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Mixed prec update
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@ -33,137 +33,8 @@ directory
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#ifdef GRID_DEFAULT_PRECISION_DOUBLE
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#define MIXED_PRECISION
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#endif
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#include <Grid/qcd/utils/MixedPrecisionOperatorFunction.h>
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NAMESPACE_BEGIN(Grid);
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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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using OperatorFunction<FieldD>::operator();
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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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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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{
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/* Debugging instances of objects; references are stored
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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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};
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void operator()(LinearOperatorBase<FieldD> &LinOpU, const FieldD &src, FieldD &psi) {
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std::cout << GridLogMessage << " Mixed precision CG wrapper operator() "<<std::endl;
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SchurOperatorD * SchurOpU = static_cast<SchurOperatorD *>(&LinOpU);
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// std::cout << GridLogMessage << " Mixed precision CG wrapper operator() FermOpU " <<std::hex<< &(SchurOpU->_Mat)<<std::dec <<std::endl;
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// std::cout << GridLogMessage << " Mixed precision CG wrapper operator() FermOpD " <<std::hex<< &(LinOpD._Mat) <<std::dec <<std::endl;
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// Assumption made in code to extract gauge field
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// We could avoid storing LinopD reference alltogether ?
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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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////////////////////////////////////////////////////////////////////////////////////
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// Moving this to a Clone method of fermion operator would allow to duplicate the
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// physics parameters and decrease gauge field copies
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////////////////////////////////////////////////////////////////////////////////////
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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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/*
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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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////////////////////////////////////////////////////////////////////////////////////
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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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NAMESPACE_END(Grid);
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int main(int argc, char **argv) {
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using namespace Grid;
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@ -302,40 +173,37 @@ int main(int argc, char **argv) {
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ConjugateGradient<FermionField> DerivativeCG(DerivativeStoppingCondition,MaxCGIterations);
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#ifdef MIXED_PRECISION
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const int MX_inner = 1000;
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const RealD MX_tol = 1.0e-6;
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// Mixed precision EOFA
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LinearOperatorEOFAD Strange_LinOp_L (Strange_Op_L);
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LinearOperatorEOFAD Strange_LinOp_R (Strange_Op_R);
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LinearOperatorEOFAF Strange_LinOp_LF(Strange_Op_LF);
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LinearOperatorEOFAF Strange_LinOp_RF(Strange_Op_RF);
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MxPCG_EOFA ActionCGL(ActionStoppingCondition,
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MxPCG_EOFA ActionCGL(ActionStoppingCondition,MX_tol,
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MX_inner,
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MaxCGIterations,
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GridPtrF,
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FrbGridF,
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Strange_Op_LF,Strange_Op_L,
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Strange_LinOp_LF,Strange_LinOp_L);
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MxPCG_EOFA DerivativeCGL(DerivativeStoppingCondition,
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MxPCG_EOFA DerivativeCGL(DerivativeStoppingCondition,MX_tol,
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MX_inner,
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MaxCGIterations,
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GridPtrF,
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FrbGridF,
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Strange_Op_LF,Strange_Op_L,
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Strange_LinOp_LF,Strange_LinOp_L);
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MxPCG_EOFA ActionCGR(ActionStoppingCondition,
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MxPCG_EOFA ActionCGR(ActionStoppingCondition,MX_tol,
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MX_inner,
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MaxCGIterations,
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GridPtrF,
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FrbGridF,
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Strange_Op_RF,Strange_Op_R,
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Strange_LinOp_RF,Strange_LinOp_R);
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MxPCG_EOFA DerivativeCGR(DerivativeStoppingCondition,
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MxPCG_EOFA DerivativeCGR(DerivativeStoppingCondition,MX_tol,
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MX_inner,
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MaxCGIterations,
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GridPtrF,
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FrbGridF,
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Strange_Op_RF,Strange_Op_R,
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Strange_LinOp_RF,Strange_LinOp_R);
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@ -401,18 +269,16 @@ int main(int argc, char **argv) {
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LinOpD.push_back(new LinearOperatorD(*Denominators[h]));
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LinOpF.push_back(new LinearOperatorF(*DenominatorsF[h]));
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MPCG.push_back(new MxPCG(DerivativeStoppingCondition,
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MPCG.push_back(new MxPCG(DerivativeStoppingCondition,MX_tol,
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MX_inner,
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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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ActionMPCG.push_back(new MxPCG(ActionStoppingCondition,
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ActionMPCG.push_back(new MxPCG(ActionStoppingCondition,MX_tol,
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MX_inner,
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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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