From 4ee8b1599dbaf7634d25607fa5ac96ba3dc6b0f2 Mon Sep 17 00:00:00 2001 From: Georgios Pinitas Date: Fri, 16 Jul 2021 16:16:43 +0100 Subject: Update GEMM assembly kernels - Introduce Fp32 kernels with internal calculations in Bfloat16 when fast_mode is enabled - Improve kernel selection heuristics Signed-off-by: Georgios Pinitas Change-Id: I68a9e7e862b6fd2721b46e0d7cc791091c4ab279 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5965 Tested-by: Arm Jenkins Comments-Addressed: Arm Jenkins --- .../transforms/a64_transpose_interleave_4_1x4.hpp | 338 +++++++++++++++++++++ 1 file changed, 338 insertions(+) create mode 100644 src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_4_1x4.hpp (limited to 'src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_4_1x4.hpp') diff --git a/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_4_1x4.hpp b/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_4_1x4.hpp new file mode 100644 index 0000000000..27cebe26cf --- /dev/null +++ b/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_4_1x4.hpp @@ -0,0 +1,338 @@ +/* + * Copyright (c) 2021 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in + * all copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING + * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS + * IN THE SOFTWARE. + */ + +#pragma once + +#ifdef __aarch64__ + +namespace { + +void a64_transpose_interleave_4_1x4(uint8_t *out, const uint8_t *in, size_t width, size_t in_stride, size_t height) +{ + uint8_t *pad_row = reinterpret_cast(alloca(width * sizeof(uint8_t))); + + if (height % 4) { + memset(pad_row, 0, width * sizeof(uint8_t)); + } + + size_t out_stride = 4 * roundup(height, 4) * sizeof(uint8_t); + + __asm__ __volatile__( + "cmp %x[height], #0x10\n" + "blt 8f\n" + "1:" // Main row loop: Head + "mov x16, %x[in]\n" + "mov x15, %x[out]\n" + "add x14, x16, %x[in_stride]\n" + "add x13, x14, %x[in_stride]\n" + "add x12, x13, %x[in_stride]\n" + "add x11, x12, %x[in_stride]\n" + "add x10, x11, %x[in_stride]\n" + "add x9, x10, %x[in_stride]\n" + "add x28, x9, %x[in_stride]\n" + "add x27, x28, %x[in_stride]\n" + "add x26, x27, %x[in_stride]\n" + "add x25, x26, %x[in_stride]\n" + "add x24, x25, %x[in_stride]\n" + "add x23, x24, %x[in_stride]\n" + "add x22, x23, %x[in_stride]\n" + "add x21, x22, %x[in_stride]\n" + "add x20, x21, %x[in_stride]\n" + "add %x[in], x20, %x[in_stride]\n" + "sub %x[height], %x[height], #0x10\n" + "mov x19, %x[width]\n" + "cmp x19, #0x10\n" + "blt 3f\n" + "2:" // Main row loop: Unroll column loop + "ldr q20, [x16], #0x10\n" + "sub x19, x19, #0x10\n" + "ldr q19, [x14], #0x10\n" + "cmp x19, #0x10\n" + "ldr q16, [x13], #0x10\n" + "zip1 v18.16b, v20.16b, v16.16b\n" + "ldr q17, [x12], #0x10\n" + "zip2 v5.16b, v20.16b, v16.16b\n" + "ldr q4, [x11], #0x10\n" + "ldr q3, [x10], #0x10\n" + "zip1 v16.16b, v19.16b, v17.16b\n" + "ldr q2, [x9], #0x10\n" + "zip2 v1.16b, v19.16b, v17.16b\n" + "ldr q0, [x28], #0x10\n" + "zip1 v22.16b, v18.16b, v16.16b\n" + "ldr q31, [x27], #0x10\n" + "zip2 v21.16b, v18.16b, v16.16b\n" + "ldr q30, [x26], #0x10\n" + "zip1 v29.16b, v5.16b, v1.16b\n" + "ldr q28, [x25], #0x10\n" + "zip1 v17.16b, v4.16b, v2.16b\n" + "ldr q27, [x24], #0x10\n" + "zip1 v16.16b, v3.16b, v0.16b\n" + "ldr q26, [x23], #0x10\n" + "zip1 v19.16b, v17.16b, v16.16b\n" + "ldr q25, [x22], #0x10\n" + "zip2 v20.16b, v17.16b, v16.16b\n" + "ldr q24, [x21], #0x10\n" + "zip1 v18.16b, v31.16b, v28.16b\n" + "ldr q23, [x20], #0x10\n" + "zip1 v17.16b, v30.16b, v27.16b\n" + "str q22, [x15, #0x0]\n" + "zip1 v16.16b, v18.16b, v17.16b\n" + "str q19, [x15, #0x10]\n" + "zip2 v19.16b, v18.16b, v17.16b\n" + "str q16, [x15, #0x20]\n" + "zip1 v18.16b, v26.16b, v24.16b\n" + "zip1 v17.16b, v25.16b, v23.16b\n" + "zip1 v16.16b, v18.16b, v17.16b\n" + "str q16, [x15, #0x30]\n" + "add x15, x15, %x[out_stride]\n" + "zip2 v17.16b, v18.16b, v17.16b\n" + "str q21, [x15, #0x0]\n" + "zip2 v22.16b, v4.16b, v2.16b\n" + "str q20, [x15, #0x10]\n" + "zip2 v21.16b, v3.16b, v0.16b\n" + "str q19, [x15, #0x20]\n" + "zip1 v16.16b, v22.16b, v21.16b\n" + "str q17, [x15, #0x30]\n" + "add x15, x15, %x[out_stride]\n" + "zip2 v20.16b, v31.16b, v28.16b\n" + "str q29, [x15, #0x0]\n" + "zip2 v17.16b, v30.16b, v27.16b\n" + "str q16, [x15, #0x10]\n" + "zip1 v16.16b, v20.16b, v17.16b\n" + "str q16, [x15, #0x20]\n" + "zip2 v19.16b, v26.16b, v24.16b\n" + "zip2 v18.16b, v25.16b, v23.16b\n" + "zip1 v16.16b, v19.16b, v18.16b\n" + "str q16, [x15, #0x30]\n" + "add x15, x15, %x[out_stride]\n" + "zip2 v16.16b, v5.16b, v1.16b\n" + "str q16, [x15, #0x0]\n" + "zip2 v16.16b, v22.16b, v21.16b\n" + "zip2 v17.16b, v20.16b, v17.16b\n" + "str q16, [x15, #0x10]\n" + "zip2 v16.16b, v19.16b, v18.16b\n" + "str q17, [x15, #0x20]\n" + "str q16, [x15, #0x30]\n" + "add x15, x15, %x[out_stride]\n" + "bge 2b\n" + "3:" // Main row loop: Unroll column loop skip + "cmp x19, #0x4\n" + "blt 5f\n" + "4:" // Main row loop: Column loop + "ldr s18, [x16], #0x4\n" + "sub x19, x19, #0x4\n" + "ldr s17, [x14], #0x4\n" + "cmp x19, #0x4\n" + "ldr s16, [x13], #0x4\n" + "zip1 v19.16b, v18.16b, v16.16b\n" + "ldr s16, [x12], #0x4\n" + "ldr s18, [x11], #0x4\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "ldr s20, [x10], #0x4\n" + "ldr s17, [x9], #0x4\n" + "zip1 v23.16b, v19.16b, v16.16b\n" + "ldr s16, [x28], #0x4\n" + "zip1 v19.16b, v18.16b, v17.16b\n" + "ldr s18, [x27], #0x4\n" + "ldr s22, [x26], #0x4\n" + "zip1 v16.16b, v20.16b, v16.16b\n" + "ldr s17, [x25], #0x4\n" + "zip1 v21.16b, v19.16b, v16.16b\n" + "ldr s16, [x24], #0x4\n" + "zip1 v18.16b, v18.16b, v17.16b\n" + "ldr s20, [x23], #0x4\n" + "ldr s19, [x22], #0x4\n" + "zip1 v16.16b, v22.16b, v16.16b\n" + "ldr s17, [x21], #0x4\n" + "zip1 v18.16b, v18.16b, v16.16b\n" + "ldr s16, [x20], #0x4\n" + "zip1 v17.16b, v20.16b, v17.16b\n" + "str q23, [x15, #0x0]\n" + "str q21, [x15, #0x10]\n" + "zip1 v16.16b, v19.16b, v16.16b\n" + "str q18, [x15, #0x20]\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "str q16, [x15, #0x30]\n" + "add x15, x15, %x[out_stride]\n" + "bge 4b\n" + "5:" // Main row loop: Column loop skip + "cmp x19, #0x1\n" + "blt 7f\n" + "6:" // Main row loop: width 1 loop: loop + "ldr b18, [x16], #0x1\n" + "sub x19, x19, #0x1\n" + "ldr b17, [x14], #0x1\n" + "cmp x19, #0x1\n" + "ldr b16, [x13], #0x1\n" + "zip1 v19.16b, v18.16b, v16.16b\n" + "ldr b16, [x12], #0x1\n" + "ldr b18, [x11], #0x1\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "ldr b20, [x10], #0x1\n" + "ldr b17, [x9], #0x1\n" + "zip1 v23.16b, v19.16b, v16.16b\n" + "ldr b16, [x28], #0x1\n" + "zip1 v19.16b, v18.16b, v17.16b\n" + "ldr b18, [x27], #0x1\n" + "ldr b22, [x26], #0x1\n" + "zip1 v16.16b, v20.16b, v16.16b\n" + "ldr b17, [x25], #0x1\n" + "zip1 v21.16b, v19.16b, v16.16b\n" + "ldr b16, [x24], #0x1\n" + "zip1 v18.16b, v18.16b, v17.16b\n" + "ldr b20, [x23], #0x1\n" + "ldr b19, [x22], #0x1\n" + "zip1 v16.16b, v22.16b, v16.16b\n" + "ldr b17, [x21], #0x1\n" + "zip1 v18.16b, v18.16b, v16.16b\n" + "ldr b16, [x20], #0x1\n" + "zip1 v17.16b, v20.16b, v17.16b\n" + "str s23, [x15, #0x0]\n" + "str s21, [x15, #0x10]\n" + "zip1 v16.16b, v19.16b, v16.16b\n" + "str s18, [x15, #0x20]\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "str s16, [x15, #0x30]\n" + "add x15, x15, #0x4\n" + "bge 6b\n" + "7:" // Main row loop: width 1 loop: skip + "add %x[out], %x[out], #0x40\n" + "cmp %x[height], #0x10\n" + "bge 1b\n" + "cbz %x[height], 16f\n" + "8:" // Main loop skip + + "9:" // Tail row loop: Head + "mov x16, %x[in]\n" + "mov x15, %x[out]\n" + "add x14, x16, %x[in_stride]\n" + "add x13, x14, %x[in_stride]\n" + "add x12, x13, %x[in_stride]\n" + "add %x[in], x12, %x[in_stride]\n" + "cmp %x[height], #0x3\n" + "csel x12, x12, %x[pad_row], GT\n" + "csel x13, x13, %x[pad_row], GE\n" + "cmp %x[height], #0x1\n" + "csel x14, x14, %x[pad_row], GT\n" + "sub %x[height], %x[height], #0x4\n" + "mov x19, %x[width]\n" + "cmp x19, #0x10\n" + "blt 11f\n" + "10:" // Tail row loop: Unroll column loop + "ldr q19, [x16], #0x10\n" + "sub x19, x19, #0x10\n" + "ldr q18, [x14], #0x10\n" + "cmp x19, #0x10\n" + "ldr q17, [x13], #0x10\n" + "zip1 v20.16b, v19.16b, v17.16b\n" + "ldr q16, [x12], #0x10\n" + "zip2 v19.16b, v19.16b, v17.16b\n" + "zip1 v17.16b, v18.16b, v16.16b\n" + "zip2 v18.16b, v18.16b, v16.16b\n" + "zip1 v16.16b, v20.16b, v17.16b\n" + "str q16, [x15, #0x0]\n" + "add x15, x15, %x[out_stride]\n" + "zip2 v16.16b, v20.16b, v17.16b\n" + "str q16, [x15, #0x0]\n" + "zip1 v17.16b, v19.16b, v18.16b\n" + "add x15, x15, %x[out_stride]\n" + "zip2 v16.16b, v19.16b, v18.16b\n" + "str q17, [x15, #0x0]\n" + "add x15, x15, %x[out_stride]\n" + "str q16, [x15, #0x0]\n" + "add x15, x15, %x[out_stride]\n" + "bge 10b\n" + "11:" // Tail row loop: Unroll column loop skip + "cmp x19, #0x4\n" + "blt 13f\n" + "12:" // Tail row loop: Column loop + "ldr s17, [x16], #0x4\n" + "sub x19, x19, #0x4\n" + "ldr s18, [x14], #0x4\n" + "cmp x19, #0x4\n" + "ldr s16, [x13], #0x4\n" + "zip1 v17.16b, v17.16b, v16.16b\n" + "ldr s16, [x12], #0x4\n" + "zip1 v16.16b, v18.16b, v16.16b\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "str q16, [x15, #0x0]\n" + "add x15, x15, %x[out_stride]\n" + "bge 12b\n" + "13:" // Tail row loop: Column loop skip + "cmp x19, #0x1\n" + "blt 15f\n" + "14:" // Tail row loop: width 1 loop: loop + "ldr b17, [x16], #0x1\n" + "sub x19, x19, #0x1\n" + "ldr b18, [x14], #0x1\n" + "cmp x19, #0x1\n" + "ldr b16, [x13], #0x1\n" + "zip1 v17.16b, v17.16b, v16.16b\n" + "ldr b16, [x12], #0x1\n" + "zip1 v16.16b, v18.16b, v16.16b\n" + "zip1 v16.16b, v17.16b, v16.16b\n" + "str s16, [x15, #0x0]\n" + "add x15, x15, #0x4\n" + "bge 14b\n" + "15:" // Tail row loop: width 1 loop: skip + "add %x[out], %x[out], #0x10\n" + "cmp %x[height], #0x1\n" + "bge 9b\n" + "16:" // Done + + : [height] "+&r" (height), [in] "+&r" (in), [out] "+&r" (out) + : [in_stride] "r" (in_stride), [out_stride] "r" (out_stride), [pad_row] "r" (pad_row), [width] "r" (width) + : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x9", "x10", "x11", "x12", "x13", "x14", "x15", "x16", "x19", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28" + ); +} + +} // anonymous namespace + +template<> +void Transform<4, 4, true, VLType::None>( + uint8_t *out, const uint8_t *in, int stride, int x0, int xmax, int k0, int kmax) +{ + a64_transpose_interleave_4_1x4( + reinterpret_cast(out), + reinterpret_cast(in + k0 * stride + x0), + (xmax-x0) * sizeof(uint8_t) / 1, + stride * sizeof(uint8_t), + (kmax-k0) + ); +} + +template<> +void Transform<4, 4, true, VLType::None>( + int8_t *out, const int8_t *in, int stride, int x0, int xmax, int k0, int kmax) +{ + a64_transpose_interleave_4_1x4( + reinterpret_cast(out), + reinterpret_cast(in + k0 * stride + x0), + (xmax-x0) * sizeof(int8_t) / 1, + stride * sizeof(int8_t), + (kmax-k0) + ); +} + +#endif -- cgit v1.2.1