xref: /petsc/src/mat/impls/aij/seq/matrart.c (revision 274010c07f334a0115989b221d4096ddf4b20dd7)
1807171c5SHong Zhang 
2807171c5SHong Zhang #include <../src/mat/impls/aij/seq/aij.h>
3807171c5SHong Zhang #include <../src/mat/utils/freespace.h>
4807171c5SHong Zhang #include <../src/mat/impls/dense/seq/dense.h> /*I "petscmat.h" I*/
58563dfccSBarry Smith #include <petsctime.h>
6807171c5SHong Zhang 
7807171c5SHong Zhang /*
8807171c5SHong Zhang   Defines projective product routines where A is a SeqAIJ matrix
9807171c5SHong Zhang           C = R * A * R^T
10807171c5SHong Zhang */
11807171c5SHong Zhang 
12807171c5SHong Zhang #undef __FUNCT__
13807171c5SHong Zhang #define __FUNCT__ "PetscContainerDestroy_Mat_RARt"
14807171c5SHong Zhang PetscErrorCode PetscContainerDestroy_Mat_RARt(void *ptr)
15807171c5SHong Zhang {
16807171c5SHong Zhang   PetscErrorCode ierr;
17807171c5SHong Zhang   Mat_RARt       *rart=(Mat_RARt*)ptr;
18807171c5SHong Zhang 
19807171c5SHong Zhang   PetscFunctionBegin;
20807171c5SHong Zhang   ierr = MatTransposeColoringDestroy(&rart->matcoloring);CHKERRQ(ierr);
21807171c5SHong Zhang   ierr = MatDestroy(&rart->Rt);CHKERRQ(ierr);
22807171c5SHong Zhang   ierr = MatDestroy(&rart->RARt);CHKERRQ(ierr);
23807171c5SHong Zhang   ierr = PetscFree(rart->work);CHKERRQ(ierr);
24807171c5SHong Zhang   ierr = PetscFree(rart);CHKERRQ(ierr);
25807171c5SHong Zhang   PetscFunctionReturn(0);
26807171c5SHong Zhang }
27807171c5SHong Zhang 
28807171c5SHong Zhang #undef __FUNCT__
29807171c5SHong Zhang #define __FUNCT__ "MatDestroy_SeqAIJ_RARt"
30807171c5SHong Zhang PetscErrorCode MatDestroy_SeqAIJ_RARt(Mat A)
31807171c5SHong Zhang {
32807171c5SHong Zhang   PetscErrorCode ierr;
33807171c5SHong Zhang   PetscContainer container;
340298fd71SBarry Smith   Mat_RARt       *rart=NULL;
35807171c5SHong Zhang 
36807171c5SHong Zhang   PetscFunctionBegin;
37807171c5SHong Zhang   ierr = PetscObjectQuery((PetscObject)A,"Mat_RARt",(PetscObject*)&container);CHKERRQ(ierr);
38807171c5SHong Zhang   if (!container) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_PLIB,"Container does not exit");
39807171c5SHong Zhang   ierr            = PetscContainerGetPointer(container,(void**)&rart);CHKERRQ(ierr);
40807171c5SHong Zhang   A->ops->destroy = rart->destroy;
41807171c5SHong Zhang   if (A->ops->destroy) {
42807171c5SHong Zhang     ierr = (*A->ops->destroy)(A);CHKERRQ(ierr);
43807171c5SHong Zhang   }
44807171c5SHong Zhang   ierr = PetscObjectCompose((PetscObject)A,"Mat_RARt",0);CHKERRQ(ierr);
45807171c5SHong Zhang   PetscFunctionReturn(0);
46807171c5SHong Zhang }
47807171c5SHong Zhang 
48807171c5SHong Zhang #undef __FUNCT__
49807171c5SHong Zhang #define __FUNCT__ "MatRARtSymbolic_SeqAIJ_SeqAIJ"
50807171c5SHong Zhang PetscErrorCode MatRARtSymbolic_SeqAIJ_SeqAIJ(Mat A,Mat R,PetscReal fill,Mat *C)
51807171c5SHong Zhang {
52807171c5SHong Zhang   PetscErrorCode       ierr;
53807171c5SHong Zhang   Mat                  P;
54807171c5SHong Zhang   PetscInt             *rti,*rtj;
55807171c5SHong Zhang   Mat_RARt             *rart;
56807171c5SHong Zhang   PetscContainer       container;
57807171c5SHong Zhang   MatTransposeColoring matcoloring;
58807171c5SHong Zhang   ISColoring           iscoloring;
598d0a38e4SHong Zhang   Mat                  Rt_dense,RARt_dense;
60807171c5SHong Zhang   PetscLogDouble       GColor=0.0,MCCreate=0.0,MDenCreate=0.0,t0,tf,etime=0.0;
61807171c5SHong Zhang   Mat_SeqAIJ           *c;
62807171c5SHong Zhang 
63807171c5SHong Zhang   PetscFunctionBegin;
648563dfccSBarry Smith   ierr = PetscTime(&t0);CHKERRQ(ierr);
65807171c5SHong Zhang   /* create symbolic P=Rt */
66807171c5SHong Zhang   ierr = MatGetSymbolicTranspose_SeqAIJ(R,&rti,&rtj);CHKERRQ(ierr);
670298fd71SBarry Smith   ierr = MatCreateSeqAIJWithArrays(PETSC_COMM_SELF,R->cmap->n,R->rmap->n,rti,rtj,NULL,&P);CHKERRQ(ierr);
68807171c5SHong Zhang 
69807171c5SHong Zhang   /* get symbolic C=Pt*A*P */
70807171c5SHong Zhang   ierr           = MatPtAPSymbolic_SeqAIJ_SeqAIJ(A,P,fill,C);CHKERRQ(ierr);
71fd8e3dafSHong Zhang   (*C)->rmap->bs = R->rmap->bs;
72fd8e3dafSHong Zhang   (*C)->cmap->bs = R->rmap->bs;
73807171c5SHong Zhang 
74807171c5SHong Zhang   /* create a supporting struct */
75807171c5SHong Zhang   ierr = PetscNew(Mat_RARt,&rart);CHKERRQ(ierr);
76807171c5SHong Zhang 
77807171c5SHong Zhang   /* attach the supporting struct to C */
78807171c5SHong Zhang   ierr   = PetscContainerCreate(PETSC_COMM_SELF,&container);CHKERRQ(ierr);
79807171c5SHong Zhang   ierr   = PetscContainerSetPointer(container,rart);CHKERRQ(ierr);
80807171c5SHong Zhang   ierr   = PetscContainerSetUserDestroy(container,PetscContainerDestroy_Mat_RARt);CHKERRQ(ierr);
81807171c5SHong Zhang   ierr   = PetscObjectCompose((PetscObject)(*C),"Mat_RARt",(PetscObject)container);CHKERRQ(ierr);
82807171c5SHong Zhang   ierr   = PetscContainerDestroy(&container);CHKERRQ(ierr);
838563dfccSBarry Smith   ierr   = PetscTime(&tf);CHKERRQ(ierr);
84807171c5SHong Zhang   etime += tf - t0;
85807171c5SHong Zhang 
8622e94b5dSHong Zhang   /* ------ Use coloring ---------- */
87807171c5SHong Zhang   /* Create MatTransposeColoring from symbolic C=R*A*R^T */
88807171c5SHong Zhang   c       = (Mat_SeqAIJ*)(*C)->data;
898563dfccSBarry Smith   ierr    = PetscTime(&t0);CHKERRQ(ierr);
90807171c5SHong Zhang   ierr    = MatGetColoring(*C,MATCOLORINGLF,&iscoloring);CHKERRQ(ierr);
918563dfccSBarry Smith   ierr    = PetscTime(&tf);CHKERRQ(ierr);
92807171c5SHong Zhang   GColor += tf - t0;
93807171c5SHong Zhang 
948563dfccSBarry Smith   ierr = PetscTime(&t0);CHKERRQ(ierr);
95807171c5SHong Zhang   ierr = MatTransposeColoringCreate(*C,iscoloring,&matcoloring);CHKERRQ(ierr);
962205254eSKarl Rupp 
97807171c5SHong Zhang   rart->matcoloring = matcoloring;
982205254eSKarl Rupp 
99807171c5SHong Zhang   ierr      = ISColoringDestroy(&iscoloring);CHKERRQ(ierr);
1008563dfccSBarry Smith   ierr      = PetscTime(&tf);CHKERRQ(ierr);
101807171c5SHong Zhang   MCCreate += tf - t0;
102807171c5SHong Zhang 
1038563dfccSBarry Smith   ierr = PetscTime(&t0);CHKERRQ(ierr);
104807171c5SHong Zhang   /* Create Rt_dense */
105807171c5SHong Zhang   ierr = MatCreate(PETSC_COMM_SELF,&Rt_dense);CHKERRQ(ierr);
106807171c5SHong Zhang   ierr = MatSetSizes(Rt_dense,A->cmap->n,matcoloring->ncolors,A->cmap->n,matcoloring->ncolors);CHKERRQ(ierr);
107807171c5SHong Zhang   ierr = MatSetType(Rt_dense,MATSEQDENSE);CHKERRQ(ierr);
1080298fd71SBarry Smith   ierr = MatSeqDenseSetPreallocation(Rt_dense,NULL);CHKERRQ(ierr);
1092205254eSKarl Rupp 
110807171c5SHong Zhang   Rt_dense->assembled = PETSC_TRUE;
111807171c5SHong Zhang   rart->Rt            = Rt_dense;
112807171c5SHong Zhang 
113807171c5SHong Zhang   /* Create RARt_dense = R*A*Rt_dense */
114807171c5SHong Zhang   ierr = MatCreate(PETSC_COMM_SELF,&RARt_dense);CHKERRQ(ierr);
115807171c5SHong Zhang   ierr = MatSetSizes(RARt_dense,(*C)->rmap->n,matcoloring->ncolors,(*C)->rmap->n,matcoloring->ncolors);CHKERRQ(ierr);
116807171c5SHong Zhang   ierr = MatSetType(RARt_dense,MATSEQDENSE);CHKERRQ(ierr);
1170298fd71SBarry Smith   ierr = MatSeqDenseSetPreallocation(RARt_dense,NULL);CHKERRQ(ierr);
1182205254eSKarl Rupp 
119807171c5SHong Zhang   rart->RARt = RARt_dense;
120807171c5SHong Zhang 
121807171c5SHong Zhang   /* Allocate work array to store columns of A*R^T used in MatMatMatMultNumeric_SeqAIJ_SeqAIJ_SeqDense() */
122807171c5SHong Zhang   ierr = PetscMalloc(A->rmap->n*4*sizeof(PetscScalar),&rart->work);CHKERRQ(ierr);
123807171c5SHong Zhang 
1248563dfccSBarry Smith   ierr        = PetscTime(&tf);CHKERRQ(ierr);
125807171c5SHong Zhang   MDenCreate += tf - t0;
126807171c5SHong Zhang 
127807171c5SHong Zhang   rart->destroy      = (*C)->ops->destroy;
128807171c5SHong Zhang   (*C)->ops->destroy = MatDestroy_SeqAIJ_RARt;
129807171c5SHong Zhang 
130807171c5SHong Zhang   /* clean up */
131807171c5SHong Zhang   ierr = MatRestoreSymbolicTranspose_SeqAIJ(R,&rti,&rtj);CHKERRQ(ierr);
132807171c5SHong Zhang   ierr = MatDestroy(&P);CHKERRQ(ierr);
133807171c5SHong Zhang 
134807171c5SHong Zhang #if defined(PETSC_USE_INFO)
1351ce71dffSSatish Balay   {
136807171c5SHong Zhang     PetscReal density= (PetscReal)(c->nz)/(RARt_dense->rmap->n*RARt_dense->cmap->n);
137a2ea699eSBarry Smith     ierr = PetscInfo6(*C,"RARt_den %D %D; Rt_den %D %D, (RARt->nz %D)/(m*ncolors)=%g\n",RARt_dense->rmap->n,RARt_dense->cmap->n,Rt_dense->rmap->n,Rt_dense->cmap->n,c->nz,density);CHKERRQ(ierr);
138a2ea699eSBarry Smith     ierr = PetscInfo5(*C,"Sym = GetColor %g + MColorCreate %g + MDenCreate %g + other %g = %g\n",GColor,MCCreate,MDenCreate,etime,GColor+MCCreate+MDenCreate+etime);CHKERRQ(ierr);
1391ce71dffSSatish Balay   }
140807171c5SHong Zhang #endif
141807171c5SHong Zhang   PetscFunctionReturn(0);
142807171c5SHong Zhang }
143807171c5SHong Zhang 
144807171c5SHong Zhang /*
145807171c5SHong Zhang  RAB = R * A * B, R and A in seqaij format, B in dense format;
146807171c5SHong Zhang */
147807171c5SHong Zhang #undef __FUNCT__
148807171c5SHong Zhang #define __FUNCT__ "MatMatMatMultNumeric_SeqAIJ_SeqAIJ_SeqDense"
149807171c5SHong Zhang PetscErrorCode MatMatMatMultNumeric_SeqAIJ_SeqAIJ_SeqDense(Mat R,Mat A,Mat B,Mat RAB,PetscScalar *work)
150807171c5SHong Zhang {
151807171c5SHong Zhang   Mat_SeqAIJ     *a=(Mat_SeqAIJ*)A->data,*r=(Mat_SeqAIJ*)R->data;
152807171c5SHong Zhang   PetscErrorCode ierr;
153807171c5SHong Zhang   PetscScalar    *b,r1,r2,r3,r4,*b1,*b2,*b3,*b4;
154807171c5SHong Zhang   MatScalar      *aa,*ra;
155807171c5SHong Zhang   PetscInt       cn =B->cmap->n,bm=B->rmap->n,col,i,j,n,*ai=a->i,*aj,am=A->rmap->n;
156807171c5SHong Zhang   PetscInt       am2=2*am,am3=3*am,bm4=4*bm;
157807171c5SHong Zhang   PetscScalar    *d,*c,*c2,*c3,*c4;
158807171c5SHong Zhang   PetscInt       *rj,rm=R->rmap->n,dm=RAB->rmap->n,dn=RAB->cmap->n;
159807171c5SHong Zhang   PetscInt       rm2=2*rm,rm3=3*rm,colrm;
160*274010c0SHong Zhang   PetscLogDouble t0,tf,Mult_sp_den1=0.0,Mult_sp_den2=0.0;
161807171c5SHong Zhang 
162807171c5SHong Zhang   PetscFunctionBegin;
163807171c5SHong Zhang   if (!dm || !dn) PetscFunctionReturn(0);
164807171c5SHong Zhang   if (bm != A->cmap->n) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"Number columns in A %D not equal rows in B %D\n",A->cmap->n,bm);
165807171c5SHong Zhang   if (am != R->cmap->n) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"Number columns in R %D not equal rows in A %D\n",R->cmap->n,am);
166807171c5SHong Zhang   if (R->rmap->n != RAB->rmap->n) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"Number rows in RAB %D not equal rows in R %D\n",RAB->rmap->n,R->rmap->n);
167807171c5SHong Zhang   if (B->cmap->n != RAB->cmap->n) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"Number columns in RAB %D not equal columns in B %D\n",RAB->cmap->n,B->cmap->n);
168807171c5SHong Zhang 
169*274010c0SHong Zhang   { /*
170*274010c0SHong Zhang      This approach is not as good as original ones (will be removed later), but it reveals that
171*274010c0SHong Zhang      AB_den=A*B takes almost all execution time in R*A*B for src/ksp/ksp/examples/tutorials/ex56.c
172*274010c0SHong Zhang      */
173*274010c0SHong Zhang     PetscBool via_matmatmult=PETSC_FALSE;
174*274010c0SHong Zhang     ierr = PetscOptionsGetBool(NULL,"-matrart_via_matmatmult",&via_matmatmult,NULL);CHKERRQ(ierr);
175*274010c0SHong Zhang     if (via_matmatmult) {
176*274010c0SHong Zhang       Mat AB_den;
177*274010c0SHong Zhang       ierr = MatMatMultSymbolic_SeqAIJ_SeqDense(A,B,0.0,&AB_den);CHKERRQ(ierr);
178*274010c0SHong Zhang 
179*274010c0SHong Zhang       ierr = PetscGetTime(&t0);CHKERRQ(ierr);
180*274010c0SHong Zhang       ierr = MatMatMultNumeric_SeqAIJ_SeqDense(A,B,AB_den);CHKERRQ(ierr);
181*274010c0SHong Zhang       ierr  = PetscGetTime(&tf);CHKERRQ(ierr);
182*274010c0SHong Zhang       Mult_sp_den1 += tf - t0;
183*274010c0SHong Zhang       ierr = PetscGetTime(&t0);CHKERRQ(ierr);
184*274010c0SHong Zhang       ierr = MatMatMultNumeric_SeqAIJ_SeqDense(R,AB_den,RAB);CHKERRQ(ierr);
185*274010c0SHong Zhang       ierr  = PetscGetTime(&tf);CHKERRQ(ierr);
186*274010c0SHong Zhang       Mult_sp_den2 += tf - t0;
187*274010c0SHong Zhang       printf(" MatMatMatMultNumeric_SeqAIJ_SeqAIJ_SeqDense...time = %g + %g = %g; ncolor: %d\n",Mult_sp_den1, Mult_sp_den2, Mult_sp_den1+ Mult_sp_den2,B->cmap->n);
188*274010c0SHong Zhang       ierr = MatDestroy(&AB_den);CHKERRQ(ierr);
189*274010c0SHong Zhang       PetscFunctionReturn(0);
190*274010c0SHong Zhang     }
191*274010c0SHong Zhang   }
192*274010c0SHong Zhang 
1938c778c55SBarry Smith   ierr = MatDenseGetArray(B,&b);CHKERRQ(ierr);
1948c778c55SBarry Smith   ierr = MatDenseGetArray(RAB,&d);CHKERRQ(ierr);
195807171c5SHong Zhang   b1   = b; b2 = b1 + bm; b3 = b2 + bm; b4 = b3 + bm;
196807171c5SHong Zhang   c    = work; c2 = c + am; c3 = c2 + am; c4 = c3 + am;
197807171c5SHong Zhang   for (col=0; col<cn-4; col += 4) {  /* over columns of C */
198807171c5SHong Zhang     for (i=0; i<am; i++) {        /* over rows of A in those columns */
199807171c5SHong Zhang       r1 = r2 = r3 = r4 = 0.0;
200807171c5SHong Zhang       n  = ai[i+1] - ai[i];
201807171c5SHong Zhang       aj = a->j + ai[i];
202807171c5SHong Zhang       aa = a->a + ai[i];
203807171c5SHong Zhang       for (j=0; j<n; j++) {
204807171c5SHong Zhang         r1 += (*aa)*b1[*aj];
205807171c5SHong Zhang         r2 += (*aa)*b2[*aj];
206807171c5SHong Zhang         r3 += (*aa)*b3[*aj];
207807171c5SHong Zhang         r4 += (*aa++)*b4[*aj++];
208807171c5SHong Zhang       }
209807171c5SHong Zhang       c[i]       = r1;
210807171c5SHong Zhang       c[am  + i] = r2;
211807171c5SHong Zhang       c[am2 + i] = r3;
212807171c5SHong Zhang       c[am3 + i] = r4;
213807171c5SHong Zhang     }
214807171c5SHong Zhang     b1 += bm4;
215807171c5SHong Zhang     b2 += bm4;
216807171c5SHong Zhang     b3 += bm4;
217807171c5SHong Zhang     b4 += bm4;
218807171c5SHong Zhang 
219807171c5SHong Zhang     /* RAB[:,col] = R*C[:,col] */
220807171c5SHong Zhang     colrm = col*rm;
221807171c5SHong Zhang     for (i=0; i<rm; i++) {        /* over rows of R in those columns */
222807171c5SHong Zhang       r1 = r2 = r3 = r4 = 0.0;
223807171c5SHong Zhang       n  = r->i[i+1] - r->i[i];
224807171c5SHong Zhang       rj = r->j + r->i[i];
225807171c5SHong Zhang       ra = r->a + r->i[i];
226807171c5SHong Zhang       for (j=0; j<n; j++) {
227807171c5SHong Zhang         r1 += (*ra)*c[*rj];
228807171c5SHong Zhang         r2 += (*ra)*c2[*rj];
229807171c5SHong Zhang         r3 += (*ra)*c3[*rj];
230807171c5SHong Zhang         r4 += (*ra++)*c4[*rj++];
231807171c5SHong Zhang       }
232807171c5SHong Zhang       d[colrm + i]       = r1;
233807171c5SHong Zhang       d[colrm + rm + i]  = r2;
234807171c5SHong Zhang       d[colrm + rm2 + i] = r3;
235807171c5SHong Zhang       d[colrm + rm3 + i] = r4;
236807171c5SHong Zhang     }
237807171c5SHong Zhang   }
238807171c5SHong Zhang   for (; col<cn; col++) {     /* over extra columns of C */
239807171c5SHong Zhang     for (i=0; i<am; i++) {  /* over rows of A in those columns */
240807171c5SHong Zhang       r1 = 0.0;
241807171c5SHong Zhang       n  = a->i[i+1] - a->i[i];
242807171c5SHong Zhang       aj = a->j + a->i[i];
243807171c5SHong Zhang       aa = a->a + a->i[i];
244807171c5SHong Zhang       for (j=0; j<n; j++) {
245807171c5SHong Zhang         r1 += (*aa++)*b1[*aj++];
246807171c5SHong Zhang       }
247807171c5SHong Zhang       c[i] = r1;
248807171c5SHong Zhang     }
249807171c5SHong Zhang     b1 += bm;
250807171c5SHong Zhang 
251807171c5SHong Zhang     for (i=0; i<rm; i++) {  /* over rows of R in those columns */
252807171c5SHong Zhang       r1 = 0.0;
253807171c5SHong Zhang       n  = r->i[i+1] - r->i[i];
254807171c5SHong Zhang       rj = r->j + r->i[i];
255807171c5SHong Zhang       ra = r->a + r->i[i];
256807171c5SHong Zhang       for (j=0; j<n; j++) {
257807171c5SHong Zhang         r1 += (*ra++)*c[*rj++];
258807171c5SHong Zhang       }
259807171c5SHong Zhang       d[col*rm + i] = r1;
260807171c5SHong Zhang     }
261807171c5SHong Zhang   }
262807171c5SHong Zhang   ierr = PetscLogFlops(cn*2.0*(a->nz + r->nz));CHKERRQ(ierr);
263807171c5SHong Zhang 
2648c778c55SBarry Smith   ierr = MatDenseRestoreArray(B,&b);CHKERRQ(ierr);
2658c778c55SBarry Smith   ierr = MatDenseRestoreArray(RAB,&d);CHKERRQ(ierr);
266807171c5SHong Zhang   ierr = MatAssemblyBegin(RAB,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
267807171c5SHong Zhang   ierr = MatAssemblyEnd(RAB,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
268807171c5SHong Zhang   PetscFunctionReturn(0);
269807171c5SHong Zhang }
270807171c5SHong Zhang 
271807171c5SHong Zhang #undef __FUNCT__
272807171c5SHong Zhang #define __FUNCT__ "MatRARtNumeric_SeqAIJ_SeqAIJ"
273807171c5SHong Zhang PetscErrorCode MatRARtNumeric_SeqAIJ_SeqAIJ(Mat A,Mat R,Mat C)
274807171c5SHong Zhang {
275807171c5SHong Zhang   PetscErrorCode       ierr;
276807171c5SHong Zhang   Mat_RARt             *rart;
277807171c5SHong Zhang   PetscContainer       container;
278807171c5SHong Zhang   MatTransposeColoring matcoloring;
2798d0a38e4SHong Zhang   Mat                  Rt,RARt;
280807171c5SHong Zhang   PetscLogDouble       Mult_sp_den=0.0,app1=0.0,app2=0.0,t0,tf;
281807171c5SHong Zhang 
282807171c5SHong Zhang   PetscFunctionBegin;
283807171c5SHong Zhang   ierr = PetscObjectQuery((PetscObject)C,"Mat_RARt",(PetscObject*)&container);CHKERRQ(ierr);
284807171c5SHong Zhang   if (!container) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_PLIB,"Container does not exit");
285807171c5SHong Zhang   ierr = PetscContainerGetPointer(container,(void**)&rart);CHKERRQ(ierr);
286807171c5SHong Zhang 
287807171c5SHong Zhang   /* Get dense Rt by Apply MatTransposeColoring to R */
288807171c5SHong Zhang   matcoloring = rart->matcoloring;
289807171c5SHong Zhang   Rt          = rart->Rt;
2902205254eSKarl Rupp 
2918563dfccSBarry Smith   ierr  = PetscTime(&t0);CHKERRQ(ierr);
292807171c5SHong Zhang   ierr  = MatTransColoringApplySpToDen(matcoloring,R,Rt);CHKERRQ(ierr);
2938563dfccSBarry Smith   ierr  = PetscTime(&tf);CHKERRQ(ierr);
294807171c5SHong Zhang   app1 += tf - t0;
295807171c5SHong Zhang 
29650647e95SHong Zhang   /* Get dense RARt = R*A*Rt -- dominates! */
2978563dfccSBarry Smith   ierr = PetscTime(&t0);CHKERRQ(ierr);
298807171c5SHong Zhang   RARt = rart->RARt;
299807171c5SHong Zhang   ierr = MatMatMatMultNumeric_SeqAIJ_SeqAIJ_SeqDense(R,A,Rt,RARt,rart->work);CHKERRQ(ierr);
3008563dfccSBarry Smith   ierr = PetscTime(&tf);CHKERRQ(ierr);
3012205254eSKarl Rupp 
302807171c5SHong Zhang   Mult_sp_den += tf - t0;
303807171c5SHong Zhang 
304807171c5SHong Zhang   /* Recover C from C_dense */
3058563dfccSBarry Smith   ierr = PetscTime(&t0);CHKERRQ(ierr);
306807171c5SHong Zhang   ierr = MatTransColoringApplyDenToSp(matcoloring,RARt,C);CHKERRQ(ierr);
3078563dfccSBarry Smith   ierr = PetscTime(&tf);CHKERRQ(ierr);
3082205254eSKarl Rupp 
309807171c5SHong Zhang   app2 += tf - t0;
310807171c5SHong Zhang 
311807171c5SHong Zhang #if defined(PETSC_USE_INFO)
312a2ea699eSBarry Smith   ierr = PetscInfo4(C,"Num = ColorApp %g + %g + Mult_sp_den %g  = %g\n",app1,app2,Mult_sp_den,app1+app2+Mult_sp_den);CHKERRQ(ierr);
313807171c5SHong Zhang #endif
314807171c5SHong Zhang   PetscFunctionReturn(0);
315807171c5SHong Zhang }
316807171c5SHong Zhang 
317807171c5SHong Zhang #undef __FUNCT__
318807171c5SHong Zhang #define __FUNCT__ "MatRARt_SeqAIJ_SeqAIJ"
319807171c5SHong Zhang PetscErrorCode MatRARt_SeqAIJ_SeqAIJ(Mat A,Mat R,MatReuse scall,PetscReal fill,Mat *C)
320807171c5SHong Zhang {
321807171c5SHong Zhang   PetscErrorCode ierr;
32222e94b5dSHong Zhang   PetscBool      usecoloring = PETSC_TRUE;
323807171c5SHong Zhang 
324807171c5SHong Zhang   PetscFunctionBegin;
32522e94b5dSHong Zhang   ierr = PetscOptionsGetBool(NULL,"-matrart_color",&usecoloring,NULL);CHKERRQ(ierr);
32622e94b5dSHong Zhang 
32722e94b5dSHong Zhang   if (!usecoloring) {
32822e94b5dSHong Zhang     Mat Rt;
32922e94b5dSHong Zhang     ierr = MatTranspose(R,MAT_INITIAL_MATRIX,&Rt);CHKERRQ(ierr); /* replace MAT_INITIAL_MATRIX with scall if !usecoloring is better */
33022e94b5dSHong Zhang     ierr = MatMatMatMult(R,A,Rt,scall,fill,C);CHKERRQ(ierr);
33122e94b5dSHong Zhang     ierr = MatDestroy(&Rt);CHKERRQ(ierr);
33222e94b5dSHong Zhang     PetscFunctionReturn(0);
33322e94b5dSHong Zhang   }
33422e94b5dSHong Zhang 
33522e94b5dSHong Zhang   /* use coloring */
33636104f73SHong Zhang   PetscBool     newimpl=PETSC_FALSE;
33736104f73SHong Zhang   ierr = PetscOptionsGetBool(NULL,"-matrart_new",&newimpl,NULL);CHKERRQ(ierr);
33836104f73SHong Zhang   if (newimpl) {
33936104f73SHong Zhang     Mat ARt,RARt;
34036104f73SHong Zhang     printf(" MatRARt_new ....\n");
34136104f73SHong Zhang     if (scall == MAT_INITIAL_MATRIX) {
34236104f73SHong Zhang       ierr = PetscLogEventBegin(MAT_RARtSymbolic,A,R,0,0);CHKERRQ(ierr);
34336104f73SHong Zhang       ierr = MatMatTransposeMultSymbolic_SeqAIJ_SeqAIJ(A,R,fill,&ARt);CHKERRQ(ierr);
34436104f73SHong Zhang       ierr = MatMatMultSymbolic_SeqAIJ_SeqAIJ(R,ARt,fill,&RARt);CHKERRQ(ierr);
34536104f73SHong Zhang       ierr = PetscLogEventEnd(MAT_RARtSymbolic,A,R,0,0);CHKERRQ(ierr);
34636104f73SHong Zhang     }
34736104f73SHong Zhang     ierr = PetscLogEventBegin(MAT_RARtNumeric,A,R,0,0);CHKERRQ(ierr);
34836104f73SHong Zhang     ierr = MatMatTransposeMultNumeric_SeqAIJ_SeqAIJ(A,R,ARt);CHKERRQ(ierr);
34936104f73SHong Zhang     ierr = MatMatMultNumeric_SeqAIJ_SeqAIJ(R,ARt,RARt);CHKERRQ(ierr);
35036104f73SHong Zhang     *C = RARt;
35136104f73SHong Zhang     ierr = PetscLogEventEnd(MAT_RARtNumeric,A,R,0,0);CHKERRQ(ierr);
35236104f73SHong Zhang 
35336104f73SHong Zhang     ierr = MatDestroy(&ARt);CHKERRQ(ierr);
35436104f73SHong Zhang     PetscFunctionReturn(0);
35536104f73SHong Zhang   }
356807171c5SHong Zhang   if (scall == MAT_INITIAL_MATRIX) {
35750647e95SHong Zhang     ierr = PetscLogEventBegin(MAT_RARtSymbolic,A,R,0,0);CHKERRQ(ierr);
358807171c5SHong Zhang     ierr = MatRARtSymbolic_SeqAIJ_SeqAIJ(A,R,fill,C);CHKERRQ(ierr);
35950647e95SHong Zhang     ierr = PetscLogEventEnd(MAT_RARtSymbolic,A,R,0,0);CHKERRQ(ierr);
360807171c5SHong Zhang   }
36150647e95SHong Zhang   ierr = PetscLogEventBegin(MAT_RARtNumeric,A,R,0,0);CHKERRQ(ierr);
362807171c5SHong Zhang   ierr = MatRARtNumeric_SeqAIJ_SeqAIJ(A,R,*C);CHKERRQ(ierr);
36350647e95SHong Zhang   ierr = PetscLogEventEnd(MAT_RARtNumeric,A,R,0,0);CHKERRQ(ierr);
364807171c5SHong Zhang   PetscFunctionReturn(0);
365807171c5SHong Zhang }
366