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Now have mixed precision solves in the 2f sector
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@ -30,6 +30,134 @@ directory
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/* END LEGAL */
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#include <Grid/Grid.h>
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namespace Grid{
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namespace QCD{
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/*
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* Need a plan for gauge field update for mixed precision in HMC (2x speed up)
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* -- Store the single prec action operator.
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* -- Clone the gauge field from the operator function argument.
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* -- Build the mixed precision operator dynamically from the passed operator and single prec clone.
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*/
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template<class FermionOperatorD, class FermionOperatorF, class SchurOperatorD, class SchurOperatorF>
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class MixedPrecisionConjugateGradientOperatorFunction : public OperatorFunction<typename FermionOperatorD::FermionField> {
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public:
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typedef typename FermionOperatorD::FermionField FieldD;
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typedef typename FermionOperatorF::FermionField FieldF;
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RealD Tolerance;
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RealD InnerTolerance; //Initial tolerance for inner CG. Defaults to Tolerance but can be changed
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Integer MaxInnerIterations;
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Integer MaxOuterIterations;
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GridBase* SinglePrecGrid4; //Grid for single-precision fields
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GridBase* SinglePrecGrid5; //Grid for single-precision fields
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RealD OuterLoopNormMult; //Stop the outer loop and move to a final double prec solve when the residual is OuterLoopNormMult * Tolerance
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FermionOperatorF &FermOpF;
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FermionOperatorD &FermOpD;;
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SchurOperatorF &LinOpF;
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SchurOperatorD &LinOpD;
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Integer TotalInnerIterations; //Number of inner CG iterations
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Integer TotalOuterIterations; //Number of restarts
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Integer TotalFinalStepIterations; //Number of CG iterations in final patch-up step
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//Option to speed up *inner single precision* solves using a LinearFunction that produces a guess
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LinearFunction<FieldF> *guesser;
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MixedPrecisionConjugateGradientOperatorFunction(RealD tol,
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Integer maxinnerit,
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Integer maxouterit,
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GridBase* _sp_grid4,
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GridBase* _sp_grid5,
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FermionOperatorF &_FermOpF,
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FermionOperatorD &_FermOpD,
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SchurOperatorF &_LinOpF,
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SchurOperatorD &_LinOpD):
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LinOpF(_LinOpF),
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LinOpD(_LinOpD),
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FermOpF(_FermOpF),
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FermOpD(_FermOpD),
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Tolerance(tol),
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InnerTolerance(tol),
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MaxInnerIterations(maxinnerit),
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MaxOuterIterations(maxouterit),
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SinglePrecGrid4(_sp_grid4),
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SinglePrecGrid5(_sp_grid5),
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OuterLoopNormMult(100.),
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guesser(NULL)
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{
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std::cout << GridLogMessage << " Mixed precision CG wrapper LinOpF " <<std::hex<< &LinOpF<<std::dec <<std::endl;
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std::cout << GridLogMessage << " Mixed precision CG wrapper LinOpD " <<std::hex<< &LinOpD<<std::dec <<std::endl;
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std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpF " <<std::hex<< &FermOpF<<std::dec <<std::endl;
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std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpD " <<std::hex<< &FermOpD<<std::dec <<std::endl;
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};
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void useGuesser(LinearFunction<FieldF> &g){
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guesser = &g;
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}
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void operator()(LinearOperatorBase<FieldD> &LinOpU, const FieldD &src, FieldD &psi) {
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SchurOperatorD * SchurOpU = static_cast<SchurOperatorD *>(&LinOpU);
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std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpD " <<std::hex<< &(SchurOpU->_Mat)<<std::dec <<std::endl;
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std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpU " <<std::hex<< &(LinOpD._Mat) <<std::dec <<std::endl;
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assert(&(SchurOpU->_Mat)==&(LinOpD._Mat));
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////////////////////////////////////////////////////////////////////////////////////
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// Must snarf a single precision copy of the gauge field in Linop_d argument
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////////////////////////////////////////////////////////////////////////////////////
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typedef typename FermionOperatorF::GaugeField GaugeFieldF;
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typedef typename FermionOperatorF::GaugeLinkField GaugeLinkFieldF;
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typedef typename FermionOperatorD::GaugeField GaugeFieldD;
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typedef typename FermionOperatorD::GaugeLinkField GaugeLinkFieldD;
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GridBase * GridPtrF = SinglePrecGrid4;
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GridBase * GridPtrD = FermOpD.Umu._grid;
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GaugeFieldF U_f (GridPtrF);
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GaugeLinkFieldF Umu_f(GridPtrF);
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std::cout << " Dim gauge field "<<GridPtrF->Nd()<<std::endl; // 4d
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std::cout << " Dim gauge field "<<GridPtrD->Nd()<<std::endl; // 4d
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GaugeLinkFieldD Umu_d(GridPtrD);
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for(int mu=0;mu<Nd*2;mu++){
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Umu_d = PeekIndex<LorentzIndex>(FermOpD.Umu, mu);
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precisionChange(Umu_f,Umu_d);
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PokeIndex<LorentzIndex>(FermOpF.Umu, Umu_f, mu);
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}
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pickCheckerboard(Even,FermOpF.UmuEven,FermOpF.Umu);
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pickCheckerboard(Odd ,FermOpF.UmuOdd ,FermOpF.Umu);
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////////////////////////////////////////////////////////////////////////////////////
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// Could test to make sure that LinOpF and LinOpD agree to single prec?
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////////////////////////////////////////////////////////////////////////////////////
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GridBase *Fgrid = psi._grid;
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FieldD tmp2(Fgrid);
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FieldD tmp1(Fgrid);
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LinOpU.Op(src,tmp1);
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LinOpD.Op(src,tmp2);
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std::cout << " Double gauge field "<< norm2(FermOpD.Umu)<<std::endl;
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std::cout << " Single gauge field "<< norm2(FermOpF.Umu)<<std::endl;
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std::cout << " Test of operators "<<norm2(tmp1)<<std::endl;
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std::cout << " Test of operators "<<norm2(tmp2)<<std::endl;
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tmp1=tmp1-tmp2;
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std::cout << " Test of operators diff "<<norm2(tmp1)<<std::endl;
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////////////////////////////////////////////////////////////////////////////////////
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// Make a mixed precision conjugate gradient
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////////////////////////////////////////////////////////////////////////////////////
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MixedPrecisionConjugateGradient<FieldD,FieldF> MPCG(Tolerance,MaxInnerIterations,MaxOuterIterations,SinglePrecGrid5,LinOpF,LinOpD);
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std::cout << GridLogMessage << "Calling mixed precision Conjugate Gradient" <<std::endl;
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MPCG(src,psi);
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}
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};
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}};
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int main(int argc, char **argv) {
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using namespace Grid;
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using namespace Grid::QCD;
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@ -42,7 +170,9 @@ int main(int argc, char **argv) {
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// Typedefs to simplify notation
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typedef WilsonImplR FermionImplPolicy;
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typedef MobiusFermionR FermionAction;
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typedef MobiusFermionF FermionActionF;
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typedef typename FermionAction::FermionField FermionField;
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typedef typename FermionActionF::FermionField FermionFieldF;
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typedef Grid::XmlReader Serialiser;
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@ -54,12 +184,12 @@ int main(int argc, char **argv) {
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MD.name = std::string("Force Gradient");
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// typedef GenericHMCRunner<MinimumNorm2> HMCWrapper;
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// MD.name = std::string("MinimumNorm2");
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MD.MDsteps = 8;
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MD.MDsteps = 6;
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MD.trajL = 1.0;
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HMCparameters HMCparams;
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HMCparams.StartTrajectory = 70;
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HMCparams.Trajectories = 200;
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HMCparams.StartTrajectory = 530;
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HMCparams.Trajectories = 1000;
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HMCparams.NoMetropolisUntil= 0;
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// "[HotStart, ColdStart, TepidStart, CheckpointStart]\n";
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// HMCparams.StartingType =std::string("ColdStart");
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@ -97,24 +227,35 @@ int main(int argc, char **argv) {
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RealD b = 1.0;
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RealD c = 0.0;
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std::vector<Real> hasenbusch({ 0.1, 0.3 });
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std::vector<Real> hasenbusch({ 0.1, 0.3, 0.6 });
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auto GridPtr = TheHMC.Resources.GetCartesian();
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auto GridRBPtr = TheHMC.Resources.GetRBCartesian();
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auto FGrid = SpaceTimeGrid::makeFiveDimGrid(Ls,GridPtr);
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auto FrbGrid = SpaceTimeGrid::makeFiveDimRedBlackGrid(Ls,GridPtr);
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std::vector<int> latt = GridDefaultLatt();
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std::vector<int> mpi = GridDefaultMpi();
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std::vector<int> simdF = GridDefaultSimd(Nd,vComplexF::Nsimd());
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std::vector<int> simdD = GridDefaultSimd(Nd,vComplexD::Nsimd());
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auto GridPtrF = SpaceTimeGrid::makeFourDimGrid(latt,simdF,mpi);
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auto GridRBPtrF = SpaceTimeGrid::makeFourDimRedBlackGrid(GridPtrF);
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auto FGridF = SpaceTimeGrid::makeFiveDimGrid(Ls,GridPtrF);
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auto FrbGridF = SpaceTimeGrid::makeFiveDimRedBlackGrid(Ls,GridPtrF);
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IwasakiGaugeActionR GaugeAction(beta);
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// temporarily need a gauge field
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LatticeGaugeField U(GridPtr);
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LatticeGaugeFieldF UF(GridPtrF);
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// These lines are unecessary if BC are all periodic
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std::vector<Complex> boundary = {1,1,1,-1};
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FermionAction::ImplParams Params(boundary);
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FermionActionF::ImplParams ParamsF(boundary);
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double ActionStoppingCondition = 1e-10;
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double DerivativeStoppingCondition = 1e-7;
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double DerivativeStoppingCondition = 1e-6;
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double MaxCGIterations = 30000;
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ConjugateGradient<FermionField> ActionCG(ActionStoppingCondition,MaxCGIterations);
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ConjugateGradient<FermionField> DerivativeCG(DerivativeStoppingCondition,MaxCGIterations);
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@ -123,17 +264,12 @@ int main(int argc, char **argv) {
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// Collect actions
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////////////////////////////////////
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ActionLevel<HMCWrapper::Field> Level1(1);
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ActionLevel<HMCWrapper::Field> Level2(4);
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ActionLevel<HMCWrapper::Field> Level2(8);
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////////////////////////////////////
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// Strange action
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////////////////////////////////////
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// FermionAction StrangeOp (U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,strange_mass,M5,b,c, Params);
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// FermionAction StrangePauliVillarsOp(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,pv_mass, M5,b,c, Params);
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// OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> StrangePseudoFermion(StrangePauliVillarsOp,StrangeOp,OFRp);
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// Level1.push_back(&StrangePseudoFermion);
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// DJM: setup for EOFA ratio (Mobius)
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OneFlavourRationalParams OFRp;
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OFRp.lo = 0.1;
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@ -145,7 +281,8 @@ int main(int argc, char **argv) {
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MobiusEOFAFermionR Strange_Op_L(U, *FGrid, *FrbGrid, *GridPtr, *GridRBPtr, strange_mass, strange_mass, pv_mass, 0.0, -1, M5, b, c);
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MobiusEOFAFermionR Strange_Op_R(U, *FGrid, *FrbGrid, *GridPtr, *GridRBPtr, pv_mass, strange_mass, pv_mass, -1.0, 1, M5, b, c);
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ExactOneFlavourRatioPseudoFermionAction<FermionImplPolicy> EOFA(Strange_Op_L, Strange_Op_R, ActionCG, OFRp, true);
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ExactOneFlavourRatioPseudoFermionAction<FermionImplPolicy> EOFA(Strange_Op_L, Strange_Op_R, ActionCG, DerivativeCG, OFRp, true);
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Level1.push_back(&EOFA);
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////////////////////////////////////
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@ -162,15 +299,51 @@ int main(int argc, char **argv) {
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}
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light_num.push_back(pv_mass);
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typedef SchurDiagMooeeOperator<FermionActionF,FermionFieldF> LinearOperatorF;
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typedef SchurDiagMooeeOperator<FermionAction ,FermionField > LinearOperatorD;
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std::vector<FermionAction *> Numerators;
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std::vector<FermionAction *> Denominators;
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std::vector<LinearOperatorD *> LinOpD;
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std::vector<FermionActionF *> DenominatorsF;
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std::vector<LinearOperatorF *> LinOpF;
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typedef MixedPrecisionConjugateGradientOperatorFunction<MobiusFermionD,MobiusFermionF,
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LinearOperatorD,LinearOperatorF> MxPCG;
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std::vector<MxPCG *> MPCG;
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std::vector<TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy> *> Quotients;
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for(int h=0;h<n_hasenbusch+1;h++){
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std::cout << GridLogMessage << " 2f quotient Action "<< light_num[h] << " / " << light_den[h]<< std::endl;
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Numerators.push_back (new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_num[h],M5,b,c, Params));
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Denominators.push_back(new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_den[h],M5,b,c, Params));
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#if 0
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////////////////////////////////////////////////////////////////////////////
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// Standard CG for 2f force
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////////////////////////////////////////////////////////////////////////////
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Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],DerivativeCG,ActionCG));
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#else
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////////////////////////////////////////////////////////////////////////////
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// Mixed precision CG for 2f force
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////////////////////////////////////////////////////////////////////////////
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DenominatorsF.push_back(new FermionActionF(UF,*FGridF,*FrbGridF,*GridPtrF,*GridRBPtrF,light_den[h],M5,b,c, ParamsF));
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LinOpF.push_back(new LinearOperatorF(*DenominatorsF[h]));
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LinOpD.push_back(new LinearOperatorD(*Denominators[h]));
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MPCG.push_back(new MxPCG(DerivativeStoppingCondition,
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200,
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MaxCGIterations,
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GridPtrF,
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FrbGridF,
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*DenominatorsF[h],*Denominators[h],
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*LinOpF[h], *LinOpD[h]) );
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Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],*MPCG[h],ActionCG));
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#endif
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}
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for(int h=0;h<n_hasenbusch+1;h++){
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