/* Defines projective product routines where A is a MPIAIJ matrix C = P^T * A * P */ #include "src/mat/impls/aij/seq/aij.h" /*I "petscmat.h" I*/ #include "src/mat/utils/freespace.h" #include "src/mat/impls/aij/mpi/mpiaij.h" #include "petscbt.h" #undef __FUNCT__ #define __FUNCT__ "MatPtAP_MPIAIJ_MPIAIJ" PetscErrorCode MatPtAP_MPIAIJ_MPIAIJ(Mat A,Mat P,MatReuse scall,PetscReal fill,Mat *C) { PetscErrorCode ierr; Mat_MatMatMultMPI *mult; PetscObjectContainer container; PetscFunctionBegin; if (scall == MAT_INITIAL_MATRIX){ ierr = PetscLogEventBegin(MAT_PtAPSymbolic,A,P,0,0);CHKERRQ(ierr); /* destroy the container 'Mat_MatMatMultMPI' in case that P is attached to it */ ierr = PetscObjectContainerDestroy_Mat_MatMatMultMPI((PetscObject)P);CHKERRQ(ierr); /* create the container 'Mat_MatMatMultMPI' and attach it to P */ ierr = PetscNew(Mat_MatMatMultMPI,&mult);CHKERRQ(ierr); ierr = PetscMemzero(mult,sizeof(Mat_MatMatMultMPI));CHKERRQ(ierr); mult->B_loc=PETSC_NULL; mult->B_oth=PETSC_NULL; mult->abi=PETSC_NULL; mult->abj=PETSC_NULL; mult->abnz_max = 0; /* symbolic A*P is not done yet */ /* get P_oth by taking rows of P (= non-zero cols of local A) from other processors */ ierr = MatGetBrowsOfAoCols(A,P,scall,&mult->startsj,&mult->bufa,&mult->B_oth);CHKERRQ(ierr); /* get P_loc by taking all local rows of P */ ierr = MatGetLocalMat(P,scall,&mult->B_loc);CHKERRQ(ierr); /* attach the container 'Mat_MatMatMultMPI' to P */ P->ops->destroy = MatDestroy_MPIAIJ_MatMatMult; ierr = PetscObjectContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr); ierr = PetscObjectContainerSetPointer(container,mult);CHKERRQ(ierr); ierr = PetscObjectCompose((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject)container);CHKERRQ(ierr); /* now, compute symbolic local P^T*A*P */ ierr = MatPtAPSymbolic_MPIAIJ_MPIAIJ(A,P,fill,C);CHKERRQ(ierr);/* numeric product is computed as well */ ierr = PetscLogEventEnd(MAT_PtAPSymbolic,A,P,0,0);CHKERRQ(ierr); } else if (scall == MAT_REUSE_MATRIX){ ierr = PetscObjectQuery((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject *)&container);CHKERRQ(ierr); if (container) { ierr = PetscObjectContainerGetPointer(container,(void **)&mult);CHKERRQ(ierr); } else { SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix P does not posses an object container"); } /* get P_oth by taking rows of P (= non-zero cols of local A) from other processors */ ierr = MatGetBrowsOfAoCols(A,P,scall,&mult->startsj,&mult->bufa,&mult->B_oth);CHKERRQ(ierr); /* get P_loc by taking all local rows of P */ ierr = MatGetLocalMat(P,scall,&mult->B_loc);CHKERRQ(ierr); } else { SETERRQ1(PETSC_ERR_ARG_WRONG,"Invalid MatReuse %d",scall); } /* now, compute numeric local P^T*A*P */ ierr = PetscLogEventBegin(MAT_PtAPNumeric,A,P,0,0);CHKERRQ(ierr); ierr = MatPtAPNumeric_MPIAIJ_MPIAIJ(A,P,*C);CHKERRQ(ierr); ierr = PetscLogEventEnd(MAT_PtAPNumeric,A,P,0,0);CHKERRQ(ierr); PetscFunctionReturn(0); } #undef __FUNCT__ #define __FUNCT__ "MatPtAPSymbolic_MPIAIJ_MPIAIJ" PetscErrorCode MatPtAPSymbolic_MPIAIJ_MPIAIJ(Mat A,Mat P,PetscReal fill,Mat *C) { PetscErrorCode ierr; Mat P_loc,P_oth,B_mpi; Mat_MatMatMultMPI *ap; PetscObjectContainer container; FreeSpaceList free_space=PETSC_NULL,current_space=PETSC_NULL; Mat_MPIAIJ *a=(Mat_MPIAIJ*)A->data,*p=(Mat_MPIAIJ*)P->data; Mat_SeqAIJ *ad=(Mat_SeqAIJ*)(a->A)->data,*ao=(Mat_SeqAIJ*)(a->B)->data; Mat_SeqAIJ *p_loc,*p_oth; PetscInt *pi_loc,*pj_loc,*pi_oth,*pj_oth,*pdti,*pdtj,*poti,*potj,*ptJ; PetscInt *adi=ad->i,*adj=ad->j,*aoi=ao->i,*aoj=ao->j,nnz; PetscInt nlnk,*lnk,*owners_co,*coi,*coj,i,k,pnz,row; PetscInt am=A->m,pN=P->N,pn=P->n; PetscBT lnkbt; MPI_Comm comm=A->comm; PetscMPIInt size,rank,tag,*len_si,*len_s,*len_ri; PetscInt **buf_rj,**buf_ri,**buf_ri_k; PetscInt len,proc,*dnz,*onz,*owners; PetscInt nzi,*bi,*bj; PetscInt nrows,*buf_s,*buf_si,*buf_si_i,**nextrow,**nextci; MPI_Request *swaits,*rwaits; MPI_Status *sstatus,rstatus; Mat_Merge_SeqsToMPI *merge; PetscInt *api,*apj,*Jptr,apnz,*prmap=p->garray,pon; PetscMPIInt j; PetscFunctionBegin; ierr = PetscObjectQuery((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject *)&container);CHKERRQ(ierr); if (container) { ierr = PetscObjectContainerGetPointer(container,(void **)&ap);CHKERRQ(ierr); } else { SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix P does not posses an object container"); } ierr = MPI_Comm_size(comm,&size);CHKERRQ(ierr); ierr = MPI_Comm_rank(comm,&rank);CHKERRQ(ierr); /* get data from P_loc and P_oth */ P_loc=ap->B_loc; P_oth=ap->B_oth; p_loc=(Mat_SeqAIJ*)P_loc->data; p_oth=(Mat_SeqAIJ*)P_oth->data; pi_loc=p_loc->i; pj_loc=p_loc->j; pi_oth=p_oth->i; pj_oth=p_oth->j; /* first, compute symbolic AP = A_loc*P */ /*--------------------------------------*/ ierr = PetscMalloc((am+2)*sizeof(PetscInt),&api);CHKERRQ(ierr); ap->abi = api; api[0] = 0; /* create and initialize a linked list */ nlnk = pN+1; ierr = PetscLLCreate(pN,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); /* Initial FreeSpace size is fill*nnz(A) */ ierr = GetMoreSpace((PetscInt)(fill*(adi[am]+aoi[am])),&free_space);CHKERRQ(ierr); current_space = free_space; for (i=0;iabnz_max < apnz) ap->abnz_max = apnz; /* if free space is not available, double the total space in the list */ if (current_space->local_remainingtotal_array_size,¤t_space);CHKERRQ(ierr); } /* Copy data into free space, then initialize lnk */ ierr = PetscLLClean(pN,pN,apnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); current_space->array += apnz; current_space->local_used += apnz; current_space->local_remaining -= apnz; } /* Allocate space for apj, initialize apj, and */ /* destroy list of free space and other temporary array(s) */ ierr = PetscMalloc((api[am]+1)*sizeof(PetscInt),&ap->abj);CHKERRQ(ierr); apj = ap->abj; ierr = MakeSpaceContiguous(&free_space,ap->abj);CHKERRQ(ierr); /* determine symbolic Co=(p->B)^T*AP - send to others */ /*----------------------------------------------------*/ ierr = MatGetSymbolicTranspose_SeqAIJ(p->B,&poti,&potj);CHKERRQ(ierr); /* then, compute symbolic Co = (p->B)^T*AP */ pon = (p->B)->n; /* total num of rows to be sent to other processors >= (num of nonzero rows of C_seq) - pn */ ierr = PetscMalloc((pon+1)*sizeof(PetscInt),&coi);CHKERRQ(ierr); coi[0] = 0; /* set initial free space to be 3*pon*max( nnz(AP) per row) */ nnz = 3*pon*ap->abnz_max + 1; ierr = GetMoreSpace(nnz,&free_space); current_space = free_space; for (i=0; ilocal_remainingtotal_array_size,¤t_space);CHKERRQ(ierr); } /* Copy data into free space, and zero out denserows */ ierr = PetscLLClean(pN,pN,nnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); current_space->array += nnz; current_space->local_used += nnz; current_space->local_remaining -= nnz; coi[i+1] = coi[i] + nnz; } ierr = PetscMalloc((coi[pon]+1)*sizeof(PetscInt),&coj);CHKERRQ(ierr); ierr = MakeSpaceContiguous(&free_space,coj);CHKERRQ(ierr); ierr = MatRestoreSymbolicTranspose_SeqAIJ(p->B,&poti,&potj);CHKERRQ(ierr); /* send j-array (coj) of Co to other processors */ /*----------------------------------------------*/ /* determine row ownership */ ierr = PetscNew(Mat_Merge_SeqsToMPI,&merge);CHKERRQ(ierr); ierr = PetscMemzero(merge,sizeof(Mat_Merge_SeqsToMPI));CHKERRQ(ierr); ierr = PetscMapCreate(comm,&merge->rowmap);CHKERRQ(ierr); ierr = PetscMapSetLocalSize(merge->rowmap,pn);CHKERRQ(ierr); ierr = PetscMapSetType(merge->rowmap,MAP_MPI);CHKERRQ(ierr); ierr = PetscMapGetGlobalRange(merge->rowmap,&owners);CHKERRQ(ierr); /* determine the number of messages to send, their lengths */ ierr = PetscMalloc(size*sizeof(PetscMPIInt),&len_si);CHKERRQ(ierr); ierr = PetscMemzero(len_si,size*sizeof(PetscMPIInt));CHKERRQ(ierr); ierr = PetscMalloc(size*sizeof(PetscMPIInt),&merge->len_s);CHKERRQ(ierr); len_s = merge->len_s; merge->nsend = 0; ierr = PetscMalloc((size+2)*sizeof(PetscInt),&owners_co);CHKERRQ(ierr); ierr = PetscMemzero(len_s,size*sizeof(PetscMPIInt));CHKERRQ(ierr); proc = 0; for (i=0; i= owners[proc+1]) proc++; len_si[proc]++; /* num of rows in Co to be sent to [proc] */ len_s[proc] += coi[i+1] - coi[i]; } len = 0; /* max length of buf_si[] */ owners_co[0] = 0; for (proc=0; procnsend++; len_si[proc] = 2*(len_si[proc] + 1); len += len_si[proc]; } } /* determine the number and length of messages to receive for coi and coj */ ierr = PetscGatherNumberOfMessages(comm,PETSC_NULL,len_s,&merge->nrecv);CHKERRQ(ierr); ierr = PetscGatherMessageLengths2(comm,merge->nsend,merge->nrecv,len_s,len_si,&merge->id_r,&merge->len_r,&len_ri);CHKERRQ(ierr); /* post the Irecv and Isend of coj */ ierr = PetscObjectGetNewTag((PetscObject)merge->rowmap,&tag);CHKERRQ(ierr); ierr = PetscPostIrecvInt(comm,tag,merge->nrecv,merge->id_r,merge->len_r,&buf_rj,&rwaits);CHKERRQ(ierr); ierr = PetscMalloc((merge->nsend+1)*sizeof(MPI_Request),&swaits);CHKERRQ(ierr); for (proc=0, k=0; procnrecv; while (i--) { ierr = MPI_Waitany(merge->nrecv,rwaits,&j,&rstatus);CHKERRQ(ierr); } ierr = PetscFree(rwaits);CHKERRQ(ierr); if (merge->nsend){ ierr = MPI_Waitall(merge->nsend,swaits,sstatus);CHKERRQ(ierr); } /* send and recv coi */ /*-------------------*/ ierr = PetscPostIrecvInt(comm,tag,merge->nrecv,merge->id_r,len_ri,&buf_ri,&rwaits);CHKERRQ(ierr); ierr = PetscMalloc((len+1)*sizeof(PetscInt),&buf_s);CHKERRQ(ierr); buf_si = buf_s; /* points to the beginning of k-th msg to be sent */ for (proc=0,k=0; procnrecv; while (i--) { ierr = MPI_Waitany(merge->nrecv,rwaits,&j,&rstatus);CHKERRQ(ierr); } ierr = PetscFree(rwaits);CHKERRQ(ierr); if (merge->nsend){ ierr = MPI_Waitall(merge->nsend,swaits,sstatus);CHKERRQ(ierr); } ierr = PetscLogInfo((PetscObject)A,"MatMerge_SeqsToMPI: nsend: %d, nrecv: %d\n",merge->nsend,merge->nrecv);CHKERRQ(ierr); for (i=0; inrecv; i++){ ierr = PetscLogInfo((PetscObject)A,"MatMerge_SeqsToMPI: recv len_ri=%d, len_rj=%d from [%d]\n",len_ri[i],merge->len_r[i],merge->id_r[i]);CHKERRQ(ierr); } ierr = PetscFree(len_si);CHKERRQ(ierr); ierr = PetscFree(len_ri);CHKERRQ(ierr); ierr = PetscFree(swaits);CHKERRQ(ierr); ierr = PetscFree(sstatus);CHKERRQ(ierr); ierr = PetscFree(buf_s);CHKERRQ(ierr); /* compute the local portion of C (mpi mat) */ /*------------------------------------------*/ ierr = MatGetSymbolicTranspose_SeqAIJ(p->A,&pdti,&pdtj);CHKERRQ(ierr); /* allocate bi array and free space for accumulating nonzero column info */ ierr = PetscMalloc((pn+1)*sizeof(PetscInt),&bi);CHKERRQ(ierr); bi[0] = 0; /* set initial free space to be 3*pn*max( nnz(AP) per row) */ nnz = 3*pn*ap->abnz_max + 1; ierr = GetMoreSpace(nnz,&free_space); current_space = free_space; ierr = PetscMalloc((3*merge->nrecv+1)*sizeof(PetscInt**),&buf_ri_k);CHKERRQ(ierr); nextrow = buf_ri_k + merge->nrecv; nextci = nextrow + merge->nrecv; for (k=0; knrecv; k++){ buf_ri_k[k] = buf_ri[k]; /* beginning of k-th recved i-structure */ nrows = *buf_ri_k[k]; nextrow[k] = buf_ri_k[k] + 1; /* next row number of k-th recved i-structure */ nextci[k] = buf_ri_k[k] + (nrows + 1);/* poins to the next i-structure of k-th recved i-structure */ } ierr = MatPreallocateInitialize(comm,pn,pn,dnz,onz);CHKERRQ(ierr); for (i=0; inrecv; k++){ /* k-th received message */ if (i == *nextrow[k]) { /* i-th row */ nzi = *(nextci[k]+1) - *nextci[k]; Jptr = buf_rj[k] + *nextci[k]; ierr = PetscLLAdd(nzi,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); nnz += nlnk; nextrow[k]++; nextci[k]++; } } /* if free space is not available, make more free space */ if (current_space->local_remainingtotal_array_size,¤t_space);CHKERRQ(ierr); } /* copy data into free space, then initialize lnk */ ierr = PetscLLClean(pN,pN,nnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); ierr = MatPreallocateSet(i+owners[rank],nnz,current_space->array,dnz,onz);CHKERRQ(ierr); current_space->array += nnz; current_space->local_used += nnz; current_space->local_remaining -= nnz; bi[i+1] = bi[i] + nnz; } ierr = MatRestoreSymbolicTranspose_SeqAIJ(p->A,&pdti,&pdtj);CHKERRQ(ierr); ierr = PetscFree(buf_ri_k);CHKERRQ(ierr); ierr = PetscMalloc((bi[pn]+1)*sizeof(PetscInt),&bj);CHKERRQ(ierr); ierr = MakeSpaceContiguous(&free_space,bj);CHKERRQ(ierr); ierr = PetscLLDestroy(lnk,lnkbt);CHKERRQ(ierr); /* create symbolic parallel matrix B_mpi */ /*---------------------------------------*/ ierr = MatCreate(comm,pn,pn,PETSC_DETERMINE,PETSC_DETERMINE,&B_mpi);CHKERRQ(ierr); ierr = MatSetType(B_mpi,MATMPIAIJ);CHKERRQ(ierr); ierr = MatMPIAIJSetPreallocation(B_mpi,0,dnz,0,onz);CHKERRQ(ierr); ierr = MatPreallocateFinalize(dnz,onz);CHKERRQ(ierr); /* B_mpi is not ready for use - assembly will be done by MatPtAPNumeric() */ B_mpi->assembled = PETSC_FALSE; B_mpi->ops->destroy = MatDestroy_MPIAIJ_SeqsToMPI; merge->bi = bi; merge->bj = bj; merge->coi = coi; merge->coj = coj; merge->buf_ri = buf_ri; merge->buf_rj = buf_rj; merge->owners_co = owners_co; /* attach the supporting struct to B_mpi for reuse */ ierr = PetscObjectContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr); ierr = PetscObjectContainerSetPointer(container,merge);CHKERRQ(ierr); ierr = PetscObjectCompose((PetscObject)B_mpi,"MatMergeSeqsToMPI",(PetscObject)container);CHKERRQ(ierr); *C = B_mpi; PetscFunctionReturn(0); } #undef __FUNCT__ #define __FUNCT__ "MatPtAPNumeric_MPIAIJ_MPIAIJ" PetscErrorCode MatPtAPNumeric_MPIAIJ_MPIAIJ(Mat A,Mat P,Mat C) { PetscErrorCode ierr; Mat_Merge_SeqsToMPI *merge; Mat_MatMatMultMPI *ap; PetscObjectContainer cont_merge,cont_ptap; Mat_MPIAIJ *a=(Mat_MPIAIJ*)A->data,*p=(Mat_MPIAIJ*)P->data; Mat_SeqAIJ *ad=(Mat_SeqAIJ*)(a->A)->data,*ao=(Mat_SeqAIJ*)(a->B)->data; Mat_SeqAIJ *pd=(Mat_SeqAIJ*)(p->A)->data,*po=(Mat_SeqAIJ*)(p->B)->data; Mat_SeqAIJ *p_loc,*p_oth; PetscInt *adi=ad->i,*aoi=ao->i,*adj=ad->j,*aoj=ao->j,*apJ,nextp,flops=0; PetscInt *pi_loc,*pj_loc,*pi_oth,*pj_oth,*pJ,*pj; PetscInt i,j,k,anz,pnz,apnz,nextap,row,*cj; MatScalar *ada=ad->a,*aoa=ao->a,*apa,*pa,*ca,*pa_loc,*pa_oth; PetscInt am=A->m,cm=C->m,pon=(p->B)->n; MPI_Comm comm=C->comm; PetscMPIInt size,rank,taga,*len_s; PetscInt *owners,proc,nrows,**buf_ri_k,**nextrow,**nextci; PetscInt **buf_ri,**buf_rj; PetscInt cnz=0,*bj_i,*bi,*bj,bnz,nextcj; /* bi,bj,ba: local array of C(mpi mat) */ MPI_Request *s_waits,*r_waits; MPI_Status *status; MatScalar **abuf_r,*ba_i,*pA,*coa,*ba; PetscInt *api,*apj,*coi,*coj; PetscInt *poJ=po->j,*pdJ=pd->j,pcstart=p->cstart,pcend=p->cend; PetscFunctionBegin; ierr = MPI_Comm_size(comm,&size);CHKERRQ(ierr); ierr = MPI_Comm_rank(comm,&rank);CHKERRQ(ierr); ierr = PetscObjectQuery((PetscObject)C,"MatMergeSeqsToMPI",(PetscObject *)&cont_merge);CHKERRQ(ierr); if (cont_merge) { ierr = PetscObjectContainerGetPointer(cont_merge,(void **)&merge);CHKERRQ(ierr); } else { SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix C does not posses an object container"); } ierr = PetscObjectQuery((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject *)&cont_ptap);CHKERRQ(ierr); if (cont_ptap) { ierr = PetscObjectContainerGetPointer(cont_ptap,(void **)&ap);CHKERRQ(ierr); } else { SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix P does not posses an object container"); } /* get data from symbolic products */ p_loc = (Mat_SeqAIJ*)(ap->B_loc)->data; p_oth = (Mat_SeqAIJ*)(ap->B_oth)->data; pi_loc=p_loc->i; pj_loc=p_loc->j; pJ=pj_loc; pa_loc=p_loc->a,pA=pa_loc; pi_oth=p_oth->i; pj_oth=p_oth->j; pa_oth=p_oth->a; coi = merge->coi; coj = merge->coj; ierr = PetscMalloc((coi[pon]+1)*sizeof(MatScalar),&coa);CHKERRQ(ierr); ierr = PetscMemzero(coa,coi[pon]*sizeof(MatScalar));CHKERRQ(ierr); bi = merge->bi; bj = merge->bj; ierr = PetscMapGetGlobalRange(merge->rowmap,&owners);CHKERRQ(ierr); ierr = PetscMalloc((bi[cm]+1)*sizeof(MatScalar),&ba);CHKERRQ(ierr); ierr = PetscMemzero(ba,bi[cm]*sizeof(MatScalar));CHKERRQ(ierr); /* get data from symbolic A*P */ ierr = PetscMalloc((ap->abnz_max+1)*sizeof(MatScalar),&apa);CHKERRQ(ierr); ierr = PetscMemzero(apa,ap->abnz_max*sizeof(MatScalar));CHKERRQ(ierr); /* compute numeric C_seq=P_loc^T*A_loc*P */ api = ap->abi; apj = ap->abj; for (i=0;i=pcend) { /* put the value into Co */ cj = coj + coi[*poJ]; ca = coa + coi[*poJ++]; } else { /* put the value into Cd */ cj = bj + bi[*pdJ]; ca = ba + bi[*pdJ++]; } for (k=0; nextapbuf_ri; buf_rj = merge->buf_rj; len_s = merge->len_s; ierr = PetscObjectGetNewTag((PetscObject)merge->rowmap,&taga);CHKERRQ(ierr); ierr = PetscPostIrecvScalar(comm,taga,merge->nrecv,merge->id_r,merge->len_r,&abuf_r,&r_waits);CHKERRQ(ierr); ierr = PetscMalloc((merge->nsend+1)*sizeof(MPI_Request),&s_waits);CHKERRQ(ierr); for (proc=0,k=0; procowners_co[proc]; ierr = MPI_Isend(coa+coi[i],len_s[proc],MPIU_MATSCALAR,proc,taga,comm,s_waits+k);CHKERRQ(ierr); k++; } ierr = PetscMalloc(size*sizeof(MPI_Status),&status);CHKERRQ(ierr); ierr = MPI_Waitall(merge->nrecv,r_waits,status);CHKERRQ(ierr); ierr = MPI_Waitall(merge->nsend,s_waits,status);CHKERRQ(ierr); ierr = PetscFree(status);CHKERRQ(ierr); ierr = PetscFree(s_waits);CHKERRQ(ierr); ierr = PetscFree(r_waits);CHKERRQ(ierr); ierr = PetscFree(coa);CHKERRQ(ierr); /* insert local and received values into C */ /*-----------------------------------------*/ ierr = PetscMalloc((3*merge->nrecv+1)*sizeof(PetscInt**),&buf_ri_k);CHKERRQ(ierr); nextrow = buf_ri_k + merge->nrecv; nextci = nextrow + merge->nrecv; for (k=0; knrecv; k++){ buf_ri_k[k] = buf_ri[k]; /* beginning of k-th recved i-structure */ nrows = *(buf_ri_k[k]); nextrow[k] = buf_ri_k[k]+1; /* next row number of k-th recved i-structure */ nextci[k] = buf_ri_k[k] + (nrows + 1);/* poins to the next i-structure of k-th recved i-structure */ } for (i=0; inrecv; k++){ /* k-th received message */ /* i-th row */ if (i == *nextrow[k]) { cnz = *(nextci[k]+1) - *nextci[k]; cj = buf_rj[k] + *(nextci[k]); ca = abuf_r[k] + *(nextci[k]); nextcj = 0; for (j=0; nextcj