xref: /petsc/src/mat/impls/aij/seq/matmatmult.c (revision f2b054ee2ab4e7bce14a5ab0e29a2031b627a415)
1be1d678aSKris Buschelman #define PETSCMAT_DLL
2be1d678aSKris 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"
114ae313f4SHong Zhang #include "src/mat/impls/dense/seq/dense.h" /*I "petscmat.h" I*/
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;
33a1a86e44SBarry Smith   PetscFreeSpaceList 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;
36899cda47SBarry Smith   PetscInt           am=A->rmap.N,bn=B->cmap.N,bm=B->rmap.N;
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)) */
53a1a86e44SBarry Smith   ierr = PetscFreeSpaceGet((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) {
75a1a86e44SBarry Smith       ierr = PetscFreeSpaceGet(current_space->total_array_size,&current_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);
92a1a86e44SBarry Smith   ierr = PetscFreeSpaceContiguous(&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);
105e6b907acSBarry Smith   c->free_a   = PETSC_TRUE;
106e6b907acSBarry Smith   c->free_ij  = PETSC_TRUE;
10758c24d83SHong Zhang   c->nonew    = 0;
10858c24d83SHong Zhang 
109*f2b054eeSHong Zhang #if defined(PETSC_USE_INFO)
110*f2b054eeSHong Zhang   if (ci[am] != 0) {
111*f2b054eeSHong Zhang     PetscReal afill = ((PetscReal)ci[am])/(ai[am]+bi[bm]);
112*f2b054eeSHong Zhang     if (afill < 1.0) afill = 1.0;
113*f2b054eeSHong Zhang     ierr = PetscInfo3((*C),"Reallocs %D; Fill ratio: given %G needed %G.\n",nspacedouble,fill,afill);CHKERRQ(ierr);
114*f2b054eeSHong Zhang     ierr = PetscInfo1((*C),"Use MatMatMult(A,B,MatReuse,%G,&C) for best performance.;\n",afill);CHKERRQ(ierr);
115*f2b054eeSHong Zhang   } else {
116*f2b054eeSHong Zhang     ierr = PetscInfo((*C),"Empty matrix product\n");CHKERRQ(ierr);
117be0fcf8dSHong Zhang   }
118*f2b054eeSHong Zhang #endif
11958c24d83SHong Zhang   PetscFunctionReturn(0);
12058c24d83SHong Zhang }
121d50806bdSBarry Smith 
1225c66b693SKris Buschelman 
12326be0446SHong Zhang #undef __FUNCT__
12426be0446SHong Zhang #define __FUNCT__ "MatMatMultNumeric_SeqAIJ_SeqAIJ"
125dfbe8321SBarry Smith PetscErrorCode MatMatMultNumeric_SeqAIJ_SeqAIJ(Mat A,Mat B,Mat C)
126d50806bdSBarry Smith {
127dfbe8321SBarry Smith   PetscErrorCode ierr;
12838baddfdSBarry Smith   PetscInt       flops=0;
129d50806bdSBarry Smith   Mat_SeqAIJ     *a = (Mat_SeqAIJ *)A->data;
130d50806bdSBarry Smith   Mat_SeqAIJ     *b = (Mat_SeqAIJ *)B->data;
131d50806bdSBarry Smith   Mat_SeqAIJ     *c = (Mat_SeqAIJ *)C->data;
13238baddfdSBarry Smith   PetscInt       *ai=a->i,*aj=a->j,*bi=b->i,*bj=b->j,*bjj,*ci=c->i,*cj=c->j;
133899cda47SBarry Smith   PetscInt       am=A->rmap.N,cm=C->rmap.N;
134c124e916SHong Zhang   PetscInt       i,j,k,anzi,bnzi,cnzi,brow,nextb;
135c124e916SHong Zhang   MatScalar      *aa=a->a,*ba=b->a,*baj,*ca=c->a;
136d50806bdSBarry Smith 
137d50806bdSBarry Smith   PetscFunctionBegin;
138c124e916SHong Zhang   /* clean old values in C */
139c124e916SHong Zhang   ierr = PetscMemzero(ca,ci[cm]*sizeof(MatScalar));CHKERRQ(ierr);
140d50806bdSBarry Smith   /* Traverse A row-wise. */
141d50806bdSBarry Smith   /* Build the ith row in C by summing over nonzero columns in A, */
142d50806bdSBarry Smith   /* the rows of B corresponding to nonzeros of A. */
143d50806bdSBarry Smith   for (i=0;i<am;i++) {
144d50806bdSBarry Smith     anzi = ai[i+1] - ai[i];
145d50806bdSBarry Smith     for (j=0;j<anzi;j++) {
146d50806bdSBarry Smith       brow = *aj++;
147d50806bdSBarry Smith       bnzi = bi[brow+1] - bi[brow];
148d50806bdSBarry Smith       bjj  = bj + bi[brow];
149d50806bdSBarry Smith       baj  = ba + bi[brow];
150c124e916SHong Zhang       nextb = 0;
151c124e916SHong Zhang       for (k=0; nextb<bnzi; k++) {
152c124e916SHong Zhang         if (cj[k] == bjj[nextb]){ /* ccol == bcol */
153c124e916SHong Zhang           ca[k] += (*aa)*baj[nextb++];
154c124e916SHong Zhang         }
155d50806bdSBarry Smith       }
156d50806bdSBarry Smith       flops += 2*bnzi;
157d50806bdSBarry Smith       aa++;
158d50806bdSBarry Smith     }
159d50806bdSBarry Smith     cnzi = ci[i+1] - ci[i];
160d50806bdSBarry Smith     ca += cnzi;
161d50806bdSBarry Smith     cj += cnzi;
162d50806bdSBarry Smith   }
163716bacf3SKris Buschelman   ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
164716bacf3SKris Buschelman   ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
165716bacf3SKris Buschelman 
166d50806bdSBarry Smith   ierr = PetscLogFlops(flops);CHKERRQ(ierr);
167d50806bdSBarry Smith   PetscFunctionReturn(0);
168d50806bdSBarry Smith }
169bc011b1eSHong Zhang 
170bc011b1eSHong Zhang 
171bc011b1eSHong Zhang #undef __FUNCT__
172bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTranspose_SeqAIJ_SeqAIJ"
173bc011b1eSHong Zhang PetscErrorCode MatMatMultTranspose_SeqAIJ_SeqAIJ(Mat A,Mat B,MatReuse scall,PetscReal fill,Mat *C) {
174bc011b1eSHong Zhang   PetscErrorCode ierr;
175bc011b1eSHong Zhang 
176bc011b1eSHong Zhang   PetscFunctionBegin;
177bc011b1eSHong Zhang   if (scall == MAT_INITIAL_MATRIX){
178bc011b1eSHong Zhang     ierr = MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ(A,B,fill,C);CHKERRQ(ierr);
179bc011b1eSHong Zhang   }
180bc011b1eSHong Zhang   ierr = MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ(A,B,*C);CHKERRQ(ierr);
181bc011b1eSHong Zhang   PetscFunctionReturn(0);
182bc011b1eSHong Zhang }
183bc011b1eSHong Zhang 
184bc011b1eSHong Zhang #undef __FUNCT__
185bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ"
186bc011b1eSHong Zhang PetscErrorCode MatMatMultTransposeSymbolic_SeqAIJ_SeqAIJ(Mat A,Mat B,PetscReal fill,Mat *C)
187bc011b1eSHong Zhang {
188bc011b1eSHong Zhang   PetscErrorCode ierr;
189bc011b1eSHong Zhang   Mat            At;
19038baddfdSBarry Smith   PetscInt       *ati,*atj;
191bc011b1eSHong Zhang 
192bc011b1eSHong Zhang   PetscFunctionBegin;
193bc011b1eSHong Zhang   /* create symbolic At */
194bc011b1eSHong Zhang   ierr = MatGetSymbolicTranspose_SeqAIJ(A,&ati,&atj);CHKERRQ(ierr);
195899cda47SBarry Smith   ierr = MatCreateSeqAIJWithArrays(PETSC_COMM_SELF,A->cmap.n,A->rmap.n,ati,atj,PETSC_NULL,&At);CHKERRQ(ierr);
196bc011b1eSHong Zhang 
197bc011b1eSHong Zhang   /* get symbolic C=At*B */
198bc011b1eSHong Zhang   ierr = MatMatMultSymbolic_SeqAIJ_SeqAIJ(At,B,fill,C);CHKERRQ(ierr);
199bc011b1eSHong Zhang 
200bc011b1eSHong Zhang   /* clean up */
201bc011b1eSHong Zhang   ierr = MatDestroy(At);CHKERRQ(ierr);
202bc011b1eSHong Zhang   ierr = MatRestoreSymbolicTranspose_SeqAIJ(A,&ati,&atj);CHKERRQ(ierr);
203bc011b1eSHong Zhang 
204bc011b1eSHong Zhang   PetscFunctionReturn(0);
205bc011b1eSHong Zhang }
206bc011b1eSHong Zhang 
207bc011b1eSHong Zhang #undef __FUNCT__
208bc011b1eSHong Zhang #define __FUNCT__ "MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ"
209bc011b1eSHong Zhang PetscErrorCode MatMatMultTransposeNumeric_SeqAIJ_SeqAIJ(Mat A,Mat B,Mat C)
210bc011b1eSHong Zhang {
211bc011b1eSHong Zhang   PetscErrorCode ierr;
2120fbc74f4SHong Zhang   Mat_SeqAIJ     *a=(Mat_SeqAIJ*)A->data,*b=(Mat_SeqAIJ*)B->data,*c=(Mat_SeqAIJ*)C->data;
213899cda47SBarry Smith   PetscInt       am=A->rmap.n,anzi,*ai=a->i,*aj=a->j,*bi=b->i,*bj,bnzi,nextb;
214899cda47SBarry Smith   PetscInt       cm=C->rmap.n,*ci=c->i,*cj=c->j,crow,*cjj,i,j,k,flops=0;
2150fbc74f4SHong Zhang   MatScalar      *aa=a->a,*ba,*ca=c->a,*caj;
216bc011b1eSHong Zhang 
217bc011b1eSHong Zhang   PetscFunctionBegin;
218bc011b1eSHong Zhang   /* clear old values in C */
219bc011b1eSHong Zhang   ierr = PetscMemzero(ca,ci[cm]*sizeof(MatScalar));CHKERRQ(ierr);
220bc011b1eSHong Zhang 
221bc011b1eSHong Zhang   /* compute A^T*B using outer product (A^T)[:,i]*B[i,:] */
222bc011b1eSHong Zhang   for (i=0;i<am;i++) {
223bc011b1eSHong Zhang     bj   = b->j + bi[i];
224bc011b1eSHong Zhang     ba   = b->a + bi[i];
225bc011b1eSHong Zhang     bnzi = bi[i+1] - bi[i];
226bc011b1eSHong Zhang     anzi = ai[i+1] - ai[i];
227bc011b1eSHong Zhang     for (j=0; j<anzi; j++) {
228bc011b1eSHong Zhang       nextb = 0;
2290fbc74f4SHong Zhang       crow  = *aj++;
230bc011b1eSHong Zhang       cjj   = cj + ci[crow];
231bc011b1eSHong Zhang       caj   = ca + ci[crow];
232bc011b1eSHong Zhang       /* perform sparse axpy operation.  Note cjj includes bj. */
233bc011b1eSHong Zhang       for (k=0; nextb<bnzi; k++) {
2340fbc74f4SHong Zhang         if (cjj[k] == *(bj+nextb)) { /* ccol == bcol */
2350fbc74f4SHong Zhang           caj[k] += (*aa)*(*(ba+nextb));
236bc011b1eSHong Zhang           nextb++;
237bc011b1eSHong Zhang         }
238bc011b1eSHong Zhang       }
239bc011b1eSHong Zhang       flops += 2*bnzi;
2400fbc74f4SHong Zhang       aa++;
241bc011b1eSHong Zhang     }
242bc011b1eSHong Zhang   }
243bc011b1eSHong Zhang 
244bc011b1eSHong Zhang   /* Assemble the final matrix and clean up */
245bc011b1eSHong Zhang   ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
246bc011b1eSHong Zhang   ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
247bc011b1eSHong Zhang   ierr = PetscLogFlops(flops);CHKERRQ(ierr);
248bc011b1eSHong Zhang   PetscFunctionReturn(0);
249bc011b1eSHong Zhang }
2509123193aSHong Zhang 
2519123193aSHong Zhang #undef __FUNCT__
2529123193aSHong Zhang #define __FUNCT__ "MatMatMult_SeqAIJ_SeqDense"
2539123193aSHong Zhang PetscErrorCode MatMatMult_SeqAIJ_SeqDense(Mat A,Mat B,MatReuse scall,PetscReal fill,Mat *C)
2549123193aSHong Zhang {
2559123193aSHong Zhang   PetscErrorCode ierr;
2569123193aSHong Zhang 
2579123193aSHong Zhang   PetscFunctionBegin;
2589123193aSHong Zhang   if (scall == MAT_INITIAL_MATRIX){
2599123193aSHong Zhang     ierr = MatMatMultSymbolic_SeqAIJ_SeqDense(A,B,fill,C);CHKERRQ(ierr);
2609123193aSHong Zhang   }
2619123193aSHong Zhang   ierr = MatMatMultNumeric_SeqAIJ_SeqDense(A,B,*C);CHKERRQ(ierr);
2629123193aSHong Zhang   PetscFunctionReturn(0);
2639123193aSHong Zhang }
264edd81eecSMatthew Knepley 
2659123193aSHong Zhang #undef __FUNCT__
2669123193aSHong Zhang #define __FUNCT__ "MatMatMultSymbolic_SeqAIJ_SeqDense"
2679123193aSHong Zhang PetscErrorCode MatMatMultSymbolic_SeqAIJ_SeqDense(Mat A,Mat B,PetscReal fill,Mat *C)
2689123193aSHong Zhang {
2699123193aSHong Zhang   PetscErrorCode ierr;
2709123193aSHong Zhang 
2719123193aSHong Zhang   PetscFunctionBegin;
2729123193aSHong Zhang   ierr = MatMatMultSymbolic_SeqDense_SeqDense(A,B,0.0,C);
2739123193aSHong Zhang   PetscFunctionReturn(0);
2749123193aSHong Zhang }
2759123193aSHong Zhang 
2769123193aSHong Zhang #undef __FUNCT__
2779123193aSHong Zhang #define __FUNCT__ "MatMatMultNumeric_SeqAIJ_SeqDense"
2789123193aSHong Zhang PetscErrorCode MatMatMultNumeric_SeqAIJ_SeqDense(Mat A,Mat B,Mat C)
2799123193aSHong Zhang {
280f32d5d43SBarry Smith   Mat_SeqAIJ     *a=(Mat_SeqAIJ*)A->data;
2819123193aSHong Zhang   PetscErrorCode ierr;
282f32d5d43SBarry Smith   PetscScalar    *b,*c,r1,r2,r3,r4,*aa,*b1,*b2,*b3,*b4;
283f32d5d43SBarry Smith   PetscInt       cm=C->rmap.n, cn=B->cmap.n, bm=B->rmap.n, col, i,j,n,*aj, am = A->rmap.n;
284f32d5d43SBarry Smith   PetscInt       am2 = 2*am, am3 = 3*am,  bm4 = 4*bm,colam;
2859123193aSHong Zhang 
2869123193aSHong Zhang   PetscFunctionBegin;
287f32d5d43SBarry Smith   if (!cm || !cn) PetscFunctionReturn(0);
288f32d5d43SBarry Smith   if (bm != A->cmap.n) SETERRQ2(PETSC_ERR_ARG_SIZ,"Number columns in A %D not equal rows in B %D\n",A->cmap.n,bm);
289f32d5d43SBarry Smith   if (A->rmap.n != C->rmap.n) SETERRQ2(PETSC_ERR_ARG_SIZ,"Number rows in C %D not equal rows in A %D\n",C->rmap.n,A->rmap.n);
290f32d5d43SBarry Smith   if (B->cmap.n != C->cmap.n) SETERRQ2(PETSC_ERR_ARG_SIZ,"Number columns in B %D not equal columns in C %D\n",B->cmap.n,C->cmap.n);
291f32d5d43SBarry Smith   ierr = MatGetArray(B,&b);CHKERRQ(ierr);
292f32d5d43SBarry Smith   ierr = MatGetArray(C,&c);CHKERRQ(ierr);
293f32d5d43SBarry Smith   b1 = b; b2 = b1 + bm; b3 = b2 + bm; b4 = b3 + bm;
294f32d5d43SBarry Smith   for (col=0; col<cn-4; col += 4){  /* over columns of C */
295f32d5d43SBarry Smith     colam = col*am;
296f32d5d43SBarry Smith     for (i=0; i<am; i++) {        /* over rows of C in those columns */
297f32d5d43SBarry Smith       r1 = r2 = r3 = r4 = 0.0;
298f32d5d43SBarry Smith       n   = a->i[i+1] - a->i[i];
299f32d5d43SBarry Smith       aj  = a->j + a->i[i];
300f32d5d43SBarry Smith       aa  = a->a + a->i[i];
301f32d5d43SBarry Smith       for (j=0; j<n; j++) {
302f32d5d43SBarry Smith         r1 += (*aa)*b1[*aj];
303f32d5d43SBarry Smith         r2 += (*aa)*b2[*aj];
304f32d5d43SBarry Smith         r3 += (*aa)*b3[*aj];
305f32d5d43SBarry Smith         r4 += (*aa++)*b4[*aj++];
3069123193aSHong Zhang       }
307f32d5d43SBarry Smith       c[colam + i]       = r1;
308f32d5d43SBarry Smith       c[colam + am + i]  = r2;
309f32d5d43SBarry Smith       c[colam + am2 + i] = r3;
310f32d5d43SBarry Smith       c[colam + am3 + i] = r4;
311f32d5d43SBarry Smith     }
312f32d5d43SBarry Smith     b1 += bm4;
313f32d5d43SBarry Smith     b2 += bm4;
314f32d5d43SBarry Smith     b3 += bm4;
315f32d5d43SBarry Smith     b4 += bm4;
316f32d5d43SBarry Smith   }
317f32d5d43SBarry Smith   for (;col<cn; col++){     /* over extra columns of C */
318f32d5d43SBarry Smith     for (i=0; i<am; i++) {  /* over rows of C in those columns */
319f32d5d43SBarry Smith       r1 = 0.0;
320f32d5d43SBarry Smith       n   = a->i[i+1] - a->i[i];
321f32d5d43SBarry Smith       aj  = a->j + a->i[i];
322f32d5d43SBarry Smith       aa  = a->a + a->i[i];
323f32d5d43SBarry Smith 
324f32d5d43SBarry Smith       for (j=0; j<n; j++) {
325f32d5d43SBarry Smith         r1 += (*aa++)*b1[*aj++];
326f32d5d43SBarry Smith       }
327f32d5d43SBarry Smith       c[col*am + i]     = r1;
328f32d5d43SBarry Smith     }
329f32d5d43SBarry Smith     b1 += bm;
330f32d5d43SBarry Smith   }
3314324174eSBarry Smith   ierr = PetscLogFlops(cn*(2*a->nz - A->rmap.n));CHKERRQ(ierr);
332f32d5d43SBarry Smith   ierr = MatRestoreArray(B,&b);CHKERRQ(ierr);
333f32d5d43SBarry Smith   ierr = MatRestoreArray(C,&c);CHKERRQ(ierr);
334f32d5d43SBarry Smith   ierr = MatAssemblyBegin(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
335f32d5d43SBarry Smith   ierr = MatAssemblyEnd(C,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
336f32d5d43SBarry Smith   PetscFunctionReturn(0);
337f32d5d43SBarry Smith }
338f32d5d43SBarry Smith 
339f32d5d43SBarry Smith /*
3404324174eSBarry Smith    Note very similar to MatMult_SeqAIJ(), should generate both codes from same base
341f32d5d43SBarry Smith */
342f32d5d43SBarry Smith #undef __FUNCT__
343f32d5d43SBarry Smith #define __FUNCT__ "MatMatMultNumericAdd_SeqAIJ_SeqDense"
344f32d5d43SBarry Smith PetscErrorCode MatMatMultNumericAdd_SeqAIJ_SeqDense(Mat A,Mat B,Mat C)
345f32d5d43SBarry Smith {
346f32d5d43SBarry Smith   Mat_SeqAIJ     *a=(Mat_SeqAIJ*)A->data;
347f32d5d43SBarry Smith   PetscErrorCode ierr;
348f32d5d43SBarry Smith   PetscScalar    *b,*c,r1,r2,r3,r4,*aa,*b1,*b2,*b3,*b4;
3494324174eSBarry Smith   PetscInt       cm=C->rmap.n, cn=B->cmap.n, bm=B->rmap.n, col, i,j,n,*aj, am = A->rmap.n,*ii,arm;
3504324174eSBarry Smith   PetscInt       am2 = 2*am, am3 = 3*am,  bm4 = 4*bm,colam,*ridx;
351f32d5d43SBarry Smith 
352f32d5d43SBarry Smith   PetscFunctionBegin;
353f32d5d43SBarry Smith   if (!cm || !cn) PetscFunctionReturn(0);
354f32d5d43SBarry Smith   ierr = MatGetArray(B,&b);CHKERRQ(ierr);
355f32d5d43SBarry Smith   ierr = MatGetArray(C,&c);CHKERRQ(ierr);
356f32d5d43SBarry Smith   b1 = b; b2 = b1 + bm; b3 = b2 + bm; b4 = b3 + bm;
3574324174eSBarry Smith 
3584324174eSBarry Smith   if (a->compressedrow.use){ /* use compressed row format */
3594324174eSBarry Smith     for (col=0; col<cn-4; col += 4){  /* over columns of C */
3604324174eSBarry Smith       colam = col*am;
3614324174eSBarry Smith       arm   = a->compressedrow.nrows;
3624324174eSBarry Smith       ii    = a->compressedrow.i;
3634324174eSBarry Smith       ridx  = a->compressedrow.rindex;
3644324174eSBarry Smith       for (i=0; i<arm; i++) {        /* over rows of C in those columns */
3654324174eSBarry Smith 	r1 = r2 = r3 = r4 = 0.0;
3664324174eSBarry Smith 	n   = ii[i+1] - ii[i];
3674324174eSBarry Smith 	aj  = a->j + ii[i];
3684324174eSBarry Smith 	aa  = a->a + ii[i];
3694324174eSBarry Smith 	for (j=0; j<n; j++) {
3704324174eSBarry Smith 	  r1 += (*aa)*b1[*aj];
3714324174eSBarry Smith 	  r2 += (*aa)*b2[*aj];
3724324174eSBarry Smith 	  r3 += (*aa)*b3[*aj];
3734324174eSBarry Smith 	  r4 += (*aa++)*b4[*aj++];
3744324174eSBarry Smith 	}
3754324174eSBarry Smith 	c[colam       + ridx[i]] += r1;
3764324174eSBarry Smith 	c[colam + am  + ridx[i]] += r2;
3774324174eSBarry Smith 	c[colam + am2 + ridx[i]] += r3;
3784324174eSBarry Smith 	c[colam + am3 + ridx[i]] += r4;
3794324174eSBarry Smith       }
3804324174eSBarry Smith       b1 += bm4;
3814324174eSBarry Smith       b2 += bm4;
3824324174eSBarry Smith       b3 += bm4;
3834324174eSBarry Smith       b4 += bm4;
3844324174eSBarry Smith     }
3854324174eSBarry Smith     for (;col<cn; col++){     /* over extra columns of C */
3864324174eSBarry Smith       colam = col*am;
3874324174eSBarry Smith       arm   = a->compressedrow.nrows;
3884324174eSBarry Smith       ii    = a->compressedrow.i;
3894324174eSBarry Smith       ridx  = a->compressedrow.rindex;
3904324174eSBarry Smith       for (i=0; i<arm; i++) {  /* over rows of C in those columns */
3914324174eSBarry Smith 	r1 = 0.0;
3924324174eSBarry Smith 	n   = ii[i+1] - ii[i];
3934324174eSBarry Smith 	aj  = a->j + ii[i];
3944324174eSBarry Smith 	aa  = a->a + ii[i];
3954324174eSBarry Smith 
3964324174eSBarry Smith 	for (j=0; j<n; j++) {
3974324174eSBarry Smith 	  r1 += (*aa++)*b1[*aj++];
3984324174eSBarry Smith 	}
3994324174eSBarry Smith 	c[col*am + ridx[i]] += r1;
4004324174eSBarry Smith       }
4014324174eSBarry Smith       b1 += bm;
4024324174eSBarry Smith     }
4034324174eSBarry Smith   } else {
404f32d5d43SBarry Smith     for (col=0; col<cn-4; col += 4){  /* over columns of C */
405f32d5d43SBarry Smith       colam = col*am;
406f32d5d43SBarry Smith       for (i=0; i<am; i++) {        /* over rows of C in those columns */
407f32d5d43SBarry Smith 	r1 = r2 = r3 = r4 = 0.0;
408f32d5d43SBarry Smith 	n   = a->i[i+1] - a->i[i];
409f32d5d43SBarry Smith 	aj  = a->j + a->i[i];
410f32d5d43SBarry Smith 	aa  = a->a + a->i[i];
411f32d5d43SBarry Smith 	for (j=0; j<n; j++) {
412f32d5d43SBarry Smith 	  r1 += (*aa)*b1[*aj];
413f32d5d43SBarry Smith 	  r2 += (*aa)*b2[*aj];
414f32d5d43SBarry Smith 	  r3 += (*aa)*b3[*aj];
415f32d5d43SBarry Smith 	  r4 += (*aa++)*b4[*aj++];
416f32d5d43SBarry Smith 	}
417f32d5d43SBarry Smith 	c[colam + i]       += r1;
418f32d5d43SBarry Smith 	c[colam + am + i]  += r2;
419f32d5d43SBarry Smith 	c[colam + am2 + i] += r3;
420f32d5d43SBarry Smith 	c[colam + am3 + i] += r4;
421f32d5d43SBarry Smith       }
422f32d5d43SBarry Smith       b1 += bm4;
423f32d5d43SBarry Smith       b2 += bm4;
424f32d5d43SBarry Smith       b3 += bm4;
425f32d5d43SBarry Smith       b4 += bm4;
426f32d5d43SBarry Smith     }
427f32d5d43SBarry Smith     for (;col<cn; col++){     /* over extra columns of C */
428f32d5d43SBarry Smith       for (i=0; i<am; i++) {  /* over rows of C in those columns */
429f32d5d43SBarry Smith 	r1 = 0.0;
430f32d5d43SBarry Smith 	n   = a->i[i+1] - a->i[i];
431f32d5d43SBarry Smith 	aj  = a->j + a->i[i];
432f32d5d43SBarry Smith 	aa  = a->a + a->i[i];
433f32d5d43SBarry Smith 
434f32d5d43SBarry Smith 	for (j=0; j<n; j++) {
435f32d5d43SBarry Smith 	  r1 += (*aa++)*b1[*aj++];
436f32d5d43SBarry Smith 	}
437f32d5d43SBarry Smith 	c[col*am + i]     += r1;
438f32d5d43SBarry Smith       }
439f32d5d43SBarry Smith       b1 += bm;
440f32d5d43SBarry Smith     }
4414324174eSBarry Smith   }
4424324174eSBarry Smith   ierr = PetscLogFlops(cn*2*a->nz);CHKERRQ(ierr);
443f32d5d43SBarry Smith   ierr = MatRestoreArray(B,&b);CHKERRQ(ierr);
444f32d5d43SBarry Smith   ierr = MatRestoreArray(C,&c);CHKERRQ(ierr);
4459123193aSHong Zhang   PetscFunctionReturn(0);
4469123193aSHong Zhang }
447