1 #define PETSCMAT_DLL 2 3 /* 4 Defines projective product routines where A is a MPIAIJ matrix 5 C = P^T * A * P 6 */ 7 8 #include "src/mat/impls/aij/seq/aij.h" /*I "petscmat.h" I*/ 9 #include "src/mat/utils/freespace.h" 10 #include "src/mat/impls/aij/mpi/mpiaij.h" 11 #include "petscbt.h" 12 13 EXTERN PetscErrorCode MatDestroy_MPIAIJ(Mat); 14 #undef __FUNCT__ 15 #define __FUNCT__ "MatDestroy_MPIAIJ_MatPtAP" 16 PetscErrorCode PETSCMAT_DLLEXPORT MatDestroy_MPIAIJ_MatPtAP(Mat A) 17 { 18 PetscErrorCode ierr; 19 Mat_Merge_SeqsToMPI *merge; 20 PetscObjectContainer container; 21 22 PetscFunctionBegin; 23 ierr = PetscObjectQuery((PetscObject)A,"MatMergeSeqsToMPI",(PetscObject *)&container);CHKERRQ(ierr); 24 if (container) { 25 ierr = PetscObjectContainerGetPointer(container,(void **)&merge);CHKERRQ(ierr); 26 ierr = PetscFree(merge->id_r);CHKERRQ(ierr); 27 ierr = PetscFree(merge->len_s);CHKERRQ(ierr); 28 ierr = PetscFree(merge->len_r);CHKERRQ(ierr); 29 ierr = PetscFree(merge->bi);CHKERRQ(ierr); 30 ierr = PetscFree(merge->bj);CHKERRQ(ierr); 31 ierr = PetscFree(merge->buf_ri);CHKERRQ(ierr); 32 ierr = PetscFree(merge->buf_rj);CHKERRQ(ierr); 33 ierr = PetscFree(merge->coi);CHKERRQ(ierr); 34 ierr = PetscFree(merge->coj);CHKERRQ(ierr); 35 ierr = PetscFree(merge->owners_co);CHKERRQ(ierr); 36 ierr = PetscFree(merge->rowmap.range);CHKERRQ(ierr); 37 38 ierr = PetscObjectContainerDestroy(container);CHKERRQ(ierr); 39 ierr = PetscObjectCompose((PetscObject)A,"MatMergeSeqsToMPI",0);CHKERRQ(ierr); 40 } 41 ierr = merge->MatDestroy(A);CHKERRQ(ierr); 42 ierr = PetscFree(merge);CHKERRQ(ierr); 43 PetscFunctionReturn(0); 44 } 45 46 #undef __FUNCT__ 47 #define __FUNCT__ "MatDuplicate_MPIAIJ_MatPtAP" 48 PetscErrorCode MatDuplicate_MPIAIJ_MatPtAP(Mat A, MatDuplicateOption op, Mat *M) { 49 PetscErrorCode ierr; 50 Mat_Merge_SeqsToMPI *merge; 51 PetscObjectContainer container; 52 53 PetscFunctionBegin; 54 ierr = PetscObjectQuery((PetscObject)A,"MatMergeSeqsToMPI",(PetscObject *)&container);CHKERRQ(ierr); 55 if (container) { 56 ierr = PetscObjectContainerGetPointer(container,(void **)&merge);CHKERRQ(ierr); 57 } else { 58 SETERRQ(PETSC_ERR_PLIB,"Container does not exit"); 59 } 60 ierr = (*merge->MatDuplicate)(A,op,M);CHKERRQ(ierr); 61 (*M)->ops->destroy = merge->MatDestroy; /* =MatDestroy_MPIAIJ, *M doesn't duplicate A's container! */ 62 (*M)->ops->duplicate = merge->MatDuplicate; /* =MatDuplicate_ MPIAIJ */ 63 PetscFunctionReturn(0); 64 } 65 66 #undef __FUNCT__ 67 #define __FUNCT__ "MatPtAPSymbolic_MPIAIJ" 68 PetscErrorCode MatPtAPSymbolic_MPIAIJ(Mat A,Mat P,PetscReal fill,Mat *C) 69 { 70 PetscErrorCode ierr; 71 72 PetscFunctionBegin; 73 if (!P->ops->ptapsymbolic_mpiaij) { 74 SETERRQ2(PETSC_ERR_SUP,"Not implemented for A=%s and P=%s",A->type_name,P->type_name); 75 } 76 ierr = (*P->ops->ptapsymbolic_mpiaij)(A,P,fill,C);CHKERRQ(ierr); 77 PetscFunctionReturn(0); 78 } 79 80 #undef __FUNCT__ 81 #define __FUNCT__ "MatPtAPNumeric_MPIAIJ" 82 PetscErrorCode MatPtAPNumeric_MPIAIJ(Mat A,Mat P,Mat C) 83 { 84 PetscErrorCode ierr; 85 86 PetscFunctionBegin; 87 if (!P->ops->ptapnumeric_mpiaij) { 88 SETERRQ2(PETSC_ERR_SUP,"Not implemented for A=%s and P=%s",A->type_name,P->type_name); 89 } 90 ierr = (*P->ops->ptapnumeric_mpiaij)(A,P,C);CHKERRQ(ierr); 91 PetscFunctionReturn(0); 92 } 93 94 #undef __FUNCT__ 95 #define __FUNCT__ "MatPtAPSymbolic_MPIAIJ_MPIAIJ" 96 PetscErrorCode MatPtAPSymbolic_MPIAIJ_MPIAIJ(Mat A,Mat P,PetscReal fill,Mat *C) 97 { 98 PetscErrorCode ierr; 99 Mat B_mpi; 100 Mat_MatMatMultMPI *ap; 101 PetscObjectContainer container; 102 PetscFreeSpaceList free_space=PETSC_NULL,current_space=PETSC_NULL; 103 Mat_MPIAIJ *a=(Mat_MPIAIJ*)A->data,*p=(Mat_MPIAIJ*)P->data; 104 Mat_SeqAIJ *ad=(Mat_SeqAIJ*)(a->A)->data,*ao=(Mat_SeqAIJ*)(a->B)->data; 105 Mat_SeqAIJ *p_loc,*p_oth; 106 PetscInt *pi_loc,*pj_loc,*pi_oth,*pj_oth,*pdti,*pdtj,*poti,*potj,*ptJ; 107 PetscInt *adi=ad->i,*adj=ad->j,*aoi=ao->i,*aoj=ao->j,nnz; 108 PetscInt nlnk,*lnk,*owners_co,*coi,*coj,i,k,pnz,row; 109 PetscInt am=A->rmap.n,pN=P->cmap.N,pn=P->cmap.n; 110 PetscBT lnkbt; 111 MPI_Comm comm=A->comm; 112 PetscMPIInt size,rank,tag,*len_si,*len_s,*len_ri; 113 PetscInt **buf_rj,**buf_ri,**buf_ri_k; 114 PetscInt len,proc,*dnz,*onz,*owners; 115 PetscInt nzi,*bi,*bj; 116 PetscInt nrows,*buf_s,*buf_si,*buf_si_i,**nextrow,**nextci; 117 MPI_Request *swaits,*rwaits; 118 MPI_Status *sstatus,rstatus; 119 Mat_Merge_SeqsToMPI *merge; 120 PetscInt *api,*apj,*Jptr,apnz,*prmap=p->garray,pon; 121 PetscMPIInt j; 122 123 PetscFunctionBegin; 124 ierr = MPI_Comm_size(comm,&size);CHKERRQ(ierr); 125 ierr = MPI_Comm_rank(comm,&rank);CHKERRQ(ierr); 126 127 /* destroy the container 'Mat_MatMatMultMPI' in case that P is attached to it */ 128 ierr = PetscObjectQuery((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject *)&container);CHKERRQ(ierr); 129 if (container) { 130 ierr = PetscObjectContainerDestroy(container);CHKERRQ(ierr); 131 ierr = PetscObjectCompose((PetscObject)P,"Mat_MatMatMultMPI",0);CHKERRQ(ierr); 132 } 133 134 /* create the container 'Mat_MatMatMultMPI' and attach it to P */ 135 ierr = PetscNew(Mat_MatMatMultMPI,&ap);CHKERRQ(ierr); 136 ap->abi=PETSC_NULL; ap->abj=PETSC_NULL; 137 ap->abnz_max = 0; 138 139 ierr = PetscObjectContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr); 140 ierr = PetscObjectContainerSetPointer(container,ap);CHKERRQ(ierr); 141 ierr = PetscObjectCompose((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject)container);CHKERRQ(ierr); 142 ap->MatDestroy = P->ops->destroy; 143 P->ops->destroy = MatDestroy_MPIAIJ_MatMatMult; 144 ap->reuse = MAT_INITIAL_MATRIX; 145 ierr = PetscObjectContainerSetUserDestroy(container,PetscObjectContainerDestroy_Mat_MatMatMultMPI);CHKERRQ(ierr); 146 147 /* get P_oth by taking rows of P (= non-zero cols of local A) from other processors */ 148 ierr = MatGetBrowsOfAoCols(A,P,MAT_INITIAL_MATRIX,&ap->startsj,&ap->bufa,&ap->B_oth);CHKERRQ(ierr); 149 /* get P_loc by taking all local rows of P */ 150 ierr = MatGetLocalMat(P,MAT_INITIAL_MATRIX,&ap->B_loc);CHKERRQ(ierr); 151 152 p_loc = (Mat_SeqAIJ*)(ap->B_loc)->data; 153 p_oth = (Mat_SeqAIJ*)(ap->B_oth)->data; 154 pi_loc = p_loc->i; pj_loc = p_loc->j; 155 pi_oth = p_oth->i; pj_oth = p_oth->j; 156 157 /* first, compute symbolic AP = A_loc*P */ 158 /*--------------------------------------*/ 159 ierr = PetscMalloc((am+2)*sizeof(PetscInt),&api);CHKERRQ(ierr); 160 ap->abi = api; 161 api[0] = 0; 162 163 /* create and initialize a linked list */ 164 nlnk = pN+1; 165 ierr = PetscLLCreate(pN,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 166 167 /* Initial FreeSpace size is fill*nnz(A) */ 168 if (fill < 1.0) fill = 1.0; /* In case user input a wrong fill, reset it to 1.0 */ 169 ierr = PetscFreeSpaceGet((PetscInt)(fill*(adi[am]+aoi[am])),&free_space);CHKERRQ(ierr); 170 current_space = free_space; 171 172 for (i=0;i<am;i++) { 173 apnz = 0; 174 /* diagonal portion of A */ 175 nzi = adi[i+1] - adi[i]; 176 for (j=0; j<nzi; j++){ 177 row = *adj++; 178 pnz = pi_loc[row+1] - pi_loc[row]; 179 Jptr = pj_loc + pi_loc[row]; 180 /* add non-zero cols of P into the sorted linked list lnk */ 181 ierr = PetscLLAdd(pnz,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 182 apnz += nlnk; 183 } 184 /* off-diagonal portion of A */ 185 nzi = aoi[i+1] - aoi[i]; 186 for (j=0; j<nzi; j++){ 187 row = *aoj++; 188 pnz = pi_oth[row+1] - pi_oth[row]; 189 Jptr = pj_oth + pi_oth[row]; 190 ierr = PetscLLAdd(pnz,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 191 apnz += nlnk; 192 } 193 194 api[i+1] = api[i] + apnz; 195 if (ap->abnz_max < apnz) ap->abnz_max = apnz; 196 197 /* if free space is not available, double the total space in the list */ 198 if (current_space->local_remaining<apnz) { 199 ierr = PetscFreeSpaceGet(current_space->total_array_size,¤t_space);CHKERRQ(ierr); 200 } 201 202 /* Copy data into free space, then initialize lnk */ 203 ierr = PetscLLClean(pN,pN,apnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); 204 current_space->array += apnz; 205 current_space->local_used += apnz; 206 current_space->local_remaining -= apnz; 207 } 208 /* Allocate space for apj, initialize apj, and */ 209 /* destroy list of free space and other temporary array(s) */ 210 ierr = PetscMalloc((api[am]+1)*sizeof(PetscInt),&ap->abj);CHKERRQ(ierr); 211 apj = ap->abj; 212 ierr = PetscFreeSpaceContiguous(&free_space,ap->abj);CHKERRQ(ierr); 213 214 /* determine symbolic Co=(p->B)^T*AP - send to others */ 215 /*----------------------------------------------------*/ 216 ierr = MatGetSymbolicTranspose_SeqAIJ(p->B,&poti,&potj);CHKERRQ(ierr); 217 218 /* then, compute symbolic Co = (p->B)^T*AP */ 219 pon = (p->B)->cmap.n; /* total num of rows to be sent to other processors 220 >= (num of nonzero rows of C_seq) - pn */ 221 ierr = PetscMalloc((pon+1)*sizeof(PetscInt),&coi);CHKERRQ(ierr); 222 coi[0] = 0; 223 224 /* set initial free space to be 3*pon*max( nnz(AP) per row) */ 225 nnz = 3*pon*ap->abnz_max + 1; 226 ierr = PetscFreeSpaceGet(nnz,&free_space); 227 current_space = free_space; 228 229 for (i=0; i<pon; i++) { 230 nnz = 0; 231 pnz = poti[i+1] - poti[i]; 232 j = pnz; 233 ptJ = potj + poti[i+1]; 234 while (j){/* assume cols are almost in increasing order, starting from its end saves computation */ 235 j--; ptJ--; 236 row = *ptJ; /* row of AP == col of Pot */ 237 apnz = api[row+1] - api[row]; 238 Jptr = apj + api[row]; 239 /* add non-zero cols of AP into the sorted linked list lnk */ 240 ierr = PetscLLAdd(apnz,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 241 nnz += nlnk; 242 } 243 244 /* If free space is not available, double the total space in the list */ 245 if (current_space->local_remaining<nnz) { 246 ierr = PetscFreeSpaceGet(current_space->total_array_size,¤t_space);CHKERRQ(ierr); 247 } 248 249 /* Copy data into free space, and zero out denserows */ 250 ierr = PetscLLClean(pN,pN,nnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); 251 current_space->array += nnz; 252 current_space->local_used += nnz; 253 current_space->local_remaining -= nnz; 254 coi[i+1] = coi[i] + nnz; 255 } 256 ierr = PetscMalloc((coi[pon]+1)*sizeof(PetscInt),&coj);CHKERRQ(ierr); 257 ierr = PetscFreeSpaceContiguous(&free_space,coj);CHKERRQ(ierr); 258 ierr = MatRestoreSymbolicTranspose_SeqAIJ(p->B,&poti,&potj);CHKERRQ(ierr); 259 260 /* send j-array (coj) of Co to other processors */ 261 /*----------------------------------------------*/ 262 /* determine row ownership */ 263 ierr = PetscNew(Mat_Merge_SeqsToMPI,&merge);CHKERRQ(ierr); 264 merge->rowmap.n = pn; 265 merge->rowmap.N = PETSC_DECIDE; 266 merge->rowmap.bs = 1; 267 ierr = PetscMapInitialize(comm,&merge->rowmap);CHKERRQ(ierr); 268 owners = merge->rowmap.range; 269 270 /* determine the number of messages to send, their lengths */ 271 ierr = PetscMalloc(size*sizeof(PetscMPIInt),&len_si);CHKERRQ(ierr); 272 ierr = PetscMemzero(len_si,size*sizeof(PetscMPIInt));CHKERRQ(ierr); 273 ierr = PetscMalloc(size*sizeof(PetscMPIInt),&merge->len_s);CHKERRQ(ierr); 274 len_s = merge->len_s; 275 merge->nsend = 0; 276 277 ierr = PetscMalloc((size+2)*sizeof(PetscInt),&owners_co);CHKERRQ(ierr); 278 ierr = PetscMemzero(len_s,size*sizeof(PetscMPIInt));CHKERRQ(ierr); 279 280 proc = 0; 281 for (i=0; i<pon; i++){ 282 while (prmap[i] >= owners[proc+1]) proc++; 283 len_si[proc]++; /* num of rows in Co to be sent to [proc] */ 284 len_s[proc] += coi[i+1] - coi[i]; 285 } 286 287 len = 0; /* max length of buf_si[] */ 288 owners_co[0] = 0; 289 for (proc=0; proc<size; proc++){ 290 owners_co[proc+1] = owners_co[proc] + len_si[proc]; 291 if (len_si[proc]){ 292 merge->nsend++; 293 len_si[proc] = 2*(len_si[proc] + 1); 294 len += len_si[proc]; 295 } 296 } 297 298 /* determine the number and length of messages to receive for coi and coj */ 299 ierr = PetscGatherNumberOfMessages(comm,PETSC_NULL,len_s,&merge->nrecv);CHKERRQ(ierr); 300 ierr = PetscGatherMessageLengths2(comm,merge->nsend,merge->nrecv,len_s,len_si,&merge->id_r,&merge->len_r,&len_ri);CHKERRQ(ierr); 301 302 /* post the Irecv and Isend of coj */ 303 ierr = PetscCommGetNewTag(comm,&tag);CHKERRQ(ierr); 304 ierr = PetscPostIrecvInt(comm,tag,merge->nrecv,merge->id_r,merge->len_r,&buf_rj,&rwaits);CHKERRQ(ierr); 305 306 ierr = PetscMalloc((merge->nsend+1)*sizeof(MPI_Request),&swaits);CHKERRQ(ierr); 307 308 for (proc=0, k=0; proc<size; proc++){ 309 if (!len_s[proc]) continue; 310 i = owners_co[proc]; 311 ierr = MPI_Isend(coj+coi[i],len_s[proc],MPIU_INT,proc,tag,comm,swaits+k);CHKERRQ(ierr); 312 k++; 313 } 314 315 /* receives and sends of coj are complete */ 316 ierr = PetscMalloc(size*sizeof(MPI_Status),&sstatus);CHKERRQ(ierr); 317 i = merge->nrecv; 318 while (i--) { 319 ierr = MPI_Waitany(merge->nrecv,rwaits,&j,&rstatus);CHKERRQ(ierr); 320 } 321 ierr = PetscFree(rwaits);CHKERRQ(ierr); 322 if (merge->nsend) {ierr = MPI_Waitall(merge->nsend,swaits,sstatus);CHKERRQ(ierr);} 323 324 /* send and recv coi */ 325 /*-------------------*/ 326 ierr = PetscPostIrecvInt(comm,tag,merge->nrecv,merge->id_r,len_ri,&buf_ri,&rwaits);CHKERRQ(ierr); 327 328 ierr = PetscMalloc((len+1)*sizeof(PetscInt),&buf_s);CHKERRQ(ierr); 329 buf_si = buf_s; /* points to the beginning of k-th msg to be sent */ 330 for (proc=0,k=0; proc<size; proc++){ 331 if (!len_s[proc]) continue; 332 /* form outgoing message for i-structure: 333 buf_si[0]: nrows to be sent 334 [1:nrows]: row index (global) 335 [nrows+1:2*nrows+1]: i-structure index 336 */ 337 /*-------------------------------------------*/ 338 nrows = len_si[proc]/2 - 1; 339 buf_si_i = buf_si + nrows+1; 340 buf_si[0] = nrows; 341 buf_si_i[0] = 0; 342 nrows = 0; 343 for (i=owners_co[proc]; i<owners_co[proc+1]; i++){ 344 nzi = coi[i+1] - coi[i]; 345 buf_si_i[nrows+1] = buf_si_i[nrows] + nzi; /* i-structure */ 346 buf_si[nrows+1] =prmap[i] -owners[proc]; /* local row index */ 347 nrows++; 348 } 349 ierr = MPI_Isend(buf_si,len_si[proc],MPIU_INT,proc,tag,comm,swaits+k);CHKERRQ(ierr); 350 k++; 351 buf_si += len_si[proc]; 352 } 353 i = merge->nrecv; 354 while (i--) { 355 ierr = MPI_Waitany(merge->nrecv,rwaits,&j,&rstatus);CHKERRQ(ierr); 356 } 357 ierr = PetscFree(rwaits);CHKERRQ(ierr); 358 if (merge->nsend) {ierr = MPI_Waitall(merge->nsend,swaits,sstatus);CHKERRQ(ierr);} 359 360 ierr = PetscInfo2(A,"nsend: %d, nrecv: %d\n",merge->nsend,merge->nrecv);CHKERRQ(ierr); 361 for (i=0; i<merge->nrecv; i++){ 362 ierr = PetscInfo3(A,"recv len_ri=%d, len_rj=%d from [%d]\n",len_ri[i],merge->len_r[i],merge->id_r[i]);CHKERRQ(ierr); 363 } 364 365 ierr = PetscFree(len_si);CHKERRQ(ierr); 366 ierr = PetscFree(len_ri);CHKERRQ(ierr); 367 ierr = PetscFree(swaits);CHKERRQ(ierr); 368 ierr = PetscFree(sstatus);CHKERRQ(ierr); 369 ierr = PetscFree(buf_s);CHKERRQ(ierr); 370 371 /* compute the local portion of C (mpi mat) */ 372 /*------------------------------------------*/ 373 ierr = MatGetSymbolicTranspose_SeqAIJ(p->A,&pdti,&pdtj);CHKERRQ(ierr); 374 375 /* allocate bi array and free space for accumulating nonzero column info */ 376 ierr = PetscMalloc((pn+1)*sizeof(PetscInt),&bi);CHKERRQ(ierr); 377 bi[0] = 0; 378 379 /* set initial free space to be 3*pn*max( nnz(AP) per row) */ 380 nnz = 3*pn*ap->abnz_max + 1; 381 ierr = PetscFreeSpaceGet(nnz,&free_space); 382 current_space = free_space; 383 384 ierr = PetscMalloc((3*merge->nrecv+1)*sizeof(PetscInt**),&buf_ri_k);CHKERRQ(ierr); 385 nextrow = buf_ri_k + merge->nrecv; 386 nextci = nextrow + merge->nrecv; 387 for (k=0; k<merge->nrecv; k++){ 388 buf_ri_k[k] = buf_ri[k]; /* beginning of k-th recved i-structure */ 389 nrows = *buf_ri_k[k]; 390 nextrow[k] = buf_ri_k[k] + 1; /* next row number of k-th recved i-structure */ 391 nextci[k] = buf_ri_k[k] + (nrows + 1);/* poins to the next i-structure of k-th recved i-structure */ 392 } 393 ierr = MatPreallocateInitialize(comm,pn,pn,dnz,onz);CHKERRQ(ierr); 394 for (i=0; i<pn; i++) { 395 /* add pdt[i,:]*AP into lnk */ 396 nnz = 0; 397 pnz = pdti[i+1] - pdti[i]; 398 j = pnz; 399 ptJ = pdtj + pdti[i+1]; 400 while (j){/* assume cols are almost in increasing order, starting from its end saves computation */ 401 j--; ptJ--; 402 row = *ptJ; /* row of AP == col of Pt */ 403 apnz = api[row+1] - api[row]; 404 Jptr = apj + api[row]; 405 /* add non-zero cols of AP into the sorted linked list lnk */ 406 ierr = PetscLLAdd(apnz,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 407 nnz += nlnk; 408 } 409 /* add received col data into lnk */ 410 for (k=0; k<merge->nrecv; k++){ /* k-th received message */ 411 if (i == *nextrow[k]) { /* i-th row */ 412 nzi = *(nextci[k]+1) - *nextci[k]; 413 Jptr = buf_rj[k] + *nextci[k]; 414 ierr = PetscLLAdd(nzi,Jptr,pN,nlnk,lnk,lnkbt);CHKERRQ(ierr); 415 nnz += nlnk; 416 nextrow[k]++; nextci[k]++; 417 } 418 } 419 420 /* if free space is not available, make more free space */ 421 if (current_space->local_remaining<nnz) { 422 ierr = PetscFreeSpaceGet(current_space->total_array_size,¤t_space);CHKERRQ(ierr); 423 } 424 /* copy data into free space, then initialize lnk */ 425 ierr = PetscLLClean(pN,pN,nnz,lnk,current_space->array,lnkbt);CHKERRQ(ierr); 426 ierr = MatPreallocateSet(i+owners[rank],nnz,current_space->array,dnz,onz);CHKERRQ(ierr); 427 current_space->array += nnz; 428 current_space->local_used += nnz; 429 current_space->local_remaining -= nnz; 430 bi[i+1] = bi[i] + nnz; 431 } 432 ierr = MatRestoreSymbolicTranspose_SeqAIJ(p->A,&pdti,&pdtj);CHKERRQ(ierr); 433 ierr = PetscFree(buf_ri_k);CHKERRQ(ierr); 434 435 ierr = PetscMalloc((bi[pn]+1)*sizeof(PetscInt),&bj);CHKERRQ(ierr); 436 ierr = PetscFreeSpaceContiguous(&free_space,bj);CHKERRQ(ierr); 437 ierr = PetscLLDestroy(lnk,lnkbt);CHKERRQ(ierr); 438 439 /* create symbolic parallel matrix B_mpi */ 440 /*---------------------------------------*/ 441 ierr = MatCreate(comm,&B_mpi);CHKERRQ(ierr); 442 ierr = MatSetSizes(B_mpi,pn,pn,PETSC_DETERMINE,PETSC_DETERMINE);CHKERRQ(ierr); 443 ierr = MatSetType(B_mpi,MATMPIAIJ);CHKERRQ(ierr); 444 ierr = MatMPIAIJSetPreallocation(B_mpi,0,dnz,0,onz);CHKERRQ(ierr); 445 ierr = MatPreallocateFinalize(dnz,onz);CHKERRQ(ierr); 446 447 merge->bi = bi; 448 merge->bj = bj; 449 merge->coi = coi; 450 merge->coj = coj; 451 merge->buf_ri = buf_ri; 452 merge->buf_rj = buf_rj; 453 merge->owners_co = owners_co; 454 merge->MatDestroy = B_mpi->ops->destroy; 455 merge->MatDuplicate = B_mpi->ops->duplicate; 456 457 /* B_mpi is not ready for use - assembly will be done by MatPtAPNumeric() */ 458 B_mpi->assembled = PETSC_FALSE; 459 B_mpi->ops->destroy = MatDestroy_MPIAIJ_MatPtAP; 460 B_mpi->ops->duplicate = MatDuplicate_MPIAIJ_MatPtAP; 461 462 /* attach the supporting struct to B_mpi for reuse */ 463 ierr = PetscObjectContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr); 464 ierr = PetscObjectContainerSetPointer(container,merge);CHKERRQ(ierr); 465 ierr = PetscObjectCompose((PetscObject)B_mpi,"MatMergeSeqsToMPI",(PetscObject)container);CHKERRQ(ierr); 466 *C = B_mpi; 467 PetscFunctionReturn(0); 468 } 469 470 #undef __FUNCT__ 471 #define __FUNCT__ "MatPtAPNumeric_MPIAIJ_MPIAIJ" 472 PetscErrorCode MatPtAPNumeric_MPIAIJ_MPIAIJ(Mat A,Mat P,Mat C) 473 { 474 PetscErrorCode ierr; 475 Mat_Merge_SeqsToMPI *merge; 476 Mat_MatMatMultMPI *ap; 477 PetscObjectContainer cont_merge,cont_ptap; 478 Mat_MPIAIJ *a=(Mat_MPIAIJ*)A->data,*p=(Mat_MPIAIJ*)P->data; 479 Mat_SeqAIJ *ad=(Mat_SeqAIJ*)(a->A)->data,*ao=(Mat_SeqAIJ*)(a->B)->data; 480 Mat_SeqAIJ *pd=(Mat_SeqAIJ*)(p->A)->data,*po=(Mat_SeqAIJ*)(p->B)->data; 481 Mat_SeqAIJ *p_loc,*p_oth; 482 PetscInt *adi=ad->i,*aoi=ao->i,*adj=ad->j,*aoj=ao->j,*apJ,nextp,flops=0; 483 PetscInt *pi_loc,*pj_loc,*pi_oth,*pj_oth,*pJ,*pj; 484 PetscInt i,j,k,anz,pnz,apnz,nextap,row,*cj; 485 MatScalar *ada=ad->a,*aoa=ao->a,*apa,*pa,*ca,*pa_loc,*pa_oth; 486 PetscInt am=A->rmap.n,cm=C->rmap.n,pon=(p->B)->cmap.n; 487 MPI_Comm comm=C->comm; 488 PetscMPIInt size,rank,taga,*len_s; 489 PetscInt *owners,proc,nrows,**buf_ri_k,**nextrow,**nextci; 490 PetscInt **buf_ri,**buf_rj; 491 PetscInt cnz=0,*bj_i,*bi,*bj,bnz,nextcj; /* bi,bj,ba: local array of C(mpi mat) */ 492 MPI_Request *s_waits,*r_waits; 493 MPI_Status *status; 494 MatScalar **abuf_r,*ba_i,*pA,*coa,*ba; 495 PetscInt *api,*apj,*coi,*coj; 496 PetscInt *poJ=po->j,*pdJ=pd->j,pcstart=P->cmap.rstart,pcend=P->cmap.rend; 497 498 PetscFunctionBegin; 499 ierr = MPI_Comm_size(comm,&size);CHKERRQ(ierr); 500 ierr = MPI_Comm_rank(comm,&rank);CHKERRQ(ierr); 501 502 ierr = PetscObjectQuery((PetscObject)C,"MatMergeSeqsToMPI",(PetscObject *)&cont_merge);CHKERRQ(ierr); 503 if (cont_merge) { 504 ierr = PetscObjectContainerGetPointer(cont_merge,(void **)&merge);CHKERRQ(ierr); 505 } else { 506 SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix C does not posses an object container"); 507 } 508 509 ierr = PetscObjectQuery((PetscObject)P,"Mat_MatMatMultMPI",(PetscObject *)&cont_ptap);CHKERRQ(ierr); 510 if (cont_ptap) { 511 ierr = PetscObjectContainerGetPointer(cont_ptap,(void **)&ap);CHKERRQ(ierr); 512 if (ap->reuse == MAT_INITIAL_MATRIX){ 513 ap->reuse = MAT_REUSE_MATRIX; 514 } else { /* update numerical values of P_oth and P_loc */ 515 ierr = MatGetBrowsOfAoCols(A,P,MAT_REUSE_MATRIX,&ap->startsj,&ap->bufa,&ap->B_oth);CHKERRQ(ierr); 516 ierr = MatGetLocalMat(P,MAT_REUSE_MATRIX,&ap->B_loc);CHKERRQ(ierr); 517 } 518 } else { 519 SETERRQ(PETSC_ERR_ARG_WRONGSTATE, "Matrix P does not posses an object container"); 520 } 521 522 /* get data from symbolic products */ 523 p_loc = (Mat_SeqAIJ*)(ap->B_loc)->data; 524 p_oth = (Mat_SeqAIJ*)(ap->B_oth)->data; 525 pi_loc=p_loc->i; pj_loc=p_loc->j; pJ=pj_loc; pa_loc=p_loc->a,pA=pa_loc; 526 pi_oth=p_oth->i; pj_oth=p_oth->j; pa_oth=p_oth->a; 527 528 coi = merge->coi; coj = merge->coj; 529 ierr = PetscMalloc((coi[pon]+1)*sizeof(MatScalar),&coa);CHKERRQ(ierr); 530 ierr = PetscMemzero(coa,coi[pon]*sizeof(MatScalar));CHKERRQ(ierr); 531 532 bi = merge->bi; bj = merge->bj; 533 owners = merge->rowmap.range; 534 ierr = PetscMalloc((bi[cm]+1)*sizeof(MatScalar),&ba);CHKERRQ(ierr); 535 ierr = PetscMemzero(ba,bi[cm]*sizeof(MatScalar));CHKERRQ(ierr); 536 537 /* get data from symbolic A*P */ 538 ierr = PetscMalloc((ap->abnz_max+1)*sizeof(MatScalar),&apa);CHKERRQ(ierr); 539 ierr = PetscMemzero(apa,ap->abnz_max*sizeof(MatScalar));CHKERRQ(ierr); 540 541 /* compute numeric C_seq=P_loc^T*A_loc*P */ 542 api = ap->abi; apj = ap->abj; 543 for (i=0;i<am;i++) { 544 /* form i-th sparse row of A*P */ 545 apnz = api[i+1] - api[i]; 546 apJ = apj + api[i]; 547 /* diagonal portion of A */ 548 anz = adi[i+1] - adi[i]; 549 for (j=0;j<anz;j++) { 550 row = *adj++; 551 pnz = pi_loc[row+1] - pi_loc[row]; 552 pj = pj_loc + pi_loc[row]; 553 pa = pa_loc + pi_loc[row]; 554 nextp = 0; 555 for (k=0; nextp<pnz; k++) { 556 if (apJ[k] == pj[nextp]) { /* col of AP == col of P */ 557 apa[k] += (*ada)*pa[nextp++]; 558 } 559 } 560 flops += 2*pnz; 561 ada++; 562 } 563 /* off-diagonal portion of A */ 564 anz = aoi[i+1] - aoi[i]; 565 for (j=0; j<anz; j++) { 566 row = *aoj++; 567 pnz = pi_oth[row+1] - pi_oth[row]; 568 pj = pj_oth + pi_oth[row]; 569 pa = pa_oth + pi_oth[row]; 570 nextp = 0; 571 for (k=0; nextp<pnz; k++) { 572 if (apJ[k] == pj[nextp]) { /* col of AP == col of P */ 573 apa[k] += (*aoa)*pa[nextp++]; 574 } 575 } 576 flops += 2*pnz; 577 aoa++; 578 } 579 580 /* Compute P_loc[i,:]^T*AP[i,:] using outer product */ 581 pnz = pi_loc[i+1] - pi_loc[i]; 582 for (j=0; j<pnz; j++) { 583 nextap = 0; 584 row = *pJ++; /* global index */ 585 if (row < pcstart || row >=pcend) { /* put the value into Co */ 586 cj = coj + coi[*poJ]; 587 ca = coa + coi[*poJ++]; 588 } else { /* put the value into Cd */ 589 cj = bj + bi[*pdJ]; 590 ca = ba + bi[*pdJ++]; 591 } 592 for (k=0; nextap<apnz; k++) { 593 if (cj[k]==apJ[nextap]) ca[k] += (*pA)*apa[nextap++]; 594 } 595 flops += 2*apnz; 596 pA++; 597 } 598 599 /* zero the current row info for A*P */ 600 ierr = PetscMemzero(apa,apnz*sizeof(MatScalar));CHKERRQ(ierr); 601 } 602 ierr = PetscFree(apa);CHKERRQ(ierr); 603 604 /* send and recv matrix values */ 605 /*-----------------------------*/ 606 buf_ri = merge->buf_ri; 607 buf_rj = merge->buf_rj; 608 len_s = merge->len_s; 609 ierr = PetscCommGetNewTag(comm,&taga);CHKERRQ(ierr); 610 ierr = PetscPostIrecvScalar(comm,taga,merge->nrecv,merge->id_r,merge->len_r,&abuf_r,&r_waits);CHKERRQ(ierr); 611 612 ierr = PetscMalloc((merge->nsend+1)*sizeof(MPI_Request),&s_waits);CHKERRQ(ierr); 613 for (proc=0,k=0; proc<size; proc++){ 614 if (!len_s[proc]) continue; 615 i = merge->owners_co[proc]; 616 ierr = MPI_Isend(coa+coi[i],len_s[proc],MPIU_MATSCALAR,proc,taga,comm,s_waits+k);CHKERRQ(ierr); 617 k++; 618 } 619 ierr = PetscMalloc(size*sizeof(MPI_Status),&status);CHKERRQ(ierr); 620 if (merge->nrecv) {ierr = MPI_Waitall(merge->nrecv,r_waits,status);CHKERRQ(ierr);} 621 if (merge->nsend) {ierr = MPI_Waitall(merge->nsend,s_waits,status);CHKERRQ(ierr);} 622 ierr = PetscFree(status);CHKERRQ(ierr); 623 624 ierr = PetscFree(s_waits);CHKERRQ(ierr); 625 ierr = PetscFree(r_waits);CHKERRQ(ierr); 626 ierr = PetscFree(coa);CHKERRQ(ierr); 627 628 /* insert local and received values into C */ 629 /*-----------------------------------------*/ 630 ierr = PetscMalloc((3*merge->nrecv+1)*sizeof(PetscInt**),&buf_ri_k);CHKERRQ(ierr); 631 nextrow = buf_ri_k + merge->nrecv; 632 nextci = nextrow + merge->nrecv; 633 634 for (k=0; k<merge->nrecv; k++){ 635 buf_ri_k[k] = buf_ri[k]; /* beginning of k-th recved i-structure */ 636 nrows = *(buf_ri_k[k]); 637 nextrow[k] = buf_ri_k[k]+1; /* next row number of k-th recved i-structure */ 638 nextci[k] = buf_ri_k[k] + (nrows + 1);/* poins to the next i-structure of k-th recved i-structure */ 639 } 640 641 for (i=0; i<cm; i++) { 642 row = owners[rank] + i; /* global row index of C_seq */ 643 bj_i = bj + bi[i]; /* col indices of the i-th row of C */ 644 ba_i = ba + bi[i]; 645 bnz = bi[i+1] - bi[i]; 646 /* add received vals into ba */ 647 for (k=0; k<merge->nrecv; k++){ /* k-th received message */ 648 /* i-th row */ 649 if (i == *nextrow[k]) { 650 cnz = *(nextci[k]+1) - *nextci[k]; 651 cj = buf_rj[k] + *(nextci[k]); 652 ca = abuf_r[k] + *(nextci[k]); 653 nextcj = 0; 654 for (j=0; nextcj<cnz; j++){ 655 if (bj_i[j] == cj[nextcj]){ /* bcol == ccol */ 656 ba_i[j] += ca[nextcj++]; 657 } 658 } 659 nextrow[k]++; nextci[k]++; 660 } 661 } 662 ierr = MatSetValues(C,1,&row,bnz,bj_i,ba_i,INSERT_VALUES);CHKERRQ(ierr); 663 flops += 2*cnz; 664 } 665 ierr = MatSetOption(C,MAT_COLUMNS_SORTED);CHKERRQ(ierr); /* -cause delay? */ 666 ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 667 ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 668 669 ierr = PetscFree(ba);CHKERRQ(ierr); 670 ierr = PetscFree(abuf_r);CHKERRQ(ierr); 671 ierr = PetscFree(buf_ri_k);CHKERRQ(ierr); 672 ierr = PetscLogFlops(flops);CHKERRQ(ierr); 673 PetscFunctionReturn(0); 674 } 675