xref: /petsc/src/mat/impls/aij/seq/aijfact.c (revision da3a660d273b912abcae7b3f88d2c9355b68b6f0)
1289bc588SBarry Smith 
2289bc588SBarry Smith 
3289bc588SBarry Smith #include "aij.h"
48c37ef55SBarry Smith #include "inline/spops.h"
5289bc588SBarry Smith /*
6289bc588SBarry Smith     Factorization code for AIJ format.
7289bc588SBarry Smith */
8289bc588SBarry Smith 
9289bc588SBarry Smith int MatiAIJLUFactorSymbolic(Mat mat,IS isrow,IS iscol,Mat *fact)
10289bc588SBarry Smith {
11289bc588SBarry Smith   Matiaij *aij = (Matiaij *) mat->data, *aijnew;
12289bc588SBarry Smith   IS      isicol;
13289bc588SBarry Smith   int     *r,*ic, ierr, i, j, n = aij->m, *ai = aij->i, *aj = aij->j;
14289bc588SBarry Smith   int     prow, *ainew,*ajnew, jmax,*fill, *ajtmp, nz , *ii;
15289bc588SBarry Smith   int     *idnew, idx, pivot_row,row,m,fm, nnz, nzi,len;
16289bc588SBarry Smith 
17289bc588SBarry Smith   if (n != aij->n) SETERR(1,"Mat must be square");
18289bc588SBarry Smith   if (!isrow) {SETERR(1,"Must have row permutation");}
19289bc588SBarry Smith   if (!iscol) {SETERR(1,"Must have column permutation");}
20289bc588SBarry Smith 
21289bc588SBarry Smith   if (ierr = ISInvertPermutation(iscol,&isicol)) SETERR(ierr,0);
22289bc588SBarry Smith   ISGetIndices(isrow,&r); ISGetIndices(isicol,&ic);
23289bc588SBarry Smith 
24289bc588SBarry Smith   /* get new row pointers */
25289bc588SBarry Smith   ainew = (int *) MALLOC( (n+1)*sizeof(int) ); CHKPTR(ainew);
26289bc588SBarry Smith   ainew[0] = 1;
27289bc588SBarry Smith   /* don't know how many column pointers are needed so estimate */
28289bc588SBarry Smith   jmax = 2*ai[n];
29289bc588SBarry Smith   ajnew = (int *) MALLOC( (jmax)*sizeof(int) ); CHKPTR(ajnew);
30289bc588SBarry Smith   /* fill is a linked list of nonzeros in active row */
31289bc588SBarry Smith   fill = (int *) MALLOC( (n+1)*sizeof(int)); CHKPTR(fill);
32289bc588SBarry Smith   /* idnew is location of diagonal in factor */
33289bc588SBarry Smith   idnew = (int *) MALLOC( (n+1)*sizeof(int)); CHKPTR(idnew);
34289bc588SBarry Smith   idnew[0] = 1;
35289bc588SBarry Smith 
36289bc588SBarry Smith   for ( i=0; i<n; i++ ) {
37289bc588SBarry Smith     /* first copy previous fill into linked list */
38289bc588SBarry Smith     nnz = nz    = ai[r[i]+1] - ai[r[i]];
39289bc588SBarry Smith     ajtmp = aj + ai[r[i]] - 1;
40289bc588SBarry Smith     fill[n] = n;
41289bc588SBarry Smith     while (nz--) {
42289bc588SBarry Smith       fm = n;
43289bc588SBarry Smith       idx = ic[*ajtmp++ - 1];
44289bc588SBarry Smith       do {
45289bc588SBarry Smith         m = fm;
46289bc588SBarry Smith         fm = fill[m];
47289bc588SBarry Smith       } while (fm < idx);
48289bc588SBarry Smith       fill[m] = idx;
49289bc588SBarry Smith       fill[idx] = fm;
50289bc588SBarry Smith     }
51289bc588SBarry Smith     row = fill[n];
52289bc588SBarry Smith     while ( row < i ) {
53289bc588SBarry Smith       ajtmp = ajnew + idnew[row] - 1;
54289bc588SBarry Smith       nz = ainew[row+1] - idnew[row];
55289bc588SBarry Smith       fm = row;
56289bc588SBarry Smith       while (nz--) {
57289bc588SBarry Smith         fm = n;
58289bc588SBarry Smith         idx = *ajtmp++ - 1;
59289bc588SBarry Smith         do {
60289bc588SBarry Smith           m = fm;
61289bc588SBarry Smith           fm = fill[m];
62289bc588SBarry Smith         } while (fm < idx);
63289bc588SBarry Smith         if (fm != idx) {
64289bc588SBarry Smith           fill[m] = idx;
65289bc588SBarry Smith           fill[idx] = fm;
66289bc588SBarry Smith           fm = idx;
67289bc588SBarry Smith           nnz++;
68289bc588SBarry Smith         }
69289bc588SBarry Smith       }
70289bc588SBarry Smith       row = fill[row];
71289bc588SBarry Smith     }
72289bc588SBarry Smith     /* copy new filled row into permanent storage */
73289bc588SBarry Smith     ainew[i+1] = ainew[i] + nnz;
74289bc588SBarry Smith     if (ainew[i+1] > jmax+1) {
75289bc588SBarry Smith       /* allocate a longer ajnew */
76289bc588SBarry Smith       jmax += nnz*(n-i);
77289bc588SBarry Smith       ajtmp = (int *) MALLOC( jmax*sizeof(int) );CHKPTR(ajtmp);
78289bc588SBarry Smith       MEMCPY(ajtmp,ajnew,(ainew[i]-1)*sizeof(int));
79289bc588SBarry Smith       FREE(ajnew);
80289bc588SBarry Smith       ajnew = ajtmp;
81289bc588SBarry Smith     }
82289bc588SBarry Smith     ajtmp = ajnew + ainew[i] - 1;
83289bc588SBarry Smith     fm = fill[n];
84289bc588SBarry Smith     nzi = 0;
85289bc588SBarry Smith     while (nnz--) {
86289bc588SBarry Smith       if (fm < i) nzi++;
87289bc588SBarry Smith       *ajtmp++ = fm + 1;
88289bc588SBarry Smith       fm = fill[fm];
89289bc588SBarry Smith     }
90289bc588SBarry Smith     idnew[i] = ainew[i] + nzi;
91289bc588SBarry Smith   }
92289bc588SBarry Smith 
93289bc588SBarry Smith   ISDestroy(isicol); FREE(fill);
94289bc588SBarry Smith 
95289bc588SBarry Smith   /* put together the new matrix */
9611d228e4SBarry Smith   ierr = MatCreateSequentialAIJ(n, n, 0, 0, fact); CHKERR(ierr);
97289bc588SBarry Smith   aijnew = (Matiaij *) (*fact)->data;
98289bc588SBarry Smith   FREE(aijnew->imax);
99289bc588SBarry Smith   aijnew->singlemalloc = 0;
100f0479e8cSBarry Smith   len = (ainew[n] - 1)*sizeof(Scalar);
101e8d4e0b9SBarry Smith   /* the next line frees the default space generated by the Create() */
102e8d4e0b9SBarry Smith   FREE(aijnew->a); FREE(aijnew->ilen);
103289bc588SBarry Smith   aijnew->a         = (Scalar *) MALLOC( len ); CHKPTR(aijnew->a);
104289bc588SBarry Smith   aijnew->j         = ajnew;
105289bc588SBarry Smith   aijnew->i         = ainew;
1068c37ef55SBarry Smith   aijnew->diag      = idnew;
107e8d4e0b9SBarry Smith   aijnew->ilen      = 0;
10820563c6bSBarry Smith   aijnew->imax      = 0;
109289bc588SBarry Smith   (*fact)->row      = isrow;
110289bc588SBarry Smith   (*fact)->col      = iscol;
111289bc588SBarry Smith   (*fact)->factor   = FACTOR_LU;
112289bc588SBarry Smith   return 0;
113289bc588SBarry Smith }
114289bc588SBarry Smith 
11520563c6bSBarry Smith int MatiAIJLUFactorNumeric(Mat mat,Mat *infact)
116289bc588SBarry Smith {
11720563c6bSBarry Smith   Mat     fact = *infact;
118289bc588SBarry Smith   Matiaij *aij = (Matiaij *) mat->data, *aijnew = (Matiaij *)fact->data;
119289bc588SBarry Smith   IS      iscol = fact->col, isrow = fact->row, isicol;
120289bc588SBarry Smith   int     *r,*ic, ierr, i, j, n = aij->m, *ai = aijnew->i, *aj = aijnew->j;
121289bc588SBarry Smith   int     prow, *ainew,*ajnew, jmax,*fill, *ajtmpold, *ajtmp, nz , *ii;
1228c37ef55SBarry Smith   int     *idnew, idx, pivot_row,row,*pj, m,fm, nnz, nzi,len;
1238c37ef55SBarry Smith   Scalar  *rtmp,*vnew,*v, *pv, *pc, multiplier;
124289bc588SBarry Smith 
125289bc588SBarry Smith   if (ierr = ISInvertPermutation(iscol,&isicol)) SETERR(ierr,0);
1268c37ef55SBarry Smith   ierr = ISGetIndices(isrow,&r); CHKERR(ierr);
1278c37ef55SBarry Smith   ierr = ISGetIndices(isicol,&ic); CHKERR(ierr);
128289bc588SBarry Smith   rtmp = (Scalar *) MALLOC( (n+1)*sizeof(Scalar) ); CHKPTR(rtmp);
129289bc588SBarry Smith 
130289bc588SBarry Smith   for ( i=0; i<n; i++ ) {
131289bc588SBarry Smith     nz = ai[i+1] - ai[i];
132289bc588SBarry Smith     ajtmp = aj + ai[i] - 1;
133289bc588SBarry Smith     for  ( j=0; j<nz; j++ ) rtmp[ajtmp[j]-1] = 0.0;
134289bc588SBarry Smith 
135289bc588SBarry Smith     /* load in initial (unfactored row) */
1368c37ef55SBarry Smith     nz = aij->i[r[i]+1] - aij->i[r[i]];
1378c37ef55SBarry Smith     ajtmpold = aij->j + aij->i[r[i]] - 1;
1388c37ef55SBarry Smith     v  = aij->a + aij->i[r[i]] - 1;
1398c37ef55SBarry Smith     for ( j=0; j<nz; j++ ) rtmp[ic[ajtmpold[j]-1]] =  v[j];
140289bc588SBarry Smith 
1418c37ef55SBarry Smith     row = *ajtmp++ - 1;
142289bc588SBarry Smith     while (row < i) {
1438c37ef55SBarry Smith       pc = rtmp + row;
1448c37ef55SBarry Smith       if (*pc != 0.0) {
1458c37ef55SBarry Smith         nz = aijnew->diag[row] - ai[row];
1468c37ef55SBarry Smith         pv = aijnew->a + aijnew->diag[row] - 1;
1478c37ef55SBarry Smith         pj = aijnew->j + aijnew->diag[row];
1488c37ef55SBarry Smith         multiplier = *pc * *pv++;
1498c37ef55SBarry Smith         *pc = multiplier;
1508c37ef55SBarry Smith         nz = ai[row+1] - ai[row] - 1 - nz;
1518c37ef55SBarry Smith         while (nz-->0) rtmp[*pj++ - 1] -= multiplier* *pv++;
152289bc588SBarry Smith       }
1538c37ef55SBarry Smith       row = *ajtmp++ - 1;
154289bc588SBarry Smith     }
1558c37ef55SBarry Smith     /* finished row so stick it into aijnew->a */
1568c37ef55SBarry Smith     pv = aijnew->a + ai[i] - 1;
1578c37ef55SBarry Smith     pj = aijnew->j + ai[i] - 1;
1588c37ef55SBarry Smith     nz = ai[i+1] - ai[i];
1598c37ef55SBarry Smith     rtmp[i] = 1.0/rtmp[i];
1608c37ef55SBarry Smith     for ( j=0; j<nz; j++ ) {pv[j] = rtmp[pj[j]-1];}
1618c37ef55SBarry Smith   }
1628c37ef55SBarry Smith   FREE(rtmp);
163f0479e8cSBarry Smith   ierr = ISRestoreIndices(isicol,&ic); CHKERR(ierr);
164f0479e8cSBarry Smith   ierr = ISRestoreIndices(isrow,&r); CHKERR(ierr);
1658c37ef55SBarry Smith   ierr = ISDestroy(isicol); CHKERR(ierr);
1668c37ef55SBarry Smith   fact->factor = FACTOR_LU;
167289bc588SBarry Smith 
168289bc588SBarry Smith   return 0;
169289bc588SBarry Smith }
170*da3a660dSBarry Smith int MatiAIJLUFactor(Mat matin,IS row,IS col)
171*da3a660dSBarry Smith {
172*da3a660dSBarry Smith   Matiaij *mat = (Matiaij *) matin->data;
173*da3a660dSBarry Smith   int     ierr, info;
174*da3a660dSBarry Smith   Mat     fact;
175*da3a660dSBarry Smith   ierr = MatiAIJLUFactorSymbolic(matin,row,col,&fact); CHKERR(ierr);
176*da3a660dSBarry Smith   ierr = MatiAIJLUFactorNumeric(matin,&fact); CHKERR(ierr);
177*da3a660dSBarry Smith 
178*da3a660dSBarry Smith   /* free all the data structures from mat */
179*da3a660dSBarry Smith   FREE(mat->a);
180*da3a660dSBarry Smith   if (!mat->singlemalloc) {FREE(mat->i); FREE(mat->j);}
181*da3a660dSBarry Smith   if (mat->diag) FREE(mat->diag);
182*da3a660dSBarry Smith   if (mat->ilen) FREE(mat->ilen);
183*da3a660dSBarry Smith   if (mat->imax) FREE(mat->imax);
184*da3a660dSBarry Smith   if (matin->row && matin->col && matin->row != matin->col) {
185*da3a660dSBarry Smith     ISDestroy(matin->row);
186*da3a660dSBarry Smith   }
187*da3a660dSBarry Smith   if (matin->col) ISDestroy(matin->col);
188*da3a660dSBarry Smith   FREE(mat);
189*da3a660dSBarry Smith 
190*da3a660dSBarry Smith   MEMCPY(matin,fact,sizeof(struct _Mat));
191*da3a660dSBarry Smith   FREE(fact);
192*da3a660dSBarry Smith   return 0;
193*da3a660dSBarry Smith }
194*da3a660dSBarry Smith 
1958c37ef55SBarry Smith int MatiAIJSolve(Mat mat,Vec bb, Vec xx)
1968c37ef55SBarry Smith {
1978c37ef55SBarry Smith   Matiaij *aij = (Matiaij *) mat->data;
1988c37ef55SBarry Smith   IS      iscol = mat->col, isrow = mat->row;
1998c37ef55SBarry Smith   int     *r,*c, ierr, i, j, n = aij->m, *vi, *ai = aij->i, *aj = aij->j;
2008c37ef55SBarry Smith   int     nz;
2018c37ef55SBarry Smith   Scalar  *x,*b,*tmp, *aa = aij->a, sum, *v;
2028c37ef55SBarry Smith 
2038c37ef55SBarry Smith   if (ierr = VecGetArray(bb,&b)) SETERR(ierr,0);
2048c37ef55SBarry Smith   if (ierr = VecGetArray(xx,&x)) SETERR(ierr,0);
2058c37ef55SBarry Smith   tmp = (Scalar *) MALLOC(n*sizeof(Scalar)); CHKPTR(tmp);
2068c37ef55SBarry Smith 
2078c37ef55SBarry Smith   if (ierr = ISGetIndices(isrow,&r)) SETERR(ierr,0);
2088c37ef55SBarry Smith   if (ierr = ISGetIndices(iscol,&c)) SETERR(ierr,0); c = c + (n-1);
2098c37ef55SBarry Smith 
2108c37ef55SBarry Smith   /* forward solve the lower triangular */
2118c37ef55SBarry Smith   tmp[0] = b[*r++];
2128c37ef55SBarry Smith   for ( i=1; i<n; i++ ) {
2138c37ef55SBarry Smith     v   = aa + ai[i] - 1;
2148c37ef55SBarry Smith     vi  = aj + ai[i] - 1;
2158c37ef55SBarry Smith     nz  = aij->diag[i] - ai[i];
2168c37ef55SBarry Smith     sum = b[*r++];
2178c37ef55SBarry Smith     while (nz--) sum -= *v++ * tmp[*vi++ - 1];
2188c37ef55SBarry Smith     tmp[i] = sum;
2198c37ef55SBarry Smith   }
2208c37ef55SBarry Smith 
2218c37ef55SBarry Smith   /* backward solve the upper triangular */
2228c37ef55SBarry Smith   for ( i=n-1; i>=0; i-- ){
2238c37ef55SBarry Smith     v   = aa + aij->diag[i];
2248c37ef55SBarry Smith     vi  = aj + aij->diag[i];
2258c37ef55SBarry Smith     nz  = ai[i+1] - aij->diag[i] - 1;
2268c37ef55SBarry Smith     sum = tmp[i];
2278c37ef55SBarry Smith     while (nz--) sum -= *v++ * tmp[*vi++ - 1];
2288c37ef55SBarry Smith     x[*c--] = tmp[i] = sum*aa[aij->diag[i]-1];
2298c37ef55SBarry Smith   }
2308c37ef55SBarry Smith 
2318c37ef55SBarry Smith   FREE(tmp);
2328c37ef55SBarry Smith   return 0;
2338c37ef55SBarry Smith }
234*da3a660dSBarry Smith int MatiAIJSolveAdd(Mat mat,Vec bb, Vec yy, Vec xx)
235*da3a660dSBarry Smith {
236*da3a660dSBarry Smith   Matiaij *aij = (Matiaij *) mat->data;
237*da3a660dSBarry Smith   IS      iscol = mat->col, isrow = mat->row;
238*da3a660dSBarry Smith   int     *r,*c, ierr, i, j, n = aij->m, *vi, *ai = aij->i, *aj = aij->j;
239*da3a660dSBarry Smith   int     nz;
240*da3a660dSBarry Smith   Scalar  *x,*b,*tmp, *aa = aij->a, sum, *v;
241*da3a660dSBarry Smith 
242*da3a660dSBarry Smith   if (yy != xx) {ierr = VecCopy(yy,xx); CHKERR(ierr);}
243*da3a660dSBarry Smith 
244*da3a660dSBarry Smith   if (ierr = VecGetArray(bb,&b)) SETERR(ierr,0);
245*da3a660dSBarry Smith   if (ierr = VecGetArray(xx,&x)) SETERR(ierr,0);
246*da3a660dSBarry Smith   tmp = (Scalar *) MALLOC(n*sizeof(Scalar)); CHKPTR(tmp);
247*da3a660dSBarry Smith 
248*da3a660dSBarry Smith   if (ierr = ISGetIndices(isrow,&r)) SETERR(ierr,0);
249*da3a660dSBarry Smith   if (ierr = ISGetIndices(iscol,&c)) SETERR(ierr,0); c = c + (n-1);
250*da3a660dSBarry Smith 
251*da3a660dSBarry Smith   /* forward solve the lower triangular */
252*da3a660dSBarry Smith   tmp[0] = b[*r++];
253*da3a660dSBarry Smith   for ( i=1; i<n; i++ ) {
254*da3a660dSBarry Smith     v   = aa + ai[i] - 1;
255*da3a660dSBarry Smith     vi  = aj + ai[i] - 1;
256*da3a660dSBarry Smith     nz  = aij->diag[i] - ai[i];
257*da3a660dSBarry Smith     sum = b[*r++];
258*da3a660dSBarry Smith     while (nz--) sum -= *v++ * tmp[*vi++ - 1];
259*da3a660dSBarry Smith     tmp[i] = sum;
260*da3a660dSBarry Smith   }
261*da3a660dSBarry Smith 
262*da3a660dSBarry Smith   /* backward solve the upper triangular */
263*da3a660dSBarry Smith   for ( i=n-1; i>=0; i-- ){
264*da3a660dSBarry Smith     v   = aa + aij->diag[i];
265*da3a660dSBarry Smith     vi  = aj + aij->diag[i];
266*da3a660dSBarry Smith     nz  = ai[i+1] - aij->diag[i] - 1;
267*da3a660dSBarry Smith     sum = tmp[i];
268*da3a660dSBarry Smith     while (nz--) sum -= *v++ * tmp[*vi++ - 1];
269*da3a660dSBarry Smith     tmp[i] = sum*aa[aij->diag[i]-1];
270*da3a660dSBarry Smith     x[*c--] += tmp[i];
271*da3a660dSBarry Smith   }
272*da3a660dSBarry Smith 
273*da3a660dSBarry Smith   FREE(tmp);
274*da3a660dSBarry Smith   return 0;
275*da3a660dSBarry Smith }
276*da3a660dSBarry Smith /* -------------------------------------------------------------------*/
277*da3a660dSBarry Smith int MatiAIJSolveTrans(Mat mat,Vec bb, Vec xx)
278*da3a660dSBarry Smith {
279*da3a660dSBarry Smith   Matiaij *aij = (Matiaij *) mat->data;
280*da3a660dSBarry Smith   IS      iscol = mat->col, isrow = mat->row, invisrow,inviscol;
281*da3a660dSBarry Smith   int     *r,*c, ierr, i, j, n = aij->m, *vi, *ai = aij->i, *aj = aij->j;
282*da3a660dSBarry Smith   int     nz;
283*da3a660dSBarry Smith   Scalar  *x,*b,*tmp, *aa = aij->a, sum, *v;
284*da3a660dSBarry Smith 
285*da3a660dSBarry Smith   if (ierr = VecGetArray(bb,&b)) SETERR(ierr,0);
286*da3a660dSBarry Smith   if (ierr = VecGetArray(xx,&x)) SETERR(ierr,0);
287*da3a660dSBarry Smith   tmp = (Scalar *) MALLOC(n*sizeof(Scalar)); CHKPTR(tmp);
288*da3a660dSBarry Smith 
289*da3a660dSBarry Smith   /* invert the permutations */
290*da3a660dSBarry Smith   ierr = ISInvertPermutation(isrow,&invisrow); CHKERR(ierr);
291*da3a660dSBarry Smith   ierr = ISInvertPermutation(iscol,&inviscol); CHKERR(ierr);
292*da3a660dSBarry Smith 
293*da3a660dSBarry Smith 
294*da3a660dSBarry Smith   if (ierr = ISGetIndices(invisrow,&r)) SETERR(ierr,0);
295*da3a660dSBarry Smith   if (ierr = ISGetIndices(inviscol,&c)) SETERR(ierr,0);
296*da3a660dSBarry Smith 
297*da3a660dSBarry Smith   /* copy the b into temp work space according to permutation */
298*da3a660dSBarry Smith   for ( i=0; i<n; i++ ) tmp[c[i]] = b[i];
299*da3a660dSBarry Smith 
300*da3a660dSBarry Smith   /* forward solve the U^T */
301*da3a660dSBarry Smith   for ( i=0; i<n; i++ ) {
302*da3a660dSBarry Smith     v   = aa + aij->diag[i] - 1;
303*da3a660dSBarry Smith     vi  = aj + aij->diag[i];
304*da3a660dSBarry Smith     nz  = ai[i+1] - aij->diag[i] - 1;
305*da3a660dSBarry Smith     tmp[i] *= *v++;
306*da3a660dSBarry Smith     while (nz--) {
307*da3a660dSBarry Smith       tmp[*vi++ - 1] -= (*v++)*tmp[i];
308*da3a660dSBarry Smith     }
309*da3a660dSBarry Smith   }
310*da3a660dSBarry Smith 
311*da3a660dSBarry Smith   /* backward solve the L^T */
312*da3a660dSBarry Smith   for ( i=n-1; i>=0; i-- ){
313*da3a660dSBarry Smith     v   = aa + aij->diag[i] - 2;
314*da3a660dSBarry Smith     vi  = aj + aij->diag[i] - 2;
315*da3a660dSBarry Smith     nz  = aij->diag[i] - ai[i];
316*da3a660dSBarry Smith     while (nz--) {
317*da3a660dSBarry Smith       tmp[*vi-- - 1] -= (*v--)*tmp[i];
318*da3a660dSBarry Smith     }
319*da3a660dSBarry Smith   }
320*da3a660dSBarry Smith 
321*da3a660dSBarry Smith   /* copy tmp into x according to permutation */
322*da3a660dSBarry Smith   for ( i=0; i<n; i++ ) x[r[i]] = tmp[i];
323*da3a660dSBarry Smith 
324*da3a660dSBarry Smith   ISDestroy(invisrow); ISDestroy(inviscol);
325*da3a660dSBarry Smith 
326*da3a660dSBarry Smith   FREE(tmp);
327*da3a660dSBarry Smith   return 0;
328*da3a660dSBarry Smith }
329*da3a660dSBarry Smith 
330*da3a660dSBarry Smith int MatiAIJSolveTransAdd(Mat mat,Vec bb, Vec xx,Vec zz)
331*da3a660dSBarry Smith {
332*da3a660dSBarry Smith   Matiaij *aij = (Matiaij *) mat->data;
333*da3a660dSBarry Smith }
334