text: // Auto-generated file. Do not edit!
  //   Template: src/qs8-dwconv/unipass-neon-mul8.c.in
  //   Generator: tools/xngen
  //
  // Copyright 2020 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/dwconv.h>
  
  
  void xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld128(
      size_t channels,
      size_t output_width,
      const int8_t** input,
      const void* weights,
      int8_t* output,
      size_t input_stride,
      size_t output_increment,
      size_t input_offset,
      const int8_t* zero,
      const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
  {
    assert(channels != 0);
    assert(output_width != 0);
  
    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);
    const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
    const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
    const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
    do {
      const int8_t* i0 = input[0];
      assert(i0 != NULL);
      if XNN_UNPREDICTABLE(i0 != zero) {
        i0 = (const int8_t*) ((uintptr_t) i0 + input_offset);
      }
      const int8_t* i1 = input[1];
      assert(i1 != NULL);
      if XNN_UNPREDICTABLE(i1 != zero) {
        i1 = (const int8_t*) ((uintptr_t) i1 + input_offset);
      }
      const int8_t* i2 = input[2];
      assert(i2 != NULL);
      if XNN_UNPREDICTABLE(i2 != zero) {
        i2 = (const int8_t*) ((uintptr_t) i2 + input_offset);
      }
      const int8_t* i3 = input[3];
      assert(i3 != NULL);
      if XNN_UNPREDICTABLE(i3 != zero) {
        i3 = (const int8_t*) ((uintptr_t) i3 + input_offset);
      }
      const int8_t* i4 = input[4];
      assert(i4 != NULL);
      if XNN_UNPREDICTABLE(i4 != zero) {
        i4 = (const int8_t*) ((uintptr_t) i4 + input_offset);
      }
      const int8_t* i5 = input[5];
      assert(i5 != NULL);
      if XNN_UNPREDICTABLE(i5 != zero) {
        i5 = (const int8_t*) ((uintptr_t) i5 + input_offset);
      }
      const int8_t* i6 = input[6];
      assert(i6 != NULL);
      if XNN_UNPREDICTABLE(i6 != zero) {
        i6 = (const int8_t*) ((uintptr_t) i6 + input_offset);
      }
      const int8_t* i7 = input[7];
      assert(i7 != NULL);
      if XNN_UNPREDICTABLE(i7 != zero) {
        i7 = (const int8_t*) ((uintptr_t) i7 + input_offset);
      }
      const int8_t* i8 = input[8];
      assert(i8 != NULL);
      if XNN_UNPREDICTABLE(i8 != zero) {
        i8 = (const int8_t*) ((uintptr_t) i8 + input_offset);
      }
      input = (const int8_t**) ((uintptr_t) input + input_stride);
  
      size_t c = channels;
      const void* w = weights;
      for (; c >= 16; c -= 16) {
        int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
        int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
        int32x4_t vacc89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
        int32x4_t vaccCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
  
        const int8x16_t vi0x0123456789ABCDEF = vld1q_s8(i0); i0 += 16;
        const int8x16_t vk0x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        int16x8_t vprod01234567 = vmull_s8(vget_low_s8(vi0x0123456789ABCDEF), vget_low_s8(vk0x0123456789ABCDEF));
        int16x8_t vprod89ABCDEF = vmull_s8(vget_high_s8(vi0x0123456789ABCDEF), vget_high_s8(vk0x0123456789ABCDEF));
  
        const int8x16_t vi1x0123456789ABCDEF = vld1q_s8(i1); i1 += 16;
        const int8x16_t vk1x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmlal_s8(vprod01234567, vget_low_s8(vi1x0123456789ABCDEF), vget_low_s8(vk1x0123456789ABCDEF));
        vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vget_high_s8(vi1x0123456789ABCDEF), vget_high_s8(vk1x0123456789ABCDEF));
  
        vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
        vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
        vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
        vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
        const int8x16_t vi2x0123456789ABCDEF = vld1q_s8(i2); i2 += 16;
        const int8x16_t vk2x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmull_s8(vget_low_s8(vi2x0123456789ABCDEF), vget_low_s8(vk2x0123456789ABCDEF));
        vprod89ABCDEF = vmull_s8(vget_high_s8(vi2x0123456789ABCDEF), vget_high_s8(vk2x0123456789ABCDEF));
  
        const int8x16_t vi3x0123456789ABCDEF = vld1q_s8(i3); i3 += 16;
        const int8x16_t vk3x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmlal_s8(vprod01234567, vget_low_s8(vi3x0123456789ABCDEF), vget_low_s8(vk3x0123456789ABCDEF));
        vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vget_high_s8(vi3x0123456789ABCDEF), vget_high_s8(vk3x0123456789ABCDEF));
  
        vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
        vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
        vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
        vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
        const int8x16_t vi4x0123456789ABCDEF = vld1q_s8(i4); i4 += 16;
        const int8x16_t vk4x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmull_s8(vget_low_s8(vi4x0123456789ABCDEF), vget_low_s8(vk4x0123456789ABCDEF));
        vprod89ABCDEF = vmull_s8(vget_high_s8(vi4x0123456789ABCDEF), vget_high_s8(vk4x0123456789ABCDEF));
  
        const int8x16_t vi5x0123456789ABCDEF = vld1q_s8(i5); i5 += 16;
        const int8x16_t vk5x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmlal_s8(vprod01234567, vget_low_s8(vi5x0123456789ABCDEF), vget_low_s8(vk5x0123456789ABCDEF));
        vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vget_high_s8(vi5x0123456789ABCDEF), vget_high_s8(vk5x0123456789ABCDEF));
  
        vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
        vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
        vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
        vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
        const int8x16_t vi6x0123456789ABCDEF = vld1q_s8(i6); i6 += 16;
        const int8x16_t vk6x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmull_s8(vget_low_s8(vi6x0123456789ABCDEF), vget_low_s8(vk6x0123456789ABCDEF));
        vprod89ABCDEF = vmull_s8(vget_high_s8(vi6x0123456789ABCDEF), vget_high_s8(vk6x0123456789ABCDEF));
  
        const int8x16_t vi7x0123456789ABCDEF = vld1q_s8(i7); i7 += 16;
        const int8x16_t vk7x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmlal_s8(vprod01234567, vget_low_s8(vi7x0123456789ABCDEF), vget_low_s8(vk7x0123456789ABCDEF));
        vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vget_high_s8(vi7x0123456789ABCDEF), vget_high_s8(vk7x0123456789ABCDEF));
  
        vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
        vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
        vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
        vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
        const int8x16_t vi8x0123456789ABCDEF = vld1q_s8(i8); i8 += 16;
        const int8x16_t vk8x0123456789ABCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
  
        vprod01234567 = vmull_s8(vget_low_s8(vi8x0123456789ABCDEF), vget_low_s8(vk8x0123456789ABCDEF));
        vprod89ABCDEF = vmull_s8(vget_high_s8(vi8x0123456789ABCDEF), vget_high_s8(vk8x0123456789ABCDEF));
  
        vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
        vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
        vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
        vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
  
        vacc0123 = vqshlq_s32(vacc0123, vright_pre_shift);
        vacc4567 = vqshlq_s32(vacc4567, vright_pre_shift);
        vacc89AB = vqshlq_s32(vacc89AB, vright_pre_shift);
        vaccCDEF = vqshlq_s32(vaccCDEF, vright_pre_shift);
  
        vacc0123 = vqdmulhq_s32(vacc0123, vmultiplier);
        vacc4567 = vqdmulhq_s32(vacc4567, vmultiplier);
        vacc89AB = vqdmulhq_s32(vacc89AB, vmultiplier);
        vaccCDEF = vqdmulhq_s32(vaccCDEF, vmultiplier);
  
        vacc0123 = vrshlq_s32(vacc0123, vright_post_shift);
        vacc4567 = vrshlq_s32(vacc4567, vright_post_shift);
        vacc89AB = vrshlq_s32(vacc89AB, vright_post_shift);
        vaccCDEF = vrshlq_s32(vaccCDEF, vright_post_shift);
  
  #if XNN_ARCH_ARM64
        int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
        int16x8_t vacc89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc89AB), vaccCDEF);
  
        vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
        vacc89ABCDEF = vqaddq_s16(vacc89ABCDEF, voutput_zero_point);
  
        int8x16_t vout0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc01234567), vacc89ABCDEF);
  #else  // !XNN_ARCH_ARM64
        int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
        int16x8_t vacc89ABCDEF = vcombine_s16(vqmovn_s32(vacc89AB), vqmovn_s32(vaccCDEF));
  
        vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
        vacc89ABCDEF = vqaddq_s16(vacc89ABCDEF, voutput_zero_point);
  
        int8x16_t vout0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc01234567), vqmovn_s16(vacc89ABCDEF));
  #endif  // !XNN_ARCH_ARM64
  
        vout0123456789ABCDEF = vmaxq_s8(vout0123456789ABCDEF, voutput_min);
  
        vout0123456789ABCDEF = vminq_s8(vout0123456789ABCDEF, voutput_max);
  
        vst1q_s8(output, vout0123456789ABCDEF); output += 16;
      }
      if XNN_UNLIKELY(c != 0) {
        const int8_t* k = (const int8_t*) ((const int32_t*) w + 16);
        do {
          int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
          int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
  
          const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
          const int8x8_t vk0x01234567 = vld1_s8(k); k += 8;
  
          int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
  
          const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
          const int8x8_t vk1x01234567 = vld1_s8((const void*) (k + 8));
  
          vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
  
          vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
          vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
          const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
          const int8x8_t vk2x01234567 = vld1_s8((const void*) (k + 24));
  
          vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
  
          const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
          const int8x8_t vk3x01234567 = vld1_s8((const void*) (k + 40));
  
          vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
  
          vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
          vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
          const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
          const int8x8_t vk4x01234567 = vld1_s8((const void*) (k + 56));
  
          vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
  
          const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
          const int8x8_t vk5x01234567 = vld1_s8((const void*) (k + 72));
  
          vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
  
          vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
          vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
          const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
          const int8x8_t vk6x01234567 = vld1_s8((const void*) (k + 88));
  
          vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
  
          const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
          const int8x8_t vk7x01234567 = vld1_s8((const void*) (k + 104));
  
          vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
  
          vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
          vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
          const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
          const int8x8_t vk8x01234567 = vld1_s8((const void*) (k + 120));
  
          vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
  
          vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
          vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
  
          vacc0123 = vqshlq_s32(vacc0123, vright_pre_shift);
          vacc4567 = vqshlq_s32(vacc4567, vright_pre_shift);
  
          vacc0123 = vqdmulhq_s32(vacc0123, vmultiplier);
          vacc4567 = vqdmulhq_s32(vacc4567, vmultiplier);
  
          vacc0123 = vrshlq_s32(vacc0123, vright_post_shift);
          vacc4567 = vrshlq_s32(vacc4567, vright_post_shift);
  
  #if XNN_ARCH_ARM64
          int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
  #else
          int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
  #endif
          vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
  
          int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
          vout01234567 = vmax_s8(vout01234567, vget_low_s8(voutput_min));
          vout01234567 = vmin_s8(vout01234567, vget_low_s8(voutput_max));
  
          if XNN_LIKELY(c >= 8) {
            vst1_s8(output, vout01234567); output += 8;
            c -= 8;
          } else {
            if (c & 4) {
              vst1_lane_u32((void*) output, vreinterpret_u32_s8(vout01234567), 0); output += 4;
              vout01234567 = vext_s8(vout01234567, vout01234567, 4);
            }
            if (c & 2) {
              vst1_lane_u16((void*) output, vreinterpret_u16_s8(vout01234567), 0); output += 2;
              vout01234567 = vext_s8(vout01234567, vout01234567, 2);
            }
            if (c & 1) {
              vst1_lane_s8(output, vout01234567, 0); output += 1;
            }
            c = 0;
          }
        } while (c != 0);
      }
  
      output = (int8_t*) ((uintptr_t) output + output_increment);
    } while (--output_width != 0);
  }
  