1*be1d678aSKris Buschelman #define PETSCMAT_DLL 2*be1d678aSKris Buschelman 3d50806bdSBarry Smith /* 42499ec78SHong Zhang Defines matrix-matrix product routines for pairs of SeqAIJ matrices 5d50806bdSBarry Smith C = A * B 6d50806bdSBarry Smith */ 7d50806bdSBarry Smith 8c1f4806aSKris Buschelman #include "src/mat/impls/aij/seq/aij.h" /*I "petscmat.h" I*/ 970f19b1fSKris Buschelman #include "src/mat/utils/freespace.h" 10be0fcf8dSHong Zhang #include "petscbt.h" 11d50806bdSBarry Smith 126284ec50SHong Zhang 136284ec50SHong Zhang #undef __FUNCT__ 145c66b693SKris Buschelman #define __FUNCT__ "MatMatMult_SeqAIJ_SeqAIJ" 1538baddfdSBarry Smith PetscErrorCode MatMatMult_SeqAIJ_SeqAIJ(Mat A,Mat B,MatReuse scall,PetscReal fill,Mat *C) 1638baddfdSBarry Smith { 17dfbe8321SBarry Smith PetscErrorCode ierr; 185c66b693SKris Buschelman 195c66b693SKris Buschelman PetscFunctionBegin; 2026be0446SHong Zhang if (scall == MAT_INITIAL_MATRIX){ 2126be0446SHong Zhang ierr = MatMatMultSymbolic_SeqAIJ_SeqAIJ(A,B,fill,C);CHKERRQ(ierr); 2226be0446SHong Zhang } 2326be0446SHong Zhang ierr = MatMatMultNumeric_SeqAIJ_SeqAIJ(A,B,*C);CHKERRQ(ierr); 245c66b693SKris Buschelman PetscFunctionReturn(0); 255c66b693SKris Buschelman } 265c66b693SKris Buschelman 271c24bd37SHong Zhang 2826be0446SHong Zhang #undef __FUNCT__ 2926be0446SHong Zhang #define __FUNCT__ "MatMatMultSymbolic_SeqAIJ_SeqAIJ" 30dfbe8321SBarry Smith PetscErrorCode MatMatMultSymbolic_SeqAIJ_SeqAIJ(Mat A,Mat B,PetscReal fill,Mat *C) 3158c24d83SHong Zhang { 32dfbe8321SBarry Smith PetscErrorCode ierr; 3358c24d83SHong Zhang FreeSpaceList free_space=PETSC_NULL,current_space=PETSC_NULL; 3458c24d83SHong Zhang Mat_SeqAIJ *a=(Mat_SeqAIJ*)A->data,*b=(Mat_SeqAIJ*)B->data,*c; 3538baddfdSBarry Smith PetscInt *ai=a->i,*aj=a->j,*bi=b->i,*bj=b->j,*bjj,*ci,*cj; 3638baddfdSBarry Smith PetscInt am=A->M,bn=B->N,bm=B->M; 3738baddfdSBarry Smith PetscInt i,j,anzi,brow,bnzj,cnzi,nlnk,*lnk,nspacedouble=0; 3858c24d83SHong Zhang MatScalar *ca; 39be0fcf8dSHong Zhang PetscBT lnkbt; 4058c24d83SHong Zhang 4158c24d83SHong Zhang PetscFunctionBegin; 4258c24d83SHong Zhang /* Set up */ 4358c24d83SHong Zhang /* Allocate ci array, arrays for fill computation and */ 4458c24d83SHong Zhang /* free space for accumulating nonzero column info */ 4538baddfdSBarry Smith ierr = PetscMalloc(((am+1)+1)*sizeof(PetscInt),&ci);CHKERRQ(ierr); 4658c24d83SHong Zhang ci[0] = 0; 4758c24d83SHong Zhang 48be0fcf8dSHong Zhang /* create and initialize a linked list */ 49be0fcf8dSHong Zhang nlnk = bn+1; 50be0fcf8dSHong Zhang ierr = PetscLLCreate(bn,bn,nlnk,lnk,lnkbt);CHKERRQ(ierr); 5158c24d83SHong Zhang 52c5db241fSHong Zhang /* Initial FreeSpace size is fill*(nnz(A)+nnz(B)) */ 5338baddfdSBarry Smith ierr = GetMoreSpace((PetscInt)(fill*(ai[am]+bi[bm])),&free_space);CHKERRQ(ierr); 5458c24d83SHong Zhang current_space = free_space; 5558c24d83SHong Zhang 5658c24d83SHong Zhang /* Determine symbolic info for each row of the product: */ 5758c24d83SHong Zhang for (i=0;i<am;i++) { 5858c24d83SHong Zhang anzi = ai[i+1] - ai[i]; 5958c24d83SHong Zhang cnzi = 0; 602d09714cSHong Zhang j = anzi; 612d09714cSHong Zhang aj = a->j + ai[i]; 622d09714cSHong Zhang while (j){/* assume cols are almost in increasing order, starting from its end saves computation */ 632d09714cSHong Zhang j--; 642d09714cSHong Zhang brow = *(aj + j); 6558c24d83SHong Zhang bnzj = bi[brow+1] - bi[brow]; 6658c24d83SHong Zhang bjj = bj + bi[brow]; 671c239cc6SHong Zhang /* add non-zero cols of B into the sorted linked list lnk */ 68be0fcf8dSHong Zhang ierr = PetscLLAdd(bnzj,bjj,bn,nlnk,lnk,lnkbt);CHKERRQ(ierr); 691c239cc6SHong Zhang cnzi += nlnk; 7058c24d83SHong Zhang } 7158c24d83SHong Zhang 7258c24d83SHong Zhang /* If free space is not available, make more free space */ 7358c24d83SHong Zhang /* Double the amount of total space in the list */ 7458c24d83SHong Zhang if (current_space->local_remaining<cnzi) { 7558c24d83SHong Zhang ierr = GetMoreSpace(current_space->total_array_size,¤t_space);CHKERRQ(ierr); 76c5db241fSHong Zhang nspacedouble++; 7758c24d83SHong Zhang } 7858c24d83SHong Zhang 79c5db241fSHong Zhang /* Copy data into free space, then initialize lnk */ 80be0fcf8dSHong Zhang ierr = PetscLLClean(bn,bn,cnzi,lnk,current_space->array,lnkbt);CHKERRQ(ierr); 81c5db241fSHong Zhang current_space->array += cnzi; 8258c24d83SHong Zhang current_space->local_used += cnzi; 8358c24d83SHong Zhang current_space->local_remaining -= cnzi; 8458c24d83SHong Zhang 8558c24d83SHong Zhang ci[i+1] = ci[i] + cnzi; 8658c24d83SHong Zhang } 8758c24d83SHong Zhang 8858c24d83SHong Zhang /* Column indices are in the list of free space */ 8958c24d83SHong Zhang /* Allocate space for cj, initialize cj, and */ 9058c24d83SHong Zhang /* destroy list of free space and other temporary array(s) */ 9138baddfdSBarry Smith ierr = PetscMalloc((ci[am]+1)*sizeof(PetscInt),&cj);CHKERRQ(ierr); 9258c24d83SHong Zhang ierr = MakeSpaceContiguous(&free_space,cj);CHKERRQ(ierr); 93be0fcf8dSHong Zhang ierr = PetscLLDestroy(lnk,lnkbt);CHKERRQ(ierr); 9458c24d83SHong Zhang 9558c24d83SHong Zhang /* Allocate space for ca */ 9658c24d83SHong Zhang ierr = PetscMalloc((ci[am]+1)*sizeof(MatScalar),&ca);CHKERRQ(ierr); 9758c24d83SHong Zhang ierr = PetscMemzero(ca,(ci[am]+1)*sizeof(MatScalar));CHKERRQ(ierr); 9858c24d83SHong Zhang 9926be0446SHong Zhang /* put together the new symbolic matrix */ 10058c24d83SHong Zhang ierr = MatCreateSeqAIJWithArrays(A->comm,am,bn,ci,cj,ca,C);CHKERRQ(ierr); 10158c24d83SHong Zhang 10258c24d83SHong Zhang /* MatCreateSeqAIJWithArrays flags matrix so PETSc doesn't free the user's arrays. */ 10358c24d83SHong Zhang /* These are PETSc arrays, so change flags so arrays can be deleted by PETSc */ 10458c24d83SHong Zhang c = (Mat_SeqAIJ *)((*C)->data); 10558c24d83SHong Zhang c->freedata = PETSC_TRUE; 10658c24d83SHong Zhang c->nonew = 0; 10758c24d83SHong Zhang 108be0fcf8dSHong Zhang if (nspacedouble){ 10963ba0a88SBarry Smith ierr = PetscLogInfo(((PetscObject)(*C),"MatMatMultSymbolic_SeqAIJ_SeqAIJ: nspacedouble:%D, nnz(A):%D, nnz(B):%D, fill:%g, nnz(C):%D\n",nspacedouble,ai[am],bi[bm],fill,ci[am]));CHKERRQ(ierr); 110be0fcf8dSHong Zhang } 11158c24d83SHong Zhang PetscFunctionReturn(0); 11258c24d83SHong Zhang } 113d50806bdSBarry Smith 1145c66b693SKris Buschelman 11526be0446SHong Zhang #undef __FUNCT__ 11626be0446SHong Zhang #define __FUNCT__ "MatMatMultNumeric_SeqAIJ_SeqAIJ" 117dfbe8321SBarry Smith PetscErrorCode MatMatMultNumeric_SeqAIJ_SeqAIJ(Mat A,Mat B,Mat C) 118d50806bdSBarry Smith { 119dfbe8321SBarry Smith PetscErrorCode ierr; 12038baddfdSBarry Smith PetscInt flops=0; 121d50806bdSBarry Smith Mat_SeqAIJ *a = (Mat_SeqAIJ *)A->data; 122d50806bdSBarry Smith Mat_SeqAIJ *b = (Mat_SeqAIJ *)B->data; 123d50806bdSBarry Smith Mat_SeqAIJ *c = (Mat_SeqAIJ *)C->data; 12438baddfdSBarry Smith PetscInt *ai=a->i,*aj=a->j,*bi=b->i,*bj=b->j,*bjj,*ci=c->i,*cj=c->j; 125c124e916SHong Zhang PetscInt am=A->M,cm=C->M; 126c124e916SHong Zhang PetscInt i,j,k,anzi,bnzi,cnzi,brow,nextb; 127c124e916SHong Zhang MatScalar *aa=a->a,*ba=b->a,*baj,*ca=c->a; 128d50806bdSBarry Smith 129d50806bdSBarry Smith PetscFunctionBegin; 130c124e916SHong Zhang /* clean old values in C */ 131c124e916SHong Zhang ierr = PetscMemzero(ca,ci[cm]*sizeof(MatScalar));CHKERRQ(ierr); 132d50806bdSBarry Smith /* Traverse A row-wise. */ 133d50806bdSBarry Smith /* Build the ith row in C by summing over nonzero columns in A, */ 134d50806bdSBarry Smith /* the rows of B corresponding to nonzeros of A. */ 135d50806bdSBarry Smith for (i=0;i<am;i++) { 136d50806bdSBarry Smith anzi = ai[i+1] - ai[i]; 137d50806bdSBarry Smith for (j=0;j<anzi;j++) { 138d50806bdSBarry Smith brow = *aj++; 139d50806bdSBarry Smith bnzi = bi[brow+1] - bi[brow]; 140d50806bdSBarry Smith bjj = bj + bi[brow]; 141d50806bdSBarry Smith baj = ba + bi[brow]; 142c124e916SHong Zhang nextb = 0; 143c124e916SHong Zhang for (k=0; nextb<bnzi; k++) { 144c124e916SHong Zhang if (cj[k] == bjj[nextb]){ /* ccol == bcol */ 145c124e916SHong Zhang ca[k] += (*aa)*baj[nextb++]; 146c124e916SHong Zhang } 147d50806bdSBarry Smith } 148d50806bdSBarry Smith flops += 2*bnzi; 149d50806bdSBarry Smith aa++; 150d50806bdSBarry Smith } 151d50806bdSBarry Smith cnzi = ci[i+1] - ci[i]; 152d50806bdSBarry Smith ca += cnzi; 153d50806bdSBarry Smith cj += cnzi; 154d50806bdSBarry Smith } 155716bacf3SKris Buschelman ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 156716bacf3SKris Buschelman ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 157716bacf3SKris Buschelman 158d50806bdSBarry Smith ierr = PetscLogFlops(flops);CHKERRQ(ierr); 159d50806bdSBarry Smith PetscFunctionReturn(0); 160d50806bdSBarry Smith } 161bc011b1eSHong Zhang 162bc011b1eSHong Zhang 163bc011b1eSHong Zhang #undef __FUNCT__ 164bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTranspose_SeqAIJ_SeqAIJ" 165bc011b1eSHong Zhang PetscErrorCode MatMatMultTranspose_SeqAIJ_SeqAIJ(Mat A,Mat B,MatReuse scall,PetscReal fill,Mat *C) { 166bc011b1eSHong Zhang PetscErrorCode ierr; 167bc011b1eSHong Zhang 168bc011b1eSHong Zhang PetscFunctionBegin; 169bc011b1eSHong Zhang if (scall == MAT_INITIAL_MATRIX){ 170bc011b1eSHong Zhang ierr = MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ(A,B,fill,C);CHKERRQ(ierr); 171bc011b1eSHong Zhang } 172bc011b1eSHong Zhang ierr = MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ(A,B,*C);CHKERRQ(ierr); 173bc011b1eSHong Zhang PetscFunctionReturn(0); 174bc011b1eSHong Zhang } 175bc011b1eSHong Zhang 176bc011b1eSHong Zhang #undef __FUNCT__ 177bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ" 178bc011b1eSHong Zhang PetscErrorCode MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ(Mat A,Mat B,PetscReal fill,Mat *C) 179bc011b1eSHong Zhang { 180bc011b1eSHong Zhang PetscErrorCode ierr; 181bc011b1eSHong Zhang Mat At; 18238baddfdSBarry Smith PetscInt *ati,*atj; 183bc011b1eSHong Zhang 184bc011b1eSHong Zhang PetscFunctionBegin; 185bc011b1eSHong Zhang /* create symbolic At */ 186bc011b1eSHong Zhang ierr = MatGetSymbolicTranspose_SeqAIJ(A,&ati,&atj);CHKERRQ(ierr); 187bc011b1eSHong Zhang ierr = MatCreateSeqAIJWithArrays(PETSC_COMM_SELF,A->n,A->m,ati,atj,PETSC_NULL,&At);CHKERRQ(ierr); 188bc011b1eSHong Zhang 189bc011b1eSHong Zhang /* get symbolic C=At*B */ 190bc011b1eSHong Zhang ierr = MatMatMultSymbolic_SeqAIJ_SeqAIJ(At,B,fill,C);CHKERRQ(ierr); 191bc011b1eSHong Zhang 192bc011b1eSHong Zhang /* clean up */ 193bc011b1eSHong Zhang ierr = MatDestroy(At);CHKERRQ(ierr); 194bc011b1eSHong Zhang ierr = MatRestoreSymbolicTranspose_SeqAIJ(A,&ati,&atj);CHKERRQ(ierr); 195bc011b1eSHong Zhang 196bc011b1eSHong Zhang PetscFunctionReturn(0); 197bc011b1eSHong Zhang } 198bc011b1eSHong Zhang 199bc011b1eSHong Zhang #undef __FUNCT__ 200bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ" 201bc011b1eSHong Zhang PetscErrorCode MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ(Mat A,Mat B,Mat C) 202bc011b1eSHong Zhang { 203bc011b1eSHong Zhang PetscErrorCode ierr; 2040fbc74f4SHong Zhang Mat_SeqAIJ *a=(Mat_SeqAIJ*)A->data,*b=(Mat_SeqAIJ*)B->data,*c=(Mat_SeqAIJ*)C->data; 20538baddfdSBarry Smith PetscInt am=A->m,anzi,*ai=a->i,*aj=a->j,*bi=b->i,*bj,bnzi,nextb; 20638baddfdSBarry Smith PetscInt cm=C->m,*ci=c->i,*cj=c->j,crow,*cjj,i,j,k,flops=0; 2070fbc74f4SHong Zhang MatScalar *aa=a->a,*ba,*ca=c->a,*caj; 208bc011b1eSHong Zhang 209bc011b1eSHong Zhang PetscFunctionBegin; 210bc011b1eSHong Zhang /* clear old values in C */ 211bc011b1eSHong Zhang ierr = PetscMemzero(ca,ci[cm]*sizeof(MatScalar));CHKERRQ(ierr); 212bc011b1eSHong Zhang 213bc011b1eSHong Zhang /* compute A^T*B using outer product (A^T)[:,i]*B[i,:] */ 214bc011b1eSHong Zhang for (i=0;i<am;i++) { 215bc011b1eSHong Zhang bj = b->j + bi[i]; 216bc011b1eSHong Zhang ba = b->a + bi[i]; 217bc011b1eSHong Zhang bnzi = bi[i+1] - bi[i]; 218bc011b1eSHong Zhang anzi = ai[i+1] - ai[i]; 219bc011b1eSHong Zhang for (j=0; j<anzi; j++) { 220bc011b1eSHong Zhang nextb = 0; 2210fbc74f4SHong Zhang crow = *aj++; 222bc011b1eSHong Zhang cjj = cj + ci[crow]; 223bc011b1eSHong Zhang caj = ca + ci[crow]; 224bc011b1eSHong Zhang /* perform sparse axpy operation. Note cjj includes bj. */ 225bc011b1eSHong Zhang for (k=0; nextb<bnzi; k++) { 2260fbc74f4SHong Zhang if (cjj[k] == *(bj+nextb)) { /* ccol == bcol */ 2270fbc74f4SHong Zhang caj[k] += (*aa)*(*(ba+nextb)); 228bc011b1eSHong Zhang nextb++; 229bc011b1eSHong Zhang } 230bc011b1eSHong Zhang } 231bc011b1eSHong Zhang flops += 2*bnzi; 2320fbc74f4SHong Zhang aa++; 233bc011b1eSHong Zhang } 234bc011b1eSHong Zhang } 235bc011b1eSHong Zhang 236bc011b1eSHong Zhang /* Assemble the final matrix and clean up */ 237bc011b1eSHong Zhang ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 238bc011b1eSHong Zhang ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr); 239bc011b1eSHong Zhang ierr = PetscLogFlops(flops);CHKERRQ(ierr); 240bc011b1eSHong Zhang PetscFunctionReturn(0); 241bc011b1eSHong Zhang } 242