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path: root/src/core/NEON/kernels/arm_conv/pooling/kernels/sve_u8q_nhwc_avg_generic_depthfirst/generic.cpp
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/*
 * 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 "pooling.hpp"
#include <cstdint>
#include <cstring>
#include <cmath>


#if defined(__ARM_FEATURE_SVE) && defined(SVE2)

namespace arm_conv {
namespace pooling {

namespace {
  struct RescaleParams
  {
    int32_t multiplier, shift;
  };

  constexpr RescaleParams rescale_params[8] = {
    {0x40000000, -0},  // 1/2
    {0x55555556, -1},  // 1/3
    {0x40000000, -1},  // 1/4
    {0x66666666, -2},  // 1/5
    {0x55555556, -2},  // 1/6
    {0x49249249, -2},  // 1/7
    {0x40000000, -2},  // 1/8
    {0x71c71c72, -3},  // 1/9
  };
}

void sve_u8q_nhwc_avg_generic_depthfirst_impl(
  const uint64_t window_cells,
  const uint64_t n_valid_cells,
  uint64_t n_channels,
  const uint8_t *const *const inptrs,
  uint8_t *outptr,
  const Requantize32 &qp
)
{
  if (n_valid_cells == 1 && window_cells == 1)
  {
    // In this case, simply copy from the input to the output
    std::memcpy(outptr, *inptrs, n_channels);
    return;
  }

  // Compute (or look up) the rescale values
  int32_t shift_value = 0, rescale_value = 0;
  if (2 <= window_cells && window_cells <= 9)
  {
    auto &params = rescale_params[window_cells - 2];
    rescale_value = params.multiplier;
    shift_value = params.shift;
  }
  else
  {
    auto f_rescale_value = 1.0f / static_cast<float>(window_cells);

    shift_value = 0;
    while (f_rescale_value < 0.5f)
    {
      shift_value--;
      f_rescale_value *= 2.0f;
    }

    rescale_value = static_cast<int32_t>(round(f_rescale_value * static_cast<float>(1ll << 31)));
    if (static_cast<int64_t>(rescale_value) == (1ll << 31))
    {
      shift_value++;
      rescale_value >>= 1;
    }
  }


  // Initialise the accumulators such that the offsets are subtracted for all
  // valid inputs.
  const int32_t accumulator_init = -qp.input_offset * n_valid_cells;

  // Combine together the rescale value for the requantization and the scaling
  // factor for the average pool.
  const int32_t shift = qp.per_layer_left_shift - qp.per_layer_right_shift + shift_value;
  const int32_t left_shift = shift > 0 ? shift : 0;
  const int32_t right_shift = shift <= 0 ? shift : 0;

  int32_t combined_rescale_value = 0;
  __asm__ __volatile__ (
      "mov v16.s[0], %w[per_layer_mul]\n"
      "mov v17.s[0], %w[rescale_value]\n"
      "sqrdmulh s18, s16, s17\n"
      "mov %w[combined_rescale_value], v18.s[0]\n"
    : [combined_rescale_value] "=r" (combined_rescale_value)
    : [per_layer_mul] "r" (qp.per_layer_mul), [rescale_value] "r" (rescale_value)
    : "v16", "v17", "v18"
  );

  __asm__ __volatile__(
    "ptrue p4.b\n"
    "mov x26, #0x0\n"
    "cntb x25\n"
    "cntb x24, ALL, MUL #2\n"
    "cntb x23, ALL, MUL #3\n"
    "whilelt p3.b, x26, %x[n_channels]\n"
    "whilelt p2.b, x25, %x[n_channels]\n"
    "whilelt p1.b, x24, %x[n_channels]\n"
    "whilelt p0.b, x23, %x[n_channels]\n"
    "b.none 7f\n"
    "1:"  // 4-vectors of channels
    "ld1rw { z15.s }, p4/Z, [%x[accumulator_init]]\n"
    "mov z14.d, z15.d\n"
    "mov x19, %x[inptrs]\n"
    "mov z13.d, z15.d\n"
    "lsr x22, %x[n_valid_cells], #0x1\n"
    "mov z12.d, z15.d\n"
    "mov z11.d, z15.d\n"
    "mov z10.d, z15.d\n"
    "mov z9.d, z15.d\n"
    "mov z8.d, z15.d\n"
    "mov z7.d, z15.d\n"
    "mov z6.d, z15.d\n"
    "mov z5.d, z15.d\n"
    "mov z4.d, z15.d\n"
    "mov z3.d, z15.d\n"
    "mov z2.d, z15.d\n"
    "mov z1.d, z15.d\n"
    "mov z0.d, z15.d\n"
    "cbz x22, 4f\n"
    "ldp x21, x20, [x19, #0x0]\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    "add x19, x19, #0x10\n"
    "ld1b { z30.b }, p3/Z, [x20, x26]\n"
    "subs x22, x22, #0x1\n"
    "ld1b { z29.b }, p2/Z, [x21, x25]\n"
    "ld1b { z28.b }, p2/Z, [x20, x25]\n"
    "ld1b { z27.b }, p1/Z, [x21, x24]\n"
    "ld1b { z26.b }, p1/Z, [x20, x24]\n"
    "ld1b { z25.b }, p0/Z, [x21, x23]\n"
    "ld1b { z24.b }, p0/Z, [x20, x23]\n"
    "beq 3f\n"
    "2:"  // 4-vectors of channels: 2 inputs loop
    ".inst 0x455e0bf7  // uaddlb z23.h, z31.b, z30.b\n"
    "ldp x21, x20, [x19, #0x0]\n"
    "add x19, x19, #0x10\n"
    ".inst 0x455e0ff6  // uaddlt z22.h, z31.b, z30.b\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    ".inst 0x455c0bb5  // uaddlb z21.h, z29.b, z28.b\n"
    "subs x22, x22, #0x1\n"
    ".inst 0x455c0fb4  // uaddlt z20.h, z29.b, z28.b\n"
    "ld1b { z30.b }, p3/Z, [x20, x26]\n"
    ".inst 0x455a0b73  // uaddlb z19.h, z27.b, z26.b\n"
    "ld1b { z29.b }, p2/Z, [x21, x25]\n"
    ".inst 0x455a0f72  // uaddlt z18.h, z27.b, z26.b\n"
    "ld1b { z28.b }, p2/Z, [x20, x25]\n"
    ".inst 0x45580b31  // uaddlb z17.h, z25.b, z24.b\n"
    "ld1b { z27.b }, p1/Z, [x21, x24]\n"
    ".inst 0x45580f30  // uaddlt z16.h, z25.b, z24.b\n"
    "ld1b { z26.b }, p1/Z, [x20, x24]\n"
    ".inst 0x459749ef  // uaddwb z15.s, z15.s, z23.h\n"
    "ld1b { z25.b }, p0/Z, [x21, x23]\n"
    ".inst 0x45974dce  // uaddwt z14.s, z14.s, z23.h\n"
    "ld1b { z24.b }, p0/Z, [x20, x23]\n"
    ".inst 0x459649ad  // uaddwb z13.s, z13.s, z22.h\n"
    ".inst 0x45964d8c  // uaddwt z12.s, z12.s, z22.h\n"
    ".inst 0x4595496b  // uaddwb z11.s, z11.s, z21.h\n"
    ".inst 0x45954d4a  // uaddwt z10.s, z10.s, z21.h\n"
    ".inst 0x45944929  // uaddwb z9.s, z9.s, z20.h\n"
    ".inst 0x45944d08  // uaddwt z8.s, z8.s, z20.h\n"
    ".inst 0x459348e7  // uaddwb z7.s, z7.s, z19.h\n"
    ".inst 0x45934cc6  // uaddwt z6.s, z6.s, z19.h\n"
    ".inst 0x459248a5  // uaddwb z5.s, z5.s, z18.h\n"
    ".inst 0x45924c84  // uaddwt z4.s, z4.s, z18.h\n"
    ".inst 0x45914863  // uaddwb z3.s, z3.s, z17.h\n"
    ".inst 0x45914c42  // uaddwt z2.s, z2.s, z17.h\n"
    ".inst 0x45904821  // uaddwb z1.s, z1.s, z16.h\n"
    ".inst 0x45904c00  // uaddwt z0.s, z0.s, z16.h\n"
    "bgt 2b\n"
    "3:"  // 4-vectors of channels: 2 inputs tail
    ".inst 0x455e0bf7  // uaddlb z23.h, z31.b, z30.b\n"
    ".inst 0x455e0ff6  // uaddlt z22.h, z31.b, z30.b\n"
    ".inst 0x455c0bb5  // uaddlb z21.h, z29.b, z28.b\n"
    ".inst 0x455c0fb4  // uaddlt z20.h, z29.b, z28.b\n"
    ".inst 0x455a0b73  // uaddlb z19.h, z27.b, z26.b\n"
    ".inst 0x455a0f72  // uaddlt z18.h, z27.b, z26.b\n"
    ".inst 0x45580b31  // uaddlb z17.h, z25.b, z24.b\n"
    ".inst 0x45580f30  // uaddlt z16.h, z25.b, z24.b\n"
    ".inst 0x459749ef  // uaddwb z15.s, z15.s, z23.h\n"
    ".inst 0x45974dce  // uaddwt z14.s, z14.s, z23.h\n"
    ".inst 0x459649ad  // uaddwb z13.s, z13.s, z22.h\n"
    ".inst 0x45964d8c  // uaddwt z12.s, z12.s, z22.h\n"
    ".inst 0x4595496b  // uaddwb z11.s, z11.s, z21.h\n"
    ".inst 0x45954d4a  // uaddwt z10.s, z10.s, z21.h\n"
    ".inst 0x45944929  // uaddwb z9.s, z9.s, z20.h\n"
    ".inst 0x45944d08  // uaddwt z8.s, z8.s, z20.h\n"
    ".inst 0x459348e7  // uaddwb z7.s, z7.s, z19.h\n"
    ".inst 0x45934cc6  // uaddwt z6.s, z6.s, z19.h\n"
    ".inst 0x459248a5  // uaddwb z5.s, z5.s, z18.h\n"
    ".inst 0x45924c84  // uaddwt z4.s, z4.s, z18.h\n"
    ".inst 0x45914863  // uaddwb z3.s, z3.s, z17.h\n"
    ".inst 0x45914c42  // uaddwt z2.s, z2.s, z17.h\n"
    ".inst 0x45904821  // uaddwb z1.s, z1.s, z16.h\n"
    ".inst 0x45904c00  // uaddwt z0.s, z0.s, z16.h\n"
    "4:"  // 4-vectors of channels: After loop
    "ands x20, %x[n_valid_cells], #0x1\n"
    "beq 6f\n"
    "5:"  // 4-vectors of channels: Single input loop
    "ldr x21, [x19], #0x8\n"
    "subs x20, x20, #0x1\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    ".inst 0x4508abf1  // ushllb z17.h, z31.b, #0x0\n"
    "ld1b { z29.b }, p2/Z, [x21, x25]\n"
    ".inst 0x4508aff0  // ushllt z16.h, z31.b, #0x0\n"
    "ld1b { z27.b }, p1/Z, [x21, x24]\n"
    ".inst 0x459149ef  // uaddwb z15.s, z15.s, z17.h\n"
    "ld1b { z25.b }, p0/Z, [x21, x23]\n"
    ".inst 0x45914dce  // uaddwt z14.s, z14.s, z17.h\n"
    ".inst 0x459049ad  // uaddwb z13.s, z13.s, z16.h\n"
    ".inst 0x45904d8c  // uaddwt z12.s, z12.s, z16.h\n"
    ".inst 0x4508abb0  // ushllb z16.h, z29.b, #0x0\n"
    ".inst 0x4590496b  // uaddwb z11.s, z11.s, z16.h\n"
    ".inst 0x45904d4a  // uaddwt z10.s, z10.s, z16.h\n"
    ".inst 0x4508afb0  // ushllt z16.h, z29.b, #0x0\n"
    ".inst 0x45904929  // uaddwb z9.s, z9.s, z16.h\n"
    ".inst 0x45904d08  // uaddwt z8.s, z8.s, z16.h\n"
    ".inst 0x4508ab70  // ushllb z16.h, z27.b, #0x0\n"
    ".inst 0x459048e7  // uaddwb z7.s, z7.s, z16.h\n"
    ".inst 0x45904cc6  // uaddwt z6.s, z6.s, z16.h\n"
    ".inst 0x4508af70  // ushllt z16.h, z27.b, #0x0\n"
    ".inst 0x459048a5  // uaddwb z5.s, z5.s, z16.h\n"
    ".inst 0x45904c84  // uaddwt z4.s, z4.s, z16.h\n"
    ".inst 0x4508ab30  // ushllb z16.h, z25.b, #0x0\n"
    ".inst 0x45904863  // uaddwb z3.s, z3.s, z16.h\n"
    ".inst 0x45904c42  // uaddwt z2.s, z2.s, z16.h\n"
    ".inst 0x4508af30  // ushllt z16.h, z25.b, #0x0\n"
    ".inst 0x45904821  // uaddwb z1.s, z1.s, z16.h\n"
    ".inst 0x45904c00  // uaddwt z0.s, z0.s, z16.h\n"
    "bgt 5b\n"
    "6:"  // 4-vectors of channels: Single input loop: End
    "mov z21.s, #0x0\n"
    "ld1rw { z20.s }, p4/Z, [%x[combined_rescale_value]]\n"
    "add x19, %x[quant_params], %[offsetof_qp_output_offset]\n"
    "mov z19.s, #0xff\n"
    "ld1rw { z18.s }, p4/Z, [%x[left_shift]]\n"
    "ld1rw { z17.s }, p4/Z, [%x[right_shift]]\n"
    ".inst 0x4482924f  // srshl z15.s, p4/M, z15.s, z18.s\n"
    "ld1rw { z16.s }, p4/Z, [x19]\n"
    ".inst 0x4482924e  // srshl z14.s, p4/M, z14.s, z18.s\n"
    ".inst 0x4482924d  // srshl z13.s, p4/M, z13.s, z18.s\n"
    ".inst 0x4482924c  // srshl z12.s, p4/M, z12.s, z18.s\n"
    ".inst 0x4482924b  // srshl z11.s, p4/M, z11.s, z18.s\n"
    ".inst 0x04b475ef  // sqrdmulh z15.s, z15.s, z20.s\n"
    ".inst 0x04b475ce  // sqrdmulh z14.s, z14.s, z20.s\n"
    ".inst 0x04b475ad  // sqrdmulh z13.s, z13.s, z20.s\n"
    ".inst 0x04b4758c  // sqrdmulh z12.s, z12.s, z20.s\n"
    ".inst 0x04b4756b  // sqrdmulh z11.s, z11.s, z20.s\n"
    ".inst 0x4482922f  // srshl z15.s, p4/M, z15.s, z17.s\n"
    ".inst 0x4482922e  // srshl z14.s, p4/M, z14.s, z17.s\n"
    ".inst 0x4482922d  // srshl z13.s, p4/M, z13.s, z17.s\n"
    ".inst 0x4482922c  // srshl z12.s, p4/M, z12.s, z17.s\n"
    "add z15.s, z15.s, z16.s\n"
    "add z14.s, z14.s, z16.s\n"
    "add z13.s, z13.s, z16.s\n"
    "add z12.s, z12.s, z16.s\n"
    ".inst 0x4482922b  // srshl z11.s, p4/M, z11.s, z17.s\n"
    ".inst 0x4482924a  // srshl z10.s, p4/M, z10.s, z18.s\n"
    ".inst 0x44829249  // srshl z9.s, p4/M, z9.s, z18.s\n"
    ".inst 0x44829248  // srshl z8.s, p4/M, z8.s, z18.s\n"
    "add z11.s, z11.s, z16.s\n"
    ".inst 0x04b4754a  // sqrdmulh z10.s, z10.s, z20.s\n"
    ".inst 0x04b47529  // sqrdmulh z9.s, z9.s, z20.s\n"
    ".inst 0x04b47508  // sqrdmulh z8.s, z8.s, z20.s\n"
    ".inst 0x44829247  // srshl z7.s, p4/M, z7.s, z18.s\n"
    ".inst 0x4482922a  // srshl z10.s, p4/M, z10.s, z17.s\n"
    ".inst 0x44829229  // srshl z9.s, p4/M, z9.s, z17.s\n"
    ".inst 0x44829228  // srshl z8.s, p4/M, z8.s, z17.s\n"
    ".inst 0x04b474e7  // sqrdmulh z7.s, z7.s, z20.s\n"
    "add z10.s, z10.s, z16.s\n"
    "add z9.s, z9.s, z16.s\n"
    "add z8.s, z8.s, z16.s\n"
    ".inst 0x44829227  // srshl z7.s, p4/M, z7.s, z17.s\n"
    ".inst 0x44829246  // srshl z6.s, p4/M, z6.s, z18.s\n"
    ".inst 0x44829245  // srshl z5.s, p4/M, z5.s, z18.s\n"
    ".inst 0x44829244  // srshl z4.s, p4/M, z4.s, z18.s\n"
    "add z7.s, z7.s, z16.s\n"
    ".inst 0x04b474c6  // sqrdmulh z6.s, z6.s, z20.s\n"
    ".inst 0x04b474a5  // sqrdmulh z5.s, z5.s, z20.s\n"
    ".inst 0x04b47484  // sqrdmulh z4.s, z4.s, z20.s\n"
    ".inst 0x44829243  // srshl z3.s, p4/M, z3.s, z18.s\n"
    ".inst 0x44829226  // srshl z6.s, p4/M, z6.s, z17.s\n"
    ".inst 0x44829225  // srshl z5.s, p4/M, z5.s, z17.s\n"
    ".inst 0x44829224  // srshl z4.s, p4/M, z4.s, z17.s\n"
    ".inst 0x04b47463  // sqrdmulh z3.s, z3.s, z20.s\n"
    "add z6.s, z6.s, z16.s\n"
    "add z5.s, z5.s, z16.s\n"
    "add z4.s, z4.s, z16.s\n"
    ".inst 0x44829223  // srshl z3.s, p4/M, z3.s, z17.s\n"
    ".inst 0x44829242  // srshl z2.s, p4/M, z2.s, z18.s\n"
    ".inst 0x44829241  // srshl z1.s, p4/M, z1.s, z18.s\n"
    ".inst 0x44829240  // srshl z0.s, p4/M, z0.s, z18.s\n"
    "add z3.s, z3.s, z16.s\n"
    ".inst 0x04b47442  // sqrdmulh z2.s, z2.s, z20.s\n"
    ".inst 0x04b47421  // sqrdmulh z1.s, z1.s, z20.s\n"
    ".inst 0x04b47400  // sqrdmulh z0.s, z0.s, z20.s\n"
    "smax z15.s, p4/M, z15.s, z21.s\n"
    ".inst 0x44829222  // srshl z2.s, p4/M, z2.s, z17.s\n"
    ".inst 0x44829221  // srshl z1.s, p4/M, z1.s, z17.s\n"
    ".inst 0x44829220  // srshl z0.s, p4/M, z0.s, z17.s\n"
    "smin z15.s, p4/M, z15.s, z19.s\n"
    "add z2.s, z2.s, z16.s\n"
    "add z1.s, z1.s, z16.s\n"
    "add z0.s, z0.s, z16.s\n"
    "smax z14.s, p4/M, z14.s, z21.s\n"
    "smax z13.s, p4/M, z13.s, z21.s\n"
    "smax z12.s, p4/M, z12.s, z21.s\n"
    "smax z11.s, p4/M, z11.s, z21.s\n"
    "smin z14.s, p4/M, z14.s, z19.s\n"
    "smin z13.s, p4/M, z13.s, z19.s\n"
    "smin z12.s, p4/M, z12.s, z19.s\n"
    "smin z11.s, p4/M, z11.s, z19.s\n"
    "trn1 z17.h, z15.h, z14.h\n"
    "smax z10.s, p4/M, z10.s, z21.s\n"
    "trn1 z16.h, z13.h, z12.h\n"
    "smax z9.s, p4/M, z9.s, z21.s\n"
    "trn1 z16.b, z17.b, z16.b\n"
    "st1b { z16.b }, p3, [%x[outptr], x26]\n"
    "smin z10.s, p4/M, z10.s, z19.s\n"
    "incb x26, ALL, MUL #4\n"
    "smin z9.s, p4/M, z9.s, z19.s\n"
    "smax z8.s, p4/M, z8.s, z21.s\n"
    "smax z7.s, p4/M, z7.s, z21.s\n"
    "smax z6.s, p4/M, z6.s, z21.s\n"
    "trn1 z18.h, z11.h, z10.h\n"
    "smin z8.s, p4/M, z8.s, z19.s\n"
    "smin z7.s, p4/M, z7.s, z19.s\n"
    "smin z6.s, p4/M, z6.s, z19.s\n"
    "smax z5.s, p4/M, z5.s, z21.s\n"
    "trn1 z16.h, z9.h, z8.h\n"
    "smax z4.s, p4/M, z4.s, z21.s\n"
    "trn1 z17.h, z7.h, z6.h\n"
    "trn1 z16.b, z18.b, z16.b\n"
    "st1b { z16.b }, p2, [%x[outptr], x25]\n"
    "smin z5.s, p4/M, z5.s, z19.s\n"
    "incb x25, ALL, MUL #4\n"
    "smin z4.s, p4/M, z4.s, z19.s\n"
    "smax z3.s, p4/M, z3.s, z21.s\n"
    "smax z2.s, p4/M, z2.s, z21.s\n"
    "smax z1.s, p4/M, z1.s, z21.s\n"
    "smax z0.s, p4/M, z0.s, z21.s\n"
    "trn1 z16.h, z5.h, z4.h\n"
    "smin z3.s, p4/M, z3.s, z19.s\n"
    "trn1 z16.b, z17.b, z16.b\n"
    "st1b { z16.b }, p1, [%x[outptr], x24]\n"
    "smin z2.s, p4/M, z2.s, z19.s\n"
    "incb x24, ALL, MUL #4\n"
    "smin z1.s, p4/M, z1.s, z19.s\n"
    "smin z0.s, p4/M, z0.s, z19.s\n"
    "trn1 z17.h, z3.h, z2.h\n"
    "trn1 z16.h, z1.h, z0.h\n"
    "trn1 z16.b, z17.b, z16.b\n"
    "st1b { z16.b }, p0, [%x[outptr], x23]\n"
    "incb x23, ALL, MUL #4\n"
    "whilelt p0.b, x23, %x[n_channels]\n"
    "b.any 1b\n"
    "7:"  // Single vector of channels
    "whilelt p3.b, x26, %x[n_channels]\n"
    "b.none 14f\n"
    "8:"  // Single vector of channels: Loop
    "ld1rw { z15.s }, p4/Z, [%x[accumulator_init]]\n"
    "mov z14.d, z15.d\n"
    "mov x19, %x[inptrs]\n"
    "mov z13.d, z15.d\n"
    "lsr x22, %x[n_valid_cells], #0x1\n"
    "mov z12.d, z15.d\n"
    "cbz x22, 11f\n"
    "ldp x21, x20, [x19, #0x0]\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    "add x19, x19, #0x10\n"
    "ld1b { z30.b }, p3/Z, [x20, x26]\n"
    "subs x22, x22, #0x1\n"
    "beq 10f\n"
    "9:"  // Single vector of channels: Loop: 2 inputs loop
    ".inst 0x455e0bf7  // uaddlb z23.h, z31.b, z30.b\n"
    "ldp x21, x20, [x19, #0x0]\n"
    "add x19, x19, #0x10\n"
    ".inst 0x455e0ff6  // uaddlt z22.h, z31.b, z30.b\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    ".inst 0x459749ef  // uaddwb z15.s, z15.s, z23.h\n"
    "subs x22, x22, #0x1\n"
    ".inst 0x45974dce  // uaddwt z14.s, z14.s, z23.h\n"
    "ld1b { z30.b }, p3/Z, [x20, x26]\n"
    ".inst 0x459649ad  // uaddwb z13.s, z13.s, z22.h\n"
    ".inst 0x45964d8c  // uaddwt z12.s, z12.s, z22.h\n"
    "bgt 9b\n"
    "10:"  // Single vector of channels: Loop: 2 inputs tail
    ".inst 0x455e0bf7  // uaddlb z23.h, z31.b, z30.b\n"
    ".inst 0x455e0ff6  // uaddlt z22.h, z31.b, z30.b\n"
    ".inst 0x459749ef  // uaddwb z15.s, z15.s, z23.h\n"
    ".inst 0x45974dce  // uaddwt z14.s, z14.s, z23.h\n"
    ".inst 0x459649ad  // uaddwb z13.s, z13.s, z22.h\n"
    ".inst 0x45964d8c  // uaddwt z12.s, z12.s, z22.h\n"
    "11:"  // Single vector of channels: Loop: After loop
    "ands x20, %x[n_valid_cells], #0x1\n"
    "beq 13f\n"
    "12:"  // Single vector of channels: Loop: Single input loop
    "ldr x21, [x19], #0x8\n"
    "subs x20, x20, #0x1\n"
    "ld1b { z31.b }, p3/Z, [x21, x26]\n"
    ".inst 0x4508abf1  // ushllb z17.h, z31.b, #0x0\n"
    ".inst 0x4508aff0  // ushllt z16.h, z31.b, #0x0\n"
    ".inst 0x459149ef  // uaddwb z15.s, z15.s, z17.h\n"
    ".inst 0x45914dce  // uaddwt z14.s, z14.s, z17.h\n"
    ".inst 0x459049ad  // uaddwb z13.s, z13.s, z16.h\n"
    ".inst 0x45904d8c  // uaddwt z12.s, z12.s, z16.h\n"
    "bgt 12b\n"
    "13:"  // Single vector of channels: Loop: Single input loop: End
    "mov z21.s, #0x0\n"
    "ld1rw { z20.s }, p4/Z, [%x[combined_rescale_value]]\n"
    "add x19, %x[quant_params], %[offsetof_qp_output_offset]\n"
    "mov z19.s, #0xff\n"
    "ld1rw { z18.s }, p4/Z, [%x[left_shift]]\n"
    "ld1rw { z17.s }, p4/Z, [%x[right_shift]]\n"
    ".inst 0x4482924f  // srshl z15.s, p4/M, z15.s, z18.s\n"
    "ld1rw { z16.s }, p4/Z, [x19]\n"
    ".inst 0x4482924e  // srshl z14.s, p4/M, z14.s, z18.s\n"
    ".inst 0x4482924d  // srshl z13.s, p4/M, z13.s, z18.s\n"
    ".inst 0x4482924c  // srshl z12.s, p4/M, z12.s, z18.s\n"
    ".inst 0x04b475ef  // sqrdmulh z15.s, z15.s, z20.s\n"
    ".inst 0x04b475ce  // sqrdmulh z14.s, z14.s, z20.s\n"
    ".inst 0x04b475ad  // sqrdmulh z13.s, z13.s, z20.s\n"
    ".inst 0x04b4758c  // sqrdmulh z12.s, z12.s, z20.s\n"
    ".inst 0x4482922f  // srshl z15.s, p4/M, z15.s, z17.s\n"
    ".inst 0x4482922e  // srshl z14.s, p4/M, z14.s, z17.s\n"
    ".inst 0x4482922d  // srshl z13.s, p4/M, z13.s, z17.s\n"
    ".inst 0x4482922c  // srshl z12.s, p4/M, z12.s, z17.s\n"
    "add z15.s, z15.s, z16.s\n"
    "add z14.s, z14.s, z16.s\n"
    "add z13.s, z13.s, z16.s\n"
    "add z12.s, z12.s, z16.s\n"
    "smax z15.s, p4/M, z15.s, z21.s\n"
    "smax z14.s, p4/M, z14.s, z21.s\n"
    "smax z13.s, p4/M, z13.s, z21.s\n"
    "smax z12.s, p4/M, z12.s, z21.s\n"
    "smin z15.s, p4/M, z15.s, z19.s\n"
    "smin z14.s, p4/M, z14.s, z19.s\n"
    "smin z13.s, p4/M, z13.s, z19.s\n"
    "smin z12.s, p4/M, z12.s, z19.s\n"
    "trn1 z17.h, z15.h, z14.h\n"
    "trn1 z16.h, z13.h, z12.h\n"
    "trn1 z16.b, z17.b, z16.b\n"
    "st1b { z16.b }, p3, [%x[outptr], x26]\n"
    "incb x26\n"
    "whilelt p3.b, x26, %x[n_channels]\n"
    "b.any 8b\n"
    "14:"  // End

    :
    : [accumulator_init] "r" (&accumulator_init), [combined_rescale_value] "r" (&combined_rescale_value), [inptrs] "r" (inptrs), [left_shift] "r" (&left_shift), [n_channels] "r" (n_channels), [n_valid_cells] "r" (n_valid_cells), [offsetof_qp_output_offset] "I" (offsetof(Requantize32, output_offset)), [outptr] "r" (outptr), [quant_params] "r" (&qp), [right_shift] "r" (&right_shift)
    : "cc", "memory", "p0", "p1", "p2", "p3", "p4", "x19", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "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"
  );
}

}  // namespace pooling
}  // namespace arm_conv

#endif  // defined(__ARM_FEATURE_SVE) && defined(SVE2)