/*************************************************************************************

Grid physics library, www.github.com/paboyle/Grid

Source file: ./tests/Test_hmc_EODWFRatio.cc

Copyright (C) 2015-2016

Author: Peter Boyle <pabobyle@ph.ed.ac.uk>
Author: Guido Cossu <guido.cossu@ed.ac.uk>

This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 2 of the License, or
(at your option) any later version.

This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
GNU General Public License for more details.

You should have received a copy of the GNU General Public License along
with this program; if not, write to the Free Software Foundation, Inc.,
51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.

See the full license in the file "LICENSE" in the top level distribution
directory
*************************************************************************************/
/*  END LEGAL */
#include <Grid/Grid.h>

NAMESPACE_BEGIN(Grid);

template<class FermionOperatorD, class FermionOperatorF, class SchurOperatorD, class  SchurOperatorF> 
  class MixedPrecisionConjugateGradientOperatorFunction : public OperatorFunction<typename FermionOperatorD::FermionField> {
  public:
    typedef typename FermionOperatorD::FermionField FieldD;
    typedef typename FermionOperatorF::FermionField FieldF;

    using OperatorFunction<FieldD>::operator();

    RealD   Tolerance;
    RealD   InnerTolerance; //Initial tolerance for inner CG. Defaults to Tolerance but can be changed
    Integer MaxInnerIterations;
    Integer MaxOuterIterations;
    GridBase* SinglePrecGrid4; //Grid for single-precision fields
    GridBase* SinglePrecGrid5; //Grid for single-precision fields
    RealD OuterLoopNormMult; //Stop the outer loop and move to a final double prec solve when the residual is OuterLoopNormMult * Tolerance

    FermionOperatorF &FermOpF;
    FermionOperatorD &FermOpD;;
    SchurOperatorF &LinOpF;
    SchurOperatorD &LinOpD;

    Integer TotalInnerIterations; //Number of inner CG iterations
    Integer TotalOuterIterations; //Number of restarts
    Integer TotalFinalStepIterations; //Number of CG iterations in final patch-up step

    MixedPrecisionConjugateGradientOperatorFunction(RealD tol, 
						    Integer maxinnerit, 
						    Integer maxouterit, 
						    GridBase* _sp_grid4, 
						    GridBase* _sp_grid5, 
						    FermionOperatorF &_FermOpF,
						    FermionOperatorD &_FermOpD,
						    SchurOperatorF   &_LinOpF,
						    SchurOperatorD   &_LinOpD): 
      LinOpF(_LinOpF),
      LinOpD(_LinOpD),
      FermOpF(_FermOpF),
      FermOpD(_FermOpD),
      Tolerance(tol), 
      InnerTolerance(tol), 
      MaxInnerIterations(maxinnerit), 
      MaxOuterIterations(maxouterit), 
      SinglePrecGrid4(_sp_grid4),
      SinglePrecGrid5(_sp_grid5),
      OuterLoopNormMult(100.) 
    { 
      /* Debugging instances of objects; references are stored
      std::cout << GridLogMessage << " Mixed precision CG wrapper LinOpF " <<std::hex<< &LinOpF<<std::dec <<std::endl;
      std::cout << GridLogMessage << " Mixed precision CG wrapper LinOpD " <<std::hex<< &LinOpD<<std::dec <<std::endl;
      std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpF " <<std::hex<< &FermOpF<<std::dec <<std::endl;
      std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpD " <<std::hex<< &FermOpD<<std::dec <<std::endl;
      */
    };

    void operator()(LinearOperatorBase<FieldD> &LinOpU, const FieldD &src, FieldD &psi) {

      std::cout << GridLogMessage << " Mixed precision CG wrapper operator() "<<std::endl;

      SchurOperatorD * SchurOpU = static_cast<SchurOperatorD *>(&LinOpU);
      
      //      std::cout << GridLogMessage << " Mixed precision CG wrapper operator() FermOpU " <<std::hex<< &(SchurOpU->_Mat)<<std::dec <<std::endl;
      //      std::cout << GridLogMessage << " Mixed precision CG wrapper operator() FermOpD " <<std::hex<< &(LinOpD._Mat) <<std::dec <<std::endl;
      // Assumption made in code to extract gauge field
      // We could avoid storing LinopD reference alltogether ?
      assert(&(SchurOpU->_Mat)==&(LinOpD._Mat));

      ////////////////////////////////////////////////////////////////////////////////////
      // Must snarf a single precision copy of the gauge field in Linop_d argument
      ////////////////////////////////////////////////////////////////////////////////////
      typedef typename FermionOperatorF::GaugeField GaugeFieldF;
      typedef typename FermionOperatorF::GaugeLinkField GaugeLinkFieldF;
      typedef typename FermionOperatorD::GaugeField GaugeFieldD;
      typedef typename FermionOperatorD::GaugeLinkField GaugeLinkFieldD;

      GridBase * GridPtrF = SinglePrecGrid4;
      GridBase * GridPtrD = FermOpD.Umu.Grid();
      GaugeFieldF     U_f  (GridPtrF);
      GaugeLinkFieldF Umu_f(GridPtrF);
      //      std::cout << " Dim gauge field "<<GridPtrF->Nd()<<std::endl; // 4d
      //      std::cout << " Dim gauge field "<<GridPtrD->Nd()<<std::endl; // 4d

      ////////////////////////////////////////////////////////////////////////////////////
      // Moving this to a Clone method of fermion operator would allow to duplicate the 
      // physics parameters and decrease gauge field copies
      ////////////////////////////////////////////////////////////////////////////////////
      GaugeLinkFieldD Umu_d(GridPtrD);
      for(int mu=0;mu<Nd*2;mu++){ 
	Umu_d = PeekIndex<LorentzIndex>(FermOpD.Umu, mu);
	precisionChange(Umu_f,Umu_d);
	PokeIndex<LorentzIndex>(FermOpF.Umu, Umu_f, mu);
      }
      pickCheckerboard(Even,FermOpF.UmuEven,FermOpF.Umu);
      pickCheckerboard(Odd ,FermOpF.UmuOdd ,FermOpF.Umu);

      ////////////////////////////////////////////////////////////////////////////////////
      // Make a mixed precision conjugate gradient
      ////////////////////////////////////////////////////////////////////////////////////
#if 1
      RealD delta=1.e-4;
      std::cout << GridLogMessage << "Calling reliable update Conjugate Gradient" <<std::endl;
      ConjugateGradientReliableUpdate<FieldD,FieldF> MPCG(Tolerance,MaxInnerIterations*MaxOuterIterations,delta,SinglePrecGrid5,LinOpF,LinOpD);
#else      
      std::cout << GridLogMessage << "Calling mixed precision Conjugate Gradient" <<std::endl;
      MixedPrecisionConjugateGradient<FieldD,FieldF> MPCG(Tolerance,MaxInnerIterations,MaxOuterIterations,SinglePrecGrid5,LinOpF,LinOpD);
#endif
      MPCG(src,psi);
    }
  };

NAMESPACE_END(Grid);


int main(int argc, char **argv) {
  using namespace Grid;

  Grid_init(&argc, &argv);
  int threads = GridThread::GetThreads();

   // Typedefs to simplify notation
  typedef WilsonImplR FermionImplPolicy;
  typedef WilsonImplF FermionImplPolicyF;

  typedef MobiusFermionR FermionAction;
  typedef MobiusFermionF FermionActionF;
  typedef typename FermionAction::FermionField FermionField;
  typedef typename FermionActionF::FermionField FermionFieldF;

  typedef Grid::XmlReader       Serialiser;

  //::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::
  IntegratorParameters MD;
  //  typedef GenericHMCRunner<LeapFrog> HMCWrapper;
  //  MD.name    = std::string("Leap Frog");
  //  typedef GenericHMCRunner<ForceGradient> HMCWrapper;
  //  MD.name    = std::string("Force Gradient");
  typedef GenericHMCRunner<MinimumNorm2> HMCWrapper;
  MD.name    = std::string("MinimumNorm2");
  MD.MDsteps =  6;
  MD.trajL   = 1.0;

  HMCparameters HMCparams;
  HMCparams.StartTrajectory  = 1077;
  HMCparams.Trajectories     = 1;
  HMCparams.NoMetropolisUntil=  0;
  // "[HotStart, ColdStart, TepidStart, CheckpointStart]\n";
  //  HMCparams.StartingType     =std::string("ColdStart");
  HMCparams.StartingType     =std::string("CheckpointStart");
  HMCparams.MD = MD;
  HMCWrapper TheHMC(HMCparams);

  // Grid from the command line arguments --grid and --mpi
  TheHMC.Resources.AddFourDimGrid("gauge"); // use default simd lanes decomposition

  CheckpointerParameters CPparams;
  CPparams.config_prefix = "ckpoint_DDHMC_lat";
  CPparams.rng_prefix    = "ckpoint_DDHMC_rng";
  CPparams.saveInterval  = 1;
  CPparams.format        = "IEEE64BIG";
  TheHMC.Resources.LoadNerscCheckpointer(CPparams);

  RNGModuleParameters RNGpar;
  RNGpar.serial_seeds = "1 2 3 4 5";
  RNGpar.parallel_seeds = "6 7 8 9 10";
  TheHMC.Resources.SetRNGSeeds(RNGpar);

  // Construct observables
  // here there is too much indirection
  typedef PlaquetteMod<HMCWrapper::ImplPolicy> PlaqObs;
  TheHMC.Resources.AddObservable<PlaqObs>();
  //////////////////////////////////////////////

  const int Ls      = 12;
  RealD M5  = 1.8;
  RealD b   = 1.5;
  RealD c   = 0.5;
  Real beta         = 2.31;
  //  Real light_mass   = 5.4e-4;
  Real light_mass   = 7.8e-4;
  Real strange_mass = 0.02132;
  Real pv_mass      = 1.0;
  //  std::vector<Real> hasenbusch({ light_mass, 3.8e-3, 0.0145, 0.045, 0.108, 0.25, 0.51 , pv_mass });
  std::vector<Real> hasenbusch({ light_mass, 5e-3, 0.0145, 0.045, 0.108, 0.25, 0.51 , pv_mass });

  // FIXME:
  // Same in MC and MD
  // Need to mix precision too
  OneFlavourRationalParams SFRp; // Strange
  SFRp.lo       = 4.0e-3;
  SFRp.hi       = 90.0;
  SFRp.MaxIter  = 60000;
  SFRp.tolerance= 1.0e-8;
  SFRp.mdtolerance= 1.0e-6;
  SFRp.degree   = 12;
  SFRp.precision= 50;
  SFRp.BoundsCheckFreq=0;

  OneFlavourRationalParams OFRp; // Up/down
  OFRp.lo       = 2.0e-5;
  OFRp.hi       = 90.0;
  OFRp.MaxIter  = 60000;
  OFRp.tolerance= 1.0e-8;
  OFRp.mdtolerance= 1.0e-6;
  //  OFRp.degree   = 20; converges
  //  OFRp.degree   = 16;
  OFRp.degree   = 12;
  OFRp.precision= 80;
  OFRp.BoundsCheckFreq=0;

  auto GridPtr   = TheHMC.Resources.GetCartesian();
  auto GridRBPtr = TheHMC.Resources.GetRBCartesian();

  typedef SchurDiagMooeeOperator<FermionActionF,FermionFieldF> LinearOperatorF;
  typedef SchurDiagMooeeOperator<FermionAction ,FermionField > LinearOperatorD;
  typedef MixedPrecisionConjugateGradientOperatorFunction<MobiusFermionD,MobiusFermionF,LinearOperatorD,LinearOperatorF> MxPCG;

  ////////////////////////////////////////////////////////////////
  // Domain decomposed
  ////////////////////////////////////////////////////////////////
  Coordinate latt4  = GridPtr->GlobalDimensions();
  Coordinate mpi    = GridPtr->ProcessorGrid();
  Coordinate shm;

  GlobalSharedMemory::GetShmDims(mpi,shm);
  
  Coordinate CommDim(Nd);
  for(int d=0;d<Nd;d++) CommDim[d]= (mpi[d]/shm[d])>1 ? 1 : 0;

  Coordinate NonDirichlet(Nd+1,0);
  Coordinate Dirichlet(Nd+1,0);
  Dirichlet[1] = CommDim[0]*latt4[0]/mpi[0] * shm[0];
  Dirichlet[2] = CommDim[1]*latt4[1]/mpi[1] * shm[1];
  Dirichlet[3] = CommDim[2]*latt4[2]/mpi[2] * shm[2];
  Dirichlet[4] = CommDim[3]*latt4[3]/mpi[3] * shm[3];

  Coordinate Block4(Nd);
  Block4[0] = Dirichlet[1];
  Block4[1] = Dirichlet[2];
  Block4[2] = Dirichlet[3];
  Block4[3] = Dirichlet[4];

  int Width=3;
  TheHMC.Resources.SetMomentumFilter(new DDHMCFilter<WilsonImplR::Field>(Block4,Width));

  //////////////////////////
  // Fermion Grids
  //////////////////////////
  auto FGrid     = SpaceTimeGrid::makeFiveDimGrid(Ls,GridPtr);
  auto FrbGrid   = SpaceTimeGrid::makeFiveDimRedBlackGrid(Ls,GridPtr);

  Coordinate simdF = GridDefaultSimd(Nd,vComplexF::Nsimd());
  auto GridPtrF   = SpaceTimeGrid::makeFourDimGrid(latt4,simdF,mpi);
  auto GridRBPtrF = SpaceTimeGrid::makeFourDimRedBlackGrid(GridPtrF);
  auto FGridF     = SpaceTimeGrid::makeFiveDimGrid(Ls,GridPtrF);
  auto FrbGridF   = SpaceTimeGrid::makeFiveDimRedBlackGrid(Ls,GridPtrF);

  IwasakiGaugeActionR GaugeAction(beta);

  // temporarily need a gauge field
  LatticeGaugeField U(GridPtr);
  LatticeGaugeFieldF UF(GridPtrF);

  std::cout << GridLogMessage << " Running the HMC "<< std::endl;
  TheHMC.ReadCommandLine(argc,argv);  // params on CML or from param file
  TheHMC.initializeGaugeFieldAndRNGs(U);


  // These lines are unecessary if BC are all periodic
  std::vector<Complex> boundary = {1,1,1,-1};
  FermionAction::ImplParams Params(boundary);
  Params.dirichlet=NonDirichlet;
  FermionAction::ImplParams ParamsDir(boundary);
  ParamsDir.dirichlet=Dirichlet;

  //  double StoppingCondition = 1e-14;
  //  double MDStoppingCondition = 1e-9;
  double StoppingCondition = 1e-10;
  double MDStoppingCondition = 1e-7;
  double MDStoppingConditionLoose = 1e-6;
  double MaxCGIterations = 300000;
  ConjugateGradient<FermionField>  CG(StoppingCondition,MaxCGIterations);
  ConjugateGradient<FermionField>  MDCG(MDStoppingCondition,MaxCGIterations);

  ////////////////////////////////////
  // Collect actions
  ////////////////////////////////////
  ActionLevel<HMCWrapper::Field> Level1(1);
  ActionLevel<HMCWrapper::Field> Level2(4);
  ActionLevel<HMCWrapper::Field> Level3(8);

  ////////////////////////////////////
  // Strange action
  ////////////////////////////////////
  FermionAction StrangeOp (U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,strange_mass,M5,b,c, Params);
  FermionAction StrangePauliVillarsOp(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,pv_mass,  M5,b,c, Params);

  FermionAction StrangeOpDir (U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,strange_mass,M5,b,c, ParamsDir);
  FermionAction StrangePauliVillarsOpDir(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,pv_mass,  M5,b,c, ParamsDir);
  
  OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> StrangePseudoFermionBdy(StrangeOpDir,StrangeOp,SFRp);
  OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> StrangePseudoFermionLocal(StrangePauliVillarsOpDir,StrangeOpDir,SFRp);
  OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> StrangePseudoFermionPVBdy(StrangePauliVillarsOp,StrangePauliVillarsOpDir,SFRp);
  Level1.push_back(&StrangePseudoFermionBdy);
  Level2.push_back(&StrangePseudoFermionLocal);
  Level1.push_back(&StrangePseudoFermionPVBdy);

  ////////////////////////////////////
  // up down action
  ////////////////////////////////////
  std::vector<Real> light_den;
  std::vector<Real> light_num;
  std::vector<int> dirichlet_den;
  std::vector<int> dirichlet_num;

  int n_hasenbusch = hasenbusch.size();
  light_den.push_back(light_mass);  dirichlet_den.push_back(0);
  for(int h=0;h<n_hasenbusch;h++){
    light_den.push_back(hasenbusch[h]); dirichlet_den.push_back(1);
  }

  for(int h=0;h<n_hasenbusch;h++){
    light_num.push_back(hasenbusch[h]); dirichlet_num.push_back(1);
  }
  light_num.push_back(pv_mass);  dirichlet_num.push_back(0);

  std::vector<FermionAction *> Numerators;
  std::vector<FermionActionF *> NumeratorsF;
  std::vector<FermionAction *> Denominators;
  std::vector<FermionActionF *> DenominatorsF;
  std::vector<TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy> *> Quotients;

#define MIXED_PRECISION
#ifdef MIXED_PRECISION
  std::vector<OneFlavourEvenOddRatioRationalMixedPrecPseudoFermionAction<FermionImplPolicy,FermionImplPolicyF> *> Bdys;
#else
  std::vector<OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> *> Bdys;
#endif
  std::vector<MxPCG *> ActionMPCG;
  std::vector<MxPCG *> MPCG;

  typedef SchurDiagMooeeOperator<FermionActionF,FermionFieldF> LinearOperatorF;
  typedef SchurDiagMooeeOperator<FermionAction ,FermionField > LinearOperatorD;
  std::vector<LinearOperatorD *> LinOpD;
  std::vector<LinearOperatorF *> LinOpF; 
  
  for(int h=0;h<n_hasenbusch+1;h++){
    std::cout << GridLogMessage
	      << " 2f quotient Action ";
    std::cout << "det D("<<light_den[h]<<")";
    if ( dirichlet_den[h] ) std::cout << "^dirichlet    ";
    std::cout << "/ det D("<<light_num[h]<<")";
    if ( dirichlet_num[h] ) std::cout << "^dirichlet    ";
    std::cout << std::endl;

    FermionAction::ImplParams ParamsNum(boundary);
    FermionAction::ImplParams ParamsDen(boundary);
    FermionActionF::ImplParams ParamsNumF(boundary);
    FermionActionF::ImplParams ParamsDenF(boundary);
    
    if ( dirichlet_num[h]==1) ParamsNum.dirichlet = Dirichlet;
    else                      ParamsNum.dirichlet = NonDirichlet;
    Numerators.push_back  (new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_num[h],M5,b,c, ParamsNum));

    if ( dirichlet_den[h]==1) ParamsDen.dirichlet = Dirichlet;
    else                      ParamsDen.dirichlet = NonDirichlet;

    Denominators.push_back(new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_den[h],M5,b,c, ParamsDen));

    ParamsDenF.dirichlet = ParamsDen.dirichlet;
    DenominatorsF.push_back(new FermionActionF(UF,*FGridF,*FrbGridF,*GridPtrF,*GridRBPtrF,light_den[h],M5,b,c, ParamsDenF));

    ParamsNumF.dirichlet = ParamsNum.dirichlet;
    NumeratorsF.push_back  (new FermionActionF(UF,*FGridF,*FrbGridF,*GridPtrF,*GridRBPtrF,light_num[h],M5,b,c, ParamsNumF));

    LinOpD.push_back(new LinearOperatorD(*Denominators[h]));
    LinOpF.push_back(new LinearOperatorF(*DenominatorsF[h]));

    double conv  = MDStoppingCondition;
    if (h<3) conv= MDStoppingConditionLoose; // Relax on first two hasenbusch factors
    const int MX_inner = 5000;
    MPCG.push_back(new MxPCG(conv,
			     MX_inner,
			     MaxCGIterations,
			     GridPtrF,
			     FrbGridF,
			     *DenominatorsF[h],*Denominators[h],
			     *LinOpF[h], *LinOpD[h]) );

    ActionMPCG.push_back(new MxPCG(StoppingCondition,
				   MX_inner,
				   MaxCGIterations,
				   GridPtrF,
				   FrbGridF,
				   *DenominatorsF[h],*Denominators[h],
				   *LinOpF[h], *LinOpD[h]) );

    
    if(h!=0) {
      //      Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],MDCG,CG));
      Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],*MPCG[h],*ActionMPCG[h],CG));
    } else {
#ifdef MIXED_PRECISION
      Bdys.push_back( new OneFlavourEvenOddRatioRationalMixedPrecPseudoFermionAction<FermionImplPolicy,FermionImplPolicyF>(
			   *Numerators[h],*Denominators[h],
			   *NumeratorsF[h],*DenominatorsF[h],
			   OFRp, 500) );
#else
      Bdys.push_back( new OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],OFRp));
      Bdys.push_back( new OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],OFRp));
#endif
    }
  }

  int nquo=Quotients.size();
  Level1.push_back(Bdys[0]);
  Level1.push_back(Bdys[1]);
  for(int h=0;h<nquo-1;h++){
    Level2.push_back(Quotients[h]);
  }
  Level2.push_back(Quotients[nquo-1]);

  /////////////////////////////////////////////////////////////
  // Gauge action
  /////////////////////////////////////////////////////////////
  Level3.push_back(&GaugeAction);
  TheHMC.TheAction.push_back(Level1);
  TheHMC.TheAction.push_back(Level2);
  TheHMC.TheAction.push_back(Level3);
  std::cout << GridLogMessage << " Action complete "<< std::endl;
  /////////////////////////////////////////////////////////////

  TheHMC.Run();  // no smearing

  Grid_finalize();
} // main