text: // Auto-generated file. Do not edit!
  //   Template: src/qs8-dwconv/unipass-sse-mul32.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>
  
  #if defined(__GNUC__) || defined(__clang__)
    #include <x86intrin.h>
  #else
    #include <immintrin.h>
    #include <ammintrin.h>
  #endif
  
  #include <xnnpack/dwconv.h>
  #include <xnnpack/intrinsics-polyfill.h>
  
  
  void xnn_qc8_dwconv_minmax_fp32_ukernel_up8x9__xop_mul32(
      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_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN
  {
    assert(channels != 0);
    assert(output_width != 0);
  
    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 >= 8; c -= 8) {
        __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
        __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
  
  
        const __m128i vi0x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i0));
        const __m128i vk0x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 0 * sizeof(int8_t))));
        const __m128i vi0x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i0 + 4)));
        const __m128i vk0x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 4 * sizeof(int8_t))));
        i0 += 8;
  
        vacc0123 = _mm_macc_epi32(vi0x0123, vk0x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi0x4567, vk0x4567, vacc4567);
  
        const __m128i vi1x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i1));
        const __m128i vk1x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 8 * sizeof(int8_t))));
        const __m128i vi1x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i1 + 4)));
        const __m128i vk1x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 12 * sizeof(int8_t))));
        i1 += 8;
  
        vacc0123 = _mm_macc_epi32(vi1x0123, vk1x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi1x4567, vk1x4567, vacc4567);
  
        const __m128i vi2x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i2));
        const __m128i vk2x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 16 * sizeof(int8_t))));
        const __m128i vi2x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i2 + 4)));
        const __m128i vk2x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 20 * sizeof(int8_t))));
        i2 += 8;
  
        vacc0123 = _mm_macc_epi32(vi2x0123, vk2x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi2x4567, vk2x4567, vacc4567);
  
        const __m128i vi3x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i3));
        const __m128i vk3x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 24 * sizeof(int8_t))));
        const __m128i vi3x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i3 + 4)));
        const __m128i vk3x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 28 * sizeof(int8_t))));
        i3 += 8;
  
        vacc0123 = _mm_macc_epi32(vi3x0123, vk3x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi3x4567, vk3x4567, vacc4567);
  
        const __m128i vi4x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i4));
        const __m128i vk4x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 32 * sizeof(int8_t))));
        const __m128i vi4x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i4 + 4)));
        const __m128i vk4x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 36 * sizeof(int8_t))));
        i4 += 8;
  
        vacc0123 = _mm_macc_epi32(vi4x0123, vk4x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi4x4567, vk4x4567, vacc4567);
  
        const __m128i vi5x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i5));
        const __m128i vk5x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 40 * sizeof(int8_t))));
        const __m128i vi5x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i5 + 4)));
        const __m128i vk5x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 44 * sizeof(int8_t))));
        i5 += 8;
  
        vacc0123 = _mm_macc_epi32(vi5x0123, vk5x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi5x4567, vk5x4567, vacc4567);
  
        const __m128i vi6x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i6));
        const __m128i vk6x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 48 * sizeof(int8_t))));
        const __m128i vi6x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i6 + 4)));
        const __m128i vk6x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 52 * sizeof(int8_t))));
        i6 += 8;
  
        vacc0123 = _mm_macc_epi32(vi6x0123, vk6x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi6x4567, vk6x4567, vacc4567);
  
        const __m128i vi7x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i7));
        const __m128i vk7x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 56 * sizeof(int8_t))));
        const __m128i vi7x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i7 + 4)));
        const __m128i vk7x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 60 * sizeof(int8_t))));
        i7 += 8;
  
        vacc0123 = _mm_macc_epi32(vi7x0123, vk7x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi7x4567, vk7x4567, vacc4567);
  
        const __m128i vi8x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i8));
        const __m128i vk8x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 64 * sizeof(int8_t))));
        const __m128i vi8x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (i8 + 4)));
        const __m128i vk8x4567 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 68 * sizeof(int8_t))));
        i8 += 8;
  
        vacc0123 = _mm_macc_epi32(vi8x0123, vk8x0123, vacc0123);
        vacc4567 = _mm_macc_epi32(vi8x4567, vk8x4567, vacc4567);
  
        w = (const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 72 * sizeof(int8_t));
  
        __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
        __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
  
        const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
        const __m128 vscale4567 = _mm_loadu_ps((const float*) w + 4);
        w = (const void*) ((const float*) w + 8);
        vscaled0123 = _mm_mul_ps(vscaled0123, vscale0123);
        vscaled4567 = _mm_mul_ps(vscaled4567, vscale4567);
  
        vacc0123 = _mm_cvtps_epi32(vscaled0123);
        vacc4567 = _mm_cvtps_epi32(vscaled4567);
  
        const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->sse4.output_zero_point);
        __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
  
        const __m128i voutput_min = _mm_load_si128((const __m128i*) params->sse4.output_min);
        const __m128i voutput_max = _mm_load_si128((const __m128i*) params->sse4.output_max);
        __m128i vout0123456701234567 = _mm_packs_epi16(vout01234567, vout01234567);
        vout0123456701234567 = _mm_max_epi8(vout0123456701234567, voutput_min);
        vout0123456701234567 = _mm_min_epi8(vout0123456701234567, voutput_max);
  
        _mm_storel_epi64((__m128i*) output, vout0123456701234567);
        output += 8;
      }
      if XNN_UNLIKELY(c != 0) {
        const int8_t* k = (const int8_t*) ((const int32_t*) w + 8);
        do {
          __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
  
  
          const __m128i vi0x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i0));
          const __m128i vk0x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(k));
          i0 += 4;
  
          vacc0123 = _mm_macc_epi32(vi0x0123, vk0x0123, vacc0123);
  
          const __m128i vi1x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i1));
          const __m128i vk1x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 8)));
          i1 += 4;
  
          vacc0123 = _mm_macc_epi32(vi1x0123, vk1x0123, vacc0123);
  
          const __m128i vi2x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i2));
          const __m128i vk2x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 16)));
          i2 += 4;
  
          vacc0123 = _mm_macc_epi32(vi2x0123, vk2x0123, vacc0123);
  
          const __m128i vi3x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i3));
          const __m128i vk3x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 24)));
          i3 += 4;
  
          vacc0123 = _mm_macc_epi32(vi3x0123, vk3x0123, vacc0123);
  
          const __m128i vi4x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i4));
          const __m128i vk4x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 32)));
          i4 += 4;
  
          vacc0123 = _mm_macc_epi32(vi4x0123, vk4x0123, vacc0123);
  
          const __m128i vi5x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i5));
          const __m128i vk5x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 40)));
          i5 += 4;
  
          vacc0123 = _mm_macc_epi32(vi5x0123, vk5x0123, vacc0123);
  
          const __m128i vi6x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i6));
          const __m128i vk6x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 48)));
          i6 += 4;
  
          vacc0123 = _mm_macc_epi32(vi6x0123, vk6x0123, vacc0123);
  
          const __m128i vi7x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i7));
          const __m128i vk7x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 56)));
          i7 += 4;
  
          vacc0123 = _mm_macc_epi32(vi7x0123, vk7x0123, vacc0123);
  
          const __m128i vi8x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32(i8));
          const __m128i vk8x0123 = _mm_cvtepi8_epi32(_mm_loadu_si32((const void*) (k + 64)));
          i8 += 4;
  
          vacc0123 = _mm_macc_epi32(vi8x0123, vk8x0123, vacc0123);
  
          k += 4;
  
          __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
          const __m128 vscale0123 = _mm_loadu_ps((const float*) ((uintptr_t) w + 8 * sizeof(int32_t) + 72 * sizeof(int8_t)));
          vscaled0123 = _mm_mul_ps(vscaled0123, vscale0123);
          vacc0123 = _mm_cvtps_epi32(vscaled0123);
  
          w = (const void*) ((const int32_t*) w + 4);
  
          const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->sse4.output_zero_point);
          __m128i vout0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc0123), voutput_zero_point);
  
          vout0123 = _mm_packs_epi16(vout0123, vout0123);
          vout0123 = _mm_max_epi8(vout0123, _mm_load_si128((const __m128i*) params->sse4.output_min));
          vout0123 = _mm_min_epi8(vout0123, _mm_load_si128((const __m128i*) params->sse4.output_max));
  
          if XNN_LIKELY(c >= 4) {
            _mm_storeu_si32(output, vout0123);
            output += 4;
            c -= 4;
          } else {
            if (c & 2) {
              *((uint16_t*) output) = (uint16_t) _mm_extract_epi16(vout0123, 0);
              vout0123 = _mm_srli_epi32(vout0123, 16);
              output += 2;
            }
            if (c & 1) {
              *output = (int8_t) _mm_extract_epi8(vout0123, 0);
              output += 1;
            }
            c = 0;
          }
        } while (c != 0);
      }
  
      output = (int8_t*) ((uintptr_t) output + output_increment);
    } while (--output_width != 0);
  }
  