50216,90 @@ unsigned char matmul_f32_m_fp32_data[] = { 0xc2,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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0x3e,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0x0a,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x53,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0x86,0x00,0x00,0x00, @@ -51035,10 +51019,10 @@ unsigned char matmul_f32_s_data[] = { 0x13,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x86,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x86,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x13,0x00,0x00,0x00,0x8c,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x97,0x00,0x00,0x00, -0x0d,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 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mul_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, @@ -61211,51 +61193,49 @@ const uint64_t soft_max_f32_len = 3752; unsigned char split_k_reduce_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x57,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x50,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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,0x00,0x09,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x32,0x00,0x00,0x00, -0x44,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x30,0x00,0x00,0x00, +0x41,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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+0xf8,0x00,0x02,0x00,0x24,0x00,0x00,0x00,0x84,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x4e,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x36,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, +0x41,0x00,0x06,0x00,0x37,0x00,0x00,0x00,0x38,0x00,0x00,0x00, +0x30,0x00,0x00,0x00,0x15,0x00,0x00,0x00,0x36,0x00,0x00,0x00, +0x3d,0x00,0x04,0x00,0x1e,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x38,0x00,0x00,0x00,0x81,0x00,0x05,0x00,0x1e,0x00,0x00,0x00, +0x3b,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, +0x4e,0x00,0x00,0x00,0x29,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x23,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x25,0x00,0x00,0x00, +0x41,0x00,0x06,0x00,0x37,0x00,0x00,0x00,0x44,0x00,0x00,0x00, +0x41,0x00,0x00,0x00,0x15,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, +0x3e,0x00,0x03,0x00,0x44,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x48,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, +0x48,0x00,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; -const uint64_t split_k_reduce_len = 1528; +const uint64_t split_k_reduce_len = 1416; unsigned char sqr_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 f902008e8..2c2b38fc3 100644 --- a/ggml-vulkan.cpp +++ b/ggml-vulkan.cpp @@ -1,22 +1,9 @@ #include "ggml-vulkan.h" #ifdef VK_RUN_TESTS -#include #include #endif -#ifdef VK_PROFILE -#define PROFILE(name, block) do { \ - auto begin = std::chrono::steady_clock::now(); \ - block \ - auto end = std::chrono::steady_clock::now(); \ - double time_taken = std::chrono::duration_cast(end-begin).count() / 1000.0; \ - printf("%s: %lf ms\n", name, time_taken); \ -} while(0) -#else -#define PROFILE(name, block) block -#endif - #include #include @@ -128,6 +115,7 @@ struct vk_device { vk_queue compute_queue; vk_queue transfer_queue; uint32_t descriptor_set_mode; + uint32_t subgroup_size; bool is_igpu; }; @@ -222,7 +210,7 @@ struct ggml_vk_garbage_collector { std::vector contexts; }; -typedef void (*ggml_vk_func_t)(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst); +typedef void (*ggml_vk_func_t)(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst); vk::Instance vk_instance; vk_device vk_device; @@ -471,11 +459,11 @@ static vk_sequence ggml_vk_create_sequence_1(vk_queue& q, std::vectorseqs.size() << ", " << fence << ")" << std::endl; #endif - if (ctx.seqs.empty()) { + if (ctx->seqs.empty()) { return; } @@ -490,7 +478,7 @@ static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { size_t reserve = 0; - for (const auto& sequence : ctx.seqs) { + for (const auto& sequence : ctx->seqs) { reserve += sequence.size(); } @@ -503,7 +491,7 @@ static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { submit_infos.reserve(reserve); stage_flags.reserve(reserve); - for (const auto& sequence : ctx.seqs) { + for (const auto& sequence : ctx->seqs) { for (const auto& submission : sequence) { stage_flags.push_back({}); idx++; @@ -512,7 +500,7 @@ static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { tl_signal_vals.push_back({}); tl_signal_semaphores.push_back({}); for (size_t i = 0; i < submission.wait_semaphores.size(); i++) { - stage_flags[idx].push_back(ctx.q->stage_flags); + stage_flags[idx].push_back(ctx->q->stage_flags); tl_wait_vals[idx].push_back(submission.wait_semaphores[i].value); tl_wait_semaphores[idx].push_back(submission.wait_semaphores[i].s); } @@ -542,9 +530,9 @@ static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { } } - ctx.q->queue.submit(submit_infos, fence); + ctx->q->queue.submit(submit_infos, fence); - ctx.seqs.clear(); + ctx->seqs.clear(); } static uint32_t ggml_vk_find_queue_family_index(std::vector& queue_family_props, const vk::QueueFlags& required, const vk::QueueFlags& avoid, int32_t compute_index, uint32_t min_num_queues) { @@ -716,15 +704,15 @@ 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) { #ifdef VK_DEBUG std::cerr << "ggml_vk_sync_buffers()" << std::endl; #endif const std::vector mem_barriers{ { { vk::AccessFlagBits::eMemoryRead | vk::AccessFlagBits::eMemoryWrite }, { vk::AccessFlagBits::eMemoryRead | vk::AccessFlagBits::eMemoryWrite } } }; - ctx.s->buffer.pipelineBarrier( - ctx.q->stage_flags, - ctx.q->stage_flags, + ctx->s->buffer.pipelineBarrier( + ctx->q->stage_flags, + ctx->q->stage_flags, {}, mem_barriers, {}, @@ -788,32 +776,40 @@ static void ggml_vk_load_shaders() { #endif // mulmat - std::initializer_list warptile_l = { 128, 128, 128, 16, 64, 64, 2, 4, 4 }; - std::initializer_list warptile_m = { 128, 64, 64, 16, 32, 32, 2, 4, 2 }; - std::initializer_list warptile_s = { 32, 32, 32, 8, 32, 32, 2, 2, 2 }; + std::initializer_list warptile_l = { 128, 128, 128, 16, vk_device.subgroup_size * 2, 64, 2, 4, 4, vk_device.subgroup_size }; + std::initializer_list warptile_m = { 128, 64, 64, 16, vk_device.subgroup_size, 32, 2, 4, 2, vk_device.subgroup_size }; + std::initializer_list warptile_s = { vk_device.subgroup_size, 32, 32, 8, 32, 32, 2, 2, 2, vk_device.subgroup_size }; + + std::array l_wg_denoms = {128, 128, 1 }; + std::array m_wg_denoms = { 64, 64, 1 }; + std::array s_wg_denoms = { 32, 32, 1 }; + + uint32_t l_align = 128; + uint32_t m_align = 64; + uint32_t s_align = 32; if (vk_device.fp16) { - vk_pipeline_matmul_f32_l = ggml_vk_create_pipeline("matmul_f32_l", matmul_f32_l_len, matmul_f32_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f32_m = ggml_vk_create_pipeline("matmul_f32_m", matmul_f32_m_len, matmul_f32_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f32_s = ggml_vk_create_pipeline("matmul_f32_s", matmul_f32_s_len, matmul_f32_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); - vk_pipeline_matmul_f32_aligned_l = ggml_vk_create_pipeline("matmul_f32_aligned_l", matmul_f32_aligned_l_len, matmul_f32_aligned_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f32_aligned_m = ggml_vk_create_pipeline("matmul_f32_aligned_m", matmul_f32_aligned_m_len, matmul_f32_aligned_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f32_aligned_s = ggml_vk_create_pipeline("matmul_f32_aligned_s", matmul_f32_aligned_s_len, matmul_f32_aligned_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f32_l = ggml_vk_create_pipeline("matmul_f32_l", matmul_f32_l_len, matmul_f32_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f32_m = ggml_vk_create_pipeline("matmul_f32_m", matmul_f32_m_len, matmul_f32_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f32_s = ggml_vk_create_pipeline("matmul_f32_s", matmul_f32_s_len, matmul_f32_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); + vk_pipeline_matmul_f32_aligned_l = ggml_vk_create_pipeline("matmul_f32_aligned_l", matmul_f32_aligned_l_len, matmul_f32_aligned_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f32_aligned_m = ggml_vk_create_pipeline("matmul_f32_aligned_m", matmul_f32_aligned_m_len, matmul_f32_aligned_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f32_aligned_s = ggml_vk_create_pipeline("matmul_f32_aligned_s", matmul_f32_aligned_s_len, matmul_f32_aligned_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); - vk_pipeline_matmul_f16_l = ggml_vk_create_pipeline("matmul_f16_l", matmul_f16_l_len, matmul_f16_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f16_m = ggml_vk_create_pipeline("matmul_f16_m", matmul_f16_m_len, matmul_f16_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f16_s = ggml_vk_create_pipeline("matmul_f16_s", matmul_f16_s_len, matmul_f16_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); + vk_pipeline_matmul_f16_l = ggml_vk_create_pipeline("matmul_f16_l", matmul_f16_l_len, matmul_f16_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f16_m = ggml_vk_create_pipeline("matmul_f16_m", matmul_f16_m_len, matmul_f16_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f16_s = ggml_vk_create_pipeline("matmul_f16_s", matmul_f16_s_len, matmul_f16_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - vk_pipeline_matmul_f16_aligned_l = ggml_vk_create_pipeline("matmul_f16_aligned_l", matmul_f16_aligned_l_len, matmul_f16_aligned_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f16_aligned_m = ggml_vk_create_pipeline("matmul_f16_aligned_m", matmul_f16_aligned_m_len, matmul_f16_aligned_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f16_aligned_s = ggml_vk_create_pipeline("matmul_f16_aligned_s", matmul_f16_aligned_s_len, matmul_f16_aligned_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f16_aligned_l = ggml_vk_create_pipeline("matmul_f16_aligned_l", matmul_f16_aligned_l_len, matmul_f16_aligned_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f16_aligned_m = ggml_vk_create_pipeline("matmul_f16_aligned_m", matmul_f16_aligned_m_len, matmul_f16_aligned_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f16_aligned_s = ggml_vk_create_pipeline("matmul_f16_aligned_s", matmul_f16_aligned_s_len, matmul_f16_aligned_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); - vk_pipeline_matmul_f16_f32_l = ggml_vk_create_pipeline("matmul_f16_f32_l", matmul_f16_f32_l_len, matmul_f16_f32_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f16_f32_m = ggml_vk_create_pipeline("matmul_f16_f32_m", matmul_f16_f32_m_len, matmul_f16_f32_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f16_f32_s = ggml_vk_create_pipeline("matmul_f16_f32_s", matmul_f16_f32_s_len, matmul_f16_f32_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); - vk_pipeline_matmul_f16_f32_aligned_l = ggml_vk_create_pipeline("matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_l_len, matmul_f16_f32_aligned_l_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f16_f32_aligned_m = ggml_vk_create_pipeline("matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_m_len, matmul_f16_f32_aligned_m_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f16_f32_aligned_s = ggml_vk_create_pipeline("matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_s_len, matmul_f16_f32_aligned_s_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f16_f32_l = ggml_vk_create_pipeline("matmul_f16_f32_l", matmul_f16_f32_l_len, matmul_f16_f32_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f16_f32_m = ggml_vk_create_pipeline("matmul_f16_f32_m", matmul_f16_f32_m_len, matmul_f16_f32_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f16_f32_s = ggml_vk_create_pipeline("matmul_f16_f32_s", matmul_f16_f32_s_len, matmul_f16_f32_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); + vk_pipeline_matmul_f16_f32_aligned_l = ggml_vk_create_pipeline("matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_l_len, matmul_f16_f32_aligned_l_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f16_f32_aligned_m = ggml_vk_create_pipeline("matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_m_len, matmul_f16_f32_aligned_m_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f16_f32_aligned_s = ggml_vk_create_pipeline("matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_s_len, matmul_f16_f32_aligned_s_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); // Build dequant shaders vk_pipeline_dequant[GGML_TYPE_F32] = ggml_vk_create_pipeline("f32_to_f16", f32_to_f16_len, f32_to_f16_data, "main", 2, 4 * sizeof(int), {64, 1, 1}, {}, 1); @@ -845,27 +841,27 @@ static void ggml_vk_load_shaders() { vk_pipeline_get_rows_f32[GGML_TYPE_Q5_1] = ggml_vk_create_pipeline("get_rows_q5_1_f32", get_rows_q5_1_f32_len, get_rows_q5_1_f32_data, "main", 3, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); vk_pipeline_get_rows_f32[GGML_TYPE_Q8_0] = ggml_vk_create_pipeline("get_rows_q8_0_f32", get_rows_q8_0_f32_len, get_rows_q8_0_f32_data, "main", 3, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); } else { - vk_pipeline_matmul_f32_l = ggml_vk_create_pipeline("matmul_f32_l", matmul_f32_l_fp32_len, matmul_f32_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f32_m = ggml_vk_create_pipeline("matmul_f32_m", matmul_f32_m_fp32_len, matmul_f32_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f32_s = ggml_vk_create_pipeline("matmul_f32_s", matmul_f32_s_fp32_len, matmul_f32_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); - vk_pipeline_matmul_f32_aligned_l = ggml_vk_create_pipeline("matmul_f32_aligned_l", matmul_f32_aligned_l_fp32_len, matmul_f32_aligned_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f32_aligned_m = ggml_vk_create_pipeline("matmul_f32_aligned_m", matmul_f32_aligned_m_fp32_len, matmul_f32_aligned_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f32_aligned_s = ggml_vk_create_pipeline("matmul_f32_aligned_s", matmul_f32_aligned_s_fp32_len, matmul_f32_aligned_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f32_l = ggml_vk_create_pipeline("matmul_f32_l", matmul_f32_l_fp32_len, matmul_f32_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f32_m = ggml_vk_create_pipeline("matmul_f32_m", matmul_f32_m_fp32_len, matmul_f32_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f32_s = ggml_vk_create_pipeline("matmul_f32_s", matmul_f32_s_fp32_len, matmul_f32_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); + vk_pipeline_matmul_f32_aligned_l = ggml_vk_create_pipeline("matmul_f32_aligned_l", matmul_f32_aligned_l_fp32_len, matmul_f32_aligned_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f32_aligned_m = ggml_vk_create_pipeline("matmul_f32_aligned_m", matmul_f32_aligned_m_fp32_len, matmul_f32_aligned_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f32_aligned_s = ggml_vk_create_pipeline("matmul_f32_aligned_s", matmul_f32_aligned_s_fp32_len, matmul_f32_aligned_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); - vk_pipeline_matmul_f16_l = ggml_vk_create_pipeline("matmul_f16_l", matmul_f16_l_fp32_len, matmul_f16_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f16_m = ggml_vk_create_pipeline("matmul_f16_m", matmul_f16_m_fp32_len, matmul_f16_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f16_s = ggml_vk_create_pipeline("matmul_f16_s", matmul_f16_s_fp32_len, matmul_f16_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); + vk_pipeline_matmul_f16_l = ggml_vk_create_pipeline("matmul_f16_l", matmul_f16_l_fp32_len, matmul_f16_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f16_m = ggml_vk_create_pipeline("matmul_f16_m", matmul_f16_m_fp32_len, matmul_f16_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f16_s = ggml_vk_create_pipeline("matmul_f16_s", matmul_f16_s_fp32_len, matmul_f16_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - vk_pipeline_matmul_f16_aligned_l = ggml_vk_create_pipeline("matmul_f16_aligned_l", matmul_f16_aligned_l_fp32_len, matmul_f16_aligned_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f16_aligned_m = ggml_vk_create_pipeline("matmul_f16_aligned_m", matmul_f16_aligned_m_fp32_len, matmul_f16_aligned_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f16_aligned_s = ggml_vk_create_pipeline("matmul_f16_aligned_s", matmul_f16_aligned_s_fp32_len, matmul_f16_aligned_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f16_aligned_l = ggml_vk_create_pipeline("matmul_f16_aligned_l", matmul_f16_aligned_l_fp32_len, matmul_f16_aligned_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f16_aligned_m = ggml_vk_create_pipeline("matmul_f16_aligned_m", matmul_f16_aligned_m_fp32_len, matmul_f16_aligned_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f16_aligned_s = ggml_vk_create_pipeline("matmul_f16_aligned_s", matmul_f16_aligned_s_fp32_len, matmul_f16_aligned_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); - vk_pipeline_matmul_f16_f32_l = ggml_vk_create_pipeline("matmul_f16_f32_l", matmul_f16_f32_l_fp32_len, matmul_f16_f32_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 1); - vk_pipeline_matmul_f16_f32_m = ggml_vk_create_pipeline("matmul_f16_f32_m", matmul_f16_f32_m_fp32_len, matmul_f16_f32_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 1); - vk_pipeline_matmul_f16_f32_s = ggml_vk_create_pipeline("matmul_f16_f32_s", matmul_f16_f32_s_fp32_len, matmul_f16_f32_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 1); - vk_pipeline_matmul_f16_f32_aligned_l = ggml_vk_create_pipeline("matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_l_fp32_len, matmul_f16_f32_aligned_l_fp32_data, "main", 3, 15 * sizeof(uint32_t), {128, 128, 1}, warptile_l, 128); - vk_pipeline_matmul_f16_f32_aligned_m = ggml_vk_create_pipeline("matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_m_fp32_len, matmul_f16_f32_aligned_m_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 64, 64, 1}, warptile_m, 64); - vk_pipeline_matmul_f16_f32_aligned_s = ggml_vk_create_pipeline("matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_s_fp32_len, matmul_f16_f32_aligned_s_fp32_data, "main", 3, 15 * sizeof(uint32_t), { 32, 32, 1}, warptile_s, 32); + vk_pipeline_matmul_f16_f32_l = ggml_vk_create_pipeline("matmul_f16_f32_l", matmul_f16_f32_l_fp32_len, matmul_f16_f32_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); + vk_pipeline_matmul_f16_f32_m = ggml_vk_create_pipeline("matmul_f16_f32_m", matmul_f16_f32_m_fp32_len, matmul_f16_f32_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); + vk_pipeline_matmul_f16_f32_s = ggml_vk_create_pipeline("matmul_f16_f32_s", matmul_f16_f32_s_fp32_len, matmul_f16_f32_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); + vk_pipeline_matmul_f16_f32_aligned_l = ggml_vk_create_pipeline("matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_l_fp32_len, matmul_f16_f32_aligned_l_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); + vk_pipeline_matmul_f16_f32_aligned_m = ggml_vk_create_pipeline("matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_m_fp32_len, matmul_f16_f32_aligned_m_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); + vk_pipeline_matmul_f16_f32_aligned_s = ggml_vk_create_pipeline("matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_s_fp32_len, matmul_f16_f32_aligned_s_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); // Build dequant shaders vk_pipeline_dequant[GGML_TYPE_F32] = ggml_vk_create_pipeline("f32_to_f16", f32_to_f16_fp32_len, f32_to_f16_fp32_data, "main", 2, 4 * sizeof(int), {64, 1, 1}, {}, 1); @@ -910,7 +906,7 @@ static void ggml_vk_load_shaders() { vk_pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q5_K] = ggml_vk_create_pipeline("mul_mat_vec_q5_K_f32", mul_mat_vec_q5_K_f32_len, mul_mat_vec_q5_K_f32_data, "main", 3, 3 * sizeof(int), {1, 1, 1}, {}, 1); vk_pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q6_K] = ggml_vk_create_pipeline("mul_mat_vec_q6_K_f32", mul_mat_vec_q6_K_f32_len, mul_mat_vec_q6_K_f32_data, "main", 3, 3 * sizeof(int), {1, 1, 1}, {}, 1); - vk_pipeline_matmul_split_k_reduce = ggml_vk_create_pipeline("split_k_reduce", split_k_reduce_len, split_k_reduce_data, "main", 2, 3 * sizeof(uint32_t), {512, 1, 1}, {}, 1); + vk_pipeline_matmul_split_k_reduce = ggml_vk_create_pipeline("split_k_reduce", split_k_reduce_len, split_k_reduce_data, "main", 2, 2 * sizeof(uint32_t), {256, 1, 1}, {}, 1); vk_pipeline_mul_mat_vec_p021_f16_f32 = ggml_vk_create_pipeline("mul_mat_vec_p021_f16_f32", mul_mat_vec_p021_f16_f32_len, mul_mat_vec_p021_f16_f32_data, "main", 3, 6 * sizeof(uint32_t), {1, 1, 1}, {}, 1); vk_pipeline_mul_mat_vec_nc_f16_f32 = ggml_vk_create_pipeline("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); @@ -1002,9 +998,11 @@ std::cerr << "ggml_vulkan: Validation layers enabled" << std::endl; vk::PhysicalDeviceProperties2 props2; vk::PhysicalDeviceMaintenance3Properties props3; vk::PhysicalDeviceMaintenance4Properties props4; + vk::PhysicalDeviceSubgroupProperties subgroup_props; props2.pNext = &props3; + props3.pNext = &subgroup_props; if (maintenance4_support) { - props3.pNext = &props4; + subgroup_props.pNext = &props4; } vk_device.physical_device.getProperties2(&props2); vk_device.properties = props2.properties; @@ -1015,9 +1013,8 @@ std::cerr << "ggml_vulkan: Validation layers enabled" << std::endl; vk_device.max_memory_allocation_size = props3.maxMemoryAllocationSize; } - std::cerr << "ggml_vulkan: Using " << vk_device.properties.deviceName << std::endl; - vk_device.vendor_id = vk_device.properties.vendorID; + vk_device.subgroup_size = subgroup_props.subgroupSize; vk_device.is_igpu = vk_device.properties.deviceType == vk::PhysicalDeviceType::eIntegratedGpu; bool fp16_storage = false; @@ -1089,11 +1086,9 @@ std::cerr << "ggml_vulkan: Validation layers enabled" << std::endl; #endif if (vk_device.fp16) { - std::cerr << "ggml_vulkan: 16-bit enabled" << std::endl; device_extensions.push_back("VK_KHR_shader_float16_int8"); - } else if (force_disable_f16) { - std::cerr << "ggml_vulkan: 16-bit force-disabled" << std::endl; } + std::cerr << "ggml_vulkan: Using " << vk_device.properties.deviceName << " | fp16: " << vk_device.fp16 << " | warp size: " << vk_device.subgroup_size << std::endl; device_create_info = { vk::DeviceCreateFlags(), device_queue_create_infos, @@ -1315,7 +1310,7 @@ static vk_submission ggml_vk_begin_submission(vk_queue& q, bool one_time = true) return s; } -static void ggml_vk_dispatch_pipeline(vk_submission& s, vk_pipeline& pipeline, std::vector&& buffers, size_t push_constant_size, const void* push_constants, std::array elements) { +static void ggml_vk_dispatch_pipeline(vk_context * ctx, 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]); @@ -1336,14 +1331,14 @@ static void ggml_vk_dispatch_pipeline(vk_submission& s, vk_pipeline& pipeline, s vk_device.device.updateDescriptorSets(write_descriptor_sets, {}); - s.buffer.pushConstants(pipeline.layout, vk::ShaderStageFlagBits::eCompute, 0, push_constant_size, push_constants); - s.buffer.bindPipeline(vk::PipelineBindPoint::eCompute, pipeline.pipeline); - s.buffer.bindDescriptorSets(vk::PipelineBindPoint::eCompute, + ctx->s->buffer.pushConstants(pipeline.layout, vk::ShaderStageFlagBits::eCompute, 0, push_constant_size, push_constants); + ctx->s->buffer.bindPipeline(vk::PipelineBindPoint::eCompute, pipeline.pipeline); + ctx->s->buffer.bindDescriptorSets(vk::PipelineBindPoint::eCompute, pipeline.layout, 0, { descriptor_set }, {}); - s.buffer.dispatch(wg0, wg1, wg2); + ctx->s->buffer.dispatch(wg0, wg1, wg2); } static void ggml_vk_end_submission(vk_submission& s, std::vector wait_semaphores, std::vector signal_semaphores) { @@ -1353,28 +1348,28 @@ 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) { #ifdef VK_DEBUG - std::cerr << "ggml_vk_ctx_end(" << &ctx << ", " << ctx.seqs.size() << ")" << std::endl; + std::cerr << "ggml_vk_ctx_end(" << ctx << ", " << ctx->seqs.size() << ")" << std::endl; #endif - if (ctx.s == nullptr) { + if (ctx->s == nullptr) { return; } - ctx.s->buffer.end(); - ctx.s = nullptr; + ctx->s->buffer.end(); + ctx->s = nullptr; } -static void ggml_vk_ctx_begin(vk_context& ctx) { +static void ggml_vk_ctx_begin(vk_context * ctx) { #ifdef VK_DEBUG - std::cerr << "ggml_vk_ctx_begin(" << &ctx << ")" << std::endl; + std::cerr << "ggml_vk_ctx_begin(" << ctx << ")" << std::endl; #endif - if (ctx.s != nullptr) { + if (ctx->s != nullptr) { ggml_vk_ctx_end(ctx); } - ctx.seqs.push_back({ ggml_vk_begin_submission(*ctx.q) }); - ctx.s = ctx.seqs[ctx.seqs.size() - 1].data(); + ctx->seqs.push_back({ ggml_vk_begin_submission(*ctx->q) }); + ctx->s = ctx->seqs[ctx->seqs.size() - 1].data(); } static size_t ggml_vk_align_size(size_t width, size_t align) { @@ -1389,7 +1384,7 @@ static void deferred_memcpy(void * dst, const void * src, size_t size, std::vect } } -static void ggml_vk_buffer_write_nc_async(vk_context& ctx, vk_buffer* dst, size_t offset, const ggml_tensor * tensor, bool sync_staging = false) { +static void ggml_vk_buffer_write_nc_async(vk_context * ctx, vk_buffer* dst, size_t offset, const ggml_tensor * tensor, bool sync_staging = false) { #ifdef VK_DEBUG std::cerr << "ggml_vk_buffer_write_nc_async(" << tensor << ")" << std::endl; #endif @@ -1457,7 +1452,7 @@ static void ggml_vk_buffer_write_nc_async(vk_context& ctx, vk_buffer* dst, size_ } ggml_vk_sync_buffers(ctx); - ctx.s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); + ctx->s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); return; } @@ -1483,22 +1478,22 @@ static void ggml_vk_buffer_write_nc_async(vk_context& ctx, vk_buffer* dst, size_ VkBufferCopy buf_copy{ staging_offset, offset, copy_size }; ggml_vk_sync_buffers(ctx); - vkCmdCopyBuffer(ctx.s->buffer, staging->buffer, dst->buffer, 1, &buf_copy); + vkCmdCopyBuffer(ctx->s->buffer, staging->buffer, dst->buffer, 1, &buf_copy); for (uint64_t i3 = 0; i3 < ne3; i3++) { for (uint64_t i2 = 0; i2 < ne2; i2++) { // Find longest contiguous slice if (ne1*nb1 == dstnb2) { - deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i3*dstnb3 + i2*dstnb2, (const uint8_t *) tensor->data + buf_offset + i3*nb3 + i2*nb2, dstnb2, &ctx.in_memcpys); + deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i3*dstnb3 + i2*dstnb2, (const uint8_t *) tensor->data + buf_offset + i3*nb3 + i2*nb2, dstnb2, &ctx->in_memcpys); } else { for (uint64_t i1 = 0; i1 < ne1; i1++) { if (ne0*nb0/bs == dstnb1) { - deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i3*dstnb3 + i2*dstnb2 + i1*dstnb1, (const uint8_t *) tensor->data + buf_offset + i3*nb3 + i2*nb2 + i1*nb1, dstnb1, &ctx.in_memcpys); + deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i3*dstnb3 + i2*dstnb2 + i1*dstnb1, (const uint8_t *) tensor->data + buf_offset + i3*nb3 + i2*nb2 + i1*nb1, dstnb1, &ctx->in_memcpys); } else { const uint64_t s_off = buf_offset + i3*nb3 + i2*nb2 + i1*nb1; const uint64_t d_off = staging_offset + i3*dstnb3 + i2*dstnb2 + i1*dstnb1; for (uint64_t i0 = 0; i0 < ne0; i0++) { - deferred_memcpy((uint8_t *)staging->ptr + d_off + i0*dstnb0, (const uint8_t *) tensor->data + s_off + i0*nb0, dstnb0, &ctx.in_memcpys); + deferred_memcpy((uint8_t *)staging->ptr + d_off + i0*dstnb0, (const uint8_t *) tensor->data + s_off + i0*nb0, dstnb0, &ctx->in_memcpys); } } } @@ -1507,7 +1502,7 @@ static void ggml_vk_buffer_write_nc_async(vk_context& ctx, vk_buffer* dst, size_ } } -static void ggml_vk_buffer_write_2d_async(vk_context& ctx, vk_buffer* dst, size_t offset, const void * src, size_t spitch, size_t width, size_t height, bool sync_staging = false) { +static void ggml_vk_buffer_write_2d_async(vk_context * ctx, vk_buffer* dst, size_t offset, const void * src, size_t spitch, size_t width, size_t height, bool sync_staging = false) { #ifdef VK_DEBUG std::cerr << "ggml_vk_buffer_write_2d_async(" << width << ", " << height << ")" << std::endl; #endif @@ -1547,7 +1542,7 @@ static void ggml_vk_buffer_write_2d_async(vk_context& ctx, vk_buffer* dst, size_ } ggml_vk_sync_buffers(ctx); - ctx.s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); + ctx->s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); return; } #ifdef VK_DEBUG @@ -1578,18 +1573,18 @@ static void ggml_vk_buffer_write_2d_async(vk_context& ctx, vk_buffer* dst, size_ copy_size}; ggml_vk_sync_buffers(ctx); - vkCmdCopyBuffer(ctx.s->buffer, staging->buffer, dst->buffer, 1, &buf_copy); + vkCmdCopyBuffer(ctx->s->buffer, staging->buffer, dst->buffer, 1, &buf_copy); if (width == spitch) { - deferred_memcpy((uint8_t *)staging->ptr + staging_offset, src, width * height, &ctx.in_memcpys); + deferred_memcpy((uint8_t *)staging->ptr + staging_offset, src, width * height, &ctx->in_memcpys); } else { for (size_t i = 0; i < height; i++) { - deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i * width, (const uint8_t *) src + i * spitch, width, &ctx.in_memcpys); + deferred_memcpy((uint8_t *)staging->ptr + staging_offset + i * width, (const uint8_t *) src + i * spitch, width, &ctx->in_memcpys); } } } -static void ggml_vk_buffer_write_async(vk_context& ctx, vk_buffer* dst, size_t offset, const void * src, size_t size, bool sync_staging = false) { +static void ggml_vk_buffer_write_async(vk_context * ctx, vk_buffer* dst, size_t offset, const void * src, size_t size, bool sync_staging = false) { #ifdef VK_DEBUG std::cerr << "ggml_vk_buffer_write_async(" << size << ")" << std::endl; #endif @@ -1609,15 +1604,15 @@ static void ggml_vk_buffer_write_2d(vk_buffer* dst, size_t offset, const void * } } else { vk_context * ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*ctx); - ggml_vk_buffer_write_2d_async(*ctx, dst, offset, src, spitch, width, height, true); - ggml_vk_ctx_end(*ctx); + ggml_vk_ctx_begin(ctx); + ggml_vk_buffer_write_2d_async(ctx, dst, offset, src, spitch, width, height, true); + ggml_vk_ctx_end(ctx); for (auto& cpy : ctx->in_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - ggml_vk_submit(*ctx, vk_fence); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "vk_buffer_write_2d waitForFences"); vk_device.device.resetFences({ vk_fence }); } @@ -1630,7 +1625,7 @@ 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& ctx, vk_buffer* src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, bool sync_staging = false) { +static void ggml_vk_buffer_read_2d_async(vk_context * ctx, vk_buffer* src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, bool sync_staging = false) { #ifdef VK_DEBUG std::cerr << "ggml_vk_buffer_read_2d_async(offset=" << offset << ", width=" << width << ", height=" << height << ")" << std::endl; #endif @@ -1668,7 +1663,7 @@ static void ggml_vk_buffer_read_2d_async(vk_context& ctx, vk_buffer* src, size_t if (buf != nullptr) { // Memory is pinned, use as staging buffer ggml_vk_sync_buffers(ctx); - ctx.s->buffer.copyBuffer(src->buffer, buf->buffer, slices); + ctx->s->buffer.copyBuffer(src->buffer, buf->buffer, slices); return; } @@ -1694,12 +1689,12 @@ static void ggml_vk_buffer_read_2d_async(vk_context& ctx, vk_buffer* src, size_t } ggml_vk_sync_buffers(ctx); - ctx.s->buffer.copyBuffer(src->buffer, staging->buffer, slices); + ctx->s->buffer.copyBuffer(src->buffer, staging->buffer, slices); - deferred_memcpy(dst, staging->ptr, copy_size, &ctx.out_memcpys); + deferred_memcpy(dst, staging->ptr, copy_size, &ctx->out_memcpys); } -static void ggml_vk_buffer_read_async(vk_context& ctx, vk_buffer* src, size_t offset, void * dst, size_t size, bool sync_staging = false) { +static void ggml_vk_buffer_read_async(vk_context * ctx, vk_buffer* src, size_t offset, void * dst, size_t size, bool sync_staging = false) { return ggml_vk_buffer_read_2d_async(ctx, src, offset, dst, size, size, size, 1, sync_staging); } @@ -1713,11 +1708,11 @@ static void ggml_vk_buffer_read(vk_buffer* src, size_t offset, void * dst, size_ memcpy(dst, (uint8_t *) src->ptr + offset, size); } else { vk_context * ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*ctx); - ggml_vk_buffer_read_async(*ctx, src, offset, dst, size, true); - ggml_vk_ctx_end(*ctx); + ggml_vk_ctx_begin(ctx); + ggml_vk_buffer_read_async(ctx, src, offset, dst, size, true); + ggml_vk_ctx_end(ctx); - ggml_vk_submit(*ctx, vk_fence); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "vk_buffer_read waitForFences"); vk_device.device.resetFences({ vk_fence }); @@ -1727,13 +1722,13 @@ static void ggml_vk_buffer_read(vk_buffer* src, size_t offset, void * dst, 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) { +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) { #ifdef VK_DEBUG std::cerr << "ggml_vk_buffer_copy_async(" << size << ")" << std::endl; #endif VkBufferCopy bc{ src_offset, dst_offset, size }; - vkCmdCopyBuffer(ctx.s->buffer, src->buffer, dst->buffer, 1, &bc); + vkCmdCopyBuffer(ctx->s->buffer, src->buffer, dst->buffer, 1, &bc); } static void ggml_vk_buffer_copy(vk_buffer * dst, size_t dst_offset, vk_buffer * src, size_t src_offset, size_t size) { @@ -1743,11 +1738,11 @@ static void ggml_vk_buffer_copy(vk_buffer * dst, size_t dst_offset, vk_buffer * VkBufferCopy bc{ src_offset, dst_offset, size }; vk_context * ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*ctx); + ggml_vk_ctx_begin(ctx); vkCmdCopyBuffer(ctx->s->buffer, src->buffer, dst->buffer, 1, &bc); - ggml_vk_buffer_copy_async(*ctx, dst, dst_offset, src, src_offset, size); - ggml_vk_ctx_end(*ctx); - ggml_vk_submit(*ctx, vk_fence); + ggml_vk_buffer_copy_async(ctx, dst, dst_offset, src, src_offset, size); + ggml_vk_ctx_end(ctx); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "vk_buffer_copy waitForFences"); vk_device.device.resetFences({ vk_fence }); } @@ -1757,16 +1752,16 @@ static void ggml_vk_buffer_memset(vk_buffer* dst, size_t offset, uint32_t c, siz std::cerr << "ggml_vk_buffer_memset(" << offset << ", " << c << ", " << size << ")" << std::endl; #endif vk_context * ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*ctx); + ggml_vk_ctx_begin(ctx); ctx->s->buffer.fillBuffer(dst->buffer, offset, size, c); - ggml_vk_ctx_end(*ctx); + ggml_vk_ctx_end(ctx); - ggml_vk_submit(*ctx, vk_fence); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "vk_memset waitForFences"); vk_device.device.resetFences({ vk_fence }); } -static void ggml_vk_h2d_tensor_2d(vk_context& ctx, vk_buffer * dst, size_t offset, const ggml_tensor * src, uint64_t i3, uint64_t i2, uint64_t i1) { +static void ggml_vk_h2d_tensor_2d(vk_context * ctx, vk_buffer * dst, size_t offset, const ggml_tensor * src, uint64_t i3, uint64_t i2, uint64_t i1) { #ifdef VK_DEBUG std::cerr << "ggml_vk_h2d_tensor_2d(dst=" << dst << ", offset=" << offset << ", src=" << src << ", i3=" << i3 << ", i2=" << i2 << ", i1=" << i1 << ")" << std::endl; #endif @@ -1796,7 +1791,7 @@ static void ggml_vk_h2d_tensor_2d(vk_context& ctx, vk_buffer * dst, size_t offse return ggml_vk_buffer_write_nc_async(ctx, dst, offset, src); } -static void ggml_vk_d2h_tensor_2d(vk_context& ctx, vk_buffer * src, size_t offset, const ggml_tensor * dst) { +static void ggml_vk_d2h_tensor_2d(vk_context * ctx, vk_buffer * src, size_t offset, const ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_d2h_tensor_2d()" << std::endl; #endif @@ -1822,12 +1817,11 @@ static void ggml_vk_d2h_tensor_2d(vk_context& ctx, vk_buffer * src, size_t offse GGML_ASSERT(false); } -static uint32_t ggml_vk_guess_split_k(int m, int n, int k, bool aligned) { +static uint32_t ggml_vk_guess_split_k(int m, int n, int k) { #ifdef VK_DEBUG std::cerr << "ggml_vk_guess_split_k(" << m << ", " << n << ", " << k << ", " << aligned << ")"; #endif - // Disabled until bug in shader code found - if (false && aligned && k > 128 && (m < 128 || n < 128) && m > 2 && n > 2) { + if (k > 128 && (m < 128 || n < 128) && m > 2 && n > 2) { #ifdef VK_DEBUG std::cerr << " = 4" << std::endl; #endif @@ -1847,7 +1841,7 @@ static uint32_t ggml_vk_guess_matmul_pipeline_align(int m, int n) { if (m <= 32 || n <= 32) { return vk_pipeline_matmul_f32_aligned_s.align; } - if (m <= 64 || n <= 64) { + if (vk_device.subgroup_size == 64 || m <= 64 || n <= 64) { return vk_pipeline_matmul_f32_aligned_m.align; } return vk_pipeline_matmul_f32_aligned_l.align; @@ -1864,7 +1858,7 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(bool bit16_x, bool bit16_y, in #endif return aligned ? &vk_pipeline_matmul_f16_aligned_s : &vk_pipeline_matmul_f16_s; } - if (m <= 64 || n <= 64) { + if (vk_device.subgroup_size == 64 || m <= 64 || n <= 64) { #ifdef VK_DEBUG std::cerr << " M" << std::endl; #endif @@ -1882,7 +1876,7 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(bool bit16_x, bool bit16_y, in #endif return aligned ? &vk_pipeline_matmul_f16_f32_aligned_s : &vk_pipeline_matmul_f16_f32_s; } - if (m <= 64 || n <= 64) { + if (vk_device.subgroup_size == 64 || m <= 64 || n <= 64) { #ifdef VK_DEBUG std::cerr << " M" << std::endl; #endif @@ -1903,7 +1897,7 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(bool bit16_x, bool bit16_y, in #endif return aligned ? &vk_pipeline_matmul_f32_aligned_s : &vk_pipeline_matmul_f32_s; } - if (m <= 64 || n <= 64) { + if (vk_device.subgroup_size == 64 || m <= 64 || n <= 64) { #ifdef VK_DEBUG std::cerr << " M" << std::endl; #endif @@ -1915,27 +1909,29 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(bool bit16_x, bool bit16_y, in return aligned ? &vk_pipeline_matmul_f32_aligned_l : &vk_pipeline_matmul_f32_l; } -static void ggml_vk_matmul(vk_context& ctx, 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 split_k, uint32_t d_offset, uint32_t batch, uint32_t ne02, uint32_t ne12, uint32_t broadcast2, uint32_t broadcast3, uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d) { +static void ggml_vk_matmul(vk_context * ctx, 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 split_k, uint32_t batch, uint32_t ne02, uint32_t ne12, uint32_t broadcast2, uint32_t broadcast3, uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d) { #ifdef VK_DEBUG - std::cerr << "ggml_vk_matmul(a: (" << a.buffer.buffer << ", " << a.offset << ", " << a.size << "), b: (" << b.buffer.buffer << ", " << b.offset << ", " << b.size << "), c: (" << d.buffer.buffer << ", " << d.offset << ", " << d.size << "), split_k: (" << split_k_buffer.buffer.buffer << ", " << split_k_buffer.offset << ", " << split_k_buffer.size << "), m: " << m << ", n: " << n << ", k: " << k << ", stride_a: " << stride_a << ", stride_b: " << stride_b << ", stride_d: " << stride_d << ", split_k: " << split_k << ", d_offset: " << d_offset << ", batch: " << batch << ", ne02: " << ne02 << ", ne12: " << ne12 << ", broadcast2: " << broadcast2 << ", broadcast3: " << broadcast3 << ", batch_stride_a: " << batch_stride_a << ", batch_stride_b: " << batch_stride_b << ", batch_stride_d: " << batch_stride_d << ")" << std::endl; + std::cerr << "ggml_vk_matmul(a: (" << a.buffer.buffer << ", " << a.offset << ", " << a.size << "), b: (" << b.buffer.buffer << ", " << b.offset << ", " << b.size << "), c: (" << d.buffer.buffer << ", " << d.offset << ", " << d.size << "), split_k: (" << split_k_buffer.buffer.buffer << ", " << split_k_buffer.offset << ", " << split_k_buffer.size << "), m: " << m << ", n: " << n << ", k: " << k << ", stride_a: " << stride_a << ", stride_b: " << stride_b << ", stride_d: " << stride_d << ", split_k: " << split_k << ", batch: " << batch << ", ne02: " << ne02 << ", ne12: " << ne12 << ", broadcast2: " << broadcast2 << ", broadcast3: " << broadcast3 << ", batch_stride_a: " << batch_stride_a << ", batch_stride_b: " << batch_stride_b << ", batch_stride_d: " << batch_stride_d << ")" << std::endl; #endif if (split_k == 1) { ggml_vk_sync_buffers(ctx); - const std::array pc = { m, n, k, stride_a, stride_b, stride_d, k, d_offset, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d }; - ggml_vk_dispatch_pipeline(*ctx.s, pipeline, { a, b, d }, pc.size() * sizeof(uint32_t), pc.data(), { m, n, batch }); + const std::array pc = { m, n, k, stride_a, stride_b, stride_d, k, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d }; + ggml_vk_dispatch_pipeline(ctx, pipeline, { a, b, d }, pc.size() * sizeof(uint32_t), pc.data(), { m, n, batch }); return; } GGML_ASSERT(batch_stride_d == m * n); - ggml_vk_sync_buffers(ctx); // Synchronize the two submissions - const std::array pc1 = { m, n, k, stride_a, stride_b, stride_d, CEIL_DIV(k, split_k), 0, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d * split_k }; - ggml_vk_dispatch_pipeline(*ctx.s, pipeline, { a, b, split_k_buffer }, pc1.size() * sizeof(uint32_t), pc1.data(), { m * split_k, n, batch }); ggml_vk_sync_buffers(ctx); - const std::array pc2 = { (uint32_t)(m * n * batch), split_k, d_offset }; - ggml_vk_dispatch_pipeline(*ctx.s, vk_pipeline_matmul_split_k_reduce, { split_k_buffer, d }, pc2.size() * sizeof(uint32_t), pc2.data(), { m * n * batch, 1, 1 }); - return; + ctx->s->buffer.fillBuffer(split_k_buffer.buffer.buffer, 0, split_k_buffer.size, 0); + ggml_vk_sync_buffers(ctx); + const std::array pc1 = { m, n, k, stride_a, stride_b, stride_d, CEIL_DIV(k, split_k), ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d }; + // Make sure enough workgroups get assigned for split k to work + ggml_vk_dispatch_pipeline(ctx, pipeline, { a, b, split_k_buffer }, pc1.size() * sizeof(uint32_t), pc1.data(), { (CEIL_DIV(m, pipeline.wg_denoms[0]) * pipeline.wg_denoms[0]) * split_k, n, batch }); + ggml_vk_sync_buffers(ctx); + const std::array pc2 = { (uint32_t)(m * n * batch), split_k }; + ggml_vk_dispatch_pipeline(ctx, vk_pipeline_matmul_split_k_reduce, { split_k_buffer, d }, pc2.size() * sizeof(uint32_t), pc2.data(), { m * n * batch, 1, 1 }); } static bool ggml_vk_dim01_contiguous(const ggml_tensor * tensor) { @@ -1960,7 +1956,7 @@ static vk_pipeline * ggml_vk_get_cpy_pipeline(ggml_type from, ggml_type to) { GGML_ASSERT(false); } -static void ggml_vk_cpy_to_contiguous(vk_context& ctx, vk_pipeline * pipeline, const ggml_tensor * tensor, vk_subbuffer&& in, vk_subbuffer&& out, ggml_type buffer_type, bool aligned=true) { +static void ggml_vk_cpy_to_contiguous(vk_context * ctx, vk_pipeline * pipeline, const ggml_tensor * tensor, vk_subbuffer&& in, vk_subbuffer&& out, ggml_type buffer_type, bool aligned=true) { #ifdef VK_DEBUG std::cerr << "ggml_vk_cpy_to_contiguous((" << tensor << ", type=" << tensor->type << ", backend=" << tensor->backend << ", 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 << ")" << std::endl; @@ -1979,10 +1975,10 @@ static void ggml_vk_cpy_to_contiguous(vk_context& ctx, vk_pipeline * pipeline, c 0, }; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { in, out }, sizeof(vk_op_cpy_push_constants), &pc, { ne, 1, 1 }); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { in, out }, sizeof(vk_op_cpy_push_constants), &pc, { ne, 1, 1 }); } -static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_q_f16(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_mul_mat_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", 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 << ", backend=" << src1->backend << ", 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]; @@ -2028,7 +2024,7 @@ static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, con const uint32_t kpad = ggml_vk_align_size(ne10, ggml_vk_guess_matmul_pipeline_align(ne01, ne11)); const bool aligned = ne10 == kpad; - const uint32_t split_k = ggml_vk_guess_split_k(ne01, ne11, ne10, aligned); + const uint32_t split_k = ggml_vk_guess_split_k(ne01, ne11, ne10); vk_pipeline * pipeline = ggml_vk_guess_matmul_pipeline(true, !f16_f32_kernel, ne01, ne11, aligned); @@ -2036,7 +2032,6 @@ static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, con const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); const uint64_t x_sz = sizeof(ggml_fp16_t) * x_ne; const uint64_t y_sz = f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne; - const uint64_t split_k_d_sz = sizeof(float) * d_ne * split_k; const uint64_t d_sz = sizeof(float) * d_ne; ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; @@ -2126,7 +2121,7 @@ static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, con if (qx_needs_dequant) { const std::vector pc = { (int)ne01, (int)ne10, (int)ne10, (int)ne10 }; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *to_fp16_vk_0, { { *d_Qx, qx_buf_offset, qx_sz * ne02 * ne03 }, { *d_X, 0, x_sz * ne02 * ne03 } }, pc.size() * sizeof(int), pc.data(), { (uint32_t)(x_ne * ne02 * ne03), 1, 1}); + ggml_vk_dispatch_pipeline(ctx, *to_fp16_vk_0, { { *d_Qx, qx_buf_offset, qx_sz * ne02 * ne03 }, { *d_X, 0, x_sz * ne02 * ne03 } }, pc.size() * sizeof(int), pc.data(), { (uint32_t)(x_ne * ne02 * ne03), 1, 1}); } } if (y_non_contig) { @@ -2147,7 +2142,7 @@ static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, con } // compute - ggml_vk_matmul(ctx, *pipeline, { *d_X, x_buf_offset, x_sz * ne02 * ne03 }, { *d_Y, y_buf_offset, y_sz * ne12 * ne13 }, { *d_D, d_buf_offset, d_sz * ne12 * ne13 }, { vk_prealloc_split_k, 0, split_k_d_sz }, ne01, ne11, ne10, ne10, ne10, ne01, split_k, 0, ne12*ne13, ne02, ne12, r2, r3, stride_batch_x, stride_batch_y, ne20*ne21); // NOLINT + ggml_vk_matmul(ctx, *pipeline, { *d_X, x_buf_offset, x_sz * ne02 * ne03 }, { *d_Y, y_buf_offset, y_sz * ne12 * ne13 }, { *d_D, d_buf_offset, d_sz * ne12 * ne13 }, { vk_prealloc_split_k, 0, d_sz * ne12 * ne13 * split_k }, ne01, ne11, ne10, ne10, ne10, ne01, split_k, ne12*ne13, ne02, ne12, r2, r3, stride_batch_x, stride_batch_y, ne20*ne21); // NOLINT if (dst->backend == GGML_BACKEND_CPU) { // copy dst to host @@ -2156,7 +2151,7 @@ static void ggml_vk_mul_mat_q_f16(vk_context& ctx, const ggml_tensor * src0, con } } -static void ggml_vk_mul_mat_vec_q_f16(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_q_f16(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_mul_mat_vec_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", 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 << ", backend=" << src1->backend << ", 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]; @@ -2307,13 +2302,13 @@ static void ggml_vk_mul_mat_vec_q_f16(vk_context& ctx, const ggml_tensor * src0, if (!y_non_contig && qy_needs_dequant) { const std::vector pc = { (int)ne11, (int)ne10, (int)ne10, (int)ne10 }; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *to_fp16_vk_1, { { *d_Qy, qy_offset, qy_sz }, { *d_Y, y_offset, y_sz } }, pc.size() * sizeof(int), pc.data(), { (uint32_t)y_ne, 1, 1}); + ggml_vk_dispatch_pipeline(ctx, *to_fp16_vk_1, { { *d_Qy, qy_offset, qy_sz }, { *d_Y, y_offset, y_sz } }, pc.size() * sizeof(int), pc.data(), { (uint32_t)y_ne, 1, 1}); } // compute const std::array pc = { (int)ne00, (int)(y_shader_offset / ggml_type_size(src1->type)), (int)(d_shader_offset / ggml_type_size(dst->type))}; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *dmmv, { { *d_X, x_offset, x_sz }, { *d_Y, y_buffer_offset, y_sz + y_shader_offset }, { *d_D, d_buffer_offset, d_sz + d_shader_offset } }, 3 * sizeof(int), &pc, { (uint32_t)ne01, 1, 1}); + ggml_vk_dispatch_pipeline(ctx, *dmmv, { { *d_X, x_offset, x_sz }, { *d_Y, y_buffer_offset, y_sz + y_shader_offset }, { *d_D, d_buffer_offset, d_sz + d_shader_offset } }, 3 * sizeof(int), &pc, { (uint32_t)ne01, 1, 1}); if (dst->backend == GGML_BACKEND_CPU) { // copy dst to host @@ -2325,7 +2320,7 @@ static void ggml_vk_mul_mat_vec_q_f16(vk_context& ctx, const ggml_tensor * src0, } } -static void ggml_vk_mul_mat_vec_p021_f16_f32(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_p021_f16_f32(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_mul_mat_p021_f16_f32((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", 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 << ", backend=" << src1->backend << ", 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]; @@ -2397,7 +2392,7 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(vk_context& ctx, const ggml_tensor // compute const std::array pc = { (uint32_t)ne00, (uint32_t)ne01, (uint32_t)ne02, (uint32_t)ne12, (uint32_t)(qy_shader_offset / ggml_type_size(src1->type)), (uint32_t)(d_shader_offset / ggml_type_size(dst->type)) }; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, vk_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 }); + ggml_vk_dispatch_pipeline(ctx, vk_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 }); if (dst->backend == GGML_BACKEND_CPU) { // copy dst to host @@ -2407,7 +2402,7 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(vk_context& ctx, const ggml_tensor } } -static void ggml_vk_mul_mat_vec_nc_f16_f32(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul_mat_vec_nc_f16_f32(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_mul_mat_nc_f16_f32((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", 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 << ", backend=" << src1->backend << ", 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]; @@ -2483,7 +2478,7 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(vk_context& ctx, const ggml_tensor * // compute const std::array pc = { (uint32_t)ne00, (uint32_t)ne01, row_stride_x, channel_stride_x, (uint32_t)(ne12 / ne02), (uint32_t)(qy_shader_offset / ggml_type_size(src1->type)), (uint32_t)(d_shader_offset / ggml_type_size(dst->type)) }; ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, vk_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 }); + ggml_vk_dispatch_pipeline(ctx, vk_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 }); if (dst->backend == GGML_BACKEND_CPU) { // copy dst to host @@ -2506,7 +2501,7 @@ static bool ggml_vk_can_mul_mat(const ggml_tensor * src0, const ggml_tensor * sr ((ne0 >= 32 && ne1 >= 32 && ne10 >= 32) || src0->backend == GGML_BACKEND_GPU); } -static void ggml_vk_mul_mat(vk_context& ctx, const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst) { +static void ggml_vk_mul_mat(vk_context * ctx, const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst) { #ifdef VK_DEBUG std::cerr << "ggml_vk_mul_mat(" << src0 << ", " << src1 << ", " << dst << ")" << std::endl; #endif @@ -2521,7 +2516,7 @@ static void ggml_vk_mul_mat(vk_context& ctx, const struct ggml_tensor * src0, co } } -static void ggml_vk_op_repeat(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_op_repeat(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { // guaranteed to be an integer due to the check in ggml_can_repeat const uint64_t ne0 = dst->ne[0]; const uint64_t ne1 = dst->ne[1]; @@ -2585,7 +2580,7 @@ static void ggml_vk_op_repeat(vk_context& ctx, const ggml_tensor * src0, const g } ggml_vk_sync_buffers(ctx); - ctx.s->buffer.copyBuffer(src_buf->buffer, dst_buf->buffer, copies); + ctx->s->buffer.copyBuffer(src_buf->buffer, dst_buf->buffer, copies); (void) src1; } @@ -2718,7 +2713,7 @@ void ggml_vk_print_tensor(const ggml_tensor * tensor, const char * name); #endif template -static void ggml_vk_op_f32(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, ggml_op op, const PC&& pc) { +static void ggml_vk_op_f32(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, ggml_op op, const PC&& pc) { #ifdef VK_DEBUG std::cerr << "ggml_vk_op_f32((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", 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) { @@ -2853,13 +2848,13 @@ static void ggml_vk_op_f32(vk_context& ctx, const ggml_tensor * src0, const ggml if (!use_src1 && op == GGML_OP_SOFT_MAX) { // Empty src1 is possible on soft_max, but the shader needs a buffer ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset, x_sz }, { vk_prealloc_y, 0, vk_prealloc_y.size }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset, x_sz }, { vk_prealloc_y, 0, vk_prealloc_y.size }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); } else if (use_src1) { ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset, x_sz }, { *d_Y, y_buf_offset, y_sz }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset, x_sz }, { *d_Y, y_buf_offset, y_sz }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); } else { ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset, x_sz }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset, x_sz }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); } if (dst->backend == GGML_BACKEND_CPU && op == GGML_OP_CPY) { ggml_vk_d2h_tensor_2d(ctx, d_D, 0, dst); @@ -2897,13 +2892,13 @@ static void ggml_vk_op_f32(vk_context& ctx, const ggml_tensor * src0, const ggml if (!use_src1 && op == GGML_OP_SOFT_MAX) { // Empty src1 is possible on soft_max, but the shader needs a buffer ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset, x_sz }, { vk_prealloc_y, 0, vk_prealloc_y.size }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset, x_sz }, { vk_prealloc_y, 0, vk_prealloc_y.size }, { *d_D, d_buf_offset, d_sz } }, sizeof(PC), &pc, elements); } else if (use_src1) { ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset + x_offset, x_sz }, { *d_Y, y_buf_offset + y_offset, y_sz }, { *d_D, d_buf_offset + d_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset + x_offset, x_sz }, { *d_Y, y_buf_offset + y_offset, y_sz }, { *d_D, d_buf_offset + d_offset, d_sz } }, sizeof(PC), &pc, elements); } else { ggml_vk_sync_buffers(ctx); - ggml_vk_dispatch_pipeline(*ctx.s, *pipeline, { { *d_X, x_buf_offset + x_offset, x_sz }, { *d_D, d_buf_offset + d_offset, d_sz } }, sizeof(PC), &pc, elements); + ggml_vk_dispatch_pipeline(ctx, *pipeline, { { *d_X, x_buf_offset + x_offset, x_sz }, { *d_D, d_buf_offset + d_offset, d_sz } }, sizeof(PC), &pc, elements); } if (dst->backend == GGML_BACKEND_CPU) { // copy dst to host @@ -2914,37 +2909,37 @@ static void ggml_vk_op_f32(vk_context& ctx, const ggml_tensor * src0, const ggml } } -static void ggml_vk_repeat(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_repeat(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, src1, dst, GGML_OP_REPEAT, { (uint32_t)ggml_nelements(src0), (uint32_t)ggml_nelements(src1), 0.0f, 0.0f }); } -static void ggml_vk_get_rows(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_get_rows(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, src1, dst, GGML_OP_GET_ROWS, { (uint32_t)ggml_nelements(src0), (uint32_t)ggml_nelements(src1), 0.0f, 0.0f }); } -static void ggml_vk_add(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_add(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, src1, dst, GGML_OP_ADD, { (uint32_t)ggml_nelements(src0), (uint32_t)ggml_nelements(src1), 0.0f, 0.0f }); } -static void ggml_vk_mul(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_mul(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, src1, dst, GGML_OP_MUL, { (uint32_t)ggml_nelements(src0), (uint32_t)ggml_nelements(src1), 0.0f, 0.0f }); } -static void ggml_vk_scale(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_scale(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, src0, nullptr, dst, GGML_OP_SCALE, { (uint32_t)ggml_nelements(src0), 0, op_params[0], 0.0f }); } -static void ggml_vk_sqr(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_sqr(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, nullptr, dst, GGML_OP_SQR, { (uint32_t)ggml_nelements(src0), 0, 0.0f, 0.0f }); } -static void ggml_vk_clamp(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_clamp(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, src0, nullptr, dst, GGML_OP_CLAMP, { (uint32_t)ggml_nelements(src0), 0, op_params[0], op_params[1] }); } -static void ggml_vk_cpy(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_cpy(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; const int src0_type_size = ggml_type_size(src0->type); const int dst_type_size = ggml_type_size(dst->type); @@ -2957,30 +2952,30 @@ static void ggml_vk_cpy(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * }); } -static void ggml_vk_norm(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_norm(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, nullptr, dst, GGML_OP_NORM, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], 0.0f, 0.0f }); } -static void ggml_vk_rms_norm(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_rms_norm(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, src0, 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(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_unary(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { ggml_vk_op_f32(ctx, src0, nullptr, dst, GGML_OP_UNARY, { (uint32_t)ggml_nelements(src0), 0, 0.0f, 0.0f }); } -static void ggml_vk_diag_mask_inf(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_diag_mask_inf(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { int32_t * op_params = (int32_t *)dst->op_params; ggml_vk_op_f32(ctx, src0, 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(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_soft_max(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; ggml_vk_op_f32(ctx, src0, src1, dst, GGML_OP_SOFT_MAX, { (uint32_t)src0->ne[0], (uint32_t)(src1 != nullptr ? ggml_nrows(src1) : 0), op_params[0], 0.0f }); } -static void ggml_vk_rope(vk_context& ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +static void ggml_vk_rope(vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, 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]; @@ -3009,7 +3004,7 @@ static void ggml_vk_rope(vk_context& ctx, const ggml_tensor * src0, const ggml_t } } -static void ggml_vk_nop(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * dst) { +static void ggml_vk_nop(vk_context * ctx, const ggml_tensor * src0, ggml_tensor * dst) { // If backend is CPU, data from src0 has to be copied off the device if (dst->backend == GGML_BACKEND_CPU) { ggml_tensor_extra_gpu * extra_src0 = (ggml_tensor_extra_gpu *) src0->extra; @@ -3020,10 +3015,13 @@ static void ggml_vk_nop(vk_context& ctx, const ggml_tensor * src0, ggml_tensor * } #ifdef VK_RUN_TESTS -void ggml_vk_print_matrix_area(const void * data, ggml_type type, int ne0, int ne1, int i0, int i1, int i2) { +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) { return; } + i0 = std::max(i0, 5); + i1 = std::max(i1, 5); + i2 = std::max(i2, 0); fprintf(stderr, " "); for (int idx1 = i1 - 5; idx1 < i1 + 5; idx1++) { fprintf(stderr, "%7d ", idx1); @@ -3035,9 +3033,9 @@ void ggml_vk_print_matrix_area(const void * data, ggml_type type, int ne0, int n if (idx0 >= 0 && idx0 < ne0 && idx1 >= 0 && idx1 < ne1) { float val; if (type == GGML_TYPE_F32) { - val = *((float *) data + i2*ne1*ne0 + idx1*ne0 + idx0); + val = *((const float *) data + i2*ne1*ne0 + idx1*ne0 + idx0); } else if (type == GGML_TYPE_F16) { - val = ggml_fp16_to_fp32(*((ggml_fp16_t *) data + i2*ne1*ne0 + idx1*ne0 + idx0)); + val = ggml_fp16_to_fp32(*((const ggml_fp16_t *) data + i2*ne1*ne0 + idx1*ne0 + idx0)); } fprintf(stderr, "% 7.2f ", val); } else { @@ -3049,7 +3047,7 @@ void ggml_vk_print_matrix_area(const void * data, ggml_type type, int ne0, int n } template -void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_it, int split_k, int shader_size) { +static void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_it, int split_k, int shader_size) { #ifdef VK_DEBUG std::cerr << "ggml_vk_test_matmul(" << m << ", " << n << ", " << k << ", " << batch << ", " << num_it << ", " << split_k << ", " << shader_size << ")" << std::endl; #endif @@ -3057,8 +3055,6 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ const size_t y_ne = k * n * batch; const size_t d_ne = m * n * batch; - std::vector seq; - vk_pipeline * p; std::string shname; if (shader_size == 0) { @@ -3147,7 +3143,7 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ if (split_k > 1) { ggml_vk_pipeline_allocate_descriptor_sets(vk_pipeline_matmul_split_k_reduce, num_it); - if (vk_prealloc_split_k.size < sizeof(float) * d_ne) { + if (vk_prealloc_split_k.size < sizeof(float) * d_ne * split_k) { // Resize buffer if (vk_prealloc_split_k.size > 0) { ggml_vk_destroy_buffer(vk_prealloc_split_k); @@ -3166,55 +3162,53 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ for (size_t i = 0; i < x_ne; i++) { if (std::is_same()) { - x[i] = 1.0f; // (rand() / (float)RAND_MAX) * 2.0f - 1.0f; + x[i] = (rand() / (float)RAND_MAX) * 2.0f - 1.0f; } else if (std::is_same()) { - x[i] = ggml_fp32_to_fp16(1.0f); // ggml_fp32_to_fp16((rand() / (float)RAND_MAX) * 2.0f - 1.0f); + x[i] = ggml_fp32_to_fp16((rand() / (float)RAND_MAX) * 2.0f - 1.0f); } else { GGML_ASSERT(false); } } for (size_t i = 0; i < y_ne; i++) { if (std::is_same()) { - y[i] = 1.0f; // (rand() / (float)RAND_MAX) * 2.0f - 1.0f; + y[i] = (rand() / (float)RAND_MAX) * 2.0f - 1.0f; } else if (std::is_same()) { - y[i] = ggml_fp32_to_fp16(1.0f); // ggml_fp32_to_fp16((rand() / (float)RAND_MAY) * 2.0f - 1.0f); + y[i] = ggml_fp32_to_fp16((rand() / (float)RAND_MAX) * 2.0f - 1.0f); } else { GGML_ASSERT(false); } } - seq.push_back(ggml_vk_buffer_write_2d_async(&d_X, 0, x, sizeof(X_TYPE) * k, sizeof(X_TYPE) * k, m * batch, vk_device.transfer_queue, {}, {})); - seq.push_back(ggml_vk_buffer_write_2d_async(&d_Y, 0, y, sizeof(Y_TYPE) * k, sizeof(Y_TYPE) * k, n * batch, vk_device.transfer_queue, {}, {})); - - ggml_vk_submit(vk_device.transfer_queue, seq, VK_NULL_HANDLE); - - // Wait for transfers to finish - vk_device.transfer_queue.queue.waitIdle(); - - auto begin = std::chrono::high_resolution_clock::now(); + 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 * ctx = ggml_vk_create_context(vk_device.compute_queue); for (size_t i = 0; i < num_it; i++) { - seq.push_back(ggml_vk_matmul(*p, ggml_vk_subbuffer(d_X), ggml_vk_subbuffer(d_Y), ggml_vk_subbuffer(d_D), ggml_vk_subbuffer(vk_prealloc_split_k), m, n, k, k, k, m, split_k, 0, batch, batch, batch, 1, 1, k*m, k*n, m*n, vk_device.compute_queue, {}, {})); + ggml_vk_ctx_begin(ctx); + ggml_vk_matmul(ctx, *p, ggml_vk_subbuffer(d_X), ggml_vk_subbuffer(d_Y), ggml_vk_subbuffer(d_D), ggml_vk_subbuffer(vk_prealloc_split_k), m, n, k, k, k, m, split_k, batch, batch, batch, 1, 1, k*m, k*n, m*n); + ggml_vk_ctx_end(ctx); } - ggml_vk_submit(vk_device.compute_queue, seq, VK_NULL_HANDLE); - - vk_device.compute_queue.queue.waitIdle(); + auto begin = std::chrono::high_resolution_clock::now(); + ggml_vk_submit(ctx, vk_fence); + VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "ggml_vk_test_matmul waitForFences"); + vk_device.device.resetFences({ vk_fence }); auto end = std::chrono::high_resolution_clock::now(); + double time = std::chrono::duration_cast(end-begin).count() / 1000.0; // copy dst to host - ggml_vk_buffer_read(&d_D, 0, d, sizeof(float) * d_ne, vk_device.transfer_queue); + ggml_vk_buffer_read(&d_D, 0, d, sizeof(float) * d_ne); float * d_chk = (float *) malloc(sizeof(float) * d_ne); ggml_init_params iparams = { - .mem_size = 1024*1024*1024, - .mem_buffer = NULL, - .no_alloc = true, + /*.mem_size =*/ 1024*1024*1024, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, }; - ggml_context * ctx = ggml_init(iparams); + ggml_context * ggml_ctx = ggml_init(iparams); ggml_type src0_type; ggml_type src1_type; @@ -3234,20 +3228,24 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ GGML_ASSERT(false); } - ggml_tensor * src0_ggml = ggml_new_tensor_3d(ctx, src0_type, k, m, batch); - ggml_tensor * src1_ggml = ggml_new_tensor_3d(ctx, src1_type, k, n, batch); - ggml_tensor * tensor_ggml = ggml_mul_mat(ctx, src0_ggml, src1_ggml); + ggml_tensor * src0_ggml = ggml_new_tensor_3d(ggml_ctx, src0_type, k, m, batch); + ggml_tensor * src1_ggml = ggml_new_tensor_3d(ggml_ctx, src1_type, k, n, batch); + ggml_tensor * tensor_ggml = ggml_mul_mat(ggml_ctx, src0_ggml, src1_ggml); src0_ggml->data = x; src1_ggml->data = y; tensor_ggml->data = d_chk; - ggml_cgraph * cgraph = ggml_new_graph(ctx); + vk_disable = true; + + ggml_cgraph * cgraph = ggml_new_graph(ggml_ctx); ggml_build_forward_expand(cgraph, tensor_ggml); - ggml_graph_compute_with_ctx(ctx, cgraph, 1); + ggml_graph_compute_with_ctx(ggml_ctx, cgraph, 1); - ggml_free(ctx); + vk_disable = false; + + ggml_free(ggml_ctx); double avg_err = 0.0; int first_err_n = -1; @@ -3260,37 +3258,37 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ if (err > 0.05f && first_err_n == -1) { first_err_b = i / (m * n); - first_err_m = (i % (m * n)) / n; - first_err_n = (i % (m * n)) % n; + first_err_n = (i % (m * n)) / m; + first_err_m = (i % (m * n)) % m; } } avg_err /= m * n; - std::cerr << "TEST " << shname << " m=" << m << " n=" << n << " k=" << k << " batch=" << batch << " split_k=" << split_k << " matmul " << std::chrono::duration_cast(end-begin).count() / 1000.0 / num_it << "ms avg_err=" << avg_err << std::endl; + std::cerr << "TEST " << shname << " m=" << m << " n=" << n << " k=" << k << " batch=" << batch << " split_k=" << split_k << " matmul " << time / num_it << "ms avg_err=" << avg_err << std::endl; if (avg_err > 0.1) { - std::cerr << "n = " << first_err_n << " m = " << first_err_m << " b = " << first_err_b << std::endl; + std::cerr << "m = " << first_err_m << " n = " << first_err_n << " b = " << first_err_b << std::endl; std::cerr << "Actual result: " << std::endl << std::endl; - ggml_vk_print_matrix_area(d, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(d, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); std::cerr << "Expected result: " << std::endl << std::endl; - ggml_vk_print_matrix_area(d_chk, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(d_chk, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); if (split_k > 1) { float * split_k_buf = (float *) malloc(sizeof(float) * d_ne * split_k); - ggml_vk_buffer_read(&vk_prealloc_split_k, 0, split_k_buf, sizeof(float) * d_ne * split_k, vk_device.transfer_queue); + ggml_vk_buffer_read(&vk_prealloc_split_k, 0, split_k_buf, sizeof(float) * d_ne * split_k); std::cerr << "d_buf0: " << std::endl << std::endl; - ggml_vk_print_matrix_area(split_k_buf, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(split_k_buf, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); std::cerr << "d_buf1: " << std::endl << std::endl; - ggml_vk_print_matrix_area(split_k_buf + m * n, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(split_k_buf + d_ne, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); std::cerr << "d_buf2: " << std::endl << std::endl; - ggml_vk_print_matrix_area(split_k_buf + 2 * m * n, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(split_k_buf + 2 * d_ne, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); std::cerr << "d_buf3: " << std::endl << std::endl; - ggml_vk_print_matrix_area(split_k_buf + 3 * m * n, GGML_TYPE_F32, n, m, first_err_n, first_err_m, first_err_b); + ggml_vk_print_matrix_area(split_k_buf + 3 * d_ne, GGML_TYPE_F32, m, n, first_err_m, first_err_n, first_err_b); free(split_k_buf); } @@ -3313,7 +3311,7 @@ void ggml_vk_test_matmul(size_t m, size_t n, size_t k, size_t batch, size_t num_ free(d); } -void ggml_vk_print_tensor_area(const ggml_tensor * tensor, int i0, int i1, int i2, int i3) { +static void ggml_vk_print_tensor_area(const ggml_tensor * tensor, int i0, int i1, int i2, int i3) { if (tensor->type != GGML_TYPE_F32 && tensor->type != GGML_TYPE_F16) { return; } @@ -3341,19 +3339,19 @@ void ggml_vk_print_tensor_area(const ggml_tensor * tensor, int i0, int i1, int i } } -void ggml_vk_test_h2d_nc(size_t ne0, size_t ne1, size_t ne2, size_t ne3) { +static void ggml_vk_test_h2d_nc(size_t ne0, size_t ne1, size_t ne2, size_t ne3) { const size_t ne = ne0 * ne1 * ne2 * ne3; ggml_init_params iparams = { - .mem_size = 1024*1024*1024, - .mem_buffer = NULL, - .no_alloc = true, + /*.mem_size =*/ 1024*1024*1024, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, }; - ggml_context * ctx = ggml_init(iparams); + ggml_context * ggml_ctx = ggml_init(iparams); - ggml_tensor * tensor = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, ne0, ne2, ne1, ne3); - ggml_tensor * result_tensor = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, ne0, ne1, ne2, ne3); + ggml_tensor * tensor = ggml_new_tensor_4d(ggml_ctx, GGML_TYPE_F32, ne0, ne2, ne1, ne3); // NOLINT + ggml_tensor * result_tensor = ggml_new_tensor_4d(ggml_ctx, GGML_TYPE_F32, ne0, ne1, ne2, ne3); float * data = (float *) ggml_vk_host_malloc(ggml_nbytes(tensor)); tensor->data = data; @@ -3375,16 +3373,19 @@ void ggml_vk_test_h2d_nc(size_t ne0, size_t ne1, size_t ne2, size_t ne3) { data[i] = (rand() / (float)RAND_MAX) * 2.0f - 1.0f; } + vk_context * ctx = ggml_vk_create_context(vk_device.compute_queue); + ggml_vk_ctx_begin(ctx); + vk_buffer buffer = ggml_vk_create_buffer(ggml_nbytes(tensor), vk::MemoryPropertyFlagBits::eDeviceLocal); - std::vector seqs; - seqs.push_back(ggml_vk_h2d_tensor_2d(&buffer, 0, tensor, 0, 0, ggml_nrows(tensor), vk_device.transfer_queue, {}, {}, nullptr, nullptr)); + ggml_vk_h2d_tensor_2d(ctx, &buffer, 0, tensor, 0, 0, ggml_nrows(tensor)); - ggml_vk_submit(vk_device.transfer_queue, seqs, VK_NULL_HANDLE); + ggml_vk_ctx_end(ctx); + ggml_vk_submit(ctx, vk_fence); + VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "ggml_vk_compute_forward waitForFences"); + vk_device.device.resetFences({ vk_fence }); - vk_device.transfer_queue.queue.waitIdle(); - - ggml_vk_buffer_read(&buffer, 0, result_data, ggml_nbytes(tensor), vk_device.transfer_queue); + ggml_vk_buffer_read(&buffer, 0, result_data, ggml_nbytes(tensor)); double avg_err = 0.0; int first_err_i0 = -1; @@ -3425,7 +3426,7 @@ void ggml_vk_test_h2d_nc(size_t ne0, size_t ne1, size_t ne2, size_t ne3) { ggml_vk_print_tensor_area(tensor, first_err_i0, first_err_i1, first_err_i2, first_err_i3); } - ggml_free(ctx); + ggml_free(ggml_ctx); ggml_vk_destroy_buffer(buffer); @@ -3433,7 +3434,7 @@ void ggml_vk_test_h2d_nc(size_t ne0, size_t ne1, size_t ne2, size_t ne3) { free(result_data); } -void ggml_vk_test_transfer(size_t ne, bool pinned) { +static void ggml_vk_test_transfer(size_t ne, bool pinned) { #ifdef VK_DEBUG std::cerr << "ggml_vk_test_transfer(" << ne << ")" << std::endl; #endif @@ -3454,20 +3455,20 @@ void ggml_vk_test_transfer(size_t ne, bool pinned) { x[i] = rand() / (float)RAND_MAX; } - std::vector memcpys; - std::vector seqs; + vk_context * ctx = ggml_vk_create_context(vk_device.compute_queue); + ggml_vk_ctx_begin(ctx); auto begin = std::chrono::high_resolution_clock::now(); - seqs.push_back(ggml_vk_buffer_write_async(&buffer, 0, x, sizeof(float) * ne, vk_device.transfer_queue, {}, {}, nullptr, &memcpys)); + ggml_vk_buffer_write_async(ctx, &buffer, 0, x, sizeof(float) * ne); - for (auto& cpy : memcpys) { + for (auto& cpy : ctx->in_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - memcpys.clear(); - - ggml_vk_submit(vk_device.transfer_queue, seqs, vk_fence); + ctx->in_memcpys.clear(); + ggml_vk_ctx_end(ctx); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "ggml_vk_compute_forward waitForFences"); vk_device.device.resetFences({ vk_fence }); @@ -3475,19 +3476,21 @@ void ggml_vk_test_transfer(size_t ne, bool pinned) { double ms_to_gpu = std::chrono::duration_cast(end-begin).count() / 1000.0; + ggml_vk_ctx_begin(ctx); + begin = std::chrono::high_resolution_clock::now(); - seqs.push_back(ggml_vk_buffer_read_async(&buffer, 0, y, sizeof(float) * ne, vk_device.transfer_queue, {}, {}, nullptr, &memcpys)); - - ggml_vk_submit(vk_device.transfer_queue, seqs, vk_fence); + ggml_vk_buffer_read_async(ctx, &buffer, 0, y, sizeof(float) * ne); + ggml_vk_ctx_end(ctx); + ggml_vk_submit(ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "ggml_vk_compute_forward waitForFences"); vk_device.device.resetFences({ vk_fence }); - for (auto& cpy : memcpys) { + for (auto& cpy : ctx->out_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - memcpys.clear(); + ctx->out_memcpys.clear(); end = std::chrono::high_resolution_clock::now(); @@ -3524,22 +3527,6 @@ static ggml_tensor_extra_gpu * ggml_vk_tensor_create_extra(ggml_tensor * tensor) return extra; } -// TODO: Still needed? -static void ggml_vk_tensor_stride_order(const ggml_tensor * tensor, std::array& order) { - order = {-1, -1, -1, -1}; - for (int i = 0; i < 4; i++){ - size_t val = std::numeric_limits::max(); - uint32_t idx; - for (int j = 0; j < 4; j++){ - if(tensor->nb[j] < val && std::find(std::begin(order), std::end(order), j) == std::end(order)) { - val = tensor->nb[j]; - idx = j; - } - } - order[i] = idx; - } -} - static ggml_tensor * ggml_vk_find_last_use(const ggml_tensor * node, ggml_cgraph * graph) { GGML_ASSERT(node != nullptr); @@ -3594,9 +3581,7 @@ void ggml_vk_preallocate_buffers_graph(ggml_tensor * node){ int split_k; if (node->op == GGML_OP_MUL_MAT) { - const int kpad = ggml_vk_align_size(ne10, ggml_vk_guess_matmul_pipeline_align(ne01, ne11)); - const bool aligned = ne10 == kpad; - split_k = ggml_vk_guess_split_k(ne01, ne11, ne10, aligned); + split_k = ggml_vk_guess_split_k(ne01, ne11, ne10); } else { split_k = 1; } @@ -3681,11 +3666,12 @@ void ggml_vk_preallocate_buffers() { std::cerr << "qx_size: " << vk_prealloc_size_qx << " qy_size: " << vk_prealloc_size_qy << " x_size: " << vk_prealloc_size_x << " y_size: " << vk_prealloc_size_y << " split_k_size: " << vk_prealloc_size_split_k << std::endl; #endif #if defined(VK_RUN_TESTS) - ggml_vk_test_transfer(8192, false); - ggml_vk_test_transfer(8192, true); - ggml_vk_test_h2d_nc(100, 512, 32, 1); + vk_staging = ggml_vk_create_buffer(100ul * 1024ul * 1024ul, vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent | vk::MemoryPropertyFlagBits::eHostCached); + ggml_vk_test_transfer(8192 * 1000, false); + ggml_vk_test_transfer(8192 * 1000, true); const std::vector vals { + 8, 8, 8, 100, 46, 576, 623, 111, 128, 100, 46, 558, @@ -3707,14 +3693,14 @@ void ggml_vk_preallocate_buffers() { 4096, 512, 11008, 32000, 512, 4096, }; - const size_t num_it = 100; + const size_t num_it = 1; for (size_t i = 0; i < vals.size(); i += 3) { ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 1, 0); - // ggml_vk_test_matmul_f32(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 0); ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 1, 1); - // ggml_vk_test_matmul_f32(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 1); ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 1, 2); - // ggml_vk_test_matmul_f32(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 2); + ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 0); + ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 1); + ggml_vk_test_matmul(vals[i], vals[i + 1], vals[i + 2], 2, num_it, 4, 2); std::cerr << std::endl; } @@ -3828,42 +3814,42 @@ void ggml_vk_build_graph(ggml_tensor * node, bool last_node){ if (vk_ctx == nullptr) { vk_ctx = ggml_vk_create_context(vk_device.compute_queue); - ggml_vk_ctx_begin(*vk_ctx); + ggml_vk_ctx_begin(vk_ctx); } switch (node->op) { case GGML_OP_REPEAT: - ggml_vk_repeat(*vk_ctx, src0, src1, node); + ggml_vk_repeat(vk_ctx, src0, src1, node); break; case GGML_OP_GET_ROWS: - ggml_vk_get_rows(*vk_ctx, src0, src1, node); + ggml_vk_get_rows(vk_ctx, src0, src1, node); break; case GGML_OP_ADD: - ggml_vk_add(*vk_ctx, src0, src1, node); + ggml_vk_add(vk_ctx, src0, src1, node); break; case GGML_OP_MUL: - ggml_vk_mul(*vk_ctx, src0, src1, node); + ggml_vk_mul(vk_ctx, src0, src1, node); break; case GGML_OP_SCALE: - ggml_vk_scale(*vk_ctx, src0, node); + ggml_vk_scale(vk_ctx, src0, node); break; case GGML_OP_SQR: - ggml_vk_sqr(*vk_ctx, src0, node); + ggml_vk_sqr(vk_ctx, src0, node); break; case GGML_OP_CLAMP: - ggml_vk_clamp(*vk_ctx, src0, node); + ggml_vk_clamp(vk_ctx, src0, node); break; case GGML_OP_CPY: case GGML_OP_CONT: case GGML_OP_DUP: - ggml_vk_cpy(*vk_ctx, src0, node); + ggml_vk_cpy(vk_ctx, src0, node); break; case GGML_OP_RESHAPE: @@ -3871,15 +3857,15 @@ void ggml_vk_build_graph(ggml_tensor * node, bool last_node){ case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: case GGML_OP_NONE: - ggml_vk_nop(*vk_ctx, src0, node); + ggml_vk_nop(vk_ctx, src0, node); break; case GGML_OP_NORM: - ggml_vk_norm(*vk_ctx, src0, node); + ggml_vk_norm(vk_ctx, src0, node); break; case GGML_OP_RMS_NORM: - ggml_vk_rms_norm(*vk_ctx, src0, node); + ggml_vk_rms_norm(vk_ctx, src0, node); break; case GGML_OP_UNARY: @@ -3887,26 +3873,26 @@ void ggml_vk_build_graph(ggml_tensor * node, bool last_node){ case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: case GGML_UNARY_OP_RELU: - ggml_vk_unary(*vk_ctx, src0, node); + ggml_vk_unary(vk_ctx, src0, node); break; default: return; } break; case GGML_OP_DIAG_MASK_INF: - ggml_vk_diag_mask_inf(*vk_ctx, src0, node); + ggml_vk_diag_mask_inf(vk_ctx, src0, node); break; case GGML_OP_SOFT_MAX: - ggml_vk_soft_max(*vk_ctx, src0, src1, node); + ggml_vk_soft_max(vk_ctx, src0, src1, node); break; case GGML_OP_ROPE: - ggml_vk_rope(*vk_ctx, src0, src1, node); + ggml_vk_rope(vk_ctx, src0, src1, node); break; case GGML_OP_MUL_MAT: - ggml_vk_mul_mat(*vk_ctx, src0, src1, node); + ggml_vk_mul_mat(vk_ctx, src0, src1, node); break; default: @@ -3923,7 +3909,7 @@ void ggml_vk_build_graph(ggml_tensor * node, bool last_node){ #endif if (node->backend == GGML_BACKEND_CPU || last_node) { - ggml_vk_ctx_end(*vk_ctx); + ggml_vk_ctx_end(vk_ctx); vk_ctx->exit_tensor = node; vk_ctx = nullptr; } @@ -4016,7 +4002,7 @@ bool ggml_vk_compute_forward(ggml_compute_params * params, ggml_tensor * tensor) memcpy(cpy.dst, cpy.src, cpy.n); } - ggml_vk_submit(ctx, vk_fence); + ggml_vk_submit(&ctx, vk_fence); } if (tensor == ctx.exit_tensor) { @@ -4411,10 +4397,10 @@ GGML_CALL static void ggml_backend_vk_set_tensor_async(ggml_backend_t backend, g if (vk_ctx == nullptr) { // Initialize new transfer context vk_ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*vk_ctx); + ggml_vk_ctx_begin(vk_ctx); } - ggml_vk_buffer_write_async(*vk_ctx, &extra->buffer_gpu, extra->offset + offset, data, size); + ggml_vk_buffer_write_async(vk_ctx, &extra->buffer_gpu, extra->offset + offset, data, size); UNUSED(backend); } @@ -4431,10 +4417,10 @@ GGML_CALL static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, c if (vk_ctx == nullptr) { // Initialize new transfer context vk_ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*vk_ctx); + ggml_vk_ctx_begin(vk_ctx); } - ggml_vk_buffer_read_async(*vk_ctx, &extra->buffer_gpu, extra->offset + offset, data, size); + ggml_vk_buffer_read_async(vk_ctx, &extra->buffer_gpu, extra->offset + offset, data, size); UNUSED(backend); } @@ -4450,10 +4436,10 @@ GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, c if (vk_ctx == nullptr) { // Initialize new transfer context vk_ctx = ggml_vk_create_context(vk_device.transfer_queue); - ggml_vk_ctx_begin(*vk_ctx); + ggml_vk_ctx_begin(vk_ctx); } - ggml_vk_buffer_copy_async(*vk_ctx, &src_extra->buffer_gpu, src_extra->offset, &dst_extra->buffer_gpu, dst_extra->offset, ggml_nbytes(src)); + ggml_vk_buffer_copy_async(vk_ctx, &src_extra->buffer_gpu, src_extra->offset, &dst_extra->buffer_gpu, dst_extra->offset, ggml_nbytes(src)); return true; } @@ -4470,13 +4456,13 @@ GGML_CALL static void ggml_backend_vk_synchronize(ggml_backend_t backend) { return; } - ggml_vk_ctx_end(*vk_ctx); + ggml_vk_ctx_end(vk_ctx); for (auto& cpy : vk_ctx->in_memcpys) { memcpy(cpy.dst, cpy.src, cpy.n); } - ggml_vk_submit(*vk_ctx, vk_fence); + ggml_vk_submit(vk_ctx, vk_fence); VK_CHECK(vk_device.device.waitForFences({ vk_fence }, true, UINT64_MAX), "ggml_backend_vk_synchronize waitForFences"); vk_device.device.resetFences({ vk_fence }); diff --git a/ggml_vk_generate_shaders.py b/ggml_vk_generate_shaders.py index d4fdac41f..d0861fde4 100644 --- a/ggml_vk_generate_shaders.py +++ b/ggml_vk_generate_shaders.py @@ -243,8 +243,6 @@ mulmat_head = """#version 450 #extension GL_EXT_control_flow_attributes : enable #extension GL_EXT_shader_16bit_storage : require -#define WARP 32 - #ifndef LOAD_VEC #define LOAD_VEC 1 #endif @@ -266,7 +264,6 @@ layout (push_constant) uniform parameter uint stride_b; uint stride_d; uint k_split; - uint d_offset; uint ne02; uint ne12; @@ -286,6 +283,7 @@ layout (constant_id = 5) const uint WN = 32; layout (constant_id = 6) const uint WMITER = 2; layout (constant_id = 7) const uint TM = 4; layout (constant_id = 8) const uint TN = 2; +layout (constant_id = 9) const uint WARP = 32; shared FLOAT_TYPE buf_a[BM * (BK+1)]; shared FLOAT_TYPE buf_b[BN * (BK+1)]; @@ -299,9 +297,9 @@ void main() { const uint batch_idx_a = i03 * p.ne02 + i02; - const uint blocks_x = (p.M + BM - 1) / BM; - const uint ir = gl_WorkGroupID.x % blocks_x; - const uint ik = gl_WorkGroupID.x / blocks_x; + const uint blocks_m = (p.M + BM - 1) / BM; + const uint ir = gl_WorkGroupID.x % blocks_m; + const uint ik = gl_WorkGroupID.x / blocks_m; const uint ic = gl_WorkGroupID.y; const uint warp_i = gl_LocalInvocationID.x / WARP; @@ -354,7 +352,7 @@ void main() { buf_a[(loadc + l) * (BK+1) + loadr * LOAD_VEC + 2] = FLOAT_TYPE(data_a[idx].z); buf_a[(loadc + l) * (BK+1) + loadr * LOAD_VEC + 3] = FLOAT_TYPE(data_a[idx].w); #else - if (ir * BM + loadc + l < p.M && block + loadr < p.K) { + if (ir * BM + loadc + l < p.M && block + loadr < end_k) { buf_a[(loadc + l) * (BK+1) + loadr] = FLOAT_TYPE(data_a[pos_a + (loadc + l) * p.stride_a + loadr]); } else { buf_a[(loadc + l) * (BK+1) + loadr] = FLOAT_TYPE(0.0f); @@ -379,7 +377,7 @@ void main() { buf_b[(loadc + l) * (BK+1) + loadr * LOAD_VEC + 2] = FLOAT_TYPE(data_b[idx].z); buf_b[(loadc + l) * (BK+1) + loadr * LOAD_VEC + 3] = FLOAT_TYPE(data_b[idx].w); #else - if (ic * BN + loadc + l < p.N && block + loadr < p.K) { + if (ic * BN + loadc + l < p.N && block + loadr < end_k) { buf_b[(loadc + l) * (BK+1) + loadr] = FLOAT_TYPE(data_b[pos_b + (loadc + l) * p.stride_b + loadr]); } else { buf_b[(loadc + l) * (BK+1) + loadr] = FLOAT_TYPE(0.0f); @@ -422,7 +420,7 @@ void main() { const uint dr = ir * BM + warp_r * WM; const uint dc = ic * BN + warp_c * WN; - const uint k_split_offset = ik * p.M * p.N; + const uint offsets = gl_GlobalInvocationID.z * p.batch_stride_d + ik * p.batch_stride_d * gl_NumWorkGroups.z; [[unroll]] for (uint wsic = 0; wsic < WNITER; wsic++) { [[unroll]] for (uint wsir = 0; wsir < WMITER; wsir++) { @@ -432,7 +430,7 @@ void main() { [[unroll]] for (uint cc = 0; cc < TN; cc++) { [[unroll]] for (uint cr = 0; cr < TM; cr++) { if (dr_warp + cr < p.M && dc_warp + cc < p.N) { - data_d[p.d_offset + gl_GlobalInvocationID.z * p.batch_stride_d + k_split_offset + (dc_warp + cc) * p.stride_d + dr_warp + cr] = D_TYPE(sums[(wsic * TN + cc) * (WMITER * TM) + wsir * TM + cr]); + data_d[offsets + (dc_warp + cc) * p.stride_d + dr_warp + cr] = D_TYPE(sums[(wsic * TN + cc) * (WMITER * TM) + wsir * TM + cr]); } } } @@ -443,7 +441,9 @@ void main() { mulmat_split_k_reduce_src = """#version 450 -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 256, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {float data_a[];}; layout (binding = 1) writeonly buffer D {float data_d[];}; @@ -451,7 +451,6 @@ layout (binding = 1) writeonly buffer D {float data_d[];}; layout (push_constant) uniform parameter { uint ne; uint k_num; - uint d_offset; } p; void main() { @@ -463,11 +462,11 @@ void main() { float result = 0.0f; - for (int i = 0; i < p.k_num; i++) { + [[unroll]] for (uint i = 0; i < p.k_num; i++) { result += data_a[i * p.ne + idx]; } - data_d[p.d_offset + idx] = result; + data_d[idx] = result; } """