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Now have mixed precision solves in the 2f sector

This commit is contained in:
Peter Boyle 2019-04-23 21:54:19 +01:00
parent 73d4676997
commit 7894ea6263

View File

@ -30,6 +30,134 @@ directory
/* END LEGAL */
#include <Grid/Grid.h>
namespace Grid{
namespace QCD{
/*
* Need a plan for gauge field update for mixed precision in HMC (2x speed up)
* -- Store the single prec action operator.
* -- Clone the gauge field from the operator function argument.
* -- Build the mixed precision operator dynamically from the passed operator and single prec clone.
*/
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;
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
//Option to speed up *inner single precision* solves using a LinearFunction that produces a guess
LinearFunction<FieldF> *guesser;
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.),
guesser(NULL)
{
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 useGuesser(LinearFunction<FieldF> &g){
guesser = &g;
}
void operator()(LinearOperatorBase<FieldD> &LinOpU, const FieldD &src, FieldD &psi) {
SchurOperatorD * SchurOpU = static_cast<SchurOperatorD *>(&LinOpU);
std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpD " <<std::hex<< &(SchurOpU->_Mat)<<std::dec <<std::endl;
std::cout << GridLogMessage << " Mixed precision CG wrapper FermOpU " <<std::hex<< &(LinOpD._Mat) <<std::dec <<std::endl;
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
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);
////////////////////////////////////////////////////////////////////////////////////
// Could test to make sure that LinOpF and LinOpD agree to single prec?
////////////////////////////////////////////////////////////////////////////////////
GridBase *Fgrid = psi._grid;
FieldD tmp2(Fgrid);
FieldD tmp1(Fgrid);
LinOpU.Op(src,tmp1);
LinOpD.Op(src,tmp2);
std::cout << " Double gauge field "<< norm2(FermOpD.Umu)<<std::endl;
std::cout << " Single gauge field "<< norm2(FermOpF.Umu)<<std::endl;
std::cout << " Test of operators "<<norm2(tmp1)<<std::endl;
std::cout << " Test of operators "<<norm2(tmp2)<<std::endl;
tmp1=tmp1-tmp2;
std::cout << " Test of operators diff "<<norm2(tmp1)<<std::endl;
////////////////////////////////////////////////////////////////////////////////////
// Make a mixed precision conjugate gradient
////////////////////////////////////////////////////////////////////////////////////
MixedPrecisionConjugateGradient<FieldD,FieldF> MPCG(Tolerance,MaxInnerIterations,MaxOuterIterations,SinglePrecGrid5,LinOpF,LinOpD);
std::cout << GridLogMessage << "Calling mixed precision Conjugate Gradient" <<std::endl;
MPCG(src,psi);
}
};
}};
int main(int argc, char **argv) {
using namespace Grid;
using namespace Grid::QCD;
@ -42,7 +170,9 @@ int main(int argc, char **argv) {
// Typedefs to simplify notation
typedef WilsonImplR FermionImplPolicy;
typedef MobiusFermionR FermionAction;
typedef MobiusFermionF FermionActionF;
typedef typename FermionAction::FermionField FermionField;
typedef typename FermionActionF::FermionField FermionFieldF;
typedef Grid::XmlReader Serialiser;
@ -54,12 +184,12 @@ int main(int argc, char **argv) {
MD.name = std::string("Force Gradient");
// typedef GenericHMCRunner<MinimumNorm2> HMCWrapper;
// MD.name = std::string("MinimumNorm2");
MD.MDsteps = 8;
MD.MDsteps = 6;
MD.trajL = 1.0;
HMCparameters HMCparams;
HMCparams.StartTrajectory = 70;
HMCparams.Trajectories = 200;
HMCparams.StartTrajectory = 530;
HMCparams.Trajectories = 1000;
HMCparams.NoMetropolisUntil= 0;
// "[HotStart, ColdStart, TepidStart, CheckpointStart]\n";
// HMCparams.StartingType =std::string("ColdStart");
@ -97,24 +227,35 @@ int main(int argc, char **argv) {
RealD b = 1.0;
RealD c = 0.0;
std::vector<Real> hasenbusch({ 0.1, 0.3 });
std::vector<Real> hasenbusch({ 0.1, 0.3, 0.6 });
auto GridPtr = TheHMC.Resources.GetCartesian();
auto GridRBPtr = TheHMC.Resources.GetRBCartesian();
auto FGrid = SpaceTimeGrid::makeFiveDimGrid(Ls,GridPtr);
auto FrbGrid = SpaceTimeGrid::makeFiveDimRedBlackGrid(Ls,GridPtr);
std::vector<int> latt = GridDefaultLatt();
std::vector<int> mpi = GridDefaultMpi();
std::vector<int> simdF = GridDefaultSimd(Nd,vComplexF::Nsimd());
std::vector<int> simdD = GridDefaultSimd(Nd,vComplexD::Nsimd());
auto GridPtrF = SpaceTimeGrid::makeFourDimGrid(latt,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);
// These lines are unecessary if BC are all periodic
std::vector<Complex> boundary = {1,1,1,-1};
FermionAction::ImplParams Params(boundary);
FermionActionF::ImplParams ParamsF(boundary);
double ActionStoppingCondition = 1e-10;
double DerivativeStoppingCondition = 1e-7;
double DerivativeStoppingCondition = 1e-6;
double MaxCGIterations = 30000;
ConjugateGradient<FermionField> ActionCG(ActionStoppingCondition,MaxCGIterations);
ConjugateGradient<FermionField> DerivativeCG(DerivativeStoppingCondition,MaxCGIterations);
@ -123,17 +264,12 @@ int main(int argc, char **argv) {
// Collect actions
////////////////////////////////////
ActionLevel<HMCWrapper::Field> Level1(1);
ActionLevel<HMCWrapper::Field> Level2(4);
ActionLevel<HMCWrapper::Field> Level2(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);
// OneFlavourEvenOddRatioRationalPseudoFermionAction<FermionImplPolicy> StrangePseudoFermion(StrangePauliVillarsOp,StrangeOp,OFRp);
// Level1.push_back(&StrangePseudoFermion);
// DJM: setup for EOFA ratio (Mobius)
OneFlavourRationalParams OFRp;
OFRp.lo = 0.1;
@ -145,7 +281,8 @@ int main(int argc, char **argv) {
MobiusEOFAFermionR Strange_Op_L(U, *FGrid, *FrbGrid, *GridPtr, *GridRBPtr, strange_mass, strange_mass, pv_mass, 0.0, -1, M5, b, c);
MobiusEOFAFermionR Strange_Op_R(U, *FGrid, *FrbGrid, *GridPtr, *GridRBPtr, pv_mass, strange_mass, pv_mass, -1.0, 1, M5, b, c);
ExactOneFlavourRatioPseudoFermionAction<FermionImplPolicy> EOFA(Strange_Op_L, Strange_Op_R, ActionCG, OFRp, true);
ExactOneFlavourRatioPseudoFermionAction<FermionImplPolicy> EOFA(Strange_Op_L, Strange_Op_R, ActionCG, DerivativeCG, OFRp, true);
Level1.push_back(&EOFA);
////////////////////////////////////
@ -162,15 +299,51 @@ int main(int argc, char **argv) {
}
light_num.push_back(pv_mass);
typedef SchurDiagMooeeOperator<FermionActionF,FermionFieldF> LinearOperatorF;
typedef SchurDiagMooeeOperator<FermionAction ,FermionField > LinearOperatorD;
std::vector<FermionAction *> Numerators;
std::vector<FermionAction *> Denominators;
std::vector<LinearOperatorD *> LinOpD;
std::vector<FermionActionF *> DenominatorsF;
std::vector<LinearOperatorF *> LinOpF;
typedef MixedPrecisionConjugateGradientOperatorFunction<MobiusFermionD,MobiusFermionF,
LinearOperatorD,LinearOperatorF> MxPCG;
std::vector<MxPCG *> MPCG;
std::vector<TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy> *> Quotients;
for(int h=0;h<n_hasenbusch+1;h++){
std::cout << GridLogMessage << " 2f quotient Action "<< light_num[h] << " / " << light_den[h]<< std::endl;
Numerators.push_back (new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_num[h],M5,b,c, Params));
Denominators.push_back(new FermionAction(U,*FGrid,*FrbGrid,*GridPtr,*GridRBPtr,light_den[h],M5,b,c, Params));
#if 0
////////////////////////////////////////////////////////////////////////////
// Standard CG for 2f force
////////////////////////////////////////////////////////////////////////////
Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],DerivativeCG,ActionCG));
#else
////////////////////////////////////////////////////////////////////////////
// Mixed precision CG for 2f force
////////////////////////////////////////////////////////////////////////////
DenominatorsF.push_back(new FermionActionF(UF,*FGridF,*FrbGridF,*GridPtrF,*GridRBPtrF,light_den[h],M5,b,c, ParamsF));
LinOpF.push_back(new LinearOperatorF(*DenominatorsF[h]));
LinOpD.push_back(new LinearOperatorD(*Denominators[h]));
MPCG.push_back(new MxPCG(DerivativeStoppingCondition,
200,
MaxCGIterations,
GridPtrF,
FrbGridF,
*DenominatorsF[h],*Denominators[h],
*LinOpF[h], *LinOpD[h]) );
Quotients.push_back (new TwoFlavourEvenOddRatioPseudoFermionAction<FermionImplPolicy>(*Numerators[h],*Denominators[h],*MPCG[h],ActionCG));
#endif
}
for(int h=0;h<n_hasenbusch+1;h++){