1be1d678aSKris Buschelman 2eb9c0419SKris Buschelman /* 342c57489SHong Zhang Defines projective product routines where A is a SeqAIJ matrix 4eb9c0419SKris Buschelman C = P^T * A * P 5eb9c0419SKris Buschelman */ 6eb9c0419SKris Buschelman 7c6db04a5SJed Brown #include <../src/mat/impls/aij/seq/aij.h> /*I "petscmat.h" I*/ 8c6db04a5SJed Brown #include <../src/mat/utils/freespace.h> 9c6db04a5SJed Brown #include <petscbt.h> 10eb9c0419SKris Buschelman 11ff134f7aSHong Zhang #undef __FUNCT__ 127ba1a0bfSKris Buschelman #define __FUNCT__ "MatPtAPSymbolic_SeqAIJ" 137ba1a0bfSKris Buschelman PetscErrorCode MatPtAPSymbolic_SeqAIJ(Mat A,Mat P,PetscReal fill,Mat *C) 147ba1a0bfSKris Buschelman { 157ba1a0bfSKris Buschelman PetscErrorCode ierr; 167ba1a0bfSKris Buschelman 177ba1a0bfSKris Buschelman PetscFunctionBegin; 1865e19b50SBarry Smith if (!P->ops->ptapsymbolic_seqaij) SETERRQ2(((PetscObject)A)->comm,PETSC_ERR_SUP,"Not implemented for A=%s and P=%s",((PetscObject)A)->type_name,((PetscObject)P)->type_name); 197ba1a0bfSKris Buschelman ierr = (*P->ops->ptapsymbolic_seqaij)(A,P,fill,C);CHKERRQ(ierr); 207ba1a0bfSKris Buschelman PetscFunctionReturn(0); 217ba1a0bfSKris Buschelman } 227ba1a0bfSKris Buschelman 237ba1a0bfSKris Buschelman #undef __FUNCT__ 247ba1a0bfSKris Buschelman #define __FUNCT__ "MatPtAPNumeric_SeqAIJ" 257ba1a0bfSKris Buschelman PetscErrorCode MatPtAPNumeric_SeqAIJ(Mat A,Mat P,Mat C) 267ba1a0bfSKris Buschelman { 277ba1a0bfSKris Buschelman PetscErrorCode ierr; 287ba1a0bfSKris Buschelman 297ba1a0bfSKris Buschelman PetscFunctionBegin; 3065e19b50SBarry Smith if (!P->ops->ptapnumeric_seqaij) SETERRQ2(((PetscObject)A)->comm,PETSC_ERR_SUP,"Not implemented for A=%s and P=%s",((PetscObject)A)->type_name,((PetscObject)P)->type_name); 317ba1a0bfSKris Buschelman ierr = (*P->ops->ptapnumeric_seqaij)(A,P,C);CHKERRQ(ierr); 327ba1a0bfSKris Buschelman PetscFunctionReturn(0); 337ba1a0bfSKris Buschelman } 347ba1a0bfSKris Buschelman 357ba1a0bfSKris Buschelman #undef __FUNCT__ 368d0a38e4SHong Zhang #define __FUNCT__ "PetscContainerDestroy_Mat_PtAP" 378d0a38e4SHong Zhang PetscErrorCode PetscContainerDestroy_Mat_PtAP(void *ptr) 388d0a38e4SHong Zhang { 398d0a38e4SHong Zhang PetscErrorCode ierr; 408d0a38e4SHong Zhang Mat_PtAP *ptap=(Mat_PtAP*)ptr; 418d0a38e4SHong Zhang 428d0a38e4SHong Zhang PetscFunctionBegin; 438d0a38e4SHong Zhang ierr = PetscFree(ptap->apa);CHKERRQ(ierr); 448d0a38e4SHong Zhang ierr = MatDestroy(&ptap->AP);CHKERRQ(ierr); 458d0a38e4SHong Zhang ierr = PetscFree(ptap);CHKERRQ(ierr); 468d0a38e4SHong Zhang PetscFunctionReturn(0); 478d0a38e4SHong Zhang } 488d0a38e4SHong Zhang 498d0a38e4SHong Zhang #undef __FUNCT__ 508d0a38e4SHong Zhang #define __FUNCT__ "MatDestroy_SeqAIJ_PtAP" 518d0a38e4SHong Zhang PetscErrorCode MatDestroy_SeqAIJ_PtAP(Mat A) 528d0a38e4SHong Zhang { 538d0a38e4SHong Zhang PetscErrorCode ierr; 548d0a38e4SHong Zhang PetscContainer container; 558d0a38e4SHong Zhang Mat_PtAP *ptap=PETSC_NULL; 568d0a38e4SHong Zhang 578d0a38e4SHong Zhang PetscFunctionBegin; 588d0a38e4SHong Zhang ierr = PetscObjectQuery((PetscObject)A,"Mat_PtAP",(PetscObject *)&container);CHKERRQ(ierr); 598d0a38e4SHong Zhang if (!container) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_PLIB,"Container does not exit"); 608d0a38e4SHong Zhang ierr = PetscContainerGetPointer(container,(void **)&ptap);CHKERRQ(ierr); 618d0a38e4SHong Zhang A->ops->destroy = ptap->destroy; 628d0a38e4SHong Zhang if (A->ops->destroy) { 638d0a38e4SHong Zhang ierr = (*A->ops->destroy)(A);CHKERRQ(ierr); 648d0a38e4SHong Zhang } 658d0a38e4SHong Zhang ierr = PetscObjectCompose((PetscObject)A,"Mat_PtAP",0);CHKERRQ(ierr); 668d0a38e4SHong Zhang PetscFunctionReturn(0); 678d0a38e4SHong Zhang } 688d0a38e4SHong Zhang 698d0a38e4SHong Zhang #undef __FUNCT__ 709af31e4aSHong Zhang #define __FUNCT__ "MatPtAPSymbolic_SeqAIJ_SeqAIJ" 7155a3bba9SHong Zhang PetscErrorCode MatPtAPSymbolic_SeqAIJ_SeqAIJ(Mat A,Mat P,PetscReal fill,Mat *C) 7255a3bba9SHong Zhang { 73dfbe8321SBarry Smith PetscErrorCode ierr; 74a1a86e44SBarry Smith PetscFreeSpaceList free_space=PETSC_NULL,current_space=PETSC_NULL; 75d20bfe6fSHong Zhang Mat_SeqAIJ *a = (Mat_SeqAIJ*)A->data,*p = (Mat_SeqAIJ*)P->data,*c; 7655a3bba9SHong Zhang PetscInt *pti,*ptj,*ptJ,*ai=a->i,*aj=a->j,*ajj,*pi=p->i,*pj=p->j,*pjj; 77f2b054eeSHong Zhang PetscInt *ci,*cj,*ptadenserow,*ptasparserow,*ptaj,nspacedouble=0; 78d0f46423SBarry Smith PetscInt an=A->cmap->N,am=A->rmap->N,pn=P->cmap->N; 79b8374ebeSBarry Smith PetscInt i,j,k,ptnzi,arow,anzj,ptanzi,prow,pnzj,cnzi,nlnk,*lnk; 80d20bfe6fSHong Zhang MatScalar *ca; 8155a3bba9SHong Zhang PetscBT lnkbt; 828d0a38e4SHong Zhang Mat_PtAP *ptap; 838d0a38e4SHong Zhang PetscContainer container; 84eb9c0419SKris Buschelman 85eb9c0419SKris Buschelman PetscFunctionBegin; 86d20bfe6fSHong Zhang /* Get ij structure of P^T */ 87eb9c0419SKris Buschelman ierr = MatGetSymbolicTranspose_SeqAIJ(P,&pti,&ptj);CHKERRQ(ierr); 88d20bfe6fSHong Zhang ptJ=ptj; 89eb9c0419SKris Buschelman 90d20bfe6fSHong Zhang /* Allocate ci array, arrays for fill computation and */ 91d20bfe6fSHong Zhang /* free space for accumulating nonzero column info */ 9255a3bba9SHong Zhang ierr = PetscMalloc((pn+1)*sizeof(PetscInt),&ci);CHKERRQ(ierr); 93d20bfe6fSHong Zhang ci[0] = 0; 94eb9c0419SKris Buschelman 9555a3bba9SHong Zhang ierr = PetscMalloc((2*an+1)*sizeof(PetscInt),&ptadenserow);CHKERRQ(ierr); 9655a3bba9SHong Zhang ierr = PetscMemzero(ptadenserow,(2*an+1)*sizeof(PetscInt));CHKERRQ(ierr); 97d20bfe6fSHong Zhang ptasparserow = ptadenserow + an; 9855a3bba9SHong Zhang 9955a3bba9SHong Zhang /* create and initialize a linked list */ 10055a3bba9SHong Zhang nlnk = pn+1; 10155a3bba9SHong Zhang ierr = PetscLLCreate(pn,pn,nlnk,lnk,lnkbt);CHKERRQ(ierr); 102eb9c0419SKris Buschelman 103f2b054eeSHong Zhang /* Set initial free space to be fill*nnz(A). */ 104d20bfe6fSHong Zhang /* This should be reasonable if sparsity of PtAP is similar to that of A. */ 105f2b054eeSHong Zhang ierr = PetscFreeSpaceGet((PetscInt)(fill*ai[am]),&free_space); 106d20bfe6fSHong Zhang current_space = free_space; 107d20bfe6fSHong Zhang 108d20bfe6fSHong Zhang /* Determine symbolic info for each row of C: */ 109d20bfe6fSHong Zhang for (i=0;i<pn;i++) { 110d20bfe6fSHong Zhang ptnzi = pti[i+1] - pti[i]; 111d20bfe6fSHong Zhang ptanzi = 0; 112d20bfe6fSHong Zhang /* Determine symbolic row of PtA: */ 113d20bfe6fSHong Zhang for (j=0;j<ptnzi;j++) { 114d20bfe6fSHong Zhang arow = *ptJ++; 115d20bfe6fSHong Zhang anzj = ai[arow+1] - ai[arow]; 116d20bfe6fSHong Zhang ajj = aj + ai[arow]; 117d20bfe6fSHong Zhang for (k=0;k<anzj;k++) { 118d20bfe6fSHong Zhang if (!ptadenserow[ajj[k]]) { 119d20bfe6fSHong Zhang ptadenserow[ajj[k]] = -1; 120d20bfe6fSHong Zhang ptasparserow[ptanzi++] = ajj[k]; 121d20bfe6fSHong Zhang } 122d20bfe6fSHong Zhang } 123d20bfe6fSHong Zhang } 124d20bfe6fSHong Zhang /* Using symbolic info for row of PtA, determine symbolic info for row of C: */ 125d20bfe6fSHong Zhang ptaj = ptasparserow; 126d20bfe6fSHong Zhang cnzi = 0; 127d20bfe6fSHong Zhang for (j=0;j<ptanzi;j++) { 128d20bfe6fSHong Zhang prow = *ptaj++; 129d20bfe6fSHong Zhang pnzj = pi[prow+1] - pi[prow]; 130d20bfe6fSHong Zhang pjj = pj + pi[prow]; 13155a3bba9SHong Zhang /* add non-zero cols of P into the sorted linked list lnk */ 13255a3bba9SHong Zhang ierr = PetscLLAdd(pnzj,pjj,pn,nlnk,lnk,lnkbt);CHKERRQ(ierr); 13355a3bba9SHong Zhang cnzi += nlnk; 134d20bfe6fSHong Zhang } 135d20bfe6fSHong Zhang 136d20bfe6fSHong Zhang /* If free space is not available, make more free space */ 137d20bfe6fSHong Zhang /* Double the amount of total space in the list */ 138d20bfe6fSHong Zhang if (current_space->local_remaining<cnzi) { 1394238b7adSHong Zhang ierr = PetscFreeSpaceGet(cnzi+current_space->total_array_size,¤t_space);CHKERRQ(ierr); 140f2b054eeSHong Zhang nspacedouble++; 141d20bfe6fSHong Zhang } 142d20bfe6fSHong Zhang 143d20bfe6fSHong Zhang /* Copy data into free space, and zero out denserows */ 14455a3bba9SHong Zhang ierr = PetscLLClean(pn,pn,cnzi,lnk,current_space->array,lnkbt);CHKERRQ(ierr); 145d20bfe6fSHong Zhang current_space->array += cnzi; 146d20bfe6fSHong Zhang current_space->local_used += cnzi; 147d20bfe6fSHong Zhang current_space->local_remaining -= cnzi; 148d20bfe6fSHong Zhang 149d20bfe6fSHong Zhang for (j=0;j<ptanzi;j++) { 150d20bfe6fSHong Zhang ptadenserow[ptasparserow[j]] = 0; 151d20bfe6fSHong Zhang } 152d20bfe6fSHong Zhang /* Aside: Perhaps we should save the pta info for the numerical factorization. */ 153d20bfe6fSHong Zhang /* For now, we will recompute what is needed. */ 154d20bfe6fSHong Zhang ci[i+1] = ci[i] + cnzi; 155d20bfe6fSHong Zhang } 156d20bfe6fSHong Zhang /* nnz is now stored in ci[ptm], column indices are in the list of free space */ 157d20bfe6fSHong Zhang /* Allocate space for cj, initialize cj, and */ 158d20bfe6fSHong Zhang /* destroy list of free space and other temporary array(s) */ 15955a3bba9SHong Zhang ierr = PetscMalloc((ci[pn]+1)*sizeof(PetscInt),&cj);CHKERRQ(ierr); 160a1a86e44SBarry Smith ierr = PetscFreeSpaceContiguous(&free_space,cj);CHKERRQ(ierr); 161d20bfe6fSHong Zhang ierr = PetscFree(ptadenserow);CHKERRQ(ierr); 16255a3bba9SHong Zhang ierr = PetscLLDestroy(lnk,lnkbt);CHKERRQ(ierr); 163d20bfe6fSHong Zhang 164d20bfe6fSHong Zhang /* Allocate space for ca */ 165d20bfe6fSHong Zhang ierr = PetscMalloc((ci[pn]+1)*sizeof(MatScalar),&ca);CHKERRQ(ierr); 166d20bfe6fSHong Zhang ierr = PetscMemzero(ca,(ci[pn]+1)*sizeof(MatScalar));CHKERRQ(ierr); 167d20bfe6fSHong Zhang 168d20bfe6fSHong Zhang /* put together the new matrix */ 1697adad957SLisandro Dalcin ierr = MatCreateSeqAIJWithArrays(((PetscObject)A)->comm,pn,pn,ci,cj,ca,C);CHKERRQ(ierr); 170d20bfe6fSHong Zhang 171d20bfe6fSHong Zhang /* MatCreateSeqAIJWithArrays flags matrix so PETSc doesn't free the user's arrays. */ 172d20bfe6fSHong Zhang /* Since these are PETSc arrays, change flags to free them as necessary. */ 1738d0a38e4SHong Zhang c = (Mat_SeqAIJ *)(*C)->data; 174e6b907acSBarry Smith c->free_a = PETSC_TRUE; 175e6b907acSBarry Smith c->free_ij = PETSC_TRUE; 176d20bfe6fSHong Zhang c->nonew = 0; 177d20bfe6fSHong Zhang 1788d0a38e4SHong Zhang /* create a supporting struct for reuse by MatPtAPNumeric() */ 1798d0a38e4SHong Zhang ierr = PetscNew(Mat_PtAP,&ptap);CHKERRQ(ierr); 1808d0a38e4SHong Zhang 1818d0a38e4SHong Zhang /* attach the supporting struct to C */ 1828d0a38e4SHong Zhang ierr = PetscContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr); 1838d0a38e4SHong Zhang ierr = PetscContainerSetPointer(container,ptap);CHKERRQ(ierr); 1848d0a38e4SHong Zhang ierr = PetscContainerSetUserDestroy(container,PetscContainerDestroy_Mat_PtAP);CHKERRQ(ierr); 1858d0a38e4SHong Zhang ierr = PetscObjectCompose((PetscObject)(*C),"Mat_PtAP",(PetscObject)container);CHKERRQ(ierr); 1868d0a38e4SHong Zhang ierr = PetscContainerDestroy(&container);CHKERRQ(ierr); 1878d0a38e4SHong Zhang 1888d0a38e4SHong Zhang ptap->destroy = (*C)->ops->destroy; 1898d0a38e4SHong Zhang (*C)->ops->destroy = MatDestroy_SeqAIJ_PtAP; 1908d0a38e4SHong Zhang 1918d0a38e4SHong Zhang /* Allocate temporary array for storage of one row of A*P */ 1928d0a38e4SHong Zhang ierr = PetscMalloc((pn+1)*sizeof(PetscScalar),&ptap->apa);CHKERRQ(ierr); 1938d0a38e4SHong Zhang 1948d0a38e4SHong Zhang /* Get structure of A*P */ 1958d0a38e4SHong Zhang ierr = MatMatMultSymbolic_SeqAIJ_SeqAIJ(A,P,fill,&ptap->AP);CHKERRQ(ierr); 1968d0a38e4SHong Zhang 197d20bfe6fSHong Zhang /* Clean up. */ 198d20bfe6fSHong Zhang ierr = MatRestoreSymbolicTranspose_SeqAIJ(P,&pti,&ptj);CHKERRQ(ierr); 199f2b054eeSHong Zhang #if defined(PETSC_USE_INFO) 200f2b054eeSHong Zhang if (ci[pn] != 0) { 201f2b054eeSHong Zhang PetscReal afill = ((PetscReal)ci[pn])/ai[am]; 202f2b054eeSHong Zhang if (afill < 1.0) afill = 1.0; 203f2b054eeSHong Zhang ierr = PetscInfo3((*C),"Reallocs %D; Fill ratio: given %G needed %G.\n",nspacedouble,fill,afill);CHKERRQ(ierr); 204f2b054eeSHong Zhang ierr = PetscInfo1((*C),"Use MatPtAP(A,P,MatReuse,%G,&C) for best performance.\n",afill);CHKERRQ(ierr); 205f2b054eeSHong Zhang } else { 206f2b054eeSHong Zhang ierr = PetscInfo((*C),"Empty matrix product\n");CHKERRQ(ierr); 207f2b054eeSHong Zhang } 208f2b054eeSHong Zhang #endif 209eb9c0419SKris Buschelman PetscFunctionReturn(0); 210eb9c0419SKris Buschelman } 211eb9c0419SKris Buschelman 212eb9c0419SKris Buschelman #undef __FUNCT__ 2139af31e4aSHong Zhang #define __FUNCT__ "MatPtAPNumeric_SeqAIJ_SeqAIJ" 214dfbe8321SBarry Smith PetscErrorCode MatPtAPNumeric_SeqAIJ_SeqAIJ(Mat A,Mat P,Mat C) 215dfbe8321SBarry Smith { 216dfbe8321SBarry Smith PetscErrorCode ierr; 217d20bfe6fSHong Zhang Mat_SeqAIJ *a = (Mat_SeqAIJ *) A->data; 2188d0a38e4SHong Zhang Mat_SeqAIJ *p = (Mat_SeqAIJ *) P->data,*ap; 219d20bfe6fSHong Zhang Mat_SeqAIJ *c = (Mat_SeqAIJ *) C->data; 2208d0a38e4SHong Zhang PetscInt *ai=a->i,*aj=a->j,*apj,*pi=p->i,*pj=p->j,*pcol; 22178844af4SHong Zhang PetscInt *ci=c->i,*cj=c->j,*cjj,cnz; 2227dca3203SBarry Smith PetscInt am=A->rmap->N,cn=C->cmap->N,cm=C->rmap->N; 22378844af4SHong Zhang PetscInt i,j,k,anz,apnz,pnz,prow,crow,apcol,nextap; 22478844af4SHong Zhang MatScalar *aa=a->a,*apa,*pa=p->a,*pval,*ca=c->a,*caj; 22578844af4SHong Zhang PetscBool sparse_axpy=PETSC_FALSE; 2268d0a38e4SHong Zhang Mat_PtAP *ptap; 2278d0a38e4SHong Zhang PetscContainer container; 228eb9c0419SKris Buschelman 229eb9c0419SKris Buschelman PetscFunctionBegin; 2308d0a38e4SHong Zhang ierr = PetscOptionsGetBool(PETSC_NULL,"-matptap_spaxpy",&sparse_axpy,PETSC_NULL);CHKERRQ(ierr); 2318d0a38e4SHong Zhang ierr = PetscObjectQuery((PetscObject)C,"Mat_PtAP",(PetscObject *)&container);CHKERRQ(ierr); 2328d0a38e4SHong Zhang if (!container) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_PLIB,"Container does not exit"); 2338d0a38e4SHong Zhang ierr = PetscContainerGetPointer(container,(void **)&ptap);CHKERRQ(ierr); 2348d0a38e4SHong Zhang 2358d0a38e4SHong Zhang /* Get temporary array for storage of one row of A*P */ 2368d0a38e4SHong Zhang apa = ptap->apa; 237*b5b29cf7SHong Zhang ierr = PetscMemzero(apa,cn*sizeof(MatScalar));CHKERRQ(ierr); 2388d0a38e4SHong Zhang ap = (Mat_SeqAIJ *)(ptap->AP)->data; 239d20bfe6fSHong Zhang 240d20bfe6fSHong Zhang /* Clear old values in C */ 241d20bfe6fSHong Zhang ierr = PetscMemzero(ca,ci[cm]*sizeof(MatScalar));CHKERRQ(ierr); 242d20bfe6fSHong Zhang 243d20bfe6fSHong Zhang for (i=0;i<am;i++) { 24478844af4SHong Zhang /* Form sparse row of AP[i,:] = A[i,:]*P */ 24578844af4SHong Zhang anz = ai[i+1] - ai[i]; 24678844af4SHong Zhang apnz = 0; 24778844af4SHong Zhang for (j=0; j<anz; j++) { 24878844af4SHong Zhang prow = aj[j]; 24978844af4SHong Zhang pnz = pi[prow+1] - pi[prow]; 25078844af4SHong Zhang pcol = pj + pi[prow]; 25178844af4SHong Zhang pval = pa + pi[prow]; 25278844af4SHong Zhang for (k=0; k<pnz; k++) { 25378844af4SHong Zhang apa[pcol[k]] += aa[j]*pval[k]; 254d20bfe6fSHong Zhang } 25578844af4SHong Zhang ierr = PetscLogFlops(2.0*pnz);CHKERRQ(ierr); 25678844af4SHong Zhang } 25778844af4SHong Zhang aj += anz; aa += anz; 25878844af4SHong Zhang 25978844af4SHong Zhang /* Compute P^T*A*P using outer product P[i,:]^T*AP[i,:]. */ 2608d0a38e4SHong Zhang apj = ap->j + ap->i[i]; 2618d0a38e4SHong Zhang apnz = ap->i[i+1] - ap->i[i]; 26278844af4SHong Zhang pnz = pi[i+1] - pi[i]; 26378844af4SHong Zhang pcol = pj + pi[i]; 26478844af4SHong Zhang pval = pa + pi[i]; 2658d0a38e4SHong Zhang 26678844af4SHong Zhang for (j=0; j<pnz; j++) { 26778844af4SHong Zhang crow = pcol[j]; 268d20bfe6fSHong Zhang cjj = cj + ci[crow]; 269d20bfe6fSHong Zhang caj = ca + ci[crow]; 27078844af4SHong Zhang 27178844af4SHong Zhang if (sparse_axpy){ /* Perform sparse axpy */ 27278844af4SHong Zhang nextap = 0; 273*b5b29cf7SHong Zhang apcol = apj[nextap]; 27478844af4SHong Zhang for (k=0; nextap<apnz; k++) { 275*b5b29cf7SHong Zhang if (cjj[k] == apcol) { 27678844af4SHong Zhang caj[k] += pval[j]*apa[apcol]; 277*b5b29cf7SHong Zhang apcol = apj[++nextap]; 278d20bfe6fSHong Zhang } 279d20bfe6fSHong Zhang } 28078844af4SHong Zhang ierr = PetscLogFlops(2.0*apnz);CHKERRQ(ierr); 28178844af4SHong Zhang } else { /* Perform dense axpy */ 28278844af4SHong Zhang cnz = ci[crow+1] - ci[crow]; 28378844af4SHong Zhang for (k=0; k<cnz; k++){ 28478844af4SHong Zhang caj[k] += pval[j]*apa[cjj[k]]; 28578844af4SHong Zhang } 28678844af4SHong Zhang ierr = PetscLogFlops(2.0*cnz);CHKERRQ(ierr); 28778844af4SHong Zhang } 288d20bfe6fSHong Zhang } 289d20bfe6fSHong Zhang 290d20bfe6fSHong Zhang /* Zero the current row info for A*P */ 29178844af4SHong Zhang for (j=0; j<apnz; j++) { 292*b5b29cf7SHong Zhang apcol = apj[j]; 293*b5b29cf7SHong Zhang apa[apcol] = 0.; 294d20bfe6fSHong Zhang } 295d20bfe6fSHong Zhang } 296d20bfe6fSHong Zhang 297d20bfe6fSHong Zhang /* Assemble the final matrix and clean up */ 298d20bfe6fSHong Zhang ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 299d20bfe6fSHong Zhang ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 300eb9c0419SKris Buschelman PetscFunctionReturn(0); 301eb9c0419SKris Buschelman } 302