CommonLib/x86/InterPredX86.h

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/** \file     InterPredX86.h
    \brief    SIMD for InterPrediction
*/

//! \ingroup CommonLib
//! \{


#include "CommonLib/CommonDef.h"
#include "CommonDefX86.h"
#include "CommonLib/InterPrediction.h"

namespace vvdec
{

#if ENABLE_SIMD_OPT_BIO
#ifdef TARGET_SIMD_X86

#define _mm_storeu_si32(p, a) (void)(*(int*)(p) = _mm_cvtsi128_si32((a)))

template<X86_VEXT vext>
inline void PaddBIO_SIMD( const Pel* refPel, Pel* dstPel, unsigned width, const int shift )
{
  int w;
  __m128i off = _mm_set1_epi16( ( Pel ) IF_INTERNAL_OFFS );

  if( width > 4 )
  {
    for( w = 0; w < width; w += 8 )
    {

      __m128i ref = _mm_lddqu_si128( ( __m128i const * )&refPel[w] );
      ref = _mm_slli_epi16( ref, shift );
      ref = _mm_sub_epi16( ref, off );
      _mm_storeu_si128( ( __m128i * )&dstPel[w], ref );

    }
    //2 * BIO_EXTEND_SIZE
    __m128i ref = _mm_lddqu_si128( ( __m128i const * )&refPel[w] );
    ref = _mm_slli_epi16( ref, shift );
    ref = _mm_sub_epi16( ref, off );
    _mm_storeu_si32( ( __m128i * )&dstPel[w], ref );

  }
  else
  {
    __m128i ref = _mm_lddqu_si128( ( __m128i const * )&refPel[0] );
    ref = _mm_slli_epi16( ref, shift );
    ref = _mm_sub_epi16( ref, off );
    _mm_storel_epi64( ( __m128i * )&dstPel[0], ref );
    ref = _mm_srli_si128( ref, 8 );
    _mm_storeu_si32( ( __m128i * )&dstPel[4], ref );
  }
}

static inline int rightShiftMSB( int numer, int denom )
{
  int shiftIdx = _bit_scan_reverse( denom );
  return ( numer >> shiftIdx );
}

template<X86_VEXT vext>
static inline void addBIOAvg4_SSE(const int16_t* src0, const int16_t* src1, int16_t* dst, ptrdiff_t dstStride, const int16_t* gradX0, const int16_t* gradX1, const int16_t* gradY0, const int16_t* gradY1, ptrdiff_t widthG, int tmpx, int tmpy, int shift, int offset, const ClpRng& clpRng)
{
  const ptrdiff_t src0Stride = widthG;
  const ptrdiff_t src1Stride = widthG;
  const ptrdiff_t gradStride = widthG;

  __m128i mm_tmpx    = _mm_set1_epi32( ( tmpx & 0xffff ) | ( tmpy << 16 ) );
  __m128i mm_offset  = _mm_set1_epi32( offset );
  __m128i vibdimin   = _mm_set1_epi16( clpRng.min() );
  __m128i vibdimax   = _mm_set1_epi16( clpRng.max() );
  __m128i mm_a;
  __m128i mm_b;
  __m128i mm_sum;

  for( int y = 0; y < 4; y++, dst += dstStride, src0 += src0Stride, src1 += src1Stride, gradX0 += gradStride, gradX1 += gradStride, gradY0 += gradStride, gradY1 += gradStride )
  {
    mm_a   = _mm_unpacklo_epi16 ( _mm_loadl_epi64( (const __m128i *) gradX0 ), _mm_loadl_epi64( (const __m128i *) gradY0 ) );
    mm_b   = _mm_unpacklo_epi16 ( _mm_loadl_epi64( (const __m128i *) gradX1 ), _mm_loadl_epi64( (const __m128i *) gradY1 ) );
    mm_a   = _mm_sub_epi16      ( mm_a, mm_b );
    mm_sum = _mm_madd_epi16     ( mm_a, mm_tmpx );
    mm_a   = _mm_cvtepi16_epi32 ( _mm_loadl_epi64( (const __m128i *) ( src0 ) ) );
    mm_b   = _mm_cvtepi16_epi32 ( _mm_loadl_epi64( (const __m128i *) ( src1 ) ) );
    mm_sum = _mm_add_epi32      ( _mm_add_epi32( mm_sum, mm_a ), _mm_add_epi32( mm_b, mm_offset ) );
    mm_sum = _mm_packs_epi32    ( _mm_srai_epi32( mm_sum, shift ), mm_a );
    mm_sum = _mm_min_epi16      ( vibdimax, _mm_max_epi16( vibdimin, mm_sum ) );
    _mm_storel_epi64            ( (__m128i *) dst, mm_sum );
  }
}

#if USE_AVX2
static inline void addBIOAvg4_2x_AVX2(const int16_t* src0, const int16_t* src1, int16_t* dst, ptrdiff_t dstStride, const int16_t* gradX0, const int16_t* gradX1, const int16_t* gradY0, const int16_t* gradY1, ptrdiff_t widthG, int tmpx0, int tmpx1, int tmpy0, int tmpy1, int shift, int offset, const ClpRng& clpRng)
{
  const ptrdiff_t src0Stride = widthG;
  const ptrdiff_t src1Stride = widthG;
  const ptrdiff_t gradStride = widthG;

  __m256i mm_tmpx    = _mm256_inserti128_si256( _mm256_castsi128_si256( _mm_set1_epi32( ( tmpx0 & 0xffff ) | ( tmpy0 << 16 ) ) ), _mm_set1_epi32( ( tmpx1 & 0xffff ) | ( tmpy1 << 16 ) ), 1 );
  __m256i mm_offset  = _mm256_set1_epi32( offset );
  __m256i vibdimin   = _mm256_set1_epi32( clpRng.min() );
  __m256i vibdimax   = _mm256_set1_epi32( clpRng.max() );
  __m256i mm_a;
  __m256i mm_b;
  __m256i mm_sum;
  __m128i xsrc0, xsrc1;

  for( int y = 0; y < 4; y++, dst += dstStride, src0 += src0Stride, src1 += src1Stride, gradX0 += gradStride, gradX1 += gradStride, gradY0 += gradStride, gradY1 += gradStride )
  {
    xsrc0  = _mm_loadu_si128       ( ( const __m128i * ) gradX0 );
    xsrc1  = _mm_loadu_si128       ( ( const __m128i * ) gradY0 );
    mm_a   = _mm256_castsi128_si256( _mm_unpacklo_epi16( xsrc0, xsrc1 ) );
    mm_a   = _mm256_inserti128_si256( mm_a, _mm_unpackhi_epi16( xsrc0, xsrc1 ), 1 );
    xsrc0  = _mm_loadu_si128       ( ( const __m128i * ) gradX1 );
    xsrc1  = _mm_loadu_si128       ( ( const __m128i * ) gradY1 );
    mm_b   = _mm256_castsi128_si256( _mm_unpacklo_epi16( xsrc0, xsrc1 ) );
    mm_b   = _mm256_inserti128_si256( mm_b, _mm_unpackhi_epi16( xsrc0, xsrc1 ), 1 );
    mm_a   = _mm256_sub_epi16      ( mm_a, mm_b );
    mm_sum = _mm256_madd_epi16     ( mm_a, mm_tmpx );
    mm_a   = _mm256_cvtepi16_epi32 ( _mm_loadu_si128( (const __m128i *) ( src0 ) ) );
    mm_b   = _mm256_cvtepi16_epi32 ( _mm_loadu_si128( (const __m128i *) ( src1 ) ) );
    mm_sum = _mm256_add_epi32      ( _mm256_add_epi32( mm_sum, mm_a ), _mm256_add_epi32( mm_b, mm_offset ) );
    mm_sum = _mm256_srai_epi32     ( mm_sum, shift );
    mm_sum = _mm256_min_epi32      ( vibdimax, _mm256_max_epi32( vibdimin, mm_sum ) );
    _mm_storeu_si128               ( (__m128i *) dst, _mm256_cvtepi32_epi16x( mm_sum ) );
  }
}
#endif

template< X86_VEXT vext >
static inline void calcBIOSums_SSE(const Pel* srcY0Tmp, const Pel* srcY1Tmp, const Pel* gradX0, const Pel* gradX1, const Pel* gradY0, const Pel* gradY1, const int widthG, const int bitDepth, int limit, int &tmpx, int &tmpy)
{
  static constexpr int shift4 = 4;
  static constexpr int shift5 = 1;
  const int srcStride = widthG;

  __m128i sumAbsGXTmp = _mm_setzero_si128();
  __m128i sumDIXTmp = _mm_setzero_si128();
  __m128i sumAbsGYTmp = _mm_setzero_si128();
  __m128i sumDIYTmp = _mm_setzero_si128();
  __m128i sumSignGyGxTmp = _mm_setzero_si128();

  for (int y = 0; y < 6; y++)
  {
    __m128i shiftSrcY0Tmp = _mm_srai_epi16(_mm_loadu_si128((__m128i*)(srcY0Tmp)), shift4);
    __m128i shiftSrcY1Tmp = _mm_srai_epi16(_mm_loadu_si128((__m128i*)(srcY1Tmp)), shift4);
    __m128i loadGradX0 = _mm_loadu_si128((__m128i*)(gradX0));
    __m128i loadGradX1 = _mm_loadu_si128((__m128i*)(gradX1));
    __m128i loadGradY0 = _mm_loadu_si128((__m128i*)(gradY0));
    __m128i loadGradY1 = _mm_loadu_si128((__m128i*)(gradY1));
    __m128i subTemp1 = _mm_sub_epi16(shiftSrcY1Tmp, shiftSrcY0Tmp);
    __m128i packTempX = _mm_srai_epi16(_mm_add_epi16(loadGradX0, loadGradX1), shift5);
    __m128i packTempY = _mm_srai_epi16(_mm_add_epi16(loadGradY0, loadGradY1), shift5);
    __m128i gX = _mm_abs_epi16(packTempX);
    __m128i gY = _mm_abs_epi16(packTempY);
    __m128i dIX       = _mm_sign_epi16(subTemp1,  packTempX );
    __m128i dIY       = _mm_sign_epi16(subTemp1,  packTempY );
    __m128i signGY_GX = _mm_sign_epi16(packTempX, packTempY );

    sumAbsGXTmp = _mm_add_epi16(sumAbsGXTmp, gX);
    sumDIXTmp = _mm_add_epi16(sumDIXTmp, dIX);
    sumAbsGYTmp = _mm_add_epi16(sumAbsGYTmp, gY);
    sumDIYTmp = _mm_add_epi16(sumDIYTmp, dIY);
    sumSignGyGxTmp = _mm_add_epi16(sumSignGyGxTmp, signGY_GX);
    srcY0Tmp += srcStride;
    srcY1Tmp += srcStride;
    gradX0 += widthG;
    gradX1 += widthG;
    gradY0 += widthG;
    gradY1 += widthG;
  }

  sumAbsGXTmp    = _mm_madd_epi16(sumAbsGXTmp,    _mm_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0));
  sumDIXTmp      = _mm_madd_epi16(sumDIXTmp,      _mm_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0));
  sumAbsGYTmp    = _mm_madd_epi16(sumAbsGYTmp,    _mm_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0));
  sumDIYTmp      = _mm_madd_epi16(sumDIYTmp,      _mm_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0));
  sumSignGyGxTmp = _mm_madd_epi16(sumSignGyGxTmp, _mm_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0));

  __m128i a12 = _mm_unpacklo_epi32(sumAbsGXTmp, sumAbsGYTmp);
  __m128i a3  = _mm_unpackhi_epi32(sumAbsGXTmp, sumAbsGYTmp);
  __m128i b12 = _mm_unpacklo_epi32(sumDIXTmp, sumDIYTmp);
  __m128i b3  = _mm_unpackhi_epi32(sumDIXTmp, sumDIYTmp);
  __m128i c1  = _mm_unpacklo_epi64(a12, b12);
  __m128i c2  = _mm_unpackhi_epi64(a12, b12);
  __m128i c3  = _mm_unpacklo_epi64(a3, b3);

  c1 = _mm_add_epi32(c1, c2);
  c1 = _mm_add_epi32(c1, c3);

  int sumAbsGX = _mm_cvtsi128_si32(c1);
  int sumAbsGY = _mm_cvtsi128_si32(_mm_shuffle_epi32(c1, 0x55));
  int sumDIX   = _mm_cvtsi128_si32(_mm_shuffle_epi32(c1, 0xaa));
  int sumDIY   = _mm_cvtsi128_si32(_mm_shuffle_epi32(c1, 0xff));

  sumSignGyGxTmp = _mm_add_epi32(sumSignGyGxTmp, _mm_shuffle_epi32(sumSignGyGxTmp, 0x4e));   // 01001110
  sumSignGyGxTmp = _mm_add_epi32(sumSignGyGxTmp, _mm_shuffle_epi32(sumSignGyGxTmp, 0xb1));   // 10110001
  int sumSignGY_GX  = _mm_cvtsi128_si32(sumSignGyGxTmp);

  tmpx = sumAbsGX == 0 ? 0 : rightShiftMSB( sumDIX << 2, sumAbsGX );
  tmpx = Clip3( -limit, limit, tmpx );

  int mainsGxGy = sumSignGY_GX >> 12;
  int secsGxGy  = sumSignGY_GX & ( ( 1 << 12 ) - 1 );
  int tmpData   = tmpx * mainsGxGy;
  tmpData       = ( ( tmpData << 12 ) + tmpx * secsGxGy ) >> 1;
  tmpy = sumAbsGY == 0 ? 0 : rightShiftMSB( ( ( sumDIY << 2 ) - tmpData ), sumAbsGY );
  tmpy = Clip3( -limit, limit, tmpy );
}

#if USE_AVX2
static inline void calcBIOSums2x_AVX2(const Pel* srcY0Tmp, const Pel* srcY1Tmp, const Pel* gradX0, const Pel* gradX1, const Pel* gradY0, const Pel* gradY1, const int widthG, const int bitDepth, int limit, int &tmpx0, int &tmpx1, int &tmpy0, int &tmpy1 )
{
  static constexpr int shift4 = 4;
  static constexpr int shift5 = 1;
  const int srcStride = widthG;

  __m256i sumAbsGXTmp     = _mm256_setzero_si256();
  __m256i sumDIXTmp       = _mm256_setzero_si256();
  __m256i sumAbsGYTmp     = _mm256_setzero_si256();
  __m256i sumDIYTmp       = _mm256_setzero_si256();
  __m256i sumSignGyGxTmp  = _mm256_setzero_si256();

#define _mm256_load2_si128_offset4(addr) _mm256_inserti128_si256( _mm256_castsi128_si256(_mm_loadu_si128((const __m128i*) &addr[0])), _mm_loadu_si128((const __m128i*) &addr[4]), 1 )

  for (int y = 0; y < 6; y++)
  {
    __m256i shiftSrcY0Tmp = _mm256_srai_epi16(_mm256_load2_si128_offset4(srcY0Tmp), shift4);
    __m256i shiftSrcY1Tmp = _mm256_srai_epi16(_mm256_load2_si128_offset4(srcY1Tmp), shift4);
    __m256i loadGradX0    = _mm256_load2_si128_offset4(gradX0);
    __m256i loadGradX1    = _mm256_load2_si128_offset4(gradX1);
    __m256i loadGradY0    = _mm256_load2_si128_offset4(gradY0);
    __m256i loadGradY1    = _mm256_load2_si128_offset4(gradY1);
    __m256i subTemp1      = _mm256_sub_epi16(shiftSrcY1Tmp, shiftSrcY0Tmp);
    __m256i packTempX     = _mm256_srai_epi16(_mm256_add_epi16(loadGradX0, loadGradX1), shift5);
    __m256i packTempY     = _mm256_srai_epi16(_mm256_add_epi16(loadGradY0, loadGradY1), shift5);
    __m256i gX            = _mm256_abs_epi16(packTempX);
    __m256i gY            = _mm256_abs_epi16(packTempY);
    __m256i dIX           = _mm256_sign_epi16(subTemp1,  packTempX );
    __m256i dIY           = _mm256_sign_epi16(subTemp1,  packTempY );
    __m256i signGY_GX     = _mm256_sign_epi16(packTempX, packTempY );

    sumAbsGXTmp     = _mm256_add_epi16(sumAbsGXTmp, gX);
    sumDIXTmp       = _mm256_add_epi16(sumDIXTmp, dIX);
    sumAbsGYTmp     = _mm256_add_epi16(sumAbsGYTmp, gY);
    sumDIYTmp       = _mm256_add_epi16(sumDIYTmp, dIY);
    sumSignGyGxTmp  = _mm256_add_epi16(sumSignGyGxTmp, signGY_GX);

    srcY0Tmp += srcStride;
    srcY1Tmp += srcStride;
    gradX0 += widthG;
    gradX1 += widthG;
    gradY0 += widthG;
    gradY1 += widthG;
  }

#undef _mm256_load2_si128_offset4

  sumAbsGXTmp    = _mm256_madd_epi16(sumAbsGXTmp,    _mm256_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0));
  sumDIXTmp      = _mm256_madd_epi16(sumDIXTmp,      _mm256_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0));
  sumAbsGYTmp    = _mm256_madd_epi16(sumAbsGYTmp,    _mm256_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0));
  sumDIYTmp      = _mm256_madd_epi16(sumDIYTmp,      _mm256_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0));
  sumSignGyGxTmp = _mm256_madd_epi16(sumSignGyGxTmp, _mm256_setr_epi16(1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0));

  __m256i a12 = _mm256_unpacklo_epi32(sumAbsGXTmp, sumAbsGYTmp);
  __m256i a3  = _mm256_unpackhi_epi32(sumAbsGXTmp, sumAbsGYTmp);
  __m256i b12 = _mm256_unpacklo_epi32(sumDIXTmp, sumDIYTmp);
  __m256i b3  = _mm256_unpackhi_epi32(sumDIXTmp, sumDIYTmp);
  __m256i c1  = _mm256_unpacklo_epi64(a12, b12);
  __m256i c2  = _mm256_unpackhi_epi64(a12, b12);
  __m256i c3  = _mm256_unpacklo_epi64(a3, b3);

  c1 = _mm256_add_epi32(c1, c2);
  c1 = _mm256_add_epi32(c1, c3);

  int tmpData[8];

  _mm256_storeu_si256( ( __m256i* ) &tmpData[0], c1 );

  #define sumAbsGX0 tmpData[0]
  #define sumAbsGX1 tmpData[4]

  #define sumAbsGY0 tmpData[1]
  #define sumAbsGY1 tmpData[5]

  #define sumDIX0   tmpData[2]
  #define sumDIX1   tmpData[6]

  #define sumDIY0   tmpData[3]
  #define sumDIY1   tmpData[7]

  sumSignGyGxTmp = _mm256_add_epi32(sumSignGyGxTmp, _mm256_shuffle_epi32(sumSignGyGxTmp, 0x4e));   // 01001110
  sumSignGyGxTmp = _mm256_add_epi32(sumSignGyGxTmp, _mm256_shuffle_epi32(sumSignGyGxTmp, 0xb1));   // 10110001

  int sumSignGY_GX0 = _mm256_extract_epi32( sumSignGyGxTmp, 0 );
  int sumSignGY_GX1 = _mm256_extract_epi32( sumSignGyGxTmp, 4 );

#if 0
  tmpx0 = sumAbsGX0 == 0 ? 0 : Clip3( -limit, limit, rightShiftMSB( sumDIX0 << 2, sumAbsGX0 ) );
  tmpx1 = sumAbsGX1 == 0 ? 0 : Clip3( -limit, limit, rightShiftMSB( sumDIX1 << 2, sumAbsGX1 ) );
  __m128i vtmpx         = _mm_setr_epi32 ( tmpx0, tmpx1, 0, 0 );
  __m128i vsumSignGY_GX = _mm_setr_epi32 ( sumSignGY_GX0, sumSignGY_GX1, 0, 0 );
  __m128i vmainsGxGy    = _mm_srai_epi32 ( vsumSignGY_GX, 12 );
  __m128i vsecsGxGy     = _mm_and_si128  ( vsumSignGY_GX, _mm_set1_epi32( ( 1 << 12 ) - 1 ) );
  __m128i vtmpData      = _mm_mullo_epi32( vtmpx, vmainsGxGy );
  vtmpData              = _mm_slli_epi32 ( vtmpData, 12 );
  vtmpData              = _mm_add_epi32  ( vtmpData, _mm_mullo_epi32( vtmpx, vsecsGxGy ) );
  vtmpData              = _mm_srai_epi32 ( vtmpData, 1 );
  __m128i vtmpyIn       = _mm_slli_epi32 ( _mm_setr_epi32( sumDIY0, sumDIY1, 0, 0 ), 2 );
  vtmpyIn               = _mm_sub_epi32  ( vtmpyIn, vtmpData );

  tmpy0 = sumAbsGY0 == 0 ? 0 : Clip3( -limit, limit, rightShiftMSB( _mm_extract_epi32( vtmpyIn, 0 ), sumAbsGY0 ) );
  tmpy1 = sumAbsGY1 == 0 ? 0 : Clip3( -limit, limit, rightShiftMSB( _mm_extract_epi32( vtmpyIn, 1 ), sumAbsGY1 ) );
#else
  tmpx0 = sumAbsGX0 == 0 ? 0 : rightShiftMSB( sumDIX0 << 2, sumAbsGX0 );
  tmpx0 = Clip3( -limit, limit, tmpx0 );

  int mainsGxGy0 = sumSignGY_GX0 >> 12;
  int secsGxGy0  = sumSignGY_GX0 & ( ( 1 << 12 ) - 1 );
  int tmpData0   = tmpx0 * mainsGxGy0;
  tmpData0       = ( ( tmpData0 << 12 ) + tmpx0 * secsGxGy0 ) >> 1;
  tmpy0 = sumAbsGY0 == 0 ? 0 : rightShiftMSB( ( ( sumDIY0 << 2 ) - tmpData0 ), sumAbsGY0 );
  tmpy0 = Clip3( -limit, limit, tmpy0 );


  tmpx1 = sumAbsGX1 == 0 ? 0 : rightShiftMSB( sumDIX1 << 2, sumAbsGX1 );
  tmpx1 = Clip3( -limit, limit, tmpx1 );

  int mainsGxGy1 = sumSignGY_GX1 >> 12;
  int secsGxGy1  = sumSignGY_GX1 & ( ( 1 << 12 ) - 1 );
  int tmpData1   = tmpx1 * mainsGxGy1;
  tmpData1 = ( ( tmpData1 << 12 ) + tmpx1 * secsGxGy1 ) >> 1;
  tmpy1 = sumAbsGY1 == 0 ? 0 : rightShiftMSB( ( ( sumDIY1 << 2 ) - tmpData1 ), sumAbsGY1 );
  tmpy1 = Clip3( -limit, limit, tmpy1 );
#endif

#undef sumAbsGX0
#undef sumAbsGX1
#undef sumAbsGY0
#undef sumAbsGY1
#undef sumDIX0
#undef sumDIX1
#undef sumDIY0
#undef sumDIY1
}
#endif

template< X86_VEXT vext>
void BiOptFlowCoreSIMD( const Pel* srcY0,
                        const Pel* srcY1,
                        const Pel* gradX0,
                        const Pel* gradX1,
                        const Pel* gradY0,
                        const Pel* gradY1,
                        const int  width,
                        const int  height,
                              Pel* dstY,
                        const ptrdiff_t dstStride,
                        const int  shiftNum,
                        const int  offset,
                        const int  limit,
                        const ClpRng& clpRng,
                        const int bitDepth )
{
  const int widthG        = width  + BIO_ALIGN_SIZE;
  const int stridePredMC  = widthG;
        int offsetPos     = widthG * BIO_EXTEND_SIZE + BIO_EXTEND_SIZE;
  const int xUnit         = ( width  >> 2 );
  const int yUnit         = ( height >> 2 );

  const Pel* srcY0Temp;
  const Pel* srcY1Temp;
        Pel *dstY0;

  int OffPos;
  int OffPad = 0;

  for( int yu = 0; yu < yUnit; yu++, srcY0 += ( stridePredMC << 2 ), srcY1 += ( stridePredMC << 2 ), dstY += ( dstStride << 2 ), offsetPos += ( widthG << 2 ) )
  {
    srcY0Temp = srcY0;
    srcY1Temp = srcY1;
    dstY0     = dstY;

    OffPos = offsetPos;
    OffPad = ( ( yu * widthG ) << 2 );

#if USE_AVX2
    for( int xu = 0; xu < xUnit; xu += 2, srcY0Temp += 8, srcY1Temp += 8, dstY0 += 8, OffPos += 8, OffPad += 8 )
    {
      int tmpx0, tmpy0, tmpx1, tmpy1;

      //calcBIOSums_SSE<vext>( srcY0Temp + 0, srcY1Temp + 0, gradX0 + OffPad + 0, gradX1 + OffPad + 0, gradY0 + OffPad + 0, gradY1 + OffPad + 0, stridePredMC, bitDepth, limit, tmpx, tmpy );
      //calcBIOSums_SSE<vext>( srcY0Temp + 0, srcY1Temp + 0, gradX0 + OffPad + 0, gradX1 + OffPad + 0, gradY0 + OffPad + 0, gradY1 + OffPad + 0, stridePredMC, bitDepth, limit, tmpx, tmpy );
      calcBIOSums2x_AVX2( srcY0Temp, srcY1Temp, gradX0 + OffPad, gradX1 + OffPad, gradY0 + OffPad, gradY1 + OffPad, stridePredMC, bitDepth, limit, tmpx0, tmpx1, tmpy0, tmpy1 );

      //addBIOAvg4_SSE<vext>( srcY0Temp + stridePredMC + 1 + 0, srcY1Temp + stridePredMC + 1 + 0, dstY0 + 0, dstStride, gradX0 + OffPos + 0, gradX1 + OffPos + 0, gradY0 + OffPos + 0, gradY1 + OffPos + 0, widthG, tmpx0, tmpy0, shiftNum, offset, clpRng );
      //addBIOAvg4_SSE<vext>( srcY0Temp + stridePredMC + 1 + 4, srcY1Temp + stridePredMC + 1 + 4, dstY0 + 4, dstStride, gradX0 + OffPos + 4, gradX1 + OffPos + 4, gradY0 + OffPos + 4, gradY1 + OffPos + 4, widthG, tmpx1, tmpy1, shiftNum, offset, clpRng );
      addBIOAvg4_2x_AVX2( srcY0Temp + stridePredMC + 1, srcY1Temp + stridePredMC + 1, dstY0, dstStride, gradX0 + OffPos, gradX1 + OffPos, gradY0 + OffPos, gradY1 + OffPos, widthG, tmpx0, tmpx1, tmpy0, tmpy1, shiftNum, offset, clpRng );
    }  // xu
#else
    for( int xu = 0; xu < xUnit; xu++, srcY0Temp += 4, srcY1Temp += 4, dstY0 += 4, OffPos += 4, OffPad += 4 )
    {
      int tmpx, tmpy;

      calcBIOSums_SSE<vext>( srcY0Temp, srcY1Temp, gradX0 + OffPad, gradX1 + OffPad, gradY0 + OffPad, gradY1 + OffPad, stridePredMC, bitDepth, limit, tmpx, tmpy );

      addBIOAvg4_SSE<vext> ( srcY0Temp + stridePredMC + 1, srcY1Temp + stridePredMC + 1, dstY0, dstStride, gradX0 + OffPos, gradX1 + OffPos, gradY0 + OffPos, gradY1 + OffPos, widthG, tmpx, tmpy, shiftNum, offset, clpRng );
    }  // xu
#endif
  }  // yu
#if USE_AVX2

  _mm256_zeroupper();
#endif
}

template< X86_VEXT vext, bool bi >
void applyPROF_SSE(Pel* dstPel, ptrdiff_t dstStride, const Pel* srcPel, const Pel* gradX, const Pel* gradY, const int* dMvX, const int* dMvY, int shiftNum, Pel offset, const ClpRng& clpRng)
{
  static constexpr ptrdiff_t srcStride  = 6;
  static constexpr ptrdiff_t gradStride = 4;
  static constexpr ptrdiff_t dMvStride  = 4;

  const int dILimit = 1 << std::max<int>(clpRng.bd + 1, 13);

#if USE_AVX2
  __m256i mm_dmvx, mm_dmvy, mm_gradx, mm_grady, mm_dI, mm_dI0, mm_src;
  __m256i mm_offset = _mm256_set1_epi16( offset );
  __m256i vibdimin  = _mm256_set1_epi16( clpRng.min() );
  __m256i vibdimax  = _mm256_set1_epi16( clpRng.max() );
  __m256i mm_dimin  = _mm256_set1_epi32( -dILimit );
  __m256i mm_dimax  = _mm256_set1_epi32( dILimit - 1 );

  const int *vX0 = dMvX, *vY0 = dMvY;
  const Pel *gX0 = gradX, *gY0 = gradY;

  // first two rows
  mm_dmvx = _mm256_loadu_si256( ( const __m256i * ) vX0 );
  mm_dmvy = _mm256_loadu_si256( ( const __m256i * ) vY0 );

  mm_dmvx = _mm256_packs_epi32( mm_dmvx, _mm256_setzero_si256() );
  mm_dmvy = _mm256_packs_epi32( mm_dmvy, _mm256_setzero_si256() );

  mm_gradx = _mm256_inserti128_si256( _mm256_castsi128_si256( _mm_loadl_epi64( ( __m128i* )gX0 ) ), _mm_loadl_epi64( ( __m128i* )( gX0 + gradStride ) ), 1 );
  mm_grady = _mm256_inserti128_si256( _mm256_castsi128_si256( _mm_loadl_epi64( ( __m128i* )gY0 ) ), _mm_loadl_epi64( ( __m128i* )( gY0 + gradStride ) ), 1 );

  mm_dI0   = _mm256_madd_epi16( _mm256_unpacklo_epi16( mm_dmvx, mm_dmvy ), _mm256_unpacklo_epi16( mm_gradx, mm_grady ) );
  mm_dI0   = _mm256_min_epi32( mm_dimax, _mm256_max_epi32( mm_dimin, mm_dI0 ) );

  // next two rows
  vX0 += ( dMvStride << 1 ); vY0 += ( dMvStride << 1 ); gX0 += ( gradStride << 1 ); gY0 += ( gradStride << 1 );

  mm_dmvx = _mm256_loadu_si256( ( const __m256i * ) vX0 );
  mm_dmvy = _mm256_loadu_si256( ( const __m256i * ) vY0 );

  mm_dmvx = _mm256_packs_epi32( mm_dmvx, _mm256_setzero_si256() );
  mm_dmvy = _mm256_packs_epi32( mm_dmvy, _mm256_setzero_si256() );

  mm_gradx = _mm256_inserti128_si256( _mm256_castsi128_si256( _mm_loadl_epi64( ( __m128i* )gX0 ) ), _mm_loadl_epi64( ( __m128i* )( gX0 + gradStride ) ), 1 );
  mm_grady = _mm256_inserti128_si256( _mm256_castsi128_si256( _mm_loadl_epi64( ( __m128i* )gY0 ) ), _mm_loadl_epi64( ( __m128i* )( gY0 + gradStride ) ), 1 );

  mm_dI    = _mm256_madd_epi16( _mm256_unpacklo_epi16( mm_dmvx, mm_dmvy ), _mm256_unpacklo_epi16( mm_gradx, mm_grady ) );
  mm_dI    = _mm256_min_epi32( mm_dimax, _mm256_max_epi32( mm_dimin, mm_dI ) );

  // combine four rows
  mm_dI = _mm256_packs_epi32( mm_dI0, mm_dI );
  const Pel* src0 = srcPel + srcStride;
  mm_src = _mm256_inserti128_si256(
    _mm256_castsi128_si256(_mm_unpacklo_epi64(_mm_loadl_epi64((const __m128i *)srcPel), _mm_loadl_epi64((const __m128i *)(srcPel + (srcStride << 1))))),
    _mm_unpacklo_epi64(_mm_loadl_epi64((const __m128i *)src0), _mm_loadl_epi64((const __m128i *)(src0 + (srcStride << 1)))),
    1
  );
  mm_dI = _mm256_add_epi16(mm_dI, mm_src);
  if (!bi)
  {
    mm_dI = _mm256_srai_epi16(_mm256_adds_epi16(mm_dI, mm_offset), shiftNum);
    mm_dI = _mm256_min_epi16(vibdimax, _mm256_max_epi16(vibdimin, mm_dI));
  }

  // store final results
  __m128i dITmp = _mm256_extracti128_si256(mm_dI, 1);
  Pel* dst0 = dstPel;
  _mm_storel_epi64((__m128i *)dst0, _mm256_castsi256_si128(mm_dI));
  dst0 += dstStride; _mm_storel_epi64((__m128i *)dst0, dITmp);
  dst0 += dstStride; _mm_storel_epi64((__m128i *)dst0, _mm_unpackhi_epi64(_mm256_castsi256_si128(mm_dI), _mm256_castsi256_si128(mm_dI)));
  dst0 += dstStride; _mm_storel_epi64((__m128i *)dst0, _mm_unpackhi_epi64(dITmp, dITmp));
#else
  __m128i mm_dmvx, mm_dmvy, mm_gradx, mm_grady, mm_dI, mm_dI0;
  __m128i mm_offset = _mm_set1_epi16( offset );
  __m128i vibdimin  = _mm_set1_epi16( clpRng.min() );
  __m128i vibdimax  = _mm_set1_epi16( clpRng.max() );
  __m128i mm_dimin  = _mm_set1_epi32( -dILimit );
  __m128i mm_dimax  = _mm_set1_epi32( dILimit - 1 );

  static constexpr int height = 4;

  for( int h = 0; h < height; h += 2 )
  {
    const int* vX = dMvX;
    const int* vY = dMvY;
    const Pel* gX = gradX;
    const Pel* gY = gradY;
    const Pel* src = srcPel;
    Pel*       dst = dstPel;

    // first row
    mm_dmvx  = _mm_packs_epi32( _mm_loadu_si128( ( const __m128i * ) vX ), _mm_setzero_si128() );
    mm_dmvy  = _mm_packs_epi32( _mm_loadu_si128( ( const __m128i * ) vY ), _mm_setzero_si128() );
    mm_gradx = _mm_loadl_epi64( ( __m128i* ) gX );
    mm_grady = _mm_loadl_epi64( ( __m128i* ) gY );
    mm_dI0   = _mm_madd_epi16 ( _mm_unpacklo_epi16( mm_dmvx, mm_dmvy ), _mm_unpacklo_epi16( mm_gradx, mm_grady ) );
    mm_dI0   = _mm_min_epi32  ( mm_dimax, _mm_max_epi32( mm_dimin, mm_dI0 ) );

    // second row
    mm_dmvx  = _mm_packs_epi32( _mm_loadu_si128( ( const __m128i * ) ( vX + dMvStride ) ), _mm_setzero_si128() );
    mm_dmvy  = _mm_packs_epi32( _mm_loadu_si128( ( const __m128i * ) ( vY + dMvStride ) ), _mm_setzero_si128() );
    mm_gradx = _mm_loadl_epi64( ( __m128i* ) ( gX + gradStride ) );
    mm_grady = _mm_loadl_epi64( ( __m128i* ) ( gY + gradStride ) );
    mm_dI    = _mm_madd_epi16 ( _mm_unpacklo_epi16( mm_dmvx, mm_dmvy ), _mm_unpacklo_epi16( mm_gradx, mm_grady ) );
    mm_dI    = _mm_min_epi32  ( mm_dimax, _mm_max_epi32( mm_dimin, mm_dI ) );

    // combine both rows
    mm_dI = _mm_packs_epi32( mm_dI0, mm_dI );
    mm_dI = _mm_add_epi16  ( _mm_unpacklo_epi64( _mm_loadl_epi64( ( const __m128i * )src ), _mm_loadl_epi64( ( const __m128i * )( src + srcStride ) ) ), mm_dI );
    if (!bi)
    {
      mm_dI = _mm_srai_epi16(_mm_adds_epi16(mm_dI, mm_offset), shiftNum);
      mm_dI = _mm_min_epi16(vibdimax, _mm_max_epi16(vibdimin, mm_dI));
    }

    _mm_storel_epi64( ( __m128i * )  dst,                                   mm_dI );
    _mm_storel_epi64( ( __m128i * )( dst + dstStride ), _mm_unpackhi_epi64( mm_dI, mm_dI ) );

    dMvX   += (dMvStride  << 1);
    dMvY   += (dMvStride  << 1);
    gradX  += (gradStride << 1);
    gradY  += (gradStride << 1);
    srcPel += (srcStride  << 1);
    dstPel += (dstStride  << 1);
  }
#endif
}


template< X86_VEXT vext >
void roundIntVector_SIMD(int* v, int size, unsigned int nShift, const int dmvLimit)
{
  CHECKD(size % 16 != 0, "Size must be multiple of 16!");
#ifdef USE_AVX512
  if (vext >= AVX512 && size >= 16)
  {
    __m512i dMvMin = _mm256_set1_epi32(-dmvLimit);
    __m512i dMvMax = _mm256_set1_epi32(dmvLimit);
    __m512i nOffset = _mm512_set1_epi32((1 << (nShift - 1)));
    __m512i vones = _mm512_set1_epi32(1);
    __m512i vzero = _mm512_setzero_si512();
    for (int i = 0; i < size; i += 16, v += 16)
    {
      __m512i src = _mm512_loadu_si512(v);
      __mmask16 mask = _mm512_cmpge_epi32_mask(src, vzero);
      src = __mm512_add_epi32(src, nOffset);
      __mm512i dst = _mm512_srai_epi32(_mm512_mask_sub_epi32(src, mask, src, vones), nShift);
      dst = _mm512_min_epi32(dMvMax, _mm512_max_epi32(dMvMin, dst));
      _mm512_storeu_si512(v, dst);
    }
  }
  else
#endif
#ifdef USE_AVX2
  if (vext >= AVX2 && size >= 8)
  {
    __m256i dMvMin = _mm256_set1_epi32(-dmvLimit);
    __m256i dMvMax = _mm256_set1_epi32(dmvLimit);
    __m256i nOffset = _mm256_set1_epi32(1 << (nShift - 1));
    __m256i vzero = _mm256_setzero_si256();
    for (int i = 0; i < size; i += 8, v += 8)
    {
      __m256i src = _mm256_lddqu_si256((__m256i*)v);
      __m256i of  = _mm256_cmpgt_epi32(src, vzero);
      __m256i dst = _mm256_srai_epi32(_mm256_add_epi32(_mm256_add_epi32(src, nOffset), of), nShift);
      dst = _mm256_min_epi32(dMvMax, _mm256_max_epi32(dMvMin, dst));
      _mm256_storeu_si256((__m256i*)v, dst);
    }
  }
  else
#endif
  {
    __m128i dMvMin = _mm_set1_epi32(-dmvLimit);
    __m128i dMvMax = _mm_set1_epi32(dmvLimit);
    __m128i nOffset = _mm_set1_epi32((1 << (nShift - 1)));
    __m128i vzero = _mm_setzero_si128();
    for (int i = 0; i < size; i += 4, v += 4)
    {
      __m128i src = _mm_loadu_si128((__m128i*)v);
      __m128i of  = _mm_cmpgt_epi32(src, vzero);
      __m128i dst = _mm_srai_epi32(_mm_add_epi32(_mm_add_epi32(src, nOffset), of), nShift);
      dst = _mm_min_epi32(dMvMax, _mm_max_epi32(dMvMin, dst));
      _mm_storeu_si128((__m128i*)v, dst);
    }
  }
}

template< X86_VEXT vext, bool PAD = true>
void gradFilter_SSE( int16_t* src, ptrdiff_t _srcStride, int width, int height, ptrdiff_t _gradStride, int16_t* gradX, int16_t* gradY, const int bitDepth)
{
  const int widthInside      = PAD ? width  - 2 * BIO_EXTEND_SIZE : 4;
  const int heightInside     = PAD ? height - 2 * BIO_EXTEND_SIZE : 4;
  const ptrdiff_t gradStride = PAD ? _gradStride                  : 4;
  const ptrdiff_t srcStride  = PAD ? _srcStride                   : 6;

  int16_t* srcTmp   = PAD ? src   + srcStride  + 1 : src;
  int16_t* gradXTmp = PAD ? gradX + gradStride + 1 : gradX;
  int16_t* gradYTmp = PAD ? gradY + gradStride + 1 : gradY;

  const int shift1 = std::max<int>( 6, bitDepth - 6 );

  CHECKD( gradStride != _gradStride, "Wrong PROF stride!" );
  CHECKD( srcStride  != _srcStride,  "Wrong PROF stride!" );

#if USE_AVX2
  if( PAD && ( widthInside & 15 ) == 0 && vext >= AVX2 )
  {
    for( int y = 0; y < heightInside; y++ )
    {
      for( int x = 0; x < widthInside; x += 16 )
      {
        __m256i mmPixTop    = _mm256_srai_epi16( _mm256_loadu_si256( ( __m256i * ) ( srcTmp + x - srcStride ) ), shift1 );
        __m256i mmPixBottom = _mm256_srai_epi16( _mm256_loadu_si256( ( __m256i * ) ( srcTmp + x + srcStride ) ), shift1 );
        __m256i mmPixLeft   = _mm256_srai_epi16( _mm256_loadu_si256( ( __m256i * ) ( srcTmp + x - 1 ) ),         shift1 );
        __m256i mmPixRight  = _mm256_srai_epi16( _mm256_loadu_si256( ( __m256i * ) ( srcTmp + x + 1 ) ),         shift1 );

        __m256i mmGradVer = _mm256_sub_epi16( mmPixBottom, mmPixTop );
        __m256i mmGradHor = _mm256_sub_epi16( mmPixRight, mmPixLeft );

        _mm256_storeu_si256( ( __m256i * )( gradYTmp + x ), mmGradVer );
        _mm256_storeu_si256( ( __m256i * )( gradXTmp + x ), mmGradHor );
      }

      gradXTmp[widthInside] = gradXTmp[widthInside - 1];
      gradYTmp[widthInside] = gradYTmp[widthInside - 1];
      gradXTmp[-1]          = gradXTmp[0];
      gradYTmp[-1]          = gradYTmp[0];

      gradXTmp += gradStride;
      gradYTmp += gradStride;
      srcTmp   += srcStride;
    }
  }
  else
#endif
  if( PAD && ( widthInside & 7 ) == 0 )
  {
    for( int y = 0; y < heightInside; y++ )
    {
      for( int x = 0; x < widthInside; x += 8 )
      {
        __m128i mmPixTop    = _mm_srai_epi16( _mm_loadu_si128( ( __m128i* )( srcTmp + x - srcStride ) ), shift1 );
        __m128i mmPixBottom = _mm_srai_epi16( _mm_loadu_si128( ( __m128i* )( srcTmp + x + srcStride ) ), shift1 );
        __m128i mmPixLeft   = _mm_srai_epi16( _mm_loadu_si128( ( __m128i* )( srcTmp + x - 1 ) ),         shift1 );
        __m128i mmPixRight  = _mm_srai_epi16( _mm_loadu_si128( ( __m128i* )( srcTmp + x + 1 ) ),         shift1 );

        __m128i mmGradVer = _mm_sub_epi16( mmPixBottom, mmPixTop );
        __m128i mmGradHor = _mm_sub_epi16( mmPixRight, mmPixLeft );

        _mm_storeu_si128((__m128i *) (gradYTmp + x), mmGradVer);
        _mm_storeu_si128((__m128i *) (gradXTmp + x), mmGradHor);
      }

      if( PAD )
      {
        gradXTmp[widthInside] = gradXTmp[widthInside - 1];
        gradYTmp[widthInside] = gradYTmp[widthInside - 1];
        gradXTmp[-1]          = gradXTmp[0];
        gradYTmp[-1]          = gradYTmp[0];
      }

      gradXTmp += gradStride;
      gradYTmp += gradStride;
      srcTmp += srcStride;
    }
  }
  else
  {
    CHECK( widthInside != 4, "Width needs to be '4'!" );

    for( int y = 0; y < ( PAD ? heightInside : 4 ); y++ )
    {
      __m128i mmPixTop    = _mm_srai_epi16( _mm_loadl_epi64( ( __m128i* )( srcTmp - srcStride ) ), shift1 );
      __m128i mmPixBottom = _mm_srai_epi16( _mm_loadl_epi64( ( __m128i* )( srcTmp + srcStride ) ), shift1 );
      __m128i mmPixLeft   = _mm_srai_epi16( _mm_loadl_epi64( ( __m128i* )( srcTmp - 1 ) ),         shift1 );
      __m128i mmPixRight  = _mm_srai_epi16( _mm_loadl_epi64( ( __m128i* )( srcTmp + 1 ) ),         shift1 );

      __m128i mmGradVer = _mm_sub_epi16( mmPixBottom, mmPixTop );
      __m128i mmGradHor = _mm_sub_epi16( mmPixRight, mmPixLeft );

      _mm_storel_epi64( ( __m128i * )( gradYTmp ), mmGradVer );
      _mm_storel_epi64( ( __m128i * )( gradXTmp ), mmGradHor );

      if( PAD )
      {
        gradXTmp[widthInside] = gradXTmp[widthInside - 1];
        gradYTmp[widthInside] = gradYTmp[widthInside - 1];
        gradXTmp[-1]          = gradXTmp[0];
        gradYTmp[-1]          = gradYTmp[0];
      }

      gradXTmp += gradStride;
      gradYTmp += gradStride;
      srcTmp   += srcStride;
    }
  }
#if USE_AVX2

  _mm256_zeroupper();
#endif

  if( PAD )
  {
    gradXTmp = gradX + gradStride;
    gradYTmp = gradY + gradStride;

    ::memcpy( gradXTmp + heightInside * gradStride, gradXTmp + ( heightInside - 1 ) * gradStride, sizeof( int16_t ) * ( width ) );
    ::memcpy( gradYTmp + heightInside * gradStride, gradYTmp + ( heightInside - 1 ) * gradStride, sizeof( int16_t ) * ( width ) );
    ::memcpy( gradXTmp - gradStride, gradXTmp, sizeof( int16_t ) * ( width ) );
    ::memcpy( gradYTmp - gradStride, gradYTmp, sizeof( int16_t ) * ( width ) );
  }
}

template<X86_VEXT vext>
void InterPrediction::_initInterPredictionX86()
{
  BiOptFlow       = BiOptFlowCoreSIMD  <vext>;
  PaddBIO         = PaddBIO_SIMD       <vext>;
  BioGradFilter   = gradFilter_SSE     <vext, true>;
  profGradFilter  = gradFilter_SSE     <vext, false>;
  applyPROF[0]    = applyPROF_SSE      <vext, false>;
  applyPROF[1]    = applyPROF_SSE      <vext, true>;
  roundIntVector  = roundIntVector_SIMD<vext>;
}
template void InterPrediction::_initInterPredictionX86<SIMDX86>();

#endif // TARGET_SIMD_X86
#endif

}