IntraSearch.cpp

/* The copyright in this software is being made available under the BSD
 * License, included below. This software may be subject to other third party
 * and contributor rights, including patent rights, and no such rights are
 * granted under this license.
 *
 * Copyright (c) 2010-2019, ITU/ISO/IEC
 * All rights reserved.
 *
 * Redistribution and use in source and binary forms, with or without
 * modification, are permitted provided that the following conditions are met:
 *
 *  * Redistributions of source code must retain the above copyright notice,
 *    this list of conditions and the following disclaimer.
 *  * Redistributions in binary form must reproduce the above copyright notice,
 *    this list of conditions and the following disclaimer in the documentation
 *    and/or other materials provided with the distribution.
 *  * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
 *    be used to endorse or promote products derived from this software without
 *    specific prior written permission.
 *
 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
 * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
 * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
 * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
 * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
 * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
 * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
 * THE POSSIBILITY OF SUCH DAMAGE.
 */

/** \file     EncSearch.cpp
 *  \brief    encoder intra search class
 */

#include "IntraSearch.h"

#include "EncModeCtrl.h"

#include "CommonLib/CommonDef.h"
#include "CommonLib/Rom.h"
#include "CommonLib/Picture.h"
#include "CommonLib/UnitTools.h"

#include "CommonLib/dtrace_next.h"
#include "CommonLib/dtrace_buffer.h"

#include <math.h>
#include <limits>

 //! \ingroup EncoderLib
 //! \{

IntraSearch::IntraSearch()
  : m_pSplitCS      (nullptr)
  , m_pFullCS       (nullptr)
  , m_pBestCS       (nullptr)
  , m_pcEncCfg      (nullptr)
  , m_pcTrQuant     (nullptr)
  , m_pcRdCost      (nullptr)
  , m_pcReshape     (nullptr)
  , m_CABACEstimator(nullptr)
  , m_CtxCache      (nullptr)
  , m_isInitialized (false)
{
  for( uint32_t ch = 0; ch < MAX_NUM_TBLOCKS; ch++ )
  {
    m_pSharedPredTransformSkip[ch] = nullptr;
  }
}


void IntraSearch::destroy()
{
  CHECK( !m_isInitialized, "Not initialized" );

  if( m_pcEncCfg )
  {
    const uint32_t uiNumLayersToAllocateSplit = 1;
    const uint32_t uiNumLayersToAllocateFull  = 1;
    const int uiNumSaveLayersToAllocate = 2;

    for( uint32_t layer = 0; layer < uiNumSaveLayersToAllocate; layer++ )
    {
      m_pSaveCS[layer]->destroy();
      delete m_pSaveCS[layer];
    }

    uint32_t numWidths  = gp_sizeIdxInfo->numWidths();
    uint32_t numHeights = gp_sizeIdxInfo->numHeights();

    for( uint32_t width = 0; width < numWidths; width++ )
    {
      for( uint32_t height = 0; height < numHeights; height++ )
      {
        if( gp_sizeIdxInfo->isCuSize( gp_sizeIdxInfo->sizeFrom( width ) ) && gp_sizeIdxInfo->isCuSize( gp_sizeIdxInfo->sizeFrom( height ) ) )
        {
          for( uint32_t layer = 0; layer < uiNumLayersToAllocateSplit; layer++ )
          {
            m_pSplitCS[width][height][layer]->destroy();

            delete m_pSplitCS[width][height][layer];
          }

          for( uint32_t layer = 0; layer < uiNumLayersToAllocateFull; layer++ )
          {
            m_pFullCS[width][height][layer]->destroy();

            delete m_pFullCS[width][height][layer];
          }

          delete[] m_pSplitCS[width][height];
          delete[] m_pFullCS [width][height];

          m_pBestCS[width][height]->destroy();
          m_pTempCS[width][height]->destroy();

          delete m_pTempCS[width][height];
          delete m_pBestCS[width][height];
        }
      }

      delete[] m_pSplitCS[width];
      delete[] m_pFullCS [width];

      delete[] m_pTempCS[width];
      delete[] m_pBestCS[width];
    }

    delete[] m_pSplitCS;
    delete[] m_pFullCS;

    delete[] m_pBestCS;
    delete[] m_pTempCS;

    delete[] m_pSaveCS;
  }

  m_pSplitCS = m_pFullCS = nullptr;

  m_pBestCS = m_pTempCS = nullptr;

  m_pSaveCS = nullptr;

  for( uint32_t ch = 0; ch < MAX_NUM_TBLOCKS; ch++ )
  {
    delete[] m_pSharedPredTransformSkip[ch];
    m_pSharedPredTransformSkip[ch] = nullptr;
  }

  m_tmpStorageLCU.destroy();
  m_isInitialized = false;
}

IntraSearch::~IntraSearch()
{
  if( m_isInitialized )
  {
    destroy();
  }
}

void IntraSearch::init( EncCfg*        pcEncCfg,
                        TrQuant*       pcTrQuant,
                        RdCost*        pcRdCost,
                        CABACWriter*   CABACEstimator,
                        CtxCache*      ctxCache,
                        const uint32_t     maxCUWidth,
                        const uint32_t     maxCUHeight,
                        const uint32_t     maxTotalCUDepth
                       , EncReshape*   pcReshape
)
{
  CHECK(m_isInitialized, "Already initialized");
  m_pcEncCfg                     = pcEncCfg;
  m_pcTrQuant                    = pcTrQuant;
  m_pcRdCost                     = pcRdCost;
  m_CABACEstimator               = CABACEstimator;
  m_CtxCache                     = ctxCache;
  m_pcReshape                    = pcReshape;

  const ChromaFormat cform = pcEncCfg->getChromaFormatIdc();

  IntraPrediction::init( cform, pcEncCfg->getBitDepth( CHANNEL_TYPE_LUMA ) );
  m_tmpStorageLCU.create(UnitArea(cform, Area(0, 0, MAX_CU_SIZE, MAX_CU_SIZE)));

  for( uint32_t ch = 0; ch < MAX_NUM_TBLOCKS; ch++ )
  {
    m_pSharedPredTransformSkip[ch] = new Pel[MAX_CU_SIZE * MAX_CU_SIZE];
  }

  uint32_t numWidths  = gp_sizeIdxInfo->numWidths();
  uint32_t numHeights = gp_sizeIdxInfo->numHeights();

  const uint32_t uiNumLayersToAllocateSplit = 1;
  const uint32_t uiNumLayersToAllocateFull  = 1;

  m_pBestCS = new CodingStructure**[numWidths];
  m_pTempCS = new CodingStructure**[numWidths];

  m_pFullCS  = new CodingStructure***[numWidths];
  m_pSplitCS = new CodingStructure***[numWidths];

  for( uint32_t width = 0; width < numWidths; width++ )
  {
    m_pBestCS[width] = new CodingStructure*[numHeights];
    m_pTempCS[width] = new CodingStructure*[numHeights];

    m_pFullCS [width] = new CodingStructure**[numHeights];
    m_pSplitCS[width] = new CodingStructure**[numHeights];

    for( uint32_t height = 0; height < numHeights; height++ )
    {
      if(  gp_sizeIdxInfo->isCuSize( gp_sizeIdxInfo->sizeFrom( width ) ) && gp_sizeIdxInfo->isCuSize( gp_sizeIdxInfo->sizeFrom( height ) ) )
      {
        m_pBestCS[width][height] = new CodingStructure( m_unitCache.cuCache, m_unitCache.puCache, m_unitCache.tuCache );
        m_pTempCS[width][height] = new CodingStructure( m_unitCache.cuCache, m_unitCache.puCache, m_unitCache.tuCache );

        m_pBestCS[width][height]->create( m_pcEncCfg->getChromaFormatIdc(), Area( 0, 0, gp_sizeIdxInfo->sizeFrom( width ), gp_sizeIdxInfo->sizeFrom( height ) ), false );
        m_pTempCS[width][height]->create( m_pcEncCfg->getChromaFormatIdc(), Area( 0, 0, gp_sizeIdxInfo->sizeFrom( width ), gp_sizeIdxInfo->sizeFrom( height ) ), false );
        m_pFullCS [width][height] = new CodingStructure*[uiNumLayersToAllocateFull];
        m_pSplitCS[width][height] = new CodingStructure*[uiNumLayersToAllocateSplit];

        for( uint32_t layer = 0; layer < uiNumLayersToAllocateFull; layer++ )
        {
          m_pFullCS [width][height][layer] = new CodingStructure( m_unitCache.cuCache, m_unitCache.puCache, m_unitCache.tuCache );

          m_pFullCS [width][height][layer]->create( m_pcEncCfg->getChromaFormatIdc(), Area( 0, 0, gp_sizeIdxInfo->sizeFrom( width ), gp_sizeIdxInfo->sizeFrom( height ) ), false );
        }

        for( uint32_t layer = 0; layer < uiNumLayersToAllocateSplit; layer++ )
        {
          m_pSplitCS[width][height][layer] = new CodingStructure( m_unitCache.cuCache, m_unitCache.puCache, m_unitCache.tuCache );

          m_pSplitCS[width][height][layer]->create( m_pcEncCfg->getChromaFormatIdc(), Area( 0, 0, gp_sizeIdxInfo->sizeFrom( width ), gp_sizeIdxInfo->sizeFrom( height ) ), false );
        }
      }
      else
      {
        m_pBestCS[width][height] = nullptr;
        m_pTempCS[width][height] = nullptr;

        m_pFullCS [width][height] = nullptr;
        m_pSplitCS[width][height] = nullptr;
      }
    }
  }

  const int uiNumSaveLayersToAllocate = 2;

  m_pSaveCS = new CodingStructure*[uiNumSaveLayersToAllocate];

  for( uint32_t depth = 0; depth < uiNumSaveLayersToAllocate; depth++ )
  {
    m_pSaveCS[depth] = new CodingStructure( m_unitCache.cuCache, m_unitCache.puCache, m_unitCache.tuCache );
    m_pSaveCS[depth]->create( UnitArea( cform, Area( 0, 0, maxCUWidth, maxCUHeight ) ), false );
  }

  m_isInitialized = true;
}


//////////////////////////////////////////////////////////////////////////
// INTRA PREDICTION
//////////////////////////////////////////////////////////////////////////

void IntraSearch::estIntraPredLumaQT( CodingUnit &cu, Partitioner &partitioner, const double bestCostSoFar )
{
  CodingStructure       &cs            = *cu.cs;
  const SPS             &sps           = *cs.sps;
  const uint32_t             uiWidthBit    = g_aucLog2[partitioner.currArea().lwidth() ];
  const uint32_t             uiHeightBit   =                   g_aucLog2[partitioner.currArea().lheight()];

  // Lambda calculation at equivalent Qp of 4 is recommended because at that Qp, the quantization divisor is 1.
  const double sqrtLambdaForFirstPass = m_pcRdCost->getMotionLambda(cu.transQuantBypass) / double(1 << SCALE_BITS);


  //===== loop over partitions =====

  const TempCtx ctxStart          ( m_CtxCache, m_CABACEstimator->getCtx() );
  const TempCtx ctxStartIntraMode(m_CtxCache, SubCtx(Ctx::IntraLumaMpmFlag, m_CABACEstimator->getCtx()));
  const TempCtx ctxStartMHIntraMode ( m_CtxCache, SubCtx( Ctx::MHIntraPredMode,        m_CABACEstimator->getCtx() ) );
  const TempCtx ctxStartMrlIdx      ( m_CtxCache, SubCtx( Ctx::MultiRefLineIdx,        m_CABACEstimator->getCtx() ) );

  CHECK( !cu.firstPU, "CU has no PUs" );
  const bool keepResi   = cs.pps->getPpsRangeExtension().getCrossComponentPredictionEnabledFlag() || KEEP_PRED_AND_RESI_SIGNALS;


  uint32_t extraModes = 0; // add two extra modes, which would be used after uiMode <= DC_IDX is removed for cu.nsstIdx == 3

  const int width   = partitioner.currArea().lwidth();
  const int height  = partitioner.currArea().lheight();
#if INCLUDE_ISP_CFG_FLAG
  int nOptionsForISP = sps.getUseISP() ? NUM_INTRA_SUBPARTITIONS_MODES : 1;
#else
  int nOptionsForISP = NUM_INTRA_SUBPARTITIONS_MODES;
#endif
  double bestCurrentCost = bestCostSoFar;

  int ispOptions[NUM_INTRA_SUBPARTITIONS_MODES] = { 0 };
  if( nOptionsForISP > 1 )
  {
#if MAX_TB_SIZE_SIGNALLING
    auto splitsThatCanBeUsedForISP = CU::canUseISPSplit( width, height, cu.cs->sps->getMaxTbSize() );
#else
    auto splitsThatCanBeUsedForISP = CU::canUseISPSplit( width, height, MAX_TB_SIZEY );
#endif
    if( splitsThatCanBeUsedForISP == CAN_USE_VER_AND_HORL_SPLITS )
    {
      const CodingUnit* cuLeft  = cu.ispMode != NOT_INTRA_SUBPARTITIONS ? cs.getCU( cs.area.blocks[partitioner.chType].pos().offset( -1, 0 ), partitioner.chType ) : nullptr;
      const CodingUnit* cuAbove = cu.ispMode != NOT_INTRA_SUBPARTITIONS ? cs.getCU( cs.area.blocks[partitioner.chType].pos().offset( 0, -1 ), partitioner.chType ) : nullptr;
      bool ispHorIsFirstTest = CU::firstTestISPHorSplit( width, height, COMPONENT_Y, cuLeft, cuAbove );
      if( ispHorIsFirstTest )
      {
        ispOptions[1] = HOR_INTRA_SUBPARTITIONS;
        ispOptions[2] = VER_INTRA_SUBPARTITIONS;
      }
      else
      {
        ispOptions[1] = VER_INTRA_SUBPARTITIONS;
        ispOptions[2] = HOR_INTRA_SUBPARTITIONS;
      }
    }
    else if( splitsThatCanBeUsedForISP == HOR_INTRA_SUBPARTITIONS )
    {
      nOptionsForISP = 2;
      ispOptions[1] = HOR_INTRA_SUBPARTITIONS;
    }
    else if( splitsThatCanBeUsedForISP == VER_INTRA_SUBPARTITIONS )
    {
      nOptionsForISP = 2;
      ispOptions[1] = VER_INTRA_SUBPARTITIONS;
    }
    else
    {
      nOptionsForISP = 1;
    }
  }
  if( nOptionsForISP > 1 )
  {
    //variables for the full RD list without MRL modes
    m_rdModeListWithoutMrl      .clear();
    m_rdModeListWithoutMrlHor   .clear();
    m_rdModeListWithoutMrlVer   .clear();
    //variables with data from regular intra used to skip ISP splits
    m_intraModeDiagRatio        .clear();
    m_intraModeHorVerRatio      .clear();
    m_intraModeTestedNormalIntra.clear();
  }

  static_vector<uint32_t,   FAST_UDI_MAX_RDMODE_NUM> uiHadModeList;
  static_vector<double, FAST_UDI_MAX_RDMODE_NUM> CandCostList;
  static_vector<double, FAST_UDI_MAX_RDMODE_NUM> CandHadList;

  static_vector<int, FAST_UDI_MAX_RDMODE_NUM> extendRefList;
  static_vector<int, FAST_UDI_MAX_RDMODE_NUM>* nullList = NULL;

  auto &pu = *cu.firstPU;
  {
    CandHadList.clear();
    CandCostList.clear();
    uiHadModeList.clear();
    extendRefList.clear();

    CHECK(pu.cu != &cu, "PU is not contained in the CU");

    //===== determine set of modes to be tested (using prediction signal only) =====
    int numModesAvailable = NUM_LUMA_MODE; // total number of Intra modes
    static_vector< uint32_t, FAST_UDI_MAX_RDMODE_NUM > uiRdModeList;

    int numModesForFullRD = 3;
    numModesForFullRD = g_aucIntraModeNumFast_UseMPM_2D[uiWidthBit - MIN_CU_LOG2][uiHeightBit - MIN_CU_LOG2];

#if INTRA_FULL_SEARCH
    numModesForFullRD = numModesAvailable;
#endif

    {
      // this should always be true
      CHECK( !pu.Y().valid(), "PU is not valid" );
#if ENABLE_JVET_L0283_MRL
      bool isFirstLineOfCtu = (((pu.block(COMPONENT_Y).y)&((pu.cs->sps)->getMaxCUWidth() - 1)) == 0);
      int numOfPassesExtendRef = (isFirstLineOfCtu ? 1 : MRL_NUM_REF_LINES);
#endif
      pu.multiRefIdx = 0;

      //===== init pattern for luma prediction =====
      initIntraPatternChType( cu, pu.Y(), true);
      if( numModesForFullRD != numModesAvailable )
      {
        CHECK( numModesForFullRD >= numModesAvailable, "Too many modes for full RD search" );

        const CompArea &area = pu.Y();

        PelBuf piOrg         = cs.getOrgBuf(area);
        PelBuf piPred        = cs.getPredBuf(area);

#if JVET_N0363_INTRA_COST_MOD
        DistParam distParamSad;
        DistParam distParamHad;
#else
        DistParam distParam;

        const bool bUseHadamard = cu.transQuantBypass == 0;
#endif

        if (cu.slice->getReshapeInfo().getUseSliceReshaper() && m_pcReshape->getCTUFlag())
        {
          CompArea      tmpArea(COMPONENT_Y, area.chromaFormat, Position(0, 0), area.size());
          PelBuf tmpOrg = m_tmpStorageLCU.getBuf(tmpArea);
          tmpOrg.copyFrom(piOrg);
          tmpOrg.rspSignal(m_pcReshape->getFwdLUT());
#if JVET_N0363_INTRA_COST_MOD
          m_pcRdCost->setDistParam(distParamSad, tmpOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y, false); // Use SAD cost
          m_pcRdCost->setDistParam(distParamHad, tmpOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y,  true); // Use HAD (SATD) cost
#else
          m_pcRdCost->setDistParam(distParam, tmpOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y, bUseHadamard);
#endif
        }
        else
#if JVET_N0363_INTRA_COST_MOD
        {
          m_pcRdCost->setDistParam(distParamSad, piOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y, false); // Use SAD cost
          m_pcRdCost->setDistParam(distParamHad, piOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y,  true); // Use HAD (SATD) cost
        }
#else
        m_pcRdCost->setDistParam(distParam, piOrg, piPred, sps.getBitDepth(CHANNEL_TYPE_LUMA), COMPONENT_Y, bUseHadamard);
#endif

#if JVET_N0363_INTRA_COST_MOD
        distParamSad.applyWeight = false;
        distParamHad.applyWeight = false;
#else
        distParam.applyWeight = false;
#endif

        bool bSatdChecked[NUM_INTRA_MODE];
        memset( bSatdChecked, 0, sizeof( bSatdChecked ) );

        {
          for( int modeIdx = 0; modeIdx < numModesAvailable; modeIdx++ )
          {
            uint32_t       uiMode = modeIdx;
#if JVET_N0363_INTRA_COST_MOD
            Distortion minSadHad = 0;
#else
            Distortion uiSad  = 0;
#endif

            // Skip checking extended Angular modes in the first round of SATD
            if( uiMode > DC_IDX && ( uiMode & 1 ) )
            {
              continue;
            }

            bSatdChecked[uiMode] = true;

            pu.intraDir[0] = modeIdx;

            initPredIntraParams(pu, pu.Y(), sps);
            if( useDPCMForFirstPassIntraEstimation( pu, uiMode ) )
            {
              encPredIntraDPCM( COMPONENT_Y, piOrg, piPred, uiMode );
            }
            else
            {
              predIntraAng( COMPONENT_Y, piPred, pu);
            }
#if JVET_N0363_INTRA_COST_MOD
            // Use the min between SAD and HAD as the cost criterion
            // SAD is scaled by 2 to align with the scaling of HAD
            minSadHad += std::min(distParamSad.distFunc(distParamSad)*2, distParamHad.distFunc(distParamHad));
#else
            // use Hadamard transform here
            uiSad += distParam.distFunc(distParam);
#endif

            // NB xFracModeBitsIntra will not affect the mode for chroma that may have already been pre-estimated.
            m_CABACEstimator->getCtx() = SubCtx(Ctx::IntraLumaMpmFlag, ctxStartIntraMode);
            m_CABACEstimator->getCtx() = SubCtx( Ctx::MHIntraPredMode, ctxStartMHIntraMode );
            m_CABACEstimator->getCtx() = SubCtx( Ctx::MultiRefLineIdx, ctxStartMrlIdx );

            uint64_t fracModeBits = xFracModeBitsIntra(pu, uiMode, CHANNEL_TYPE_LUMA);

#if JVET_N0363_INTRA_COST_MOD
            double cost = ( double ) minSadHad + (double)fracModeBits * sqrtLambdaForFirstPass;

            DTRACE(g_trace_ctx, D_INTRA_COST, "IntraHAD: %u, %llu, %f (%d)\n", minSadHad, fracModeBits, cost, uiMode);
#else
            double cost = ( double ) uiSad + ( double ) fracModeBits * sqrtLambdaForFirstPass;

            DTRACE( g_trace_ctx, D_INTRA_COST, "IntraHAD: %u, %llu, %f (%d)\n", uiSad, fracModeBits, cost, uiMode );
#endif

            updateCandList( uiMode, cost,  uiRdModeList, CandCostList
              , extendRefList, 0
              , numModesForFullRD + extraModes );
#if JVET_N0363_INTRA_COST_MOD
            updateCandList(uiMode, (double) minSadHad, uiHadModeList, CandHadList
              , *nullList, -1
              , 3 + extraModes);
#else
            updateCandList(uiMode, (double) uiSad, uiHadModeList, CandHadList
              , *nullList, -1
              , 3 + extraModes);
#endif
          }
        } // NSSTFlag

        // forget the extra modes
        uiRdModeList.resize( numModesForFullRD );
        CandCostList.resize(numModesForFullRD);
        extendRefList.resize(numModesForFullRD);
        static_vector<unsigned, FAST_UDI_MAX_RDMODE_NUM> parentCandList(FAST_UDI_MAX_RDMODE_NUM);
        std::copy_n(uiRdModeList.begin(), numModesForFullRD, parentCandList.begin());

        // Second round of SATD for extended Angular modes
        for (int modeIdx = 0; modeIdx < numModesForFullRD; modeIdx++)
        {
          unsigned parentMode = parentCandList[modeIdx];
          if (parentMode > (DC_IDX + 1) && parentMode < (NUM_LUMA_MODE - 1))
          {
            for (int subModeIdx = -1; subModeIdx <= 1; subModeIdx += 2)
            {
              unsigned mode = parentMode + subModeIdx;


              if (!bSatdChecked[mode])
              {
                pu.intraDir[0] = mode;

                initPredIntraParams(pu, pu.Y(), sps);
                if (useDPCMForFirstPassIntraEstimation(pu, mode))
                {
                  encPredIntraDPCM(COMPONENT_Y, piOrg, piPred, mode);
                }
                else
                {
                  predIntraAng(COMPONENT_Y, piPred, pu );
                }
                
#if JVET_N0363_INTRA_COST_MOD
                // Use the min between SAD and SATD as the cost criterion
                // SAD is scaled by 2 to align with the scaling of HAD
                Distortion minSadHad = std::min(distParamSad.distFunc(distParamSad)*2, distParamHad.distFunc(distParamHad));
#else
                // use Hadamard transform here
                Distortion sad = distParam.distFunc(distParam);
#endif

                // NB xFracModeBitsIntra will not affect the mode for chroma that may have already been pre-estimated.
                m_CABACEstimator->getCtx() = SubCtx(Ctx::IntraLumaMpmFlag, ctxStartIntraMode);
                m_CABACEstimator->getCtx() = SubCtx( Ctx::MHIntraPredMode, ctxStartMHIntraMode );
                m_CABACEstimator->getCtx() = SubCtx( Ctx::MultiRefLineIdx, ctxStartMrlIdx );

                uint64_t fracModeBits = xFracModeBitsIntra(pu, mode, CHANNEL_TYPE_LUMA);

#if JVET_N0363_INTRA_COST_MOD
                double cost = (double) minSadHad + (double) fracModeBits * sqrtLambdaForFirstPass;
#else
                double cost = (double) sad + (double) fracModeBits * sqrtLambdaForFirstPass;
#endif

                updateCandList(mode, cost, uiRdModeList, CandCostList
                  , extendRefList, 0
                  , numModesForFullRD);
#if JVET_N0363_INTRA_COST_MOD

                updateCandList(mode, (double)minSadHad, uiHadModeList, CandHadList
                  , *nullList, -1
                  , 3);
#else
                updateCandList(mode, (double)sad, uiHadModeList, CandHadList
                  , *nullList, -1
                  , 3);
#endif

                bSatdChecked[mode] = true;
              }
            }
          }
        }
        if( nOptionsForISP > 1 )
        {
          //we save the list with no mrl modes to keep only the Hadamard selected modes (no mpms)
          m_rdModeListWithoutMrl.resize( numModesForFullRD );
          std::copy_n( uiRdModeList.begin(), numModesForFullRD, m_rdModeListWithoutMrl.begin() );
        }
#if ENABLE_JVET_L0283_MRL
        pu.multiRefIdx = 1;
        const int  numMPMs = NUM_MOST_PROBABLE_MODES;
        unsigned  multiRefMPM [numMPMs];
        PU::getIntraMPMs(pu, multiRefMPM);
        for (int mRefNum = 1; mRefNum < numOfPassesExtendRef; mRefNum++)
        {
          int multiRefIdx = MULTI_REF_LINE_IDX[mRefNum];

          pu.multiRefIdx = multiRefIdx;
          {
            initIntraPatternChType(cu, pu.Y(), true);
          }
#if JVET_N0185_UNIFIED_MPM
          for (int x = 1; x < numMPMs; x++)
#else
          for (int x = 0; x < numMPMs; x++)
#endif
          {
            uint32_t mode = multiRefMPM[x];
            {
              pu.intraDir[0] = mode;
              initPredIntraParams(pu, pu.Y(), sps);

              if (useDPCMForFirstPassIntraEstimation(pu, mode))
              {
                encPredIntraDPCM(COMPONENT_Y, piOrg, piPred, mode);
              }
              else
              {
                predIntraAng(COMPONENT_Y, piPred, pu);
              }

#if JVET_N0363_INTRA_COST_MOD
              // Use the min between SAD and SATD as the cost criterion
              // SAD is scaled by 2 to align with the scaling of HAD
              Distortion minSadHad = std::min(distParamSad.distFunc(distParamSad)*2, distParamHad.distFunc(distParamHad));
#else
              // use Hadamard transform here
              Distortion sad = distParam.distFunc(distParam);
#endif

              // NB xFracModeBitsIntra will not affect the mode for chroma that may have already been pre-estimated.
              m_CABACEstimator->getCtx() = SubCtx(Ctx::IntraLumaMpmFlag, ctxStartIntraMode);
              m_CABACEstimator->getCtx() = SubCtx( Ctx::MHIntraPredMode, ctxStartMHIntraMode );
              m_CABACEstimator->getCtx() = SubCtx( Ctx::MultiRefLineIdx, ctxStartMrlIdx );

              uint64_t fracModeBits = xFracModeBitsIntra(pu, mode, CHANNEL_TYPE_LUMA);

#if JVET_N0363_INTRA_COST_MOD
              double cost = (double)minSadHad + (double)fracModeBits * sqrtLambdaForFirstPass;
#else
              double cost = (double)sad + (double)fracModeBits * sqrtLambdaForFirstPass;
#endif
              updateCandList(mode, cost, uiRdModeList, CandCostList, extendRefList, multiRefIdx, numModesForFullRD);
            }
          }
        }
#endif
        CandCostList.resize(numModesForFullRD);
        extendRefList.resize(numModesForFullRD);
        if( m_pcEncCfg->getFastUDIUseMPMEnabled() )
        {
          const int numMPMs = NUM_MOST_PROBABLE_MODES;
          unsigned  uiPreds[numMPMs];

          pu.multiRefIdx = 0;

          const int numCand = PU::getIntraMPMs( pu, uiPreds );

          for( int j = 0; j < numCand; j++ )
          {
            bool mostProbableModeIncluded = false;
            int  mostProbableMode         = uiPreds[j];


            for( int i = 0; i < numModesForFullRD; i++ )
            {
              mostProbableModeIncluded |= (mostProbableMode == uiRdModeList[i] && extendRefList[i] == 0);
            }
            if( !mostProbableModeIncluded )
            {
              extendRefList.push_back(0);
              numModesForFullRD++;
              uiRdModeList.push_back( mostProbableMode );
            }
          }
          if( nOptionsForISP > 1 )
          {
            //we add the ISP MPMs to the list without mrl modes
            m_rdModeListWithoutMrlHor = m_rdModeListWithoutMrl;
            m_rdModeListWithoutMrlVer = m_rdModeListWithoutMrl;
            static_vector<uint32_t, FAST_UDI_MAX_RDMODE_NUM>* listPointer;
            for( int k = 1; k < nOptionsForISP; k++ )
            {
              cu.ispMode = ispOptions[k];
              listPointer = &( cu.ispMode == HOR_INTRA_SUBPARTITIONS ? m_rdModeListWithoutMrlHor : m_rdModeListWithoutMrlVer );
              const int numCandISP = PU::getIntraMPMs( pu, uiPreds );
              for( int j = 0; j < numCandISP; j++ )
              {
                bool mostProbableModeIncluded = false;
                int  mostProbableMode = uiPreds[j];

                for( int i = 0; i < listPointer->size(); i++ )
                {
                  mostProbableModeIncluded |= ( mostProbableMode == listPointer->at( i ) );
                }
                if( !mostProbableModeIncluded )
                {
                  listPointer->push_back( mostProbableMode );
                }
              }
            }
            cu.ispMode = NOT_INTRA_SUBPARTITIONS;
          }
        }
      }
      else
      {
        for( int i = 0; i < numModesForFullRD; i++ )
        {
          uiRdModeList.push_back( i );
        }
      }
    }

    if( nOptionsForISP > 1 ) // we remove the non-MPMs from the ISP lists
    {
      static_vector< uint32_t, FAST_UDI_MAX_RDMODE_NUM > uiRdModeListCopyHor = m_rdModeListWithoutMrlHor;
      m_rdModeListWithoutMrlHor.clear();
      static_vector< uint32_t, FAST_UDI_MAX_RDMODE_NUM > uiRdModeListCopyVer = m_rdModeListWithoutMrlVer;
      m_rdModeListWithoutMrlVer.clear();
      static_vector< uint32_t, FAST_UDI_MAX_RDMODE_NUM > *listPointerCopy, *listPointer;
      for( int ispOptionIdx = 1; ispOptionIdx < nOptionsForISP; ispOptionIdx++ )
      {
        cu.ispMode = ispOptions[ispOptionIdx];
        //we get the mpm cand list
        const int numMPMs = NUM_MOST_PROBABLE_MODES;
        unsigned  uiPreds[numMPMs];

        pu.multiRefIdx = 0;

        PU::getIntraMPMs( pu, uiPreds );

        //we copy only the ISP MPMs
        listPointerCopy = &( cu.ispMode == HOR_INTRA_SUBPARTITIONS ? uiRdModeListCopyHor : uiRdModeListCopyVer );
        listPointer     = &( cu.ispMode == HOR_INTRA_SUBPARTITIONS ? m_rdModeListWithoutMrlHor : m_rdModeListWithoutMrlVer );
        for( int k = 0; k < listPointerCopy->size(); k++ )
        {
          for( int q = 0; q < numMPMs; q++ )
          {
            if( listPointerCopy->at( k ) == uiPreds[q] )
            {
              listPointer->push_back( listPointerCopy->at( k ) );
              break;
            }
          }
        }
      }
      cu.ispMode = NOT_INTRA_SUBPARTITIONS;
    }


    CHECK( numModesForFullRD != uiRdModeList.size(), "Inconsistent state!" );

    // after this point, don't use numModesForFullRD

    // PBINTRA fast
#if JVET_N0329_IBC_SEARCH_IMP
    if (m_pcEncCfg->getUsePbIntraFast() && !cs.slice->isIntra() && uiRdModeList.size() < numModesAvailable && !cs.slice->getDisableSATDForRD())
#else
    if( m_pcEncCfg->getUsePbIntraFast() && !cs.slice->isIntra() && uiRdModeList.size() < numModesAvailable )
#endif
    {
      if( CandHadList.size() < 3 || CandHadList[2] > cs.interHad * PBINTRA_RATIO )
      {
        uiRdModeList.resize( std::min<size_t>( uiRdModeList.size(), 2 ) );
        extendRefList.resize( std::min<size_t>( extendRefList.size(), 2 ) );
        if( nOptionsForISP > 1 )
        {
          m_rdModeListWithoutMrlHor.resize( std::min<size_t>( m_rdModeListWithoutMrlHor.size(), 2 ) );
          m_rdModeListWithoutMrlVer.resize( std::min<size_t>( m_rdModeListWithoutMrlVer.size(), 2 ) );
        }
      }
      if( CandHadList.size() < 2 || CandHadList[1] > cs.interHad * PBINTRA_RATIO )
      {
        uiRdModeList.resize( std::min<size_t>( uiRdModeList.size(), 1 ) );
        extendRefList.resize( std::min<size_t>( extendRefList.size(), 1 ) );
        if( nOptionsForISP > 1 )
        {
          m_rdModeListWithoutMrlHor.resize( std::min<size_t>( m_rdModeListWithoutMrlHor.size(), 1 ) );
          m_rdModeListWithoutMrlVer.resize( std::min<size_t>( m_rdModeListWithoutMrlVer.size(), 1 ) );
        }
      }
      if( CandHadList.size() < 1 || CandHadList[0] > cs.interHad * PBINTRA_RATIO )
      {
        cs.dist = std::numeric_limits<Distortion>::max();
        cs.interHad = 0;

        //===== reset context models =====
        m_CABACEstimator->getCtx() = SubCtx(Ctx::IntraLumaMpmFlag, ctxStartIntraMode);
        m_CABACEstimator->getCtx() = SubCtx( Ctx::MHIntraPredMode, ctxStartMHIntraMode );
        m_CABACEstimator->getCtx() = SubCtx( Ctx::MultiRefLineIdx, ctxStartMrlIdx );

        return;
      }
    }

    if ( nOptionsForISP > 1 )
    {
      //we create a single full RD list that includes all intra modes using regular intra, MRL and ISP
      auto* firstIspList  = ispOptions[1] == HOR_INTRA_SUBPARTITIONS ? &m_rdModeListWithoutMrlHor : &m_rdModeListWithoutMrlVer;
      auto* secondIspList = ispOptions[1] == HOR_INTRA_SUBPARTITIONS ? &m_rdModeListWithoutMrlVer : &m_rdModeListWithoutMrlHor;

      if ( m_pcEncCfg->getUseFastISP() )
      {
        // find the first non-MRL mode
        size_t indexFirstMode = std::find( extendRefList.begin(), extendRefList.end(), 0 ) - extendRefList.begin();
        // if not found, just take the last mode
        if( indexFirstMode >= extendRefList.size() ) indexFirstMode = extendRefList.size() - 1;
        // move the mode indicated by indexFirstMode to the beginning
        for( int idx = ((int)indexFirstMode) - 1; idx >= 0; idx-- )
        {
          std::swap( extendRefList[idx], extendRefList[idx + 1] );
          std::swap( uiRdModeList [idx], uiRdModeList [idx + 1] );
        }
        //insert all ISP modes after the first non-mrl mode
        uiRdModeList.insert( uiRdModeList.begin() + 1, secondIspList->begin(), secondIspList->end() );
        uiRdModeList.insert( uiRdModeList.begin() + 1, firstIspList->begin() , firstIspList->end()  );

        extendRefList.insert( extendRefList.begin() + 1, secondIspList->size(), MRL_NUM_REF_LINES + ispOptions[2] );
        extendRefList.insert( extendRefList.begin() + 1, firstIspList->size() , MRL_NUM_REF_LINES + ispOptions[1] );
      }
      else
      {
        //insert all ISP modes at the end of the current list
        uiRdModeList.insert( uiRdModeList.end(), secondIspList->begin(), secondIspList->end() );
        uiRdModeList.insert( uiRdModeList.end(), firstIspList->begin() , firstIspList->end()  );

        extendRefList.insert( extendRefList.end(), secondIspList->size(), MRL_NUM_REF_LINES + ispOptions[2] );
        extendRefList.insert( extendRefList.end(), firstIspList->size() , MRL_NUM_REF_LINES + ispOptions[1] );
      }
    }
    CHECKD(uiRdModeList.size() != extendRefList.size(),"uiRdModeList and extendRefList do not have the same size!");

    //===== check modes (using r-d costs) =====
    uint32_t       uiBestPUMode  = 0;
    int            bestExtendRef = 0;

    CodingStructure *csTemp = m_pTempCS[gp_sizeIdxInfo->idxFrom( cu.lwidth() )][gp_sizeIdxInfo->idxFrom( cu.lheight() )];
    CodingStructure *csBest = m_pBestCS[gp_sizeIdxInfo->idxFrom( cu.lwidth() )][gp_sizeIdxInfo->idxFrom( cu.lheight() )];

    csTemp->slice = cs.slice;
    csBest->slice = cs.slice;
    csTemp->initStructData();
    csBest->initStructData();

    // just to be sure
    numModesForFullRD = ( int ) uiRdModeList.size();
    PartSplit intraSubPartitionsProcOrder = TU_NO_ISP;
    int       bestNormalIntraModeIndex    = -1;
    uint8_t   bestIspOption               = NOT_INTRA_SUBPARTITIONS;
    TUIntraSubPartitioner subTuPartitioner( partitioner );
    bool      ispHorAllZeroCbfs = false, ispVerAllZeroCbfs = false;

    for (uint32_t uiMode = 0; uiMode < numModesForFullRD; uiMode++)
    {
      // set luma prediction mode
      uint32_t uiOrgMode = uiRdModeList[uiMode];

      cu.ispMode = extendRefList[uiMode] > MRL_NUM_REF_LINES ? extendRefList[uiMode] - MRL_NUM_REF_LINES : NOT_INTRA_SUBPARTITIONS;
        pu.intraDir[0] = uiOrgMode;

        int multiRefIdx = 0;
        pu.multiRefIdx = multiRefIdx;
        if( cu.ispMode )
        {
          intraSubPartitionsProcOrder = CU::getISPType( cu, COMPONENT_Y );
          bool tuIsDividedInRows = CU::divideTuInRows( cu );
          if ( ( tuIsDividedInRows && ispHorAllZeroCbfs ) || ( !tuIsDividedInRows && ispVerAllZeroCbfs ) )
          {
            continue;
          }
          if( m_intraModeDiagRatio.at( bestNormalIntraModeIndex ) > 1.25 )
          {
            continue;
          }
          if( ( m_intraModeHorVerRatio.at( bestNormalIntraModeIndex ) > 1.25 && tuIsDividedInRows ) || ( m_intraModeHorVerRatio.at( bestNormalIntraModeIndex ) < 0.8 && !tuIsDividedInRows ) )
          {
            continue;
          }
        }
        else
        {
          multiRefIdx = extendRefList[uiMode];
          pu.multiRefIdx = multiRefIdx;
#if !JVET_N0185_UNIFIED_MPM
          CHECK( pu.multiRefIdx && ( pu.intraDir[0] == DC_IDX || pu.intraDir[0] == PLANAR_IDX ), "ERL" );
#else
          CHECK( pu.multiRefIdx && (pu.intraDir[0] == PLANAR_IDX), "ERL" );
#endif
        }


      // set context models
      m_CABACEstimator->getCtx() = ctxStart;

      // determine residual for partition
      cs.initSubStructure( *csTemp, partitioner.chType, cs.area, true );

      if( cu.ispMode )
      {
        xRecurIntraCodingLumaQT( *csTemp, subTuPartitioner, bestCurrentCost, 0, intraSubPartitionsProcOrder );
      }
      else
      {
        xRecurIntraCodingLumaQT( *csTemp, partitioner, bestIspOption ? bestCurrentCost : MAX_DOUBLE, -1, TU_NO_ISP, bestIspOption );
      }

      if( cu.ispMode && !csTemp->cus[0]->firstTU->cbf[COMPONENT_Y] )
      {
        if ( cu.ispMode == HOR_INTRA_SUBPARTITIONS )
        {
          ispHorAllZeroCbfs |= ( m_pcEncCfg->getUseFastISP() && csTemp->tus[0]->lheight() > 2 && csTemp->cost >= bestCurrentCost );
        }
        else
        {
          ispVerAllZeroCbfs |= ( m_pcEncCfg->getUseFastISP() && csTemp->tus[0]->lwidth() > 2 && csTemp->cost >= bestCurrentCost );
        }
        csTemp->cost = MAX_DOUBLE;
        csTemp->costDbOffset = 0;
      }



      DTRACE( g_trace_ctx, D_INTRA_COST, "IntraCost T %f (%d) \n", csTemp->cost, uiOrgMode );

      // check r-d cost
      if( csTemp->cost < csBest->cost )
      {
        std::swap( csTemp, csBest );

        uiBestPUMode  = uiOrgMode;
        bestExtendRef = multiRefIdx;
        bestIspOption = cu.ispMode;
        if( csBest->cost < bestCurrentCost )
        {
          bestCurrentCost = csBest->cost;
        }
        if( !cu.ispMode )
        {
          bestNormalIntraModeIndex = uiMode;
        }
      }

      csTemp->releaseIntermediateData();
    } // Mode loop
    cu.ispMode = bestIspOption;

    cs.useSubStructure(*csBest, partitioner.chType, pu.singleChan(CHANNEL_TYPE_LUMA), true, true, keepResi, keepResi);
    csBest->releaseIntermediateData();
    //=== update PU data ====
    pu.intraDir[0] = uiBestPUMode;
    pu.multiRefIdx = bestExtendRef;
  }

  //===== reset context models =====
  m_CABACEstimator->getCtx() = ctxStart;
}

void IntraSearch::estIntraPredChromaQT( CodingUnit &cu, Partitioner &partitioner, const double maxCostAllowed )
{
  const ChromaFormat format   = cu.chromaFormat;
  const uint32_t    numberValidComponents = getNumberValidComponents(format);
  CodingStructure &cs = *cu.cs;
  const TempCtx ctxStart  ( m_CtxCache, m_CABACEstimator->getCtx() );

  cs.setDecomp( cs.area.Cb(), false );

  double    bestCostSoFar = maxCostAllowed;
  bool      lumaUsesISP   = !CS::isDualITree( *cu.cs ) && cu.ispMode;
  PartSplit ispType       = lumaUsesISP ? CU::getISPType( cu, COMPONENT_Y ) : TU_NO_ISP;
  CHECK( cu.ispMode && bestCostSoFar < 0, "bestCostSoFar must be positive!" );

  auto &pu = *cu.firstPU;

  {
    uint32_t       uiBestMode = 0;
    Distortion uiBestDist = 0;
    double     dBestCost = MAX_DOUBLE;

    //----- init mode list ----
    {
      uint32_t  uiMinMode = 0;
      uint32_t  uiMaxMode = NUM_CHROMA_MODE;

      //----- check chroma modes -----
      uint32_t chromaCandModes[ NUM_CHROMA_MODE ];
      PU::getIntraChromaCandModes( pu, chromaCandModes );

      // create a temporary CS
      CodingStructure &saveCS = *m_pSaveCS[0];
      saveCS.pcv      = cs.pcv;
      saveCS.picture  = cs.picture;
      saveCS.area.repositionTo( cs.area );
      saveCS.clearTUs();

      if( !CS::isDualITree( cs ) && cu.ispMode )
      {
        saveCS.clearCUs();
        saveCS.clearPUs();
      }

      if( CS::isDualITree( cs ) )
      {
        if( partitioner.canSplit( TU_MAX_TR_SPLIT, cs ) )
        {
          partitioner.splitCurrArea( TU_MAX_TR_SPLIT, cs );

          do
          {
            cs.addTU( CS::getArea( cs, partitioner.currArea(), partitioner.chType ), partitioner.chType ).depth = partitioner.currTrDepth;
          } while( partitioner.nextPart( cs ) );

          partitioner.exitCurrSplit();
        }
        else
        cs.addTU( CS::getArea( cs, partitioner.currArea(), partitioner.chType ), partitioner.chType );
      }

      std::vector<TransformUnit*> orgTUs;

      if( lumaUsesISP )
      {
        CodingUnit& auxCU = saveCS.addCU( cu, partitioner.chType );
        auxCU.ispMode = cu.ispMode;
        saveCS.sps = cu.cs->sps;
        saveCS.addPU( *cu.firstPU, partitioner.chType );
      }


      // create a store for the TUs
      for( const auto &ptu : cs.tus )
      {
        // for split TUs in HEVC, add the TUs without Chroma parts for correct setting of Cbfs
        if( lumaUsesISP || pu.contains( *ptu, CHANNEL_TYPE_CHROMA ) )
        {
          saveCS.addTU( *ptu, partitioner.chType );
          orgTUs.push_back( ptu );
        }
      }
      if( lumaUsesISP )
      {
        saveCS.clearCUs();
      }
      // SATD pre-selecting.
      int satdModeList[NUM_CHROMA_MODE];
      int64_t satdSortedCost[NUM_CHROMA_MODE];
      for (int i = 0; i < NUM_CHROMA_MODE; i++)
      {
        satdSortedCost[i] = 0; // for the mode not pre-select by SATD, do RDO by default, so set the initial value 0.
        satdModeList[i] = 0;
      }
      bool modeIsEnable[NUM_INTRA_MODE + 1]; // use intra mode idx to check whether enable
      for (int i = 0; i < NUM_INTRA_MODE + 1; i++)
      {
        modeIsEnable[i] = 1;
      }

      DistParam distParam;
#if JVET_N0329_IBC_SEARCH_IMP
      const bool useHadamard = !cu.transQuantBypass;
#else
      const bool useHadamard = true;
#endif
      pu.intraDir[1] = MDLM_L_IDX; // temporary assigned, just to indicate this is a MDLM mode. for luma down-sampling operation.

      initIntraPatternChType(cu, pu.Cb());
      initIntraPatternChType(cu, pu.Cr());
      xGetLumaRecPixels(pu, pu.Cb());

      for (int idx = uiMinMode; idx <= uiMaxMode - 1; idx++)
      {
        int mode = chromaCandModes[idx];
        satdModeList[idx] = mode;
        if (PU::isLMCMode(mode) && !PU::isLMCModeEnabled(pu, mode))
        {
          continue;
        }
        if ((mode == LM_CHROMA_IDX) || (mode == PLANAR_IDX) || (mode == DM_CHROMA_IDX)) // only pre-check regular modes and MDLM modes, not including DM ,Planar, and LM
        {
          continue;
        }
        pu.intraDir[1] = mode; // temporary assigned, for SATD checking.

        int64_t sad = 0;
        CodingStructure& cs = *(pu.cs);

        CompArea areaCb = pu.Cb();
        PelBuf orgCb = cs.getOrgBuf(areaCb);
        PelBuf predCb = cs.getPredBuf(areaCb);

        m_pcRdCost->setDistParam(distParam, orgCb, predCb, pu.cs->sps->getBitDepth(CHANNEL_TYPE_CHROMA), COMPONENT_Cb, useHadamard);
        distParam.applyWeight = false;

        if (PU::isLMCMode(mode))
        {
          predIntraChromaLM(COMPONENT_Cb, predCb, pu, areaCb, mode);
        }
        else
        {
          initPredIntraParams(pu, pu.Cb(), *pu.cs->sps);
          predIntraAng(COMPONENT_Cb, predCb, pu);
        }

        sad += distParam.distFunc(distParam);

        CompArea areaCr = pu.Cr();
        PelBuf orgCr = cs.getOrgBuf(areaCr);
        PelBuf predCr = cs.getPredBuf(areaCr);

        m_pcRdCost->setDistParam(distParam, orgCr, predCr, pu.cs->sps->getBitDepth(CHANNEL_TYPE_CHROMA), COMPONENT_Cr, useHadamard);
        distParam.applyWeight = false;

        if (PU::isLMCMode(mode))
        {
          predIntraChromaLM(COMPONENT_Cr, predCr, pu, areaCr, mode);
        }
        else
        {
          initPredIntraParams(pu, pu.Cr(), *pu.cs->sps);
          predIntraAng(COMPONENT_Cr, predCr, pu);
        }
        sad += distParam.distFunc(distParam);
        satdSortedCost[idx] = sad;
      }
      // sort the mode based on the cost from small to large.
      int tempIdx = 0;
      int64_t tempCost = 0;
      for (int i = uiMinMode; i <= uiMaxMode - 1; i++)
      {
        for (int j = i + 1; j <= uiMaxMode - 1; j++)
        {
          if (satdSortedCost[j] < satdSortedCost[i])
          {
            tempIdx = satdModeList[i];
            satdModeList[i] = satdModeList[j];
            satdModeList[j] = tempIdx;

            tempCost = satdSortedCost[i];
            satdSortedCost[i] = satdSortedCost[j];
            satdSortedCost[j] = tempCost;

          }
        }
      }
      int reducedModeNumber = 2; // reduce the number of chroma modes
      for (int i = 0; i < reducedModeNumber; i++)
      {
        modeIsEnable[satdModeList[uiMaxMode - 1 - i]] = 0; // disable the last reducedModeNumber modes
      }

      // save the dist
      Distortion baseDist = cs.dist;

      for (uint32_t uiMode = uiMinMode; uiMode < uiMaxMode; uiMode++)
      {
        const int chromaIntraMode = chromaCandModes[uiMode];
        if( PU::isLMCMode( chromaIntraMode ) && ! PU::isLMCModeEnabled( pu, chromaIntraMode ) )
        {
          continue;
        }
        if (!modeIsEnable[chromaIntraMode] && PU::isLMCModeEnabled(pu, chromaIntraMode)) // when CCLM is disable, then MDLM is disable. not use satd checking
        {
          continue;
        }
        cs.setDecomp( pu.Cb(), false );
        cs.dist = baseDist;
        //----- restore context models -----
        m_CABACEstimator->getCtx() = ctxStart;

        //----- chroma coding -----
        pu.intraDir[1] = chromaIntraMode;

        xRecurIntraChromaCodingQT( cs, partitioner, bestCostSoFar, ispType );
        if( lumaUsesISP && cs.dist == MAX_UINT )
        {
          continue;
        }

        if (cs.pps->getUseTransformSkip())
        {
          m_CABACEstimator->getCtx() = ctxStart;
        }

        uint64_t fracBits   = xGetIntraFracBitsQT( cs, partitioner, false, true, -1, ispType );
        Distortion uiDist = cs.dist;
        double    dCost   = m_pcRdCost->calcRdCost( fracBits, uiDist - baseDist );

        //----- compare -----
        if( dCost < dBestCost )
        {
          if( lumaUsesISP && dCost < bestCostSoFar )
          {
            bestCostSoFar = dCost;
          }
          for( uint32_t i = getFirstComponentOfChannel( CHANNEL_TYPE_CHROMA ); i < numberValidComponents; i++ )
          {
            const CompArea &area = pu.blocks[i];

            saveCS.getRecoBuf     ( area ).copyFrom( cs.getRecoBuf   ( area ) );
#if KEEP_PRED_AND_RESI_SIGNALS
            saveCS.getPredBuf     ( area ).copyFrom( cs.getPredBuf   ( area ) );
            saveCS.getResiBuf     ( area ).copyFrom( cs.getResiBuf   ( area ) );
#endif
            saveCS.getPredBuf     ( area ).copyFrom( cs.getPredBuf   (area ) );
            cs.picture->getPredBuf( area ).copyFrom( cs.getPredBuf   (area ) );
            cs.picture->getRecoBuf( area ).copyFrom( cs.getRecoBuf( area ) );

            for( uint32_t j = 0; j < saveCS.tus.size(); j++ )
            {
              saveCS.tus[j]->copyComponentFrom( *orgTUs[j], area.compID );
            }
          }

          dBestCost  = dCost;
          uiBestDist = uiDist;
          uiBestMode = chromaIntraMode;
        }
      }

      for( uint32_t i = getFirstComponentOfChannel( CHANNEL_TYPE_CHROMA ); i < numberValidComponents; i++ )
      {
        const CompArea &area = pu.blocks[i];

        cs.getRecoBuf         ( area ).copyFrom( saveCS.getRecoBuf( area ) );
#if KEEP_PRED_AND_RESI_SIGNALS
        cs.getPredBuf         ( area ).copyFrom( saveCS.getPredBuf( area ) );
        cs.getResiBuf         ( area ).copyFrom( saveCS.getResiBuf( area ) );
#endif
        cs.getPredBuf         ( area ).copyFrom( saveCS.getPredBuf( area ) );
        cs.picture->getPredBuf( area ).copyFrom( cs.getPredBuf    ( area ) );

        cs.picture->getRecoBuf( area ).copyFrom( cs.    getRecoBuf( area ) );

        for( uint32_t j = 0; j < saveCS.tus.size(); j++ )
        {
          orgTUs[ j ]->copyComponentFrom( *saveCS.tus[ j ], area.compID );
        }
      }
    }

    pu.intraDir[1] = uiBestMode;
    cs.dist        = uiBestDist;
  }

  //----- restore context models -----
  m_CABACEstimator->getCtx() = ctxStart;
  if( lumaUsesISP && bestCostSoFar >= maxCostAllowed )
  {
    cu.ispMode = 0;
  }
}

void IntraSearch::IPCMSearch(CodingStructure &cs, Partitioner& partitioner)
{
  ComponentID compStr = (CS::isDualITree(cs) && !isLuma(partitioner.chType)) ? COMPONENT_Cb: COMPONENT_Y;
  ComponentID compEnd = (CS::isDualITree(cs) && isLuma(partitioner.chType)) ? COMPONENT_Y : COMPONENT_Cr;
  for( ComponentID compID = compStr; compID <= compEnd; compID = ComponentID(compID+1) )
  {

    xEncPCM(cs, partitioner, compID);
  }

  cs.getPredBuf().fill(0);
  cs.getResiBuf().fill(0);
  cs.getOrgResiBuf().fill(0);

  cs.dist     = 0;
  cs.fracBits = 0;
  cs.cost     = 0;

  cs.setDecomp(cs.area);
  cs.picture->getPredBuf(cs.area).copyFrom(cs.getPredBuf());
}

void IntraSearch::xEncPCM(CodingStructure &cs, Partitioner& partitioner, const ComponentID &compID)
{
  TransformUnit &tu = *cs.getTU( partitioner.chType );

  const int  channelBitDepth = cs.sps->getBitDepth(toChannelType(compID));
  const uint32_t uiPCMBitDepth = cs.sps->getPCMBitDepth(toChannelType(compID));

  const int pcmShiftRight = (channelBitDepth - int(uiPCMBitDepth));

  CompArea  area    = tu.blocks[compID];
  PelBuf    pcmBuf  = tu.getPcmbuf  (compID);
  PelBuf    recBuf  = cs.getRecoBuf ( area );
  CPelBuf   orgBuf  = cs.getOrgBuf  ( area );

  CHECK(pcmShiftRight < 0, "Negative shift");
  CompArea      tmpArea(COMPONENT_Y, area.chromaFormat, Position(0, 0), area.size());
  PelBuf tempOrgBuf = m_tmpStorageLCU.getBuf(tmpArea);
  tempOrgBuf.copyFrom(orgBuf);
  if (cs.slice->getReshapeInfo().getUseSliceReshaper() && m_pcReshape->getCTUFlag() && compID == COMPONENT_Y)
  {
    tempOrgBuf.rspSignal(m_pcReshape->getFwdLUT());
  }
  for (uint32_t uiY = 0; uiY < pcmBuf.height; uiY++)
  {
    for (uint32_t uiX = 0; uiX < pcmBuf.width; uiX++)
    {
      // Encode
      pcmBuf.at(uiX, uiY) = tempOrgBuf.at(uiX, uiY) >> pcmShiftRight;
      // Reconstruction
      recBuf.at(uiX, uiY) = pcmBuf.at(uiX, uiY) << pcmShiftRight;
    }
  }
}

// -------------------------------------------------------------------------------------------------------------------
// Intra search
// -------------------------------------------------------------------------------------------------------------------

void IntraSearch::xEncIntraHeader( CodingStructure &cs, Partitioner &partitioner, const bool &bLuma, const bool &bChroma, const int subTuIdx )
{
  CodingUnit &cu = *cs.getCU( partitioner.chType );

  if (bLuma)
  {
    bool isFirst = cu.ispMode ? subTuIdx == 0 : partitioner.currArea().lumaPos() == cs.area.lumaPos();

    // CU header
    if( isFirst )
    {
      if ((!cs.slice->isIntra() || cs.slice->getSPS()->getIBCFlag())
        && cu.Y().valid()
        )
      {
        if( cs.pps->getTransquantBypassEnabledFlag() )
        {
          m_CABACEstimator->cu_transquant_bypass_flag( cu );
        }
        m_CABACEstimator->cu_skip_flag( cu );
        m_CABACEstimator->pred_mode   ( cu );
      }
      if( CU::isIntra(cu) )
      {
        m_CABACEstimator->pcm_data( cu, partitioner );
        if( cu.ipcm )
        {
          return;
        }
      }
      m_CABACEstimator->extend_ref_line(cu);
      m_CABACEstimator->isp_mode      ( cu );
    }

    PredictionUnit &pu = *cs.getPU(partitioner.currArea().lumaPos(), partitioner.chType);

    // luma prediction mode
    if (isFirst)
    {
      if ( !cu.Y().valid())
        m_CABACEstimator->pred_mode( cu );
      m_CABACEstimator->intra_luma_pred_mode( pu );
    }
  }

  if (bChroma)
  {
    bool isFirst = partitioner.currArea().Cb().valid() && partitioner.currArea().chromaPos() == cs.area.chromaPos();

    PredictionUnit &pu = *cs.getPU( partitioner.currArea().chromaPos(), CHANNEL_TYPE_CHROMA );

    if( isFirst )
    {
      m_CABACEstimator->intra_chroma_pred_mode( pu );
    }
  }
}

void IntraSearch::xEncSubdivCbfQT( CodingStructure &cs, Partitioner &partitioner, const bool &bLuma, const bool &bChroma, const int subTuIdx, const PartSplit ispType )
{
  const UnitArea &currArea = partitioner.currArea();
          int subTuCounter = subTuIdx;
  TransformUnit &currTU = *cs.getTU( currArea.blocks[partitioner.chType], partitioner.chType, subTuCounter );
  CodingUnit    &currCU = *currTU.cu;
  uint32_t currDepth           = partitioner.currTrDepth;

  const bool subdiv        = currTU.depth > currDepth;
  ComponentID compID = partitioner.chType == CHANNEL_TYPE_LUMA ? COMPONENT_Y : COMPONENT_Cb;
  const bool chromaCbfISP = currArea.blocks[COMPONENT_Cb].valid() && currCU.ispMode && !subdiv;

  if( partitioner.canSplit( TU_MAX_TR_SPLIT, cs ) )
  {
    CHECK( !subdiv, "TU split implied" );
  }
  else
  {
    CHECK( subdiv && !currCU.ispMode && isLuma( compID ), "No TU subdivision is allowed with QTBT" );
  }

  if( bChroma && ( !currCU.ispMode || chromaCbfISP ) )
  {
    const uint32_t numberValidComponents = getNumberValidComponents(currArea.chromaFormat);
    const uint32_t cbfDepth = ( chromaCbfISP ? currDepth - 1 : currDepth );

    for (uint32_t ch = COMPONENT_Cb; ch < numberValidComponents; ch++)
    {
      const ComponentID compID = ComponentID(ch);

      if( currDepth == 0 || TU::getCbfAtDepth( currTU, compID, currDepth - 1 ) || chromaCbfISP )
      {
        const bool prevCbf = ( compID == COMPONENT_Cr ? TU::getCbfAtDepth( currTU, COMPONENT_Cb, currDepth ) : false );
        m_CABACEstimator->cbf_comp( cs, TU::getCbfAtDepth( currTU, compID, currDepth ), currArea.blocks[compID], cbfDepth, prevCbf );

      }
    }
  }

  if (subdiv)
  {

    if( partitioner.canSplit( TU_MAX_TR_SPLIT, cs ) )
    {
      partitioner.splitCurrArea( TU_MAX_TR_SPLIT, cs );
    }
    else if( currCU.ispMode && isLuma( compID ) )
    {
      partitioner.splitCurrArea( ispType, cs );
    }
    else
    THROW( "Cannot perform an implicit split!" );

    do
    {
      xEncSubdivCbfQT( cs, partitioner, bLuma, bChroma, subTuCounter, ispType );
      subTuCounter += subTuCounter != -1 ? 1 : 0;
    } while( partitioner.nextPart( cs ) );

    partitioner.exitCurrSplit();
  }
  else
  {
    //===== Cbfs =====
    if (bLuma)
    {
      bool previousCbf       = false;
      bool lastCbfIsInferred = false;
      if( ispType != TU_NO_ISP )
      {
        bool rootCbfSoFar = false;
        uint32_t nTus = currCU.ispMode == HOR_INTRA_SUBPARTITIONS ? currCU.lheight() >> g_aucLog2[currTU.lheight()] : currCU.lwidth() >> g_aucLog2[currTU.lwidth()];
        if( subTuCounter == nTus - 1 )
        {
          TransformUnit* tuPointer = currCU.firstTU;
          for( int tuIdx = 0; tuIdx < nTus - 1; tuIdx++ )
          {
            rootCbfSoFar |= TU::getCbfAtDepth( *tuPointer, COMPONENT_Y, currDepth );
            tuPointer = tuPointer->next;
          }
          if( !rootCbfSoFar )
          {
            lastCbfIsInferred = true;
          }
        }
        if( !lastCbfIsInferred )
        {
          previousCbf = TU::getPrevTuCbfAtDepth( currTU, COMPONENT_Y, partitioner.currTrDepth );
        }
      }
      if( !lastCbfIsInferred )
      {
        m_CABACEstimator->cbf_comp( cs, TU::getCbfAtDepth( currTU, COMPONENT_Y, currDepth ), currTU.Y(), currTU.depth, previousCbf, currCU.ispMode );
      }