xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/3x16c2s4-minmax-rndnu-neon-mlal.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)

// Auto-generated file. Do not edit!
//   Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in
//   Generator: tools/xngen
//
// Copyright 2021 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.

#include <assert.h>

#include <arm_neon.h>

#include <xnnpack/gemm.h>
#include <xnnpack/math.h>


void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal(
    size_t mr,
    size_t nc,
    size_t kc,
    const int8_t* restrict a,
    size_t a_stride,
    const void* restrict w,
    int8_t* restrict c,
    size_t cm_stride,
    size_t cn_stride,
    const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
  assert(mr != 0);
  assert(mr <= 3);
  assert(nc != 0);
  assert(kc != 0);
  assert(kc % sizeof(int8_t) == 0);
  assert(a != NULL);
  assert(w != NULL);
  assert(c != NULL);

  const int8_t* a0 = a;
  int8_t* c0 = c;
  const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
  int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
  if XNN_UNPREDICTABLE(mr < 2) {
    a1 = a0;
    c1 = c0;
  }
  const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
  int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
  if XNN_UNPREDICTABLE(mr <= 2) {
    a2 = a1;
    c2 = c1;
  }

  kc = round_up_po2(kc, 8 * sizeof(int8_t));
  do {
    int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
    int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
    int32x4_t vacc0x89AB = vld1q_s32(w); w = (const int32_t*) w + 4;
    int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const int32_t*) w + 4;
    int32x4_t vacc1x0123 = vacc0x0123;
    int32x4_t vacc1x4567 = vacc0x4567;
    int32x4_t vacc1x89AB = vacc0x89AB;
    int32x4_t vacc1xCDEF = vacc0xCDEF;
    int32x4_t vacc2x0123 = vacc0x0123;
    int32x4_t vacc2x4567 = vacc0x4567;
    int32x4_t vacc2x89AB = vacc0x89AB;
    int32x4_t vacc2xCDEF = vacc0xCDEF;

    size_t k = kc;
    while (k >= 16 * sizeof(int8_t)) {
      int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
      int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
      int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
      int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
      int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
      int8x8_t va2x1 = vld1_s8(a2); a2 += 8;

      const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;

      int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
      int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
      int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2x0);
      const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1);
      vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1x1);
      vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2x1);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
      int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
      int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
      int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2x0);
      const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1);
      vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1x1);
      vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2x1);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
      int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
      int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1x0);
      int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2x0);
      const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0x1);
      vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1x1);
      vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2x1);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
      int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
      int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1x0);
      int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2x0);
      const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0x1);
      vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1x1);
      vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2x1);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va0x1 = vext_s8(va0x1, va0x1, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va1x1 = vext_s8(va1x1, va1x1, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      va2x1 = vext_s8(va2x1, va2x1, 2);
      int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
      int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
      int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2x0);
      const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1);
      vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1x1);
      vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2x1);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
      int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
      int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
      int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2x0);
      const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1);
      vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1x1);
      vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2x1);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
      int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
      int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1x0);
      int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2x0);
      const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0x1);
      vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1x1);
      vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2x1);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
      int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
      int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1x0);
      int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2x0);
      const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0x1);
      vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1x1);
      vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2x1);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va0x1 = vext_s8(va0x1, va0x1, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va1x1 = vext_s8(va1x1, va1x1, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      va2x1 = vext_s8(va2x1, va2x1, 2);
      int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
      int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
      int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2x0);
      const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1);
      vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1x1);
      vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2x1);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
      int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
      int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
      int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2x0);
      const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1);
      vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1x1);
      vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2x1);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
      int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
      int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1x0);
      int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2x0);
      const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0x1);
      vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1x1);
      vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2x1);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
      int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
      int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1x0);
      int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2x0);
      const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0x1);
      vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1x1);
      vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2x1);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va0x1 = vext_s8(va0x1, va0x1, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va1x1 = vext_s8(va1x1, va1x1, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      va2x1 = vext_s8(va2x1, va2x1, 2);
      int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
      int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
      int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2x0);
      const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1);
      vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1x1);
      vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2x1);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
      int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
      int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
      int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2x0);
      const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1);
      vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1x1);
      vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2x1);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
      int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
      int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1x0);
      int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2x0);
      const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0x1);
      vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1x1);
      vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2x1);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
      int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
      int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1x0);
      int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2x0);
      const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
      vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0x1);
      vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1x1);
      vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2x1);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);

      k -= 16 * sizeof(int8_t);
    }
    if (k != 0) {
      int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
      int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
      int8x8_t va2x0 = vld1_s8(a2); a2 += 8;

      const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
      const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;

      int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
      int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
      int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2x0);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
      int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
      int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
      int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2x0);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
      int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
      int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1x0);
      int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2x0);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
      int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
      int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1x0);
      int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2x0);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
      int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
      int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2x0);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
      int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
      int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
      int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2x0);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
      int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
      int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1x0);
      int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2x0);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
      int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
      int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1x0);
      int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2x0);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
      int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
      int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2x0);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
      int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
      int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
      int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2x0);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
      int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
      int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1x0);
      int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2x0);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
      int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
      int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1x0);
      int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2x0);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
      va0x0 = vext_s8(va0x0, va0x0, 2);
      va1x0 = vext_s8(va1x0, va1x0, 2);
      va2x0 = vext_s8(va2x0, va2x0, 2);
      int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
      int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
      int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2x0);
      vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
      vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
      vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
      int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
      int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
      int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2x0);
      vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
      vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
      vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
      int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
      int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1x0);
      int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2x0);
      vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
      vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
      vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
      int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
      int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1x0);
      int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2x0);
      vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
      vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
      vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);

    }

    const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
    const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
    const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);

    vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
    vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
    vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
    vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
    vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
    vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
    vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
    vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
    vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
    vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
    vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
    vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);

    vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
    vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
    vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
    vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
    vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
    vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
    vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
    vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
    vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
    vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
    vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
    vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);

    vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
    vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
    vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
    vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
    vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
    vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
    vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
    vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
    vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
    vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
    vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
    vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);

    const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
#if XNN_ARCH_ARM64
    int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
    int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
    int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
    int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
    int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
    int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);

    vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
    vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
    vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
    vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
    vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
    vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);

    int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
    int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
    int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
#else
    int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
    int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
    int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
    int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
    int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
    int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));

    vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
    vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
    vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
    vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
    vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
    vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);

    int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
    int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
    int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
#endif

    const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
    vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
    vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
    vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);

    const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
    vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
    vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
    vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);

    if (nc >= 16) {
      vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
      vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
      vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);

      c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
      c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
      c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);

      a0 = (const int8_t*) ((uintptr_t) a0 - kc);
      a1 = (const int8_t*) ((uintptr_t) a1 - kc);
      a2 = (const int8_t*) ((uintptr_t) a2 - kc);

      nc -= 16;
    } else {
      // Final case where not all of the 16 columns fit in the destination.
      int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
      int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
      if (nc & 8) {
        vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
        vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
        vst1_s8(c2, vout2x01234567); c2 += 8;
        vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
        vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
      }
      if (nc & 4) {
        vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
        vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
        vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
        vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
        vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
      }
      if (nc & 2) {
        vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
        vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
        vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
        vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
        vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
      }
      if (nc & 1) {
        vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
        vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
        vst1_lane_s8(c2, vout2x01234567, 0);
      }

      nc = 0;
    }
  } while (nc != 0);
}