/* * Copyright (c) 2021, 2023 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 #if defined(__aarch64__) namespace { void a64_transpose_interleave_24_bf16fp32(float *out, const bfloat16 *in, size_t width, size_t in_stride, size_t height) { size_t out_stride = 12 * height * sizeof(float); __asm__ __volatile__( "cmp %x[height], #0x4\n" "blt 10f\n" "1:" // Main row loop: Head "mov x25, %x[in]\n" "mov x24, %x[width]\n" "add x23, x25, %x[in_stride]\n" "add x22, x23, %x[in_stride]\n" "add x20, x22, %x[in_stride]\n" "cmp x24, #0x18\n" "add %x[in], x20, %x[in_stride]\n" "mov x21, %x[out]\n" "sub %x[height], %x[height], #0x4\n" "blt 3f\n" "2:" // Main row loop: Unroll column loop "ldr q18, [x25], #0x10\n" "ldr q17, [x23], #0x10\n" "sub x24, x24, #0x18\n" "shll v26.4s, v18.4h, #0x10\n" "ldr q16, [x22], #0x10\n" "ldr q25, [x20], #0x10\n" "shll2 v24.4s, v18.8h, #0x10\n" "shll v5.4s, v17.4h, #0x10\n" "ldr q23, [x25], #0x10\n" "ldr q22, [x23], #0x10\n" "shll v21.4s, v23.4h, #0x10\n" "shll2 v4.4s, v17.8h, #0x10\n" "ldr q20, [x22], #0x10\n" "ldr q3, [x20], #0x10\n" "shll v2.4s, v22.4h, #0x10\n" "shll v1.4s, v16.4h, #0x10\n" "ldr q19, [x25], #0x10\n" "ldr q18, [x23], #0x10\n" "shll2 v0.4s, v16.8h, #0x10\n" "shll v31.4s, v20.4h, #0x10\n" "ldr q17, [x22], #0x10\n" "ldr q16, [x20], #0x10\n" "shll v30.4s, v25.4h, #0x10\n" "shll2 v29.4s, v25.8h, #0x10\n" "shll v28.4s, v3.4h, #0x10\n" "str q26, [x21, #0x0]\n" "cmp x24, #0x18\n" "shll2 v27.4s, v23.8h, #0x10\n" "str q24, [x21, #0x10]\n" "shll v26.4s, v19.4h, #0x10\n" "shll2 v25.4s, v19.8h, #0x10\n" "str q21, [x21, #0x20]\n" "shll2 v24.4s, v22.8h, #0x10\n" "shll v23.4s, v18.4h, #0x10\n" "str q5, [x21, #0x30]\n" "shll2 v22.4s, v18.8h, #0x10\n" "shll2 v21.4s, v20.8h, #0x10\n" "str q4, [x21, #0x40]\n" "shll v20.4s, v17.4h, #0x10\n" "shll2 v19.4s, v17.8h, #0x10\n" "str q2, [x21, #0x50]\n" "shll2 v18.4s, v3.8h, #0x10\n" "shll v17.4s, v16.4h, #0x10\n" "str q1, [x21, #0x60]\n" "shll2 v16.4s, v16.8h, #0x10\n" "str q0, [x21, #0x70]\n" "str q31, [x21, #0x80]\n" "str q30, [x21, #0x90]\n" "str q29, [x21, #0xa0]\n" "str q28, [x21, #0xb0]\n" "add x21, x21, %x[out_stride]\n" "str q27, [x21, #0x0]\n" "str q26, [x21, #0x10]\n" "str q25, [x21, #0x20]\n" "str q24, [x21, #0x30]\n" "str q23, [x21, #0x40]\n" "str q22, [x21, #0x50]\n" "str q21, [x21, #0x60]\n" "str q20, [x21, #0x70]\n" "str q19, [x21, #0x80]\n" "str q18, [x21, #0x90]\n" "str q17, [x21, #0xa0]\n" "str q16, [x21, #0xb0]\n" "add x21, x21, %x[out_stride]\n" "bge 2b\n" "3:" // Main row loop: Unroll column loop skip "cmp x24, #0xc\n" "blt 5f\n" "4:" // Main row loop: Column loop "ldr q16, [x25], #0x10\n" "ldr q21, [x23], #0x10\n" "sub x24, x24, #0xc\n" "cmp x24, #0xc\n" "ldr q20, [x22], #0x10\n" "ldr q27, [x20], #0x10\n" "shll v19.4s, v16.4h, #0x10\n" "shll2 v26.4s, v16.8h, #0x10\n" "ldr d16, [x25], #0x8\n" "ldr d18, [x23], #0x8\n" "shll v25.4s, v16.4h, #0x10\n" "shll v24.4s, v21.4h, #0x10\n" "ldr d17, [x22], #0x8\n" "ldr d16, [x20], #0x8\n" "shll2 v23.4s, v21.8h, #0x10\n" "shll v22.4s, v18.4h, #0x10\n" "shll v21.4s, v20.4h, #0x10\n" "shll2 v20.4s, v20.8h, #0x10\n" "str q19, [x21, #0x0]\n" "shll v19.4s, v17.4h, #0x10\n" "shll v18.4s, v27.4h, #0x10\n" "str q26, [x21, #0x10]\n" "shll2 v17.4s, v27.8h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" "str q25, [x21, #0x20]\n" "str q24, [x21, #0x30]\n" "str q23, [x21, #0x40]\n" "str q22, [x21, #0x50]\n" "str q21, [x21, #0x60]\n" "str q20, [x21, #0x70]\n" "str q19, [x21, #0x80]\n" "str q18, [x21, #0x90]\n" "str q17, [x21, #0xa0]\n" "str q16, [x21, #0xb0]\n" "add x21, x21, %x[out_stride]\n" "bge 4b\n" "5:" // Main row loop: Column loop skip "cmp x24, #0x4\n" "blt 7f\n" "6:" // Main row loop: width 4 loop: loop "ldr d19, [x25], #0x8\n" "ldr d18, [x23], #0x8\n" "sub x24, x24, #0x4\n" "cmp x24, #0x4\n" "ldr d17, [x22], #0x8\n" "ldr d16, [x20], #0x8\n" "shll v19.4s, v19.4h, #0x10\n" "shll v18.4s, v18.4h, #0x10\n" "shll v17.4s, v17.4h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" "str q19, [x21, #0x0]\n" "str q18, [x21, #0x30]\n" "str q17, [x21, #0x60]\n" "str q16, [x21, #0x90]\n" "add x21, x21, #0x10\n" "bge 6b\n" "7:" // Main row loop: width 4 loop: skip "cmp x24, #0x1\n" "blt 9f\n" "8:" // Main row loop: width 1 loop: loop "ldr h19, [x25], #0x2\n" "ldr h18, [x23], #0x2\n" "sub x24, x24, #0x1\n" "cmp x24, #0x1\n" "ldr h17, [x22], #0x2\n" "ldr h16, [x20], #0x2\n" "shll v19.4s, v19.4h, #0x10\n" "shll v18.4s, v18.4h, #0x10\n" "shll v17.4s, v17.4h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" "str s19, [x21, #0x0]\n" "str s18, [x21, #0x30]\n" "str s17, [x21, #0x60]\n" "str s16, [x21, #0x90]\n" "add x21, x21, #0x4\n" "bge 8b\n" "9:" // Main row loop: width 1 loop: skip "cmp %x[height], #0x4\n" "add %x[out], %x[out], #0xc0\n" "bge 1b\n" "cbz %x[height], 20f\n" "10:" // Main loop skip "11:" // Tail row loop: Head "mov x20, %x[width]\n" "mov x25, %x[in]\n" "cmp x20, #0x18\n" "add %x[in], x25, %x[in_stride]\n" "mov x21, %x[out]\n" "sub %x[height], %x[height], #0x1\n" "blt 13f\n" "12:" // Tail row loop: Unroll column loop "ldr q16, [x25], #0x10\n" "ldr q20, [x25], #0x10\n" "sub x20, x20, #0x18\n" "shll v18.4s, v16.4h, #0x10\n" "ldr q19, [x25], #0x10\n" "shll2 v17.4s, v16.8h, #0x10\n" "shll v16.4s, v20.4h, #0x10\n" "str q18, [x21, #0x0]\n" "str q17, [x21, #0x10]\n" "cmp x20, #0x18\n" "shll2 v18.4s, v20.8h, #0x10\n" "shll v17.4s, v19.4h, #0x10\n" "str q16, [x21, #0x20]\n" "add x21, x21, %x[out_stride]\n" "shll2 v16.4s, v19.8h, #0x10\n" "str q18, [x21, #0x0]\n" "str q17, [x21, #0x10]\n" "str q16, [x21, #0x20]\n" "add x21, x21, %x[out_stride]\n" "bge 12b\n" "13:" // Tail row loop: Unroll column loop skip "cmp x20, #0xc\n" "blt 15f\n" "14:" // Tail row loop: Column loop "ldr q17, [x25], #0x10\n" "ldr d18, [x25], #0x8\n" "sub x20, x20, #0xc\n" "cmp x20, #0xc\n" "shll v16.4s, v17.4h, #0x10\n" "shll2 v17.4s, v17.8h, #0x10\n" "str q16, [x21, #0x0]\n" "shll v16.4s, v18.4h, #0x10\n" "str q17, [x21, #0x10]\n" "str q16, [x21, #0x20]\n" "add x21, x21, %x[out_stride]\n" "bge 14b\n" "15:" // Tail row loop: Column loop skip "cmp x20, #0x4\n" "blt 17f\n" "16:" // Tail row loop: width 4 loop: loop "ldr d16, [x25], #0x8\n" "sub x20, x20, #0x4\n" "cmp x20, #0x4\n" "shll v16.4s, v16.4h, #0x10\n" "str q16, [x21, #0x0]\n" "add x21, x21, #0x10\n" "bge 16b\n" "17:" // Tail row loop: width 4 loop: skip "cmp x20, #0x1\n" "blt 19f\n" "18:" // Tail row loop: width 1 loop: loop "ldr h16, [x25], #0x2\n" "sub x20, x20, #0x1\n" "cmp x20, #0x1\n" "shll v16.4s, v16.4h, #0x10\n" "str s16, [x21, #0x0]\n" "add x21, x21, #0x4\n" "bge 18b\n" "19:" // Tail row loop: width 1 loop: skip "cmp %x[height], #0x1\n" "add %x[out], %x[out], #0x30\n" "bge 11b\n" "20:" // Done : [height] "+&r" (height), [in] "+&r" (in), [out] "+&r" (out) : [in_stride] "r" (in_stride), [out_stride] "r" (out_stride), [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", "x20", "x21", "x22", "x23", "x24", "x25" ); } } // anonymous namespace template<> void Transform<12, 1, true, VLType::None>( float *out, const bfloat16 *in, int stride, int x0, int xmax, int k0, int kmax) { a64_transpose_interleave_24_bf16fp32( out, in + k0 * stride + x0, (xmax-x0), stride * sizeof(bfloat16), (kmax-k0) ); } #endif // defined(__aarch64__)