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/sve_transpose_interleave_8VL.hpp | 307 +++++++++++++++++++++ 1 file changed, 307 insertions(+) create mode 100644 src/core/NEON/kernels/arm_gemm/transforms/sve_transpose_interleave_8VL.hpp (limited to 'src/core/NEON/kernels/arm_gemm/transforms/sve_transpose_interleave_8VL.hpp') diff --git a/src/core/NEON/kernels/arm_gemm/transforms/sve_transpose_interleave_8VL.hpp b/src/core/NEON/kernels/arm_gemm/transforms/sve_transpose_interleave_8VL.hpp new file mode 100644 index 0000000000..56b7ed6eda --- /dev/null +++ b/src/core/NEON/kernels/arm_gemm/transforms/sve_transpose_interleave_8VL.hpp @@ -0,0 +1,307 @@ +/* + * 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 __ARM_FEATURE_SVE + + +namespace { + +void sve_transpose_interleave_8VL(uint32_t *out, const uint32_t *in, size_t width, size_t in_stride, size_t height) +{ + size_t out_stride = 8 * height * get_vector_length(); + + __asm__ __volatile__( + "ptrue p1.b\n" + "cmp %x[height], #0x2\n" + "blt 6f\n" + "1:" // Main row loop: Head + "mov x25, %x[in]\n" + "mov x24, %x[out]\n" + "add x23, x25, %x[in_stride]\n" + "add %x[in], x23, %x[in_stride]\n" + "sub %x[height], %x[height], #0x2\n" + "mov x22, %x[width]\n" + "cntw x21, ALL, MUL #16\n" + "cmp x22, x21\n" + "blt 3f\n" + "2:" // Main row loop: Unroll column loop + "ld1w { z15.s }, p1/Z, [x25]\n" + "mov x20, x24\n" + "ld1w { z14.s }, p1/Z, [x25, #1, MUL VL]\n" + "add x24, x24, %x[out_stride]\n" + "ld1w { z13.s }, p1/Z, [x25, #2, MUL VL]\n" + "mov x19, x24\n" + "ld1w { z12.s }, p1/Z, [x25, #3, MUL VL]\n" + "add x24, x24, %x[out_stride]\n" + "ld1w { z11.s }, p1/Z, [x25, #4, MUL VL]\n" + "sub x22, x22, x21\n" + "ld1w { z10.s }, p1/Z, [x25, #5, MUL VL]\n" + "cmp x22, x21\n" + "ld1w { z9.s }, p1/Z, [x25, #6, MUL VL]\n" + "ld1w { z8.s }, p1/Z, [x25, #7, MUL VL]\n" + "addvl x25, x25, #16\n" + "ld1w { z7.s }, p1/Z, [x23]\n" + "ld1w { z6.s }, p1/Z, [x25, #-8, MUL VL]\n" + "ld1w { z5.s }, p1/Z, [x25, #-7, MUL VL]\n" + "ld1w { z4.s }, p1/Z, [x25, #-6, MUL VL]\n" + "ld1w { z3.s }, p1/Z, [x25, #-5, MUL VL]\n" + "ld1w { z2.s }, p1/Z, [x25, #-4, MUL VL]\n" + "ld1w { z1.s }, p1/Z, [x25, #-3, MUL VL]\n" + "ld1w { z0.s }, p1/Z, [x25, #-2, MUL VL]\n" + "ld1w { z31.s }, p1/Z, [x25, #-1, MUL VL]\n" + "ld1w { z30.s }, p1/Z, [x23, #1, MUL VL]\n" + "ld1w { z29.s }, p1/Z, [x23, #2, MUL VL]\n" + "ld1w { z28.s }, p1/Z, [x23, #3, MUL VL]\n" + "ld1w { z27.s }, p1/Z, [x23, #4, MUL VL]\n" + "ld1w { z26.s }, p1/Z, [x23, #5, MUL VL]\n" + "ld1w { z25.s }, p1/Z, [x23, #6, MUL VL]\n" + "ld1w { z24.s }, p1/Z, [x23, #7, MUL VL]\n" + "addvl x23, x23, #16\n" + "ld1w { z23.s }, p1/Z, [x23, #-8, MUL VL]\n" + "ld1w { z22.s }, p1/Z, [x23, #-7, MUL VL]\n" + "ld1w { z21.s }, p1/Z, [x23, #-6, MUL VL]\n" + "ld1w { z20.s }, p1/Z, [x23, #-5, MUL VL]\n" + "ld1w { z19.s }, p1/Z, [x23, #-4, MUL VL]\n" + "ld1w { z18.s }, p1/Z, [x23, #-3, MUL VL]\n" + "ld1w { z17.s }, p1/Z, [x23, #-2, MUL VL]\n" + "ld1w { z16.s }, p1/Z, [x23, #-1, MUL VL]\n" + "st1w { z15.s }, p1, [x20]\n" + "st1w { z14.s }, p1, [x20, #1, MUL VL]\n" + "st1w { z13.s }, p1, [x20, #2, MUL VL]\n" + "st1w { z12.s }, p1, [x20, #3, MUL VL]\n" + "st1w { z11.s }, p1, [x20, #4, MUL VL]\n" + "st1w { z10.s }, p1, [x20, #5, MUL VL]\n" + "st1w { z9.s }, p1, [x20, #6, MUL VL]\n" + "st1w { z8.s }, p1, [x20, #7, MUL VL]\n" + "addvl x20, x20, #16\n" + "st1w { z7.s }, p1, [x20, #-8, MUL VL]\n" + "st1w { z30.s }, p1, [x20, #-7, MUL VL]\n" + "st1w { z29.s }, p1, [x20, #-6, MUL VL]\n" + "st1w { z28.s }, p1, [x20, #-5, MUL VL]\n" + "st1w { z27.s }, p1, [x20, #-4, MUL VL]\n" + "st1w { z26.s }, p1, [x20, #-3, MUL VL]\n" + "st1w { z25.s }, p1, [x20, #-2, MUL VL]\n" + "st1w { z24.s }, p1, [x20, #-1, MUL VL]\n" + "st1w { z6.s }, p1, [x19]\n" + "st1w { z5.s }, p1, [x19, #1, MUL VL]\n" + "st1w { z4.s }, p1, [x19, #2, MUL VL]\n" + "st1w { z3.s }, p1, [x19, #3, MUL VL]\n" + "st1w { z2.s }, p1, [x19, #4, MUL VL]\n" + "st1w { z1.s }, p1, [x19, #5, MUL VL]\n" + "st1w { z0.s }, p1, [x19, #6, MUL VL]\n" + "st1w { z31.s }, p1, [x19, #7, MUL VL]\n" + "addvl x19, x19, #16\n" + "st1w { z23.s }, p1, [x19, #-8, MUL VL]\n" + "st1w { z22.s }, p1, [x19, #-7, MUL VL]\n" + "st1w { z21.s }, p1, [x19, #-6, MUL VL]\n" + "st1w { z20.s }, p1, [x19, #-5, MUL VL]\n" + "st1w { z19.s }, p1, [x19, #-4, MUL VL]\n" + "st1w { z18.s }, p1, [x19, #-3, MUL VL]\n" + "st1w { z17.s }, p1, [x19, #-2, MUL VL]\n" + "st1w { z16.s }, p1, [x19, #-1, MUL VL]\n" + "bge 2b\n" + "3:" // Main row loop: Unroll column loop skip + "cbz x22, 5f\n" + "4:" // Main row loop: Column loop + "mov x20, x22\n" + "mov x19, x24\n" + "whilelt p0.s, XZR, x20\n" + "ld1w { z31.s }, p0/Z, [x25]\n" + "ld1w { z30.s }, p0/Z, [x23]\n" + "decw x20\n" + "add x24, x24, %x[out_stride]\n" + "whilelt p0.s, XZR, x20\n" + "ld1w { z29.s }, p0/Z, [x25, #1, MUL VL]\n" + "ld1w { z28.s }, p0/Z, [x23, #1, MUL VL]\n" + "decw x20\n" + "decw x22, ALL, MUL #8\n" + "whilelt p0.s, XZR, x20\n" + "ld1w { z27.s }, p0/Z, [x25, #2, MUL VL]\n" + "ld1w { z26.s }, p0/Z, [x23, #2, MUL VL]\n" + "decw x20\n" + "whilelt p0.s, XZR, x20\n" + "ld1w { z25.s }, p0/Z, [x25, #3, MUL VL]\n" + "decw x20\n" + "ld1w { z24.s }, p0/Z, [x23, #3, MUL VL]\n" + "whilelt p0.s, XZR, x20\n" + "decw x20\n" + "ld1w { z23.s }, p0/Z, [x25, #4, MUL VL]\n" + "ld1w { z22.s }, p0/Z, [x23, #4, MUL VL]\n" + "whilelt p0.s, XZR, x20\n" + "decw x20\n" + "ld1w { z21.s }, p0/Z, [x25, #5, MUL VL]\n" + "ld1w { z20.s }, p0/Z, [x23, #5, MUL VL]\n" + "whilelt p0.s, XZR, x20\n" + "decw x20\n" + "ld1w { z19.s }, p0/Z, [x25, #6, MUL VL]\n" + "ld1w { z18.s }, p0/Z, [x23, #6, MUL VL]\n" + "whilelt p0.s, XZR, x20\n" + "cmp x22, #0x0\n" + "ld1w { z17.s }, p0/Z, [x25, #7, MUL VL]\n" + "ld1w { z16.s }, p0/Z, [x23, #7, MUL VL]\n" + "addvl x25, x25, #8\n" + "st1w { z31.s }, p1, [x19]\n" + "addvl x23, x23, #8\n" + "st1w { z29.s }, p1, [x19, #1, MUL VL]\n" + "st1w { z27.s }, p1, [x19, #2, MUL VL]\n" + "st1w { z25.s }, p1, [x19, #3, MUL VL]\n" + "st1w { z23.s }, p1, [x19, #4, MUL VL]\n" + "st1w { z21.s }, p1, [x19, #5, MUL VL]\n" + "st1w { z19.s }, p1, [x19, #6, MUL VL]\n" + "st1w { z17.s }, p1, [x19, #7, MUL VL]\n" + "addvl x19, x19, #16\n" + "st1w { z30.s }, p1, [x19, #-8, MUL VL]\n" + "st1w { z28.s }, p1, [x19, #-7, MUL VL]\n" + "st1w { z26.s }, p1, [x19, #-6, MUL VL]\n" + "st1w { z24.s }, p1, [x19, #-5, MUL VL]\n" + "st1w { z22.s }, p1, [x19, #-4, MUL VL]\n" + "st1w { z20.s }, p1, [x19, #-3, MUL VL]\n" + "st1w { z18.s }, p1, [x19, #-2, MUL VL]\n" + "st1w { z16.s }, p1, [x19, #-1, MUL VL]\n" + "bgt 4b\n" + "5:" // Main row loop: Column loop skip + "addvl %x[out], %x[out], #16\n" + "cmp %x[height], #0x2\n" + "bge 1b\n" + "cbz %x[height], 12f\n" + "6:" // Main loop skip + + "7:" // Tail row loop: Head + "mov x25, %x[in]\n" + "mov x24, %x[out]\n" + "add %x[in], x25, %x[in_stride]\n" + "sub %x[height], %x[height], #0x1\n" + "mov x20, %x[width]\n" + "cntw x19, ALL, MUL #16\n" + "cmp x20, x19\n" + "blt 9f\n" + "8:" // Tail row loop: Unroll column loop + "ld1w { z31.s }, p1/Z, [x25]\n" + "sub x20, x20, x19\n" + "ld1w { z30.s }, p1/Z, [x25, #1, MUL VL]\n" + "cmp x20, x19\n" + "ld1w { z29.s }, p1/Z, [x25, #2, MUL VL]\n" + "ld1w { z28.s }, p1/Z, [x25, #3, MUL VL]\n" + "ld1w { z27.s }, p1/Z, [x25, #4, MUL VL]\n" + "ld1w { z26.s }, p1/Z, [x25, #5, MUL VL]\n" + "ld1w { z25.s }, p1/Z, [x25, #6, MUL VL]\n" + "ld1w { z24.s }, p1/Z, [x25, #7, MUL VL]\n" + "addvl x25, x25, #16\n" + "ld1w { z23.s }, p1/Z, [x25, #-8, MUL VL]\n" + "ld1w { z22.s }, p1/Z, [x25, #-7, MUL VL]\n" + "ld1w { z21.s }, p1/Z, [x25, #-6, MUL VL]\n" + "ld1w { z20.s }, p1/Z, [x25, #-5, MUL VL]\n" + "ld1w { z19.s }, p1/Z, [x25, #-4, MUL VL]\n" + "ld1w { z18.s }, p1/Z, [x25, #-3, MUL VL]\n" + "ld1w { z17.s }, p1/Z, [x25, #-2, MUL VL]\n" + "ld1w { z16.s }, p1/Z, [x25, #-1, MUL VL]\n" + "st1w { z31.s }, p1, [x24]\n" + "st1w { z30.s }, p1, [x24, #1, MUL VL]\n" + "st1w { z29.s }, p1, [x24, #2, MUL VL]\n" + "st1w { z28.s }, p1, [x24, #3, MUL VL]\n" + "st1w { z27.s }, p1, [x24, #4, MUL VL]\n" + "st1w { z26.s }, p1, [x24, #5, MUL VL]\n" + "st1w { z25.s }, p1, [x24, #6, MUL VL]\n" + "st1w { z24.s }, p1, [x24, #7, MUL VL]\n" + "add x24, x24, %x[out_stride]\n" + "st1w { z23.s }, p1, [x24]\n" + "st1w { z22.s }, p1, [x24, #1, MUL VL]\n" + "st1w { z21.s }, p1, [x24, #2, MUL VL]\n" + "st1w { z20.s }, p1, [x24, #3, MUL VL]\n" + "st1w { z19.s }, p1, [x24, #4, MUL VL]\n" + "st1w { z18.s }, p1, [x24, #5, MUL VL]\n" + "st1w { z17.s }, p1, [x24, #6, MUL VL]\n" + "st1w { z16.s }, p1, [x24, #7, MUL VL]\n" + "add x24, x24, %x[out_stride]\n" + "bge 8b\n" + "9:" // Tail row loop: Unroll column loop skip + "cbz x20, 11f\n" + "10:" // Tail row loop: Column loop + "mov x19, x20\n" + "decw x20, ALL, MUL #8\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z23.s }, p0/Z, [x25]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z22.s }, p0/Z, [x25, #1, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z21.s }, p0/Z, [x25, #2, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z20.s }, p0/Z, [x25, #3, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z19.s }, p0/Z, [x25, #4, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z18.s }, p0/Z, [x25, #5, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z17.s }, p0/Z, [x25, #6, MUL VL]\n" + "decw x19\n" + "whilelt p0.s, XZR, x19\n" + "ld1w { z16.s }, p0/Z, [x25, #7, MUL VL]\n" + "st1w { z23.s }, p1, [x24]\n" + "addvl x25, x25, #8\n" + "st1w { z22.s }, p1, [x24, #1, MUL VL]\n" + "cmp x20, #0x0\n" + "st1w { z21.s }, p1, [x24, #2, MUL VL]\n" + "st1w { z20.s }, p1, [x24, #3, MUL VL]\n" + "st1w { z19.s }, p1, [x24, #4, MUL VL]\n" + "st1w { z18.s }, p1, [x24, #5, MUL VL]\n" + "st1w { z17.s }, p1, [x24, #6, MUL VL]\n" + "st1w { z16.s }, p1, [x24, #7, MUL VL]\n" + "add x24, x24, %x[out_stride]\n" + "bgt 10b\n" + "11:" // Tail row loop: Column loop skip + "addvl %x[out], %x[out], #8\n" + "cmp %x[height], #0x1\n" + "bge 7b\n" + "12:" // 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", "p0", "p1", "x19", "x20", "x21", "x22", "x23", "x24", "x25", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31" + ); +} + +} // anonymous namespace + +template<> +void Transform<8, 1, true, VLType::SVE>( + float *out, const float *in, int stride, int x0, int xmax, int k0, int kmax) +{ + sve_transpose_interleave_8VL( + reinterpret_cast(out), + reinterpret_cast(in + k0 * stride + x0), + (xmax-x0) * sizeof(float) / 4, + stride * sizeof(float), + (kmax-k0) + ); +} + +#endif -- cgit v1.2.1