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MultiRHS solver test
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@ -81,6 +81,30 @@ static void sliceMaddMatrix (Lattice<vobj> &R,Eigen::MatrixXcd &aa,const Lattice
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}
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};
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template<class vobj>
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static void sliceMaddVector (Lattice<vobj> &R,std::vector<RealD> &a,const Lattice<vobj> &X,const Lattice<vobj> &Y,
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int Orthog,RealD scale=1.0)
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{
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typedef typename vobj::scalar_object sobj;
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typedef typename vobj::scalar_type scalar_type;
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typedef typename vobj::vector_type vector_type;
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int Nblock = X._grid->GlobalDimensions()[Orthog];
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GridBase *FullGrid = X._grid;
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GridBase *SliceGrid = makeSubSliceGrid(FullGrid,Orthog);
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Lattice<vobj> Xslice(SliceGrid);
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Lattice<vobj> Rslice(SliceGrid);
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// If we based this on Cshift it would work for spread out
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// but it would be even slower
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for(int i=0;i<Nblock;i++){
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ExtractSlice(Rslice,Y,i,Orthog);
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ExtractSlice(Xslice,X,i,Orthog);
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Rslice = Rslice + Xslice*(scale*a[i]);
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InsertSlice(Rslice,R,i,Orthog);
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}
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};
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template<class vobj>
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static void sliceInnerProductMatrix( Eigen::MatrixXcd &mat, const Lattice<vobj> &lhs,const Lattice<vobj> &rhs,int Orthog)
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{
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typedef typename vobj::scalar_object sobj;
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@ -194,6 +218,8 @@ static void sliceInnerProductMatrixOld( Eigen::MatrixXcd &mat, const Lattice<vo
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}
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*/
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//////////////////////////////////////////////////////////////////////////
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// Block conjugate gradient. Dimension zero should be the block direction
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//////////////////////////////////////////////////////////////////////////
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@ -333,5 +359,138 @@ void operator()(LinearOperatorBase<Field> &Linop, const Field &Src, Field &Psi)
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IterationsToComplete = k;
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}
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};
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//////////////////////////////////////////////////////////////////////////
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// multiRHS conjugate gradient. Dimension zero should be the block direction
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//////////////////////////////////////////////////////////////////////////
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template <class Field>
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class MultiRHSConjugateGradient : public OperatorFunction<Field> {
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public:
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typedef typename Field::scalar_type scomplex;
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const int blockDim = 0;
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int Nblock;
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bool ErrorOnNoConverge; // throw an assert when the CG fails to converge.
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// Defaults true.
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RealD Tolerance;
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Integer MaxIterations;
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Integer IterationsToComplete; //Number of iterations the CG took to finish. Filled in upon completion
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MultiRHSConjugateGradient(RealD tol, Integer maxit, bool err_on_no_conv = true)
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: Tolerance(tol),
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MaxIterations(maxit),
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ErrorOnNoConverge(err_on_no_conv){};
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void operator()(LinearOperatorBase<Field> &Linop, const Field &Src, Field &Psi)
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{
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int Orthog = 0; // First dimension is block dim
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Nblock = Src._grid->_fdimensions[Orthog];
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std::cout<<GridLogMessage<<" MultiRHS Conjugate Gradient : Orthog "<<Orthog<<std::endl;
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std::cout<<GridLogMessage<<" MultiRHS Conjugate Gradient : Nblock "<<Nblock<<std::endl;
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Psi.checkerboard = Src.checkerboard;
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conformable(Psi, Src);
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Field P(Src);
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Field AP(Src);
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Field R(Src);
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std::vector<ComplexD> v_pAp(Nblock);
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std::vector<RealD> v_rr (Nblock);
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std::vector<RealD> v_rr_inv(Nblock);
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std::vector<RealD> v_alpha(Nblock);
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std::vector<RealD> v_beta(Nblock);
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// Initial residual computation & set up
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std::vector<RealD> residuals(Nblock);
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std::vector<RealD> ssq(Nblock);
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sliceNorm(ssq,Src,Orthog);
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RealD sssum=0;
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for(int b=0;b<Nblock;b++) sssum+=ssq[b];
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sliceNorm(residuals,Src,Orthog);
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for(int b=0;b<Nblock;b++){ assert(std::isnan(residuals[b])==0); }
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sliceNorm(residuals,Psi,Orthog);
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for(int b=0;b<Nblock;b++){ assert(std::isnan(residuals[b])==0); }
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// Initial search dir is guess
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Linop.HermOp(Psi, AP);
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R = Src - AP;
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P = R;
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sliceNorm(v_rr,R,Orthog);
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int k;
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for (k = 1; k <= MaxIterations; k++) {
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RealD rrsum=0;
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for(int b=0;b<Nblock;b++) rrsum+=real(v_rr[b]);
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std::cout << GridLogIterative << " iteration "<<k<<" rr_sum "<<rrsum<<" ssq_sum "<< sssum
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<<" / "<<std::sqrt(rrsum/sssum) <<std::endl;
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Linop.HermOp(P, AP);
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// Alpha
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sliceInnerProductVector(v_pAp,P,AP,Orthog);
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for(int b=0;b<Nblock;b++){
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v_alpha[b] = v_rr[b]/real(v_pAp[b]);
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}
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// Psi, R update
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sliceMaddVector(Psi,v_alpha, P,Psi,Orthog); // add alpha * P to psi
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sliceMaddVector(R ,v_alpha,AP, R,Orthog,-1.0);// sub alpha * AP to resid
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// Beta
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for(int b=0;b<Nblock;b++){
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v_rr_inv[b] = 1.0/v_rr[b];
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}
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sliceNorm(v_rr,R,Orthog);
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for(int b=0;b<Nblock;b++){
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v_beta[b] = v_rr_inv[b] *v_rr[b];
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}
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// Search update
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sliceMaddVector(P,v_beta,P,R,Orthog);
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/*********************
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* convergence monitor
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*********************
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*/
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RealD max_resid=0;
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for(int b=0;b<Nblock;b++){
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RealD rr = v_rr[b]/ssq[b];
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if ( rr > max_resid ) max_resid = rr;
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}
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if ( max_resid < Tolerance*Tolerance ) {
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std::cout << GridLogMessage<<" MultiRHS solver has converged in "
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<<k<<" iterations; max residual is "<<std::sqrt(max_resid)<<std::endl;
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for(int b=0;b<Nblock;b++){
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std::cout << GridLogMessage<< " block "<<b<<" resid "<< std::sqrt(v_rr[b]/ssq[b])<<std::endl;
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}
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Linop.HermOp(Psi, AP);
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AP = AP-Src;
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std::cout << " MultiRHS solver true residual is " << std::sqrt(norm2(AP)/norm2(Src)) <<std::endl;
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IterationsToComplete = k;
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return;
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}
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}
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std::cout << GridLogMessage << "MultiRHSConjugateGradient did NOT converge" << std::endl;
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if (ErrorOnNoConverge) assert(0);
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IterationsToComplete = k;
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}
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};
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}
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#endif
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@ -81,11 +81,16 @@ int main (int argc, char ** argv)
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ConjugateGradient<FermionField> CG(1.0e-8,10000);
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BlockConjugateGradient<FermionField> BCG(1.0e-8,10000);
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MultiRHSConjugateGradient<FermionField> mCG(1.0e-8,10000);
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std::cout << GridLogMessage << " Calling CG "<<std::endl;
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result=zero;
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CG(HermOp,src,result);
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std::cout << GridLogMessage << " Calling multiRHS CG "<<std::endl;
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result=zero;
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mCG(HermOp,src,result);
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std::cout << GridLogMessage << " Calling Block CG "<<std::endl;
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result=zero;
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BCG(HermOp,src,result);
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