#include #include #include /* Use GPU only if H2OPUS is configured for GPU */ #if defined(PETSC_HAVE_CUDA) && defined(H2OPUS_USE_GPU) #define PETSC_H2OPUS_USE_GPU #endif typedef struct { Mat A; Mat M; PetscScalar s0; /* sampler for Newton-Schultz */ Mat S; PetscInt hyperorder; Vec wns[4]; Mat wnsmat[4]; /* convergence testing */ Mat T; Vec w; /* Support for PCSetCoordinates */ PetscInt sdim; PetscInt nlocc; PetscReal *coords; /* Newton-Schultz customization */ PetscInt maxits; PetscReal rtol,atol; PetscBool monitor; PetscBool useapproximatenorms; NormType normtype; /* Used when pmat != MATH2OPUS */ PetscReal eta; PetscInt leafsize; PetscInt max_rank; PetscInt bs; PetscReal mrtol; /* CPU/GPU */ PetscBool forcecpu; PetscBool boundtocpu; } PC_H2OPUS; PETSC_EXTERN PetscErrorCode MatNorm_H2OPUS(Mat,NormType,PetscReal*); static PetscErrorCode PCReset_H2OPUS(PC pc) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscFunctionBegin; pch2opus->sdim = 0; pch2opus->nlocc = 0; PetscCall(PetscFree(pch2opus->coords)); PetscCall(MatDestroy(&pch2opus->A)); PetscCall(MatDestroy(&pch2opus->M)); PetscCall(MatDestroy(&pch2opus->T)); PetscCall(VecDestroy(&pch2opus->w)); PetscCall(MatDestroy(&pch2opus->S)); PetscCall(VecDestroy(&pch2opus->wns[0])); PetscCall(VecDestroy(&pch2opus->wns[1])); PetscCall(VecDestroy(&pch2opus->wns[2])); PetscCall(VecDestroy(&pch2opus->wns[3])); PetscCall(MatDestroy(&pch2opus->wnsmat[0])); PetscCall(MatDestroy(&pch2opus->wnsmat[1])); PetscCall(MatDestroy(&pch2opus->wnsmat[2])); PetscCall(MatDestroy(&pch2opus->wnsmat[3])); PetscFunctionReturn(0); } static PetscErrorCode PCSetCoordinates_H2OPUS(PC pc, PetscInt sdim, PetscInt nlocc, PetscReal *coords) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscBool reset = PETSC_TRUE; PetscFunctionBegin; if (pch2opus->sdim && sdim == pch2opus->sdim && nlocc == pch2opus->nlocc) { PetscCall(PetscArraycmp(pch2opus->coords,coords,sdim*nlocc,&reset)); reset = (PetscBool)!reset; } PetscCall(MPIU_Allreduce(MPI_IN_PLACE,&reset,1,MPIU_BOOL,MPI_LOR,PetscObjectComm((PetscObject)pc))); if (reset) { PetscCall(PCReset_H2OPUS(pc)); PetscCall(PetscMalloc1(sdim*nlocc,&pch2opus->coords)); PetscCall(PetscArraycpy(pch2opus->coords,coords,sdim*nlocc)); pch2opus->sdim = sdim; pch2opus->nlocc = nlocc; } PetscFunctionReturn(0); } static PetscErrorCode PCDestroy_H2OPUS(PC pc) { PetscFunctionBegin; PetscCall(PCReset_H2OPUS(pc)); PetscCall(PetscObjectComposeFunction((PetscObject)pc,"PCSetCoordinates_C",NULL)); PetscCall(PetscFree(pc->data)); PetscFunctionReturn(0); } static PetscErrorCode PCSetFromOptions_H2OPUS(PetscOptionItems *PetscOptionsObject,PC pc) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscFunctionBegin; PetscOptionsHeadBegin(PetscOptionsObject,"H2OPUS options"); PetscCall(PetscOptionsInt("-pc_h2opus_maxits","Maximum number of iterations for Newton-Schultz",NULL,pch2opus->maxits,&pch2opus->maxits,NULL)); PetscCall(PetscOptionsBool("-pc_h2opus_monitor","Monitor Newton-Schultz convergence",NULL,pch2opus->monitor,&pch2opus->monitor,NULL)); PetscCall(PetscOptionsReal("-pc_h2opus_atol","Absolute tolerance",NULL,pch2opus->atol,&pch2opus->atol,NULL)); PetscCall(PetscOptionsReal("-pc_h2opus_rtol","Relative tolerance",NULL,pch2opus->rtol,&pch2opus->rtol,NULL)); PetscCall(PetscOptionsEnum("-pc_h2opus_norm_type","Norm type for convergence monitoring",NULL,NormTypes,(PetscEnum)pch2opus->normtype,(PetscEnum*)&pch2opus->normtype,NULL)); PetscCall(PetscOptionsInt("-pc_h2opus_hyperorder","Hyper power order of sampling",NULL,pch2opus->hyperorder,&pch2opus->hyperorder,NULL)); PetscCall(PetscOptionsInt("-pc_h2opus_leafsize","Leaf size when constructed from kernel",NULL,pch2opus->leafsize,&pch2opus->leafsize,NULL)); PetscCall(PetscOptionsReal("-pc_h2opus_eta","Admissibility condition tolerance",NULL,pch2opus->eta,&pch2opus->eta,NULL)); PetscCall(PetscOptionsInt("-pc_h2opus_maxrank","Maximum rank when constructed from matvecs",NULL,pch2opus->max_rank,&pch2opus->max_rank,NULL)); PetscCall(PetscOptionsInt("-pc_h2opus_samples","Number of samples to be taken concurrently when constructing from matvecs",NULL,pch2opus->bs,&pch2opus->bs,NULL)); PetscCall(PetscOptionsReal("-pc_h2opus_mrtol","Relative tolerance for construction from sampling",NULL,pch2opus->mrtol,&pch2opus->mrtol,NULL)); PetscCall(PetscOptionsBool("-pc_h2opus_forcecpu","Force construction on CPU",NULL,pch2opus->forcecpu,&pch2opus->forcecpu,NULL)); PetscOptionsHeadEnd(); PetscFunctionReturn(0); } typedef struct { Mat A; Mat M; Vec w; } AAtCtx; static PetscErrorCode MatMult_AAt(Mat A, Vec x, Vec y) { AAtCtx *aat; PetscFunctionBegin; PetscCall(MatShellGetContext(A,(void*)&aat)); /* PetscCall(MatMultTranspose(aat->M,x,aat->w)); */ PetscCall(MatMultTranspose(aat->A,x,aat->w)); PetscCall(MatMult(aat->A,aat->w,y)); PetscFunctionReturn(0); } static PetscErrorCode PCH2OpusSetUpInit(PC pc) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; Mat A = pc->useAmat ? pc->mat : pc->pmat, AAt; PetscInt M,m; VecType vtype; PetscReal n; AAtCtx aat; PetscFunctionBegin; aat.A = A; aat.M = pch2opus->M; /* unused so far */ PetscCall(MatCreateVecs(A,NULL,&aat.w)); PetscCall(MatGetSize(A,&M,NULL)); PetscCall(MatGetLocalSize(A,&m,NULL)); PetscCall(MatCreateShell(PetscObjectComm((PetscObject)A),m,m,M,M,&aat,&AAt)); PetscCall(MatBindToCPU(AAt,pch2opus->boundtocpu)); PetscCall(MatShellSetOperation(AAt,MATOP_MULT,(void (*)(void))MatMult_AAt)); PetscCall(MatShellSetOperation(AAt,MATOP_MULT_TRANSPOSE,(void (*)(void))MatMult_AAt)); PetscCall(MatShellSetOperation(AAt,MATOP_NORM,(void (*)(void))MatNorm_H2OPUS)); PetscCall(MatGetVecType(A,&vtype)); PetscCall(MatShellSetVecType(AAt,vtype)); PetscCall(MatNorm(AAt,NORM_1,&n)); pch2opus->s0 = 1./n; PetscCall(VecDestroy(&aat.w)); PetscCall(MatDestroy(&AAt)); PetscFunctionReturn(0); } static PetscErrorCode PCApplyKernel_H2OPUS(PC pc, Vec x, Vec y, PetscBool t) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscFunctionBegin; if (t) PetscCall(MatMultTranspose(pch2opus->M,x,y)); else PetscCall(MatMult(pch2opus->M,x,y)); PetscFunctionReturn(0); } static PetscErrorCode PCApplyMatKernel_H2OPUS(PC pc, Mat X, Mat Y, PetscBool t) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscFunctionBegin; if (t) PetscCall(MatTransposeMatMult(pch2opus->M,X,MAT_REUSE_MATRIX,PETSC_DEFAULT,&Y)); else PetscCall(MatMatMult(pch2opus->M,X,MAT_REUSE_MATRIX,PETSC_DEFAULT,&Y)); PetscFunctionReturn(0); } static PetscErrorCode PCApplyMat_H2OPUS(PC pc, Mat X, Mat Y) { PetscFunctionBegin; PetscCall(PCApplyMatKernel_H2OPUS(pc,X,Y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode PCApplyTransposeMat_H2OPUS(PC pc, Mat X, Mat Y) { PetscFunctionBegin; PetscCall(PCApplyMatKernel_H2OPUS(pc,X,Y,PETSC_TRUE)); PetscFunctionReturn(0); } static PetscErrorCode PCApply_H2OPUS(PC pc, Vec x, Vec y) { PetscFunctionBegin; PetscCall(PCApplyKernel_H2OPUS(pc,x,y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode PCApplyTranspose_H2OPUS(PC pc, Vec x, Vec y) { PetscFunctionBegin; PetscCall(PCApplyKernel_H2OPUS(pc,x,y,PETSC_TRUE)); PetscFunctionReturn(0); } /* used to test the norm of (M^-1 A - I) */ static PetscErrorCode MatMultKernel_MAmI(Mat M, Vec x, Vec y, PetscBool t) { PC pc; Mat A; PC_H2OPUS *pch2opus; PetscBool sideleft = PETSC_TRUE; PetscFunctionBegin; PetscCall(MatShellGetContext(M,(void*)&pc)); pch2opus = (PC_H2OPUS*)pc->data; if (!pch2opus->w) PetscCall(MatCreateVecs(pch2opus->M,&pch2opus->w,NULL)); A = pch2opus->A; PetscCall(VecBindToCPU(pch2opus->w,pch2opus->boundtocpu)); if (t) { if (sideleft) { PetscCall(PCApplyTranspose_H2OPUS(pc,x,pch2opus->w)); PetscCall(MatMultTranspose(A,pch2opus->w,y)); } else { PetscCall(MatMultTranspose(A,x,pch2opus->w)); PetscCall(PCApplyTranspose_H2OPUS(pc,pch2opus->w,y)); } } else { if (sideleft) { PetscCall(MatMult(A,x,pch2opus->w)); PetscCall(PCApply_H2OPUS(pc,pch2opus->w,y)); } else { PetscCall(PCApply_H2OPUS(pc,x,pch2opus->w)); PetscCall(MatMult(A,pch2opus->w,y)); } } PetscCall(VecAXPY(y,-1.0,x)); PetscFunctionReturn(0); } static PetscErrorCode MatMult_MAmI(Mat A, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_MAmI(A,x,y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode MatMultTranspose_MAmI(Mat A, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_MAmI(A,x,y,PETSC_TRUE)); PetscFunctionReturn(0); } /* HyperPower kernel: Y = R = x for i = 1 . . . l - 1 do R = (I - A * Xk) * R Y = Y + R Y = Xk * Y */ static PetscErrorCode MatMultKernel_Hyper(Mat M, Vec x, Vec y, PetscBool t) { PC pc; Mat A; PC_H2OPUS *pch2opus; PetscFunctionBegin; PetscCall(MatShellGetContext(M,(void*)&pc)); pch2opus = (PC_H2OPUS*)pc->data; A = pch2opus->A; PetscCall(MatCreateVecs(pch2opus->M,pch2opus->wns[0] ? NULL : &pch2opus->wns[0],pch2opus->wns[1] ? NULL : &pch2opus->wns[1])); PetscCall(MatCreateVecs(pch2opus->M,pch2opus->wns[2] ? NULL : &pch2opus->wns[2],pch2opus->wns[3] ? NULL : &pch2opus->wns[3])); PetscCall(VecBindToCPU(pch2opus->wns[0],pch2opus->boundtocpu)); PetscCall(VecBindToCPU(pch2opus->wns[1],pch2opus->boundtocpu)); PetscCall(VecBindToCPU(pch2opus->wns[2],pch2opus->boundtocpu)); PetscCall(VecBindToCPU(pch2opus->wns[3],pch2opus->boundtocpu)); PetscCall(VecCopy(x,pch2opus->wns[0])); PetscCall(VecCopy(x,pch2opus->wns[3])); if (t) { for (PetscInt i=0;ihyperorder-1;i++) { PetscCall(MatMultTranspose(A,pch2opus->wns[0],pch2opus->wns[1])); PetscCall(PCApplyTranspose_H2OPUS(pc,pch2opus->wns[1],pch2opus->wns[2])); PetscCall(VecAXPY(pch2opus->wns[0],-1.,pch2opus->wns[2])); PetscCall(VecAXPY(pch2opus->wns[3], 1.,pch2opus->wns[0])); } PetscCall(PCApplyTranspose_H2OPUS(pc,pch2opus->wns[3],y)); } else { for (PetscInt i=0;ihyperorder-1;i++) { PetscCall(PCApply_H2OPUS(pc,pch2opus->wns[0],pch2opus->wns[1])); PetscCall(MatMult(A,pch2opus->wns[1],pch2opus->wns[2])); PetscCall(VecAXPY(pch2opus->wns[0],-1.,pch2opus->wns[2])); PetscCall(VecAXPY(pch2opus->wns[3], 1.,pch2opus->wns[0])); } PetscCall(PCApply_H2OPUS(pc,pch2opus->wns[3],y)); } PetscFunctionReturn(0); } static PetscErrorCode MatMult_Hyper(Mat M, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_Hyper(M,x,y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode MatMultTranspose_Hyper(Mat M, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_Hyper(M,x,y,PETSC_TRUE)); PetscFunctionReturn(0); } /* Hyper power kernel, MatMat version */ static PetscErrorCode MatMatMultKernel_Hyper(Mat M, Mat X, Mat Y, PetscBool t) { PC pc; Mat A; PC_H2OPUS *pch2opus; PetscInt i; PetscFunctionBegin; PetscCall(MatShellGetContext(M,(void*)&pc)); pch2opus = (PC_H2OPUS*)pc->data; A = pch2opus->A; if (pch2opus->wnsmat[0] && pch2opus->wnsmat[0]->cmap->N != X->cmap->N) { PetscCall(MatDestroy(&pch2opus->wnsmat[0])); PetscCall(MatDestroy(&pch2opus->wnsmat[1])); } if (!pch2opus->wnsmat[0]) { PetscCall(MatDuplicate(X,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[0])); PetscCall(MatDuplicate(Y,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[1])); } if (pch2opus->wnsmat[2] && pch2opus->wnsmat[2]->cmap->N != X->cmap->N) { PetscCall(MatDestroy(&pch2opus->wnsmat[2])); PetscCall(MatDestroy(&pch2opus->wnsmat[3])); } if (!pch2opus->wnsmat[2]) { PetscCall(MatDuplicate(X,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[2])); PetscCall(MatDuplicate(Y,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[3])); } PetscCall(MatCopy(X,pch2opus->wnsmat[0],SAME_NONZERO_PATTERN)); PetscCall(MatCopy(X,pch2opus->wnsmat[3],SAME_NONZERO_PATTERN)); if (t) { for (i=0;ihyperorder-1;i++) { PetscCall(MatTransposeMatMult(A,pch2opus->wnsmat[0],MAT_REUSE_MATRIX,PETSC_DEFAULT,&pch2opus->wnsmat[1])); PetscCall(PCApplyTransposeMat_H2OPUS(pc,pch2opus->wnsmat[1],pch2opus->wnsmat[2])); PetscCall(MatAXPY(pch2opus->wnsmat[0],-1.,pch2opus->wnsmat[2],SAME_NONZERO_PATTERN)); PetscCall(MatAXPY(pch2opus->wnsmat[3],1.,pch2opus->wnsmat[0],SAME_NONZERO_PATTERN)); } PetscCall(PCApplyTransposeMat_H2OPUS(pc,pch2opus->wnsmat[3],Y)); } else { for (i=0;ihyperorder-1;i++) { PetscCall(PCApplyMat_H2OPUS(pc,pch2opus->wnsmat[0],pch2opus->wnsmat[1])); PetscCall(MatMatMult(A,pch2opus->wnsmat[1],MAT_REUSE_MATRIX,PETSC_DEFAULT,&pch2opus->wnsmat[2])); PetscCall(MatAXPY(pch2opus->wnsmat[0],-1.,pch2opus->wnsmat[2],SAME_NONZERO_PATTERN)); PetscCall(MatAXPY(pch2opus->wnsmat[3],1.,pch2opus->wnsmat[0],SAME_NONZERO_PATTERN)); } PetscCall(PCApplyMat_H2OPUS(pc,pch2opus->wnsmat[3],Y)); } PetscFunctionReturn(0); } static PetscErrorCode MatMatMultNumeric_Hyper(Mat M, Mat X, Mat Y,void *ctx) { PetscFunctionBegin; PetscCall(MatMatMultKernel_Hyper(M,X,Y,PETSC_FALSE)); PetscFunctionReturn(0); } /* Basic Newton-Schultz sampler: (2 * I - M * A)*M */ static PetscErrorCode MatMultKernel_NS(Mat M, Vec x, Vec y, PetscBool t) { PC pc; Mat A; PC_H2OPUS *pch2opus; PetscFunctionBegin; PetscCall(MatShellGetContext(M,(void*)&pc)); pch2opus = (PC_H2OPUS*)pc->data; A = pch2opus->A; PetscCall(MatCreateVecs(pch2opus->M,pch2opus->wns[0] ? NULL : &pch2opus->wns[0],pch2opus->wns[1] ? NULL : &pch2opus->wns[1])); PetscCall(VecBindToCPU(pch2opus->wns[0],pch2opus->boundtocpu)); PetscCall(VecBindToCPU(pch2opus->wns[1],pch2opus->boundtocpu)); if (t) { PetscCall(PCApplyTranspose_H2OPUS(pc,x,y)); PetscCall(MatMultTranspose(A,y,pch2opus->wns[1])); PetscCall(PCApplyTranspose_H2OPUS(pc,pch2opus->wns[1],pch2opus->wns[0])); PetscCall(VecAXPBY(y,-1.,2.,pch2opus->wns[0])); } else { PetscCall(PCApply_H2OPUS(pc,x,y)); PetscCall(MatMult(A,y,pch2opus->wns[0])); PetscCall(PCApply_H2OPUS(pc,pch2opus->wns[0],pch2opus->wns[1])); PetscCall(VecAXPBY(y,-1.,2.,pch2opus->wns[1])); } PetscFunctionReturn(0); } static PetscErrorCode MatMult_NS(Mat M, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_NS(M,x,y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode MatMultTranspose_NS(Mat M, Vec x, Vec y) { PetscFunctionBegin; PetscCall(MatMultKernel_NS(M,x,y,PETSC_TRUE)); PetscFunctionReturn(0); } /* Basic Newton-Schultz sampler: (2 * I - M * A)*M, MatMat version */ static PetscErrorCode MatMatMultKernel_NS(Mat M, Mat X, Mat Y, PetscBool t) { PC pc; Mat A; PC_H2OPUS *pch2opus; PetscFunctionBegin; PetscCall(MatShellGetContext(M,(void*)&pc)); pch2opus = (PC_H2OPUS*)pc->data; A = pch2opus->A; if (pch2opus->wnsmat[0] && pch2opus->wnsmat[0]->cmap->N != X->cmap->N) { PetscCall(MatDestroy(&pch2opus->wnsmat[0])); PetscCall(MatDestroy(&pch2opus->wnsmat[1])); } if (!pch2opus->wnsmat[0]) { PetscCall(MatDuplicate(X,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[0])); PetscCall(MatDuplicate(Y,MAT_SHARE_NONZERO_PATTERN,&pch2opus->wnsmat[1])); } if (t) { PetscCall(PCApplyTransposeMat_H2OPUS(pc,X,Y)); PetscCall(MatTransposeMatMult(A,Y,MAT_REUSE_MATRIX,PETSC_DEFAULT,&pch2opus->wnsmat[1])); PetscCall(PCApplyTransposeMat_H2OPUS(pc,pch2opus->wnsmat[1],pch2opus->wnsmat[0])); PetscCall(MatScale(Y,2.)); PetscCall(MatAXPY(Y,-1.,pch2opus->wnsmat[0],SAME_NONZERO_PATTERN)); } else { PetscCall(PCApplyMat_H2OPUS(pc,X,Y)); PetscCall(MatMatMult(A,Y,MAT_REUSE_MATRIX,PETSC_DEFAULT,&pch2opus->wnsmat[0])); PetscCall(PCApplyMat_H2OPUS(pc,pch2opus->wnsmat[0],pch2opus->wnsmat[1])); PetscCall(MatScale(Y,2.)); PetscCall(MatAXPY(Y,-1.,pch2opus->wnsmat[1],SAME_NONZERO_PATTERN)); } PetscFunctionReturn(0); } static PetscErrorCode MatMatMultNumeric_NS(Mat M, Mat X, Mat Y, void *ctx) { PetscFunctionBegin; PetscCall(MatMatMultKernel_NS(M,X,Y,PETSC_FALSE)); PetscFunctionReturn(0); } static PetscErrorCode PCH2OpusSetUpSampler_Private(PC pc) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; Mat A = pc->useAmat ? pc->mat : pc->pmat; PetscFunctionBegin; if (!pch2opus->S) { PetscInt M,N,m,n; PetscCall(MatGetSize(A,&M,&N)); PetscCall(MatGetLocalSize(A,&m,&n)); PetscCall(MatCreateShell(PetscObjectComm((PetscObject)A),m,n,M,N,pc,&pch2opus->S)); PetscCall(MatSetBlockSizesFromMats(pch2opus->S,A,A)); #if defined(PETSC_H2OPUS_USE_GPU) PetscCall(MatShellSetVecType(pch2opus->S,VECCUDA)); #endif } if (pch2opus->hyperorder >= 2) { PetscCall(MatShellSetOperation(pch2opus->S,MATOP_MULT,(void (*)(void))MatMult_Hyper)); PetscCall(MatShellSetOperation(pch2opus->S,MATOP_MULT_TRANSPOSE,(void (*)(void))MatMultTranspose_Hyper)); PetscCall(MatShellSetMatProductOperation(pch2opus->S,MATPRODUCT_AB,NULL,MatMatMultNumeric_Hyper,NULL,MATDENSE,MATDENSE)); PetscCall(MatShellSetMatProductOperation(pch2opus->S,MATPRODUCT_AB,NULL,MatMatMultNumeric_Hyper,NULL,MATDENSECUDA,MATDENSECUDA)); } else { PetscCall(MatShellSetOperation(pch2opus->S,MATOP_MULT,(void (*)(void))MatMult_NS)); PetscCall(MatShellSetOperation(pch2opus->S,MATOP_MULT_TRANSPOSE,(void (*)(void))MatMultTranspose_NS)); PetscCall(MatShellSetMatProductOperation(pch2opus->S,MATPRODUCT_AB,NULL,MatMatMultNumeric_NS,NULL,MATDENSE,MATDENSE)); PetscCall(MatShellSetMatProductOperation(pch2opus->S,MATPRODUCT_AB,NULL,MatMatMultNumeric_NS,NULL,MATDENSECUDA,MATDENSECUDA)); } PetscCall(MatPropagateSymmetryOptions(A,pch2opus->S)); PetscCall(MatBindToCPU(pch2opus->S,pch2opus->boundtocpu)); /* XXX */ PetscCall(MatSetOption(pch2opus->S,MAT_SYMMETRIC,PETSC_TRUE)); PetscFunctionReturn(0); } static PetscErrorCode PCSetUp_H2OPUS(PC pc) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; Mat A = pc->useAmat ? pc->mat : pc->pmat; NormType norm = pch2opus->normtype; PetscReal initerr = 0.0,err; PetscBool ish2opus; PetscFunctionBegin; if (!pch2opus->T) { PetscInt M,N,m,n; const char *prefix; PetscCall(PCGetOptionsPrefix(pc,&prefix)); PetscCall(MatGetSize(A,&M,&N)); PetscCall(MatGetLocalSize(A,&m,&n)); PetscCall(MatCreateShell(PetscObjectComm((PetscObject)pc->pmat),m,n,M,N,pc,&pch2opus->T)); PetscCall(MatSetBlockSizesFromMats(pch2opus->T,A,A)); PetscCall(MatShellSetOperation(pch2opus->T,MATOP_MULT,(void (*)(void))MatMult_MAmI)); PetscCall(MatShellSetOperation(pch2opus->T,MATOP_MULT_TRANSPOSE,(void (*)(void))MatMultTranspose_MAmI)); PetscCall(MatShellSetOperation(pch2opus->T,MATOP_NORM,(void (*)(void))MatNorm_H2OPUS)); #if defined(PETSC_H2OPUS_USE_GPU) PetscCall(MatShellSetVecType(pch2opus->T,VECCUDA)); #endif PetscCall(PetscLogObjectParent((PetscObject)pc,(PetscObject)pch2opus->T)); PetscCall(MatSetOptionsPrefix(pch2opus->T,prefix)); PetscCall(MatAppendOptionsPrefix(pch2opus->T,"pc_h2opus_est_")); } PetscCall(MatDestroy(&pch2opus->A)); PetscCall(PetscObjectTypeCompare((PetscObject)A,MATH2OPUS,&ish2opus)); if (ish2opus) { PetscCall(PetscObjectReference((PetscObject)A)); pch2opus->A = A; } else { const char *prefix; PetscCall(MatCreateH2OpusFromMat(A,pch2opus->sdim,pch2opus->coords,PETSC_FALSE,pch2opus->eta,pch2opus->leafsize,pch2opus->max_rank,pch2opus->bs,pch2opus->mrtol,&pch2opus->A)); /* XXX */ PetscCall(MatSetOption(pch2opus->A,MAT_SYMMETRIC,PETSC_TRUE)); PetscCall(PCGetOptionsPrefix(pc,&prefix)); PetscCall(MatSetOptionsPrefix(pch2opus->A,prefix)); PetscCall(MatAppendOptionsPrefix(pch2opus->A,"pc_h2opus_init_")); PetscCall(MatSetFromOptions(pch2opus->A)); PetscCall(MatAssemblyBegin(pch2opus->A,MAT_FINAL_ASSEMBLY)); PetscCall(MatAssemblyEnd(pch2opus->A,MAT_FINAL_ASSEMBLY)); /* XXX */ PetscCall(MatSetOption(pch2opus->A,MAT_SYMMETRIC,PETSC_TRUE)); /* always perform construction on the GPU unless forcecpu is true */ PetscCall(MatBindToCPU(pch2opus->A,pch2opus->forcecpu)); } #if defined(PETSC_H2OPUS_USE_GPU) pch2opus->boundtocpu = pch2opus->forcecpu ? PETSC_TRUE : pch2opus->A->boundtocpu; #endif PetscCall(MatBindToCPU(pch2opus->T,pch2opus->boundtocpu)); if (pch2opus->M) { /* see if we can reuse M as initial guess */ PetscReal reuse; PetscCall(MatBindToCPU(pch2opus->M,pch2opus->boundtocpu)); PetscCall(MatNorm(pch2opus->T,norm,&reuse)); if (reuse >= 1.0) PetscCall(MatDestroy(&pch2opus->M)); } if (!pch2opus->M) { const char *prefix; PetscCall(MatDuplicate(pch2opus->A,MAT_COPY_VALUES,&pch2opus->M)); PetscCall(PCGetOptionsPrefix(pc,&prefix)); PetscCall(MatSetOptionsPrefix(pch2opus->M,prefix)); PetscCall(MatAppendOptionsPrefix(pch2opus->M,"pc_h2opus_inv_")); PetscCall(MatSetFromOptions(pch2opus->M)); PetscCall(PCH2OpusSetUpInit(pc)); PetscCall(MatScale(pch2opus->M,pch2opus->s0)); } /* A and M have the same h2 matrix structure, save on reordering routines */ PetscCall(MatH2OpusSetNativeMult(pch2opus->A,PETSC_TRUE)); PetscCall(MatH2OpusSetNativeMult(pch2opus->M,PETSC_TRUE)); if (norm == NORM_1 || norm == NORM_2 || norm == NORM_INFINITY) PetscCall(MatNorm(pch2opus->T,norm,&initerr)); if (PetscIsInfOrNanReal(initerr)) pc->failedreason = PC_SETUP_ERROR; err = initerr; if (pch2opus->monitor) { PetscCall(PetscPrintf(PetscObjectComm((PetscObject)pc),"%" PetscInt_FMT ": ||M*A - I|| NORM%s abs %g rel %g\n",0,NormTypes[norm],(double)err,(double)(err/initerr))); } if (initerr > pch2opus->atol && !pc->failedreason) { PetscInt i; PetscCall(PCH2OpusSetUpSampler_Private(pc)); for (i = 0; i < pch2opus->maxits; i++) { Mat M; const char* prefix; PetscCall(MatDuplicate(pch2opus->M,MAT_SHARE_NONZERO_PATTERN,&M)); PetscCall(MatGetOptionsPrefix(pch2opus->M,&prefix)); PetscCall(MatSetOptionsPrefix(M,prefix)); PetscCall(MatH2OpusSetSamplingMat(M,pch2opus->S,PETSC_DECIDE,PETSC_DECIDE)); PetscCall(MatSetFromOptions(M)); PetscCall(MatH2OpusSetNativeMult(M,PETSC_TRUE)); PetscCall(MatAssemblyBegin(M,MAT_FINAL_ASSEMBLY)); PetscCall(MatAssemblyEnd(M,MAT_FINAL_ASSEMBLY)); PetscCall(MatDestroy(&pch2opus->M)); pch2opus->M = M; if (norm == NORM_1 || norm == NORM_2 || norm == NORM_INFINITY) PetscCall(MatNorm(pch2opus->T,norm,&err)); if (pch2opus->monitor) { PetscCall(PetscPrintf(PetscObjectComm((PetscObject)pc),"%" PetscInt_FMT ": ||M*A - I|| NORM%s abs %g rel %g\n",i+1,NormTypes[norm],(double)err,(double)(err/initerr))); } if (PetscIsInfOrNanReal(err)) pc->failedreason = PC_SETUP_ERROR; if (err < pch2opus->atol || err < pch2opus->rtol*initerr || pc->failedreason) break; } } /* cleanup setup workspace */ PetscCall(MatH2OpusSetNativeMult(pch2opus->A,PETSC_FALSE)); PetscCall(MatH2OpusSetNativeMult(pch2opus->M,PETSC_FALSE)); PetscCall(VecDestroy(&pch2opus->wns[0])); PetscCall(VecDestroy(&pch2opus->wns[1])); PetscCall(VecDestroy(&pch2opus->wns[2])); PetscCall(VecDestroy(&pch2opus->wns[3])); PetscCall(MatDestroy(&pch2opus->wnsmat[0])); PetscCall(MatDestroy(&pch2opus->wnsmat[1])); PetscCall(MatDestroy(&pch2opus->wnsmat[2])); PetscCall(MatDestroy(&pch2opus->wnsmat[3])); PetscFunctionReturn(0); } static PetscErrorCode PCView_H2OPUS(PC pc, PetscViewer viewer) { PC_H2OPUS *pch2opus = (PC_H2OPUS*)pc->data; PetscBool isascii; PetscFunctionBegin; PetscCall(PetscObjectTypeCompare((PetscObject)viewer,PETSCVIEWERASCII,&isascii)); if (isascii) { if (pch2opus->A && pch2opus->A != pc->mat && pch2opus->A != pc->pmat) { PetscCall(PetscViewerASCIIPrintf(viewer,"Initial approximation matrix\n")); PetscCall(PetscViewerASCIIPushTab(viewer)); PetscCall(PetscViewerPushFormat(viewer,PETSC_VIEWER_ASCII_INFO_DETAIL)); PetscCall(MatView(pch2opus->A,viewer)); PetscCall(PetscViewerPopFormat(viewer)); PetscCall(PetscViewerASCIIPopTab(viewer)); } if (pch2opus->M) { PetscCall(PetscViewerASCIIPrintf(viewer,"Inner matrix constructed\n")); PetscCall(PetscViewerASCIIPushTab(viewer)); PetscCall(PetscViewerPushFormat(viewer,PETSC_VIEWER_ASCII_INFO_DETAIL)); PetscCall(MatView(pch2opus->M,viewer)); PetscCall(PetscViewerPopFormat(viewer)); PetscCall(PetscViewerASCIIPopTab(viewer)); } PetscCall(PetscViewerASCIIPrintf(viewer,"Initial scaling: %g\n",pch2opus->s0)); } PetscFunctionReturn(0); } PETSC_EXTERN PetscErrorCode PCCreate_H2OPUS(PC pc) { PC_H2OPUS *pch2opus; PetscFunctionBegin; PetscCall(PetscNewLog(pc,&pch2opus)); pc->data = (void*)pch2opus; pch2opus->atol = 1.e-2; pch2opus->rtol = 1.e-6; pch2opus->maxits = 50; pch2opus->hyperorder = 1; /* defaults to basic NewtonSchultz */ pch2opus->normtype = NORM_2; /* these are needed when we are sampling the pmat */ pch2opus->eta = PETSC_DECIDE; pch2opus->leafsize = PETSC_DECIDE; pch2opus->max_rank = PETSC_DECIDE; pch2opus->bs = PETSC_DECIDE; pch2opus->mrtol = PETSC_DECIDE; #if defined(PETSC_H2OPUS_USE_GPU) pch2opus->boundtocpu = PETSC_FALSE; #else pch2opus->boundtocpu = PETSC_TRUE; #endif pc->ops->destroy = PCDestroy_H2OPUS; pc->ops->setup = PCSetUp_H2OPUS; pc->ops->apply = PCApply_H2OPUS; pc->ops->matapply = PCApplyMat_H2OPUS; pc->ops->applytranspose = PCApplyTranspose_H2OPUS; pc->ops->reset = PCReset_H2OPUS; pc->ops->setfromoptions = PCSetFromOptions_H2OPUS; pc->ops->view = PCView_H2OPUS; PetscCall(PetscObjectComposeFunction((PetscObject)pc,"PCSetCoordinates_C",PCSetCoordinates_H2OPUS)); PetscFunctionReturn(0); }