From d02d5edfa15ba6c04a9986a8a362a945cb38ac31 Mon Sep 17 00:00:00 2001 From: Michele Di Giorgio Date: Fri, 22 Jan 2021 09:47:04 +0000 Subject: Integrate improved CPU depthwise convolution kernels * Replace assembly kernels for depthwise convolution with more optimized ones. * Add int8 assembly kernels. * Fix implicit padding on optimized kernels Resolves: COMPMID-3867, COMPMID-4361 Change-Id: I0b0867e05f61be4f368f62190d55e14d0ab3ebf2 Signed-off-by: Michele Di Giorgio Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5622 Tested-by: Arm Jenkins Reviewed-by: Georgios Pinitas --- .../generic_direct.cpp | 405 +++++++++++++++++++++ .../generic_indirect.cpp | 397 ++++++++++++++++++++ 2 files changed, 802 insertions(+) create mode 100644 src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_direct.cpp create mode 100644 src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_indirect.cpp (limited to 'src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst') diff --git a/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_direct.cpp b/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_direct.cpp new file mode 100644 index 0000000000..ad53872630 --- /dev/null +++ b/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_direct.cpp @@ -0,0 +1,405 @@ +/* + * 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. + */ + +#include +#include + +#if defined(__ARM_FEATURE_SVE) + +namespace arm_conv { +namespace depthwise { + +void sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst_direct_impl( + const unsigned int n_tile_rows, + const unsigned int n_tile_cols, + const float *inptr, + int64_t ld_input_row, + int64_t ld_input_col, + float *outptr, + int64_t ld_output_row, + int64_t ld_output_col, + const void *params, + unsigned int n_channels, + const float activation_min, + const float activation_max +) +{ + struct Args + { + const uint64_t n_tile_rows, n_tile_cols; + const float *inptr; + const uint64_t ld_input_row; + const uint64_t ld_input_col; + float *outptr; + const uint64_t ld_output_row; + const uint64_t ld_output_col; + const void *params; + const float min, max; + + uint64_t tile_i = 0, tile_j = 0; + + Args( + const unsigned int n_tile_rows, + const unsigned int n_tile_cols, + const float *inptr, + int64_t ld_input_row, + int64_t ld_input_col, + float *outptr, + int64_t ld_output_row, + int64_t ld_output_col, + const void *params, + const float activation_min, + const float activation_max + ) : n_tile_rows(n_tile_rows), n_tile_cols(n_tile_cols), inptr(inptr), + ld_input_row(ld_input_row), ld_input_col(ld_input_col), outptr(outptr), + ld_output_row(ld_output_row), ld_output_col(ld_output_col), + params(params), min(activation_min), max(activation_max) + { + } + }; + + Args params_struct( + n_tile_rows, n_tile_cols, + inptr, ld_input_row, ld_input_col, + outptr, ld_output_row, ld_output_col, + params, activation_min, activation_max + ); + + __asm__ __volatile__( + "ptrue p3.b\n" + "mov x5, #0x0\n" + "mov x6, #0x0\n" + "1:" // Tile loop + "str x5, [%x[params_struct], %[offsetof_args_tile_i]]\n" + "mov x21, #0x4\n" + "str x6, [%x[params_struct], %[offsetof_args_tile_j]]\n" + "cntb x7\n" + "ldr x8, [%x[params_struct], %[offsetof_args_params]]\n" + "add x7, x7, XZR, LSL #4\n" + "ldr x20, [%x[params_struct], %[offsetof_args_ld_input_row]]\n" + "cntb x17\n" + "ldr x16, [%x[params_struct], %[offsetof_args_ld_input_col]]\n" + "cntb x15\n" + "ldr x14, [%x[params_struct], %[offsetof_args_inptr]]\n" + "mul x19, x5, x20\n" // offset = tile_i * ld_input_row + "ldr x22, [%x[params_struct], %[offsetof_args_ld_output_row]]\n" + "madd x19, x6, x16, x19\n" // offset += tile_j * ld_input_col + "ldr x13, [%x[params_struct], %[offsetof_args_ld_output_col]]\n" + "mul x19, x19, x21\n" // offset *= kernel_stride * output_size + "ldr x12, [%x[params_struct], %[offsetof_args_outptr]]\n" + "add x14, x14, x19, LSL #2\n" // inptr[0] += offset * sizeof(float) + "ld1rw { z19.s }, p3/Z, [%x[params_struct], %[offsetof_args_min]]\n" + "add x11, x14, x20, LSL #2\n" + "ld1rw { z18.s }, p3/Z, [%x[params_struct], %[offsetof_args_max]]\n" + "add x10, x11, x20, LSL #2\n" + "ld1w { z17.s }, p3/Z, [x8]\n" + "mov z31.d, z17.d\n" + "ld1w { z0.s }, p3/Z, [x8, #1, MUL VL]\n" + "add x9, x10, x20, LSL #2\n" + "mov z30.d, z17.d\n" + "ld1w { z1.s }, p3/Z, [x8, #2, MUL VL]\n" + "add x28, x9, x20, LSL #2\n" + "mov z29.d, z17.d\n" + "ld1w { z2.s }, p3/Z, [x8, #3, MUL VL]\n" + "add x27, x16, x16\n" + "mov z28.d, z17.d\n" + "ld1w { z3.s }, p3/Z, [x8, #4, MUL VL]\n" + "add x26, x27, x16\n" + "ld1w { z4.s }, p3/Z, [x8, #5, MUL VL]\n" + "add x25, x26, x16\n" + "ld1w { z5.s }, p3/Z, [x8, #6, MUL VL]\n" + "add x17, x17, x16, LSL #4\n" + "ld1w { z6.s }, p3/Z, [x8, #7, MUL VL]\n" + "add x15, x15, x27, LSL #4\n" + "cntb x24\n" + "prfm pldl1keep, [x10, x15]\n" + "prfm pldl1keep, [x14, x7]\n" + "add x24, x24, x26, LSL #4\n" + "prfm pldl1keep, [x14, x17]\n" + "cntb x23\n" + "prfm pldl1keep, [x14, x24]\n" + "add x23, x23, x25, LSL #4\n" + "mov x20, #0x2\n" + "prfm pldl1keep, [x14, x23]\n" + "prfm pldl1keep, [x11, x7]\n" + "mul x19, x5, x22\n" // offset = tile_i * ld_output_row + "prfm pldl1keep, [x11, x17]\n" + "madd x19, x6, x13, x19\n" // offset += tile_j * ld_output_col + "prfm pldl1keep, [x14, x15]\n" + "mul x19, x19, x20\n" // offset *= output_tile_size + "mov x21, #0x0\n" + "add x12, x12, x19, LSL #2\n" // outptrs[0] += offset * sizeof(float) + "add x22, x12, x22, LSL #2\n" + "cntw x20\n" + "sub x19, XZR, x20\n" + "whilelt p2.s, XZR, %x[n_channels]\n" + "ld1w { z9.s }, p2/Z, [x10, x27, LSL #2]\n" + "ld1w { z10.s }, p2/Z, [x14]\n" + "addvl x8, x8, #16\n" + "ld1w { z11.s }, p2/Z, [x14, x16, LSL #2]\n" + "cmp x20, %x[n_channels]\n" + "ld1w { z7.s }, p3/Z, [x8, #-8, MUL VL]\n" + "ld1w { z8.s }, p3/Z, [x8, #-7, MUL VL]\n" + "addvl x8, x8, #-6\n" + "ld1w { z12.s }, p2/Z, [x14, x26, LSL #2]\n" + "ld1w { z13.s }, p2/Z, [x14, x25, LSL #2]\n" + "ld1w { z14.s }, p2/Z, [x11]\n" + "ld1w { z15.s }, p2/Z, [x11, x16, LSL #2]\n" + "ld1w { z16.s }, p2/Z, [x14, x27, LSL #2]\n" + "bge 3f\n" + "2:" // Tile loop: Channel loop + "fmla z31.s, p3/M, z8.s, z9.s\n" + "prfm pldl1keep, [x11, x24]\n" + "whilelt p1.s, x20, %x[n_channels]\n" + "fmla z30.s, p3/M, z6.s, z9.s\n" + "prfm pldl1keep, [x11, x23]\n" + "incw x19\n" + "fmla z29.s, p3/M, z2.s, z9.s\n" + "prfm pldl1keep, [x11, x15]\n" + "mov p0.b, p2.b\n" + "fmla z28.s, p3/M, z0.s, z9.s\n" + "prfm pldl1keep, [x9, x7]\n" + "incw x21\n" + "fmla z31.s, p3/M, z0.s, z10.s\n" + "prfm pldl1keep, [x10, x7]\n" + "addvl x14, x14, #1\n" + "fmla z30.s, p3/M, z1.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x11, x25, LSL #2]\n" + "incw x20\n" + "fmla z31.s, p3/M, z1.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x11, x26, LSL #2]\n" + "prfm pldl1keep, [x9, x17]\n" + "fmla z30.s, p3/M, z2.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x11, x27, LSL #2]\n" + "fmla z31.s, p3/M, z3.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x9]\n" + "addvl x11, x11, #1\n" + "fmla z30.s, p3/M, z0.s, z16.s\n" + "prfm pldl1keep, [x10, x17]\n" + "prfm pldl1keep, [x9, x24]\n" + "fmla z29.s, p3/M, z3.s, z14.s\n" + "prfm pldl1keep, [x10, x24]\n" + "ld1w { z14.s }, p2/Z, [x9, x25, LSL #2]\n" + "fmla z31.s, p3/M, z4.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x10]\n" + "fmla z30.s, p3/M, z4.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x9, x16, LSL #2]\n" + "fmla z29.s, p3/M, z0.s, z15.s\n" + "prfm pldl1keep, [x9, x23]\n" + "prfm pldl1keep, [x28, x7]\n" + "fmla z31.s, p3/M, z2.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x10, x16, LSL #2]\n" + "fmla z30.s, p3/M, z5.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x10, x26, LSL #2]\n" + "fmla z29.s, p3/M, z4.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x10, x25, LSL #2]\n" + "prfm pldl1keep, [x10, x23]\n" + "fmla z31.s, p3/M, z5.s, z13.s\n" + "addvl x10, x10, #1\n" + "fmla z30.s, p3/M, z3.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x9, x26, LSL #2]\n" + "prfm pldl1keep, [x28, x17]\n" + "fmla z29.s, p3/M, z1.s, z16.s\n" + "prfm pldl1keep, [x9, x15]\n" + "prfm pldl1keep, [x28, x24]\n" + "fmla z31.s, p3/M, z6.s, z15.s\n" + "fmla z28.s, p3/M, z4.s, z13.s\n" + "ld1w { z15.s }, p2/Z, [x28]\n" + "fmla z30.s, p3/M, z7.s, z12.s\n" + "ld1w { z13.s }, p2/Z, [x28, x16, LSL #2]\n" + "prfm pldl1keep, [x28, x15]\n" + "fmla z31.s, p3/M, z7.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x9, x27, LSL #2]\n" + "addvl x9, x9, #1\n" + "fmla z28.s, p3/M, z1.s, z12.s\n" + "prfm pldl1keep, [x28, x23]\n" + "fmla z29.s, p3/M, z6.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x28, x27, LSL #2]\n" + "fmla z30.s, p3/M, z8.s, z11.s\n" + "ld1w { z9.s }, p1/Z, [x10, x27, LSL #2]\n" + "prfm pldl1keep, [x10, x15]\n" + "fmax z31.s, p3/M, z31.s, z19.s\n" + "ld1w { z10.s }, p1/Z, [x14]\n" + "fmla z28.s, p3/M, z5.s, z14.s\n" + "fmla z29.s, p3/M, z7.s, z13.s\n" + "ld1w { z14.s }, p2/Z, [x28, x26, LSL #2]\n" + "fmax z30.s, p3/M, z30.s, z19.s\n" + "prfm pldl1keep, [x14, x7]\n" + "prfm pldl1keep, [x14, x17]\n" + "fmin z31.s, p3/M, z31.s, z18.s\n" + "ld1w { z12.s }, p1/Z, [x14, x26, LSL #2]\n" + "fmla z28.s, p3/M, z2.s, z11.s\n" + "fmla z29.s, p3/M, z5.s, z16.s\n" + "ld1w { z11.s }, p2/Z, [x28, x25, LSL #2]\n" + "whilelt p2.s, x21, %x[n_channels]\n" + "fmin z30.s, p3/M, z30.s, z18.s\n" + "prfm pldl1keep, [x14, x24]\n" + "addvl x28, x28, #1\n" + "fmla z28.s, p3/M, z3.s, z16.s\n" + "ld1w { z13.s }, p1/Z, [x14, x25, LSL #2]\n" + "cmp x20, %x[n_channels]\n" + "fmla z29.s, p3/M, z8.s, z15.s\n" + "prfm pldl1keep, [x14, x23]\n" + "prfm pldl1keep, [x11, x7]\n" + "fmla z28.s, p3/M, z7.s, z14.s\n" + "ld1w { z14.s }, p1/Z, [x11]\n" + "prfm pldl1keep, [x11, x17]\n" + "fmax z29.s, p3/M, z29.s, z19.s\n" + "ld1w { z16.s }, p1/Z, [x14, x27, LSL #2]\n" + "fmla z28.s, p3/M, z6.s, z15.s\n" + "ld1w { z15.s }, p1/Z, [x11, x16, LSL #2]\n" + "prfm pldl1keep, [x14, x15]\n" + "fmin z29.s, p3/M, z29.s, z18.s\n" + "st1w { z31.s }, p0, [x12]\n" + "fmla z28.s, p3/M, z8.s, z11.s\n" + "ld1w { z11.s }, p1/Z, [x14, x16, LSL #2]\n" + "st1w { z30.s }, p0, [x12, x13, LSL #2]\n" + "fmax z28.s, p3/M, z28.s, z19.s\n" + "st1w { z29.s }, p0, [x22]\n" + "addvl x12, x12, #1\n" + "fmin z28.s, p3/M, z28.s, z18.s\n" + "ld1w { z17.s }, p3/Z, [x8]\n" + "ld1w { z0.s }, p3/Z, [x8, #1, MUL VL]\n" + "mov z31.d, z17.d\n" + "ld1w { z1.s }, p3/Z, [x8, #2, MUL VL]\n" + "mov z30.d, z17.d\n" + "st1w { z28.s }, p0, [x22, x13, LSL #2]\n" + "addvl x22, x22, #1\n" + "mov z29.d, z17.d\n" + "ld1w { z2.s }, p3/Z, [x8, #3, MUL VL]\n" + "mov z28.d, z17.d\n" + "ld1w { z3.s }, p3/Z, [x8, #4, MUL VL]\n" + "ld1w { z4.s }, p3/Z, [x8, #5, MUL VL]\n" + "ld1w { z5.s }, p3/Z, [x8, #6, MUL VL]\n" + "ld1w { z6.s }, p3/Z, [x8, #7, MUL VL]\n" + "addvl x8, x8, #16\n" + "ld1w { z7.s }, p3/Z, [x8, #-8, MUL VL]\n" + "ld1w { z8.s }, p3/Z, [x8, #-7, MUL VL]\n" + "addvl x8, x8, #-6\n" + "blt 2b\n" + "3:" // Tile loop: Channel tail + "fmla z31.s, p3/M, z8.s, z9.s\n" + "prfm pldl1keep, [x11, x24]\n" + "mov p0.b, p2.b\n" + "fmla z30.s, p3/M, z6.s, z9.s\n" + "prfm pldl1keep, [x11, x23]\n" + "fmla z29.s, p3/M, z2.s, z9.s\n" + "prfm pldl1keep, [x11, x15]\n" + "fmla z28.s, p3/M, z0.s, z9.s\n" + "prfm pldl1keep, [x9, x7]\n" + "prfm pldl1keep, [x10, x7]\n" + "fmla z31.s, p3/M, z0.s, z10.s\n" + "prfm pldl1keep, [x9, x17]\n" + "fmla z30.s, p3/M, z1.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x11, x25, LSL #2]\n" + "fmla z31.s, p3/M, z1.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x11, x26, LSL #2]\n" + "prfm pldl1keep, [x10, x17]\n" + "fmla z30.s, p3/M, z2.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x11, x27, LSL #2]\n" + "fmla z31.s, p3/M, z3.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x9]\n" + "prfm pldl1keep, [x9, x24]\n" + "fmla z30.s, p3/M, z0.s, z16.s\n" + "prfm pldl1keep, [x10, x24]\n" + "fmla z29.s, p3/M, z3.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x9, x25, LSL #2]\n" + "prfm pldl1keep, [x9, x23]\n" + "fmla z31.s, p3/M, z4.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x10]\n" + "fmla z30.s, p3/M, z4.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x9, x16, LSL #2]\n" + "fmla z29.s, p3/M, z0.s, z15.s\n" + "prfm pldl1keep, [x28, x7]\n" + "prfm pldl1keep, [x10, x23]\n" + "fmla z31.s, p3/M, z2.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x10, x16, LSL #2]\n" + "fmla z30.s, p3/M, z5.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x10, x26, LSL #2]\n" + "fmla z29.s, p3/M, z4.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x10, x25, LSL #2]\n" + "prfm pldl1keep, [x28, x17]\n" + "fmla z31.s, p3/M, z5.s, z13.s\n" + "prfm pldl1keep, [x9, x15]\n" + "fmla z30.s, p3/M, z3.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x9, x26, LSL #2]\n" + "fmla z29.s, p3/M, z1.s, z16.s\n" + "prfm pldl1keep, [x28, x24]\n" + "prfm pldl1keep, [x28, x15]\n" + "fmla z31.s, p3/M, z6.s, z15.s\n" + "fmla z28.s, p3/M, z4.s, z13.s\n" + "ld1w { z15.s }, p2/Z, [x28]\n" + "fmla z30.s, p3/M, z7.s, z12.s\n" + "ld1w { z13.s }, p2/Z, [x28, x16, LSL #2]\n" + "prfm pldl1keep, [x28, x23]\n" + "fmla z31.s, p3/M, z7.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x9, x27, LSL #2]\n" + "fmla z28.s, p3/M, z1.s, z12.s\n" + "ldr x5, [%x[params_struct], %[offsetof_args_tile_i]]\n" + "add x21, x5, #0x1\n" + "fmla z28.s, p3/M, z5.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x28, x26, LSL #2]\n" + "fmla z29.s, p3/M, z6.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x28, x27, LSL #2]\n" + "fmla z30.s, p3/M, z8.s, z11.s\n" + "ldr x6, [%x[params_struct], %[offsetof_args_tile_j]]\n" + "add x6, x6, #0x1\n" + "fmla z28.s, p3/M, z2.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x28, x25, LSL #2]\n" + "fmla z29.s, p3/M, z7.s, z13.s\n" + "ldr x20, [%x[params_struct], %[offsetof_args_n_tile_rows]]\n" + "fmax z31.s, p3/M, z31.s, z19.s\n" + "ldr x19, [%x[params_struct], %[offsetof_args_n_tile_cols]]\n" + "cmp x6, x19\n" + "fmla z29.s, p3/M, z5.s, z16.s\n" + "fmla z28.s, p3/M, z3.s, z16.s\n" + "csel x6, x6, XZR, LT\n" + "fmin z31.s, p3/M, z31.s, z18.s\n" + "st1w { z31.s }, p0, [x12]\n" + "fmla z28.s, p3/M, z7.s, z14.s\n" + "csel x5, x5, x21, LT\n" + "fmla z29.s, p3/M, z8.s, z15.s\n" + "cmp x5, x20\n" + "fmax z30.s, p3/M, z30.s, z19.s\n" + "fmla z28.s, p3/M, z6.s, z15.s\n" + "fmin z30.s, p3/M, z30.s, z18.s\n" + "st1w { z30.s }, p0, [x12, x13, LSL #2]\n" + "fmla z28.s, p3/M, z8.s, z11.s\n" + "fmax z29.s, p3/M, z29.s, z19.s\n" + "fmin z29.s, p3/M, z29.s, z18.s\n" + "st1w { z29.s }, p0, [x22]\n" + "fmax z28.s, p3/M, z28.s, z19.s\n" + "fmin z28.s, p3/M, z28.s, z18.s\n" + "st1w { z28.s }, p0, [x22, x13, LSL #2]\n" + "blt 1b\n" + : + : [n_channels] "r" ((unsigned long) n_channels), [offsetof_args_inptr] "I" (offsetof(Args, inptr)), [offsetof_args_ld_input_col] "I" (offsetof(Args, ld_input_col)), [offsetof_args_ld_input_row] "I" (offsetof(Args, ld_input_row)), [offsetof_args_ld_output_col] "I" (offsetof(Args, ld_output_col)), [offsetof_args_ld_output_row] "I" (offsetof(Args, ld_output_row)), [offsetof_args_max] "I" (offsetof(Args, max)), [offsetof_args_min] "I" (offsetof(Args, min)), [offsetof_args_n_tile_cols] "I" (offsetof(Args, n_tile_cols)), [offsetof_args_n_tile_rows] "I" (offsetof(Args, n_tile_rows)), [offsetof_args_outptr] "I" (offsetof(Args, outptr)), [offsetof_args_params] "I" (offsetof(Args, params)), [offsetof_args_tile_i] "I" (offsetof(Args, tile_i)), [offsetof_args_tile_j] "I" (offsetof(Args, tile_j)), [params_struct] "r" (¶ms_struct) + : "cc", "memory", "p0", "p1", "p2", "p3", "x5", "x6", "x7", "x8", "x9", "x10", "x11", "x12", "x13", "x14", "x15", "x16", "x17", "x19", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z28", "z29", "z30", "z31" + ); +} + +} // namespace depthwise +} // namespace arm_conv + +#endif // defined(__ARM_FEATURE_SVE) diff --git a/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_indirect.cpp b/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_indirect.cpp new file mode 100644 index 0000000000..06b3575d4b --- /dev/null +++ b/src/core/NEON/kernels/arm_conv/depthwise/kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst/generic_indirect.cpp @@ -0,0 +1,397 @@ +/* + * 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. + */ + +#include +#include + +#if defined(__ARM_FEATURE_SVE) + +namespace arm_conv { +namespace depthwise { + +void sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst_indirect_impl( + const float *const *const input_ptrs, + float *const *const outptrs, + const void *params, + unsigned int n_channels, + const float activation_min, + const float activation_max +) +{ + struct Args + { + float *const *outptrs; + const void *params; + const float min, max; + const float *inptrs[25]; + + Args( + const float *const *const input_ptrs, + float *const *const outptrs, + const void *const params, + const float min, + const float max + ) : outptrs(outptrs), params(params), min(min), max(max) + { + inptrs[0] = input_ptrs[12]; + inptrs[1] = input_ptrs[0]; + inptrs[2] = input_ptrs[1]; + inptrs[3] = input_ptrs[3]; + inptrs[4] = input_ptrs[4]; + inptrs[5] = input_ptrs[5]; + inptrs[6] = input_ptrs[6]; + inptrs[7] = input_ptrs[2]; + inptrs[8] = input_ptrs[8]; + inptrs[9] = input_ptrs[9]; + inptrs[10] = input_ptrs[7]; + inptrs[11] = input_ptrs[15]; + inptrs[12] = input_ptrs[10]; + inptrs[13] = input_ptrs[16]; + inptrs[14] = input_ptrs[11]; + inptrs[15] = input_ptrs[18]; + inptrs[16] = input_ptrs[13]; + inptrs[17] = input_ptrs[19]; + inptrs[18] = input_ptrs[20]; + inptrs[19] = input_ptrs[14]; + inptrs[20] = input_ptrs[21]; + inptrs[21] = input_ptrs[17]; + inptrs[22] = input_ptrs[23]; + inptrs[23] = input_ptrs[22]; + inptrs[24] = input_ptrs[24]; + + } + }; + + Args params_struct(input_ptrs, outptrs, params, + activation_min, activation_max); + + __asm__ __volatile__( + "ldr x19, [%x[params_struct], %[offsetof_args_outptrs]]\n" + "ptrue p3.b\n" + "ldr x14, [%x[params_struct], %[offsetof_args_params]]\n" + "add x13, %x[params_struct], %[offsetof_Args_inptrs]\n" + "ld1rw { z19.s }, p3/Z, [%x[params_struct], %[offsetof_args_min]]\n" + "cntb x12, ALL, MUL #2\n" + "ld1rw { z18.s }, p3/Z, [%x[params_struct], %[offsetof_args_max]]\n" + "mov x11, #0x0\n" + "ldp x10, x9, [x19, #0x0]\n" + "cntw x28\n" + "ldp x27, x26, [x19, #0x10]\n" + "sub x25, XZR, x28\n" + "ld1w { z17.s }, p3/Z, [x14]\n" + "mov z31.d, z17.d\n" + "ld1w { z0.s }, p3/Z, [x14, #1, MUL VL]\n" + "whilelt p2.s, XZR, %x[n_channels]\n" + "mov z30.d, z17.d\n" + "ld1w { z1.s }, p3/Z, [x14, #2, MUL VL]\n" + "cmp x28, %x[n_channels]\n" + "mov z29.d, z17.d\n" + "ld1w { z2.s }, p3/Z, [x14, #3, MUL VL]\n" + "mov z28.d, z17.d\n" + "ld1w { z3.s }, p3/Z, [x14, #4, MUL VL]\n" + "ld1w { z4.s }, p3/Z, [x14, #5, MUL VL]\n" + "ld1w { z5.s }, p3/Z, [x14, #6, MUL VL]\n" + "ld1w { z6.s }, p3/Z, [x14, #7, MUL VL]\n" + "addvl x14, x14, #16\n" + "ldp x21, x20, [x13, #0x0]\n" + "ld1w { z7.s }, p3/Z, [x14, #-8, MUL VL]\n" + "ld1w { z8.s }, p3/Z, [x14, #-7, MUL VL]\n" + "addvl x14, x14, #-6\n" + "ld1w { z9.s }, p2/Z, [x21, x11, LSL #2]\n" + "prfm pldl1keep, [x21, x12]\n" + "ld1w { z10.s }, p2/Z, [x20, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "ldp x24, x23, [x13, #0x10]\n" + "ldp x22, x21, [x13, #0x20]\n" + "ldp x20, x19, [x13, #0x30]\n" + "ld1w { z11.s }, p2/Z, [x24, x11, LSL #2]\n" + "prfm pldl1keep, [x24, x12]\n" + "ld1w { z12.s }, p2/Z, [x23, x11, LSL #2]\n" + "prfm pldl1keep, [x23, x12]\n" + "ld1w { z13.s }, p2/Z, [x22, x11, LSL #2]\n" + "prfm pldl1keep, [x22, x12]\n" + "ld1w { z14.s }, p2/Z, [x21, x11, LSL #2]\n" + "prfm pldl1keep, [x21, x12]\n" + "ld1w { z15.s }, p2/Z, [x20, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "ld1w { z16.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "bge 2f\n" + "1:" // Channel loop + "fmla z31.s, p3/M, z8.s, z9.s\n" + "ldr x22, [x13, #0x40]\n" + "whilelt p1.s, x28, %x[n_channels]\n" + "fmla z30.s, p3/M, z6.s, z9.s\n" + "ldr x21, [x13, #0x48]\n" + "incw x25\n" + "fmla z29.s, p3/M, z2.s, z9.s\n" + "ldr x20, [x13, #0x50]\n" + "mov p0.b, p2.b\n" + "fmla z28.s, p3/M, z0.s, z9.s\n" + "prfm pldl1keep, [x22, x12]\n" + "ldr x19, [x13, #0x58]\n" + "fmla z31.s, p3/M, z0.s, z10.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z30.s, p3/M, z1.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z31.s, p3/M, z1.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x22, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z30.s, p3/M, z2.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z31.s, p3/M, z3.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z30.s, p3/M, z0.s, z16.s\n" + "ldr x21, [x13, #0x60]\n" + "fmla z29.s, p3/M, z3.s, z14.s\n" + "ldr x20, [x13, #0x68]\n" + "ldr x19, [x13, #0x70]\n" + "fmla z31.s, p3/M, z4.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z30.s, p3/M, z4.s, z11.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z29.s, p3/M, z0.s, z15.s\n" + "ld1w { z11.s }, p2/Z, [x20, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z31.s, p3/M, z2.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x19, x11, LSL #2]\n" + "fmla z30.s, p3/M, z5.s, z12.s\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z29.s, p3/M, z4.s, z11.s\n" + "ldr x19, [x13, #0x78]\n" + "ldr x21, [x13, #0x80]\n" + "fmla z31.s, p3/M, z5.s, z13.s\n" + "ldr x20, [x13, #0x88]\n" + "fmla z30.s, p3/M, z3.s, z13.s\n" + "ldr x24, [x13, #0x90]\n" + "fmla z29.s, p3/M, z1.s, z16.s\n" + "ld1w { z13.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z31.s, p3/M, z6.s, z15.s\n" + "ld1w { z12.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z28.s, p3/M, z4.s, z13.s\n" + "prfm pldl1keep, [x21, x12]\n" + "ld1w { z14.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z30.s, p3/M, z7.s, z12.s\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z31.s, p3/M, z7.s, z16.s\n" + "ld1w { z15.s }, p2/Z, [x24, x11, LSL #2]\n" + "fmla z28.s, p3/M, z1.s, z12.s\n" + "prfm pldl1keep, [x24, x12]\n" + "ldr x23, [x13, #0x98]\n" + "fmla z29.s, p3/M, z6.s, z15.s\n" + "ldr x22, [x13, #0xa0]\n" + "fmax z31.s, p3/M, z31.s, z19.s\n" + "ldr x21, [x13, #0xa8]\n" + "fmla z28.s, p3/M, z5.s, z14.s\n" + "ld1w { z11.s }, p2/Z, [x23, x11, LSL #2]\n" + "prfm pldl1keep, [x23, x12]\n" + "fmin z31.s, p3/M, z31.s, z18.s\n" + "ld1w { z13.s }, p2/Z, [x22, x11, LSL #2]\n" + "prfm pldl1keep, [x22, x12]\n" + "fmla z30.s, p3/M, z8.s, z11.s\n" + "ld1w { z16.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z28.s, p3/M, z2.s, z11.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z29.s, p3/M, z7.s, z13.s\n" + "ldr x20, [x13, #0xb0]\n" + "fmax z30.s, p3/M, z30.s, z19.s\n" + "ldr x19, [x13, #0xb8]\n" + "ldr x22, [x13, #0xc0]\n" + "fmla z28.s, p3/M, z3.s, z16.s\n" + "ld1w { z14.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z29.s, p3/M, z5.s, z16.s\n" + "prfm pldl1keep, [x20, x12]\n" + "fmin z30.s, p3/M, z30.s, z18.s\n" + "ld1w { z15.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z28.s, p3/M, z7.s, z14.s\n" + "ld1w { z11.s }, p2/Z, [x22, x11, LSL #2]\n" + "fmla z29.s, p3/M, z8.s, z15.s\n" + "prfm pldl1keep, [x22, x12]\n" + "incw x11\n" + "fmla z28.s, p3/M, z6.s, z15.s\n" + "ldp x21, x20, [x13, #0x0]\n" + "whilelt p2.s, x11, %x[n_channels]\n" + "fmax z29.s, p3/M, z29.s, z19.s\n" + "ldp x24, x23, [x13, #0x10]\n" + "addvl x12, x12, #1\n" + "fmla z28.s, p3/M, z8.s, z11.s\n" + "ld1w { z9.s }, p1/Z, [x21, x28, LSL #2]\n" + "prfm pldl1keep, [x21, x12]\n" + "fmin z29.s, p3/M, z29.s, z18.s\n" + "ld1w { z10.s }, p1/Z, [x20, x28, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "fmax z28.s, p3/M, z28.s, z19.s\n" + "ld1w { z11.s }, p1/Z, [x24, x28, LSL #2]\n" + "prfm pldl1keep, [x24, x12]\n" + "fmin z28.s, p3/M, z28.s, z18.s\n" + "ld1w { z12.s }, p1/Z, [x23, x28, LSL #2]\n" + "prfm pldl1keep, [x23, x12]\n" + "ldp x22, x21, [x13, #0x20]\n" + "ldp x20, x19, [x13, #0x30]\n" + "st1w { z31.s }, p0, [x10, x25, LSL #2]\n" + "ld1w { z13.s }, p1/Z, [x22, x28, LSL #2]\n" + "prfm pldl1keep, [x22, x12]\n" + "ld1w { z14.s }, p1/Z, [x21, x28, LSL #2]\n" + "prfm pldl1keep, [x21, x12]\n" + "ld1w { z15.s }, p1/Z, [x20, x28, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "ld1w { z16.s }, p1/Z, [x19, x28, LSL #2]\n" + "incw x28\n" + "prfm pldl1keep, [x19, x12]\n" + "cmp x28, %x[n_channels]\n" + "st1w { z30.s }, p0, [x9, x25, LSL #2]\n" + "st1w { z29.s }, p0, [x27, x25, LSL #2]\n" + "st1w { z28.s }, p0, [x26, x25, LSL #2]\n" + "ld1w { z17.s }, p3/Z, [x14]\n" + "mov z31.d, z17.d\n" + "ld1w { z0.s }, p3/Z, [x14, #1, MUL VL]\n" + "mov z30.d, z17.d\n" + "ld1w { z1.s }, p3/Z, [x14, #2, MUL VL]\n" + "mov z29.d, z17.d\n" + "ld1w { z2.s }, p3/Z, [x14, #3, MUL VL]\n" + "mov z28.d, z17.d\n" + "ld1w { z3.s }, p3/Z, [x14, #4, MUL VL]\n" + "ld1w { z4.s }, p3/Z, [x14, #5, MUL VL]\n" + "ld1w { z5.s }, p3/Z, [x14, #6, MUL VL]\n" + "ld1w { z6.s }, p3/Z, [x14, #7, MUL VL]\n" + "addvl x14, x14, #16\n" + "ld1w { z7.s }, p3/Z, [x14, #-8, MUL VL]\n" + "ld1w { z8.s }, p3/Z, [x14, #-7, MUL VL]\n" + "addvl x14, x14, #-6\n" + "blt 1b\n" + "2:" // Channel tail + "fmla z31.s, p3/M, z8.s, z9.s\n" + "ldr x22, [x13, #0x40]\n" + "incw x25\n" + "fmla z30.s, p3/M, z6.s, z9.s\n" + "ldr x21, [x13, #0x48]\n" + "mov p0.b, p2.b\n" + "fmla z29.s, p3/M, z2.s, z9.s\n" + "ldr x20, [x13, #0x50]\n" + "fmla z28.s, p3/M, z0.s, z9.s\n" + "prfm pldl1keep, [x22, x12]\n" + "ldr x19, [x13, #0x58]\n" + "fmla z31.s, p3/M, z0.s, z10.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z30.s, p3/M, z1.s, z12.s\n" + "ld1w { z12.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z31.s, p3/M, z1.s, z11.s\n" + "ld1w { z11.s }, p2/Z, [x22, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z30.s, p3/M, z2.s, z13.s\n" + "ld1w { z13.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z31.s, p3/M, z3.s, z14.s\n" + "ld1w { z14.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z30.s, p3/M, z0.s, z16.s\n" + "ldr x21, [x13, #0x60]\n" + "fmla z29.s, p3/M, z3.s, z14.s\n" + "ldr x20, [x13, #0x68]\n" + "ldr x19, [x13, #0x70]\n" + "fmla z31.s, p3/M, z4.s, z15.s\n" + "ld1w { z15.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z30.s, p3/M, z4.s, z11.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z29.s, p3/M, z0.s, z15.s\n" + "ld1w { z11.s }, p2/Z, [x20, x11, LSL #2]\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z31.s, p3/M, z2.s, z16.s\n" + "ld1w { z16.s }, p2/Z, [x19, x11, LSL #2]\n" + "fmla z30.s, p3/M, z5.s, z12.s\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z29.s, p3/M, z4.s, z11.s\n" + "ldr x19, [x13, #0x78]\n" + "ldr x21, [x13, #0x80]\n" + "fmla z31.s, p3/M, z5.s, z13.s\n" + "ldr x20, [x13, #0x88]\n" + "fmla z30.s, p3/M, z3.s, z13.s\n" + "ldr x24, [x13, #0x90]\n" + "fmla z29.s, p3/M, z1.s, z16.s\n" + "ld1w { z13.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z31.s, p3/M, z6.s, z15.s\n" + "ld1w { z12.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z28.s, p3/M, z4.s, z13.s\n" + "prfm pldl1keep, [x21, x12]\n" + "ld1w { z14.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z30.s, p3/M, z7.s, z12.s\n" + "prfm pldl1keep, [x20, x12]\n" + "fmla z31.s, p3/M, z7.s, z16.s\n" + "ld1w { z15.s }, p2/Z, [x24, x11, LSL #2]\n" + "fmla z28.s, p3/M, z1.s, z12.s\n" + "prfm pldl1keep, [x24, x12]\n" + "ldr x23, [x13, #0x98]\n" + "fmla z29.s, p3/M, z6.s, z15.s\n" + "ldr x22, [x13, #0xa0]\n" + "fmax z31.s, p3/M, z31.s, z19.s\n" + "ldr x21, [x13, #0xa8]\n" + "fmla z28.s, p3/M, z5.s, z14.s\n" + "ld1w { z11.s }, p2/Z, [x23, x11, LSL #2]\n" + "prfm pldl1keep, [x23, x12]\n" + "fmin z31.s, p3/M, z31.s, z18.s\n" + "ld1w { z13.s }, p2/Z, [x22, x11, LSL #2]\n" + "prfm pldl1keep, [x22, x12]\n" + "fmla z30.s, p3/M, z8.s, z11.s\n" + "ld1w { z16.s }, p2/Z, [x21, x11, LSL #2]\n" + "fmla z28.s, p3/M, z2.s, z11.s\n" + "prfm pldl1keep, [x21, x12]\n" + "fmla z29.s, p3/M, z7.s, z13.s\n" + "ldr x20, [x13, #0xb0]\n" + "fmax z30.s, p3/M, z30.s, z19.s\n" + "ldr x19, [x13, #0xb8]\n" + "ldr x22, [x13, #0xc0]\n" + "fmla z28.s, p3/M, z3.s, z16.s\n" + "ld1w { z14.s }, p2/Z, [x20, x11, LSL #2]\n" + "fmla z29.s, p3/M, z5.s, z16.s\n" + "prfm pldl1keep, [x20, x12]\n" + "fmin z30.s, p3/M, z30.s, z18.s\n" + "ld1w { z15.s }, p2/Z, [x19, x11, LSL #2]\n" + "prfm pldl1keep, [x19, x12]\n" + "fmla z28.s, p3/M, z7.s, z14.s\n" + "ld1w { z11.s }, p2/Z, [x22, x11, LSL #2]\n" + "fmla z29.s, p3/M, z8.s, z15.s\n" + "prfm pldl1keep, [x22, x12]\n" + "st1w { z31.s }, p0, [x10, x25, LSL #2]\n" + "fmla z28.s, p3/M, z6.s, z15.s\n" + "st1w { z30.s }, p0, [x9, x25, LSL #2]\n" + "fmax z29.s, p3/M, z29.s, z19.s\n" + "fmla z28.s, p3/M, z8.s, z11.s\n" + "fmin z29.s, p3/M, z29.s, z18.s\n" + "st1w { z29.s }, p0, [x27, x25, LSL #2]\n" + "fmax z28.s, p3/M, z28.s, z19.s\n" + "fmin z28.s, p3/M, z28.s, z18.s\n" + "st1w { z28.s }, p0, [x26, x25, LSL #2]\n" + : + : [n_channels] "r" ((unsigned long) n_channels), [offsetof_Args_inptrs] "I" (offsetof(Args, inptrs)), [offsetof_args_max] "I" (offsetof(Args, max)), [offsetof_args_min] "I" (offsetof(Args, min)), [offsetof_args_outptrs] "I" (offsetof(Args, outptrs)), [offsetof_args_params] "I" (offsetof(Args, params)), [params_struct] "r" (¶ms_struct) + : "cc", "memory", "p0", "p1", "p2", "p3", "x9", "x10", "x11", "x12", "x13", "x14", "x19", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z28", "z29", "z30", "z31" + ); +} + +} // namespace depthwise +} // namespace arm_conv + +#endif // defined(__ARM_FEATURE_SVE) -- cgit v1.2.1