xref: /petsc/src/mat/impls/aij/seq/matlab/aijmatlab.c (revision 860c79edc3e8a2fb7b96a084ecdd3e2f48e9005d)
1be1d678aSKris Buschelman 
23b3e256bSKris Buschelman /*
3e3c5b3baSBarry Smith         Provides an interface for the MATLAB engine sparse solver
43b3e256bSKris Buschelman 
53b3e256bSKris Buschelman */
6c6db04a5SJed Brown #include <../src/mat/impls/aij/seq/aij.h>
782c86c8fSBarry Smith #include <petscmatlab.h>
8c6db04a5SJed Brown #include <engine.h>   /* MATLAB include file */
9c6db04a5SJed Brown #include <mex.h>      /* MATLAB include file */
103b3e256bSKris Buschelman 
118cc058d9SJed Brown PETSC_EXTERN mxArray *MatSeqAIJToMatlab(Mat B)
12aeeaa5c7SBarry Smith {
13aeeaa5c7SBarry Smith   PetscErrorCode ierr;
14aeeaa5c7SBarry Smith   Mat_SeqAIJ     *aij = (Mat_SeqAIJ*)B->data;
15c088a8dcSBarry Smith   mwIndex        *ii,*jj;
16aeeaa5c7SBarry Smith   mxArray        *mat;
17c088a8dcSBarry Smith   PetscInt       i;
18aeeaa5c7SBarry Smith 
19aeeaa5c7SBarry Smith   PetscFunctionBegin;
20aeeaa5c7SBarry Smith   mat  = mxCreateSparse(B->cmap->n,B->rmap->n,aij->nz,mxREAL);
217afc1a8bSJed Brown   ierr = PetscMemcpy(mxGetPr(mat),aij->a,aij->nz*sizeof(PetscScalar));if (ierr) return NULL;
22e3c5b3baSBarry Smith   /* MATLAB stores by column, not row so we pass in the transpose of the matrix */
23aeeaa5c7SBarry Smith   jj = mxGetIr(mat);
24aeeaa5c7SBarry Smith   for (i=0; i<aij->nz; i++) jj[i] = aij->j[i];
25aeeaa5c7SBarry Smith   ii = mxGetJc(mat);
26aeeaa5c7SBarry Smith   for (i=0; i<B->rmap->n+1; i++) ii[i] = aij->i[i];
27aeeaa5c7SBarry Smith   PetscFunctionReturn(mat);
28aeeaa5c7SBarry Smith }
29aeeaa5c7SBarry Smith 
308cc058d9SJed Brown PETSC_EXTERN PetscErrorCode MatlabEnginePut_SeqAIJ(PetscObject obj,void *mengine)
31a1d52234SKris Buschelman {
32dfbe8321SBarry Smith   PetscErrorCode ierr;
33a1d52234SKris Buschelman   mxArray        *mat;
34a1d52234SKris Buschelman 
35a1d52234SKris Buschelman   PetscFunctionBegin;
36be6adb11SBarry Smith   mat  = MatSeqAIJToMatlab((Mat)obj);if (!mat) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_LIB,"Cannot create MATLAB matrix");
37a1d52234SKris Buschelman   ierr = PetscObjectName(obj);CHKERRQ(ierr);
38a1d52234SKris Buschelman   engPutVariable((Engine*)mengine,obj->name,mat);
39a1d52234SKris Buschelman   PetscFunctionReturn(0);
40a1d52234SKris Buschelman }
41a1d52234SKris Buschelman 
4284c105d7SBarry Smith /*@C
43e3c5b3baSBarry Smith     MatSeqAIJFromMatlab - Given a MATLAB sparse matrix, fills a SeqAIJ matrix with its transpose.
44a7bb0f05SBarry Smith 
45a7bb0f05SBarry Smith    Not Collective
46a7bb0f05SBarry Smith 
47a7bb0f05SBarry Smith    Input Parameters:
48e3c5b3baSBarry Smith +     mmat - a MATLAB sparse matris
49579dbff0SBarry Smith -     mat - an already created MATSEQAIJ
50a7bb0f05SBarry Smith 
512bd2b0e6SSatish Balay   Level: intermediate
522bd2b0e6SSatish Balay 
53a7bb0f05SBarry Smith @*/
548cc058d9SJed Brown PETSC_EXTERN PetscErrorCode MatSeqAIJFromMatlab(mxArray *mmat,Mat mat)
55a1d52234SKris Buschelman {
56dfbe8321SBarry Smith   PetscErrorCode ierr;
57b3da158bSBarry Smith   PetscInt       nz,n,m,*i,*j,k;
58b3da158bSBarry Smith   mwIndex        nnz,nn,nm,*ii,*jj;
59a1d52234SKris Buschelman   Mat_SeqAIJ     *aij = (Mat_SeqAIJ*)mat->data;
60a1d52234SKris Buschelman 
61a1d52234SKris Buschelman   PetscFunctionBegin;
62b3da158bSBarry Smith   nn  = mxGetN(mmat);   /* rows of transpose of matrix */
63b3da158bSBarry Smith   nm  = mxGetM(mmat);
64b3da158bSBarry Smith   nnz = (mxGetJc(mmat))[nn];
65b3da158bSBarry Smith   ii  = mxGetJc(mmat);
66b3da158bSBarry Smith   jj  = mxGetIr(mmat);
67b3da158bSBarry Smith   n   = (PetscInt) nn;
68b3da158bSBarry Smith   m   = (PetscInt) nm;
69b3da158bSBarry Smith   nz  = (PetscInt) nnz;
70b3da158bSBarry Smith 
71b3da158bSBarry Smith   if (mat->rmap->n < 0 && mat->cmap->n < 0) {
72b3da158bSBarry Smith     /* matrix has not yet had its size set */
73b3da158bSBarry Smith     ierr = MatSetSizes(mat,n,m,PETSC_DETERMINE,PETSC_DETERMINE);CHKERRQ(ierr);
744994cf47SJed Brown     ierr = MatSetUp(mat);CHKERRQ(ierr);
75b3da158bSBarry Smith   } else {
76b3da158bSBarry Smith     if (mat->rmap->n != n) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_SUP,"Cannot change size of PETSc matrix %D to %D",mat->rmap->n,n);
77b3da158bSBarry Smith     if (mat->cmap->n != m) SETERRQ2(PETSC_COMM_SELF,PETSC_ERR_SUP,"Cannot change size of PETSc matrix %D to %D",mat->cmap->n,m);
78b3da158bSBarry Smith   }
792eff7a51SBarry Smith   if (nz != aij->nz) {
802eff7a51SBarry Smith     /* number of nonzeros in matrix has changed, so need new data structure */
811f03425eSSatish Balay     ierr    = MatSeqXAIJFreeAIJ(mat,&aij->a,&aij->j,&aij->i);CHKERRQ(ierr);
82b3da158bSBarry Smith     aij->nz = nz;
83dcca6d9dSJed Brown     ierr    = PetscMalloc3(aij->nz,&aij->a,aij->nz,&aij->j,mat->rmap->n+1,&aij->i);CHKERRQ(ierr);
842205254eSKarl Rupp 
85a1d52234SKris Buschelman     aij->singlemalloc = PETSC_TRUE;
862eff7a51SBarry Smith   }
87a1d52234SKris Buschelman 
88a1d52234SKris Buschelman   ierr = PetscMemcpy(aij->a,mxGetPr(mmat),aij->nz*sizeof(PetscScalar));CHKERRQ(ierr);
89e3c5b3baSBarry Smith   /* MATLAB stores by column, not row so we pass in the transpose of the matrix */
90b3da158bSBarry Smith   i = aij->i;
912205254eSKarl Rupp   for (k=0; k<n+1; k++) i[k] = (PetscInt) ii[k];
92b3da158bSBarry Smith   j = aij->j;
932205254eSKarl Rupp   for (k=0; k<nz; k++) j[k] = (PetscInt) jj[k];
94a1d52234SKris Buschelman 
952205254eSKarl Rupp   for (k=0; k<mat->rmap->n; k++) aij->ilen[k] = aij->imax[k] = aij->i[k+1] - aij->i[k];
96a1d52234SKris Buschelman 
97a1d52234SKris Buschelman   ierr = MatAssemblyBegin(mat,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
98a1d52234SKris Buschelman   ierr = MatAssemblyEnd(mat,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
99a7bb0f05SBarry Smith   PetscFunctionReturn(0);
100a7bb0f05SBarry Smith }
101a1d52234SKris Buschelman 
10229b38603SBarry Smith PETSC_EXTERN PetscErrorCode  MatlabEngineGet_SeqAIJ(PetscObject obj,void *mengine)
103a7bb0f05SBarry Smith {
104a7bb0f05SBarry Smith   PetscErrorCode ierr;
105a7bb0f05SBarry Smith   Mat            mat = (Mat)obj;
106a7bb0f05SBarry Smith   mxArray        *mmat;
107a7bb0f05SBarry Smith 
108a7bb0f05SBarry Smith   PetscFunctionBegin;
109a7bb0f05SBarry Smith   mmat = engGetVariable((Engine*)mengine,obj->name);
110a7bb0f05SBarry Smith   ierr = MatSeqAIJFromMatlab(mmat,mat);CHKERRQ(ierr);
111a1d52234SKris Buschelman   PetscFunctionReturn(0);
112a1d52234SKris Buschelman }
113a1d52234SKris Buschelman 
114dfbe8321SBarry Smith PetscErrorCode MatSolve_Matlab(Mat A,Vec b,Vec x)
1153b3e256bSKris Buschelman {
116dfbe8321SBarry Smith   PetscErrorCode ierr;
117e060cb09SBarry Smith   const char     *_A,*_b,*_x;
1183b3e256bSKris Buschelman 
1193b3e256bSKris Buschelman   PetscFunctionBegin;
1203b3e256bSKris Buschelman   /* make sure objects have names; use default if not */
1213b3e256bSKris Buschelman   ierr = PetscObjectName((PetscObject)b);CHKERRQ(ierr);
1223b3e256bSKris Buschelman   ierr = PetscObjectName((PetscObject)x);CHKERRQ(ierr);
1233b3e256bSKris Buschelman 
1243b3e256bSKris Buschelman   ierr = PetscObjectGetName((PetscObject)A,&_A);CHKERRQ(ierr);
1253b3e256bSKris Buschelman   ierr = PetscObjectGetName((PetscObject)b,&_b);CHKERRQ(ierr);
1263b3e256bSKris Buschelman   ierr = PetscObjectGetName((PetscObject)x,&_x);CHKERRQ(ierr);
127ce94432eSBarry Smith   ierr = PetscMatlabEnginePut(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),(PetscObject)b);CHKERRQ(ierr);
128ce94432eSBarry Smith   ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"%s = u%s\\(l%s\\(p%s*%s));",_x,_A,_A,_A,_b);CHKERRQ(ierr);
129ce94432eSBarry Smith   ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"%s = 0;",_b);CHKERRQ(ierr);
130ce94432eSBarry Smith   /* ierr = PetscMatlabEnginePrintOutput(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),stdout);CHKERRQ(ierr);  */
131ce94432eSBarry Smith   ierr = PetscMatlabEngineGet(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),(PetscObject)x);CHKERRQ(ierr);
1323b3e256bSKris Buschelman   PetscFunctionReturn(0);
1333b3e256bSKris Buschelman }
1343b3e256bSKris Buschelman 
1350481f469SBarry Smith PetscErrorCode MatLUFactorNumeric_Matlab(Mat F,Mat A,const MatFactorInfo *info)
1363b3e256bSKris Buschelman {
137dfbe8321SBarry Smith   PetscErrorCode ierr;
138de4209c5SBarry Smith   size_t         len;
1393b3e256bSKris Buschelman   char           *_A,*name;
140b3866ffcSBarry Smith   PetscReal      dtcol = info->dtcol;
1413b3e256bSKris Buschelman 
1423b3e256bSKris Buschelman   PetscFunctionBegin;
143d5f3da31SBarry Smith   if (F->factortype == MAT_FACTOR_ILU || info->dt > 0) {
1449a5db2c3SBarry Smith     /* the ILU form is not currently registered */
145b3866ffcSBarry Smith     if (info->dtcol == PETSC_DEFAULT) dtcol = .01;
146fe97e370SBarry Smith     F->ops->solve = MatSolve_Matlab;
147d5f3da31SBarry Smith     F->factortype = MAT_FACTOR_LU;
1482205254eSKarl Rupp 
149ce94432eSBarry Smith     ierr = PetscMatlabEnginePut(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),(PetscObject)A);CHKERRQ(ierr);
150fe97e370SBarry Smith     _A   = ((PetscObject)A)->name;
151ce94432eSBarry Smith     ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"info_%s = struct('droptol',%g,'thresh',%g);",_A,info->dt,dtcol);CHKERRQ(ierr);
152ce94432eSBarry Smith     ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"[l_%s,u_%s,p_%s] = luinc(%s',info_%s);",_A,_A,_A,_A,_A);CHKERRQ(ierr);
153ce94432eSBarry Smith     ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"%s = 0;",_A);CHKERRQ(ierr);
154fe97e370SBarry Smith 
155fe97e370SBarry Smith     ierr = PetscStrlen(_A,&len);CHKERRQ(ierr);
156854ce69bSBarry Smith     ierr = PetscMalloc1(len+2,&name);CHKERRQ(ierr);
157fe97e370SBarry Smith     sprintf(name,"_%s",_A);
158fe97e370SBarry Smith     ierr = PetscObjectSetName((PetscObject)F,name);CHKERRQ(ierr);
159fe97e370SBarry Smith     ierr = PetscFree(name);CHKERRQ(ierr);
160fe97e370SBarry Smith   } else {
161ce94432eSBarry Smith     ierr = PetscMatlabEnginePut(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),(PetscObject)A);CHKERRQ(ierr);
162f0523c5fSHong Zhang     _A   = ((PetscObject)A)->name;
163ce94432eSBarry Smith     ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"[l_%s,u_%s,p_%s] = lu(%s',%g);",_A,_A,_A,_A,dtcol);CHKERRQ(ierr);
164ce94432eSBarry Smith     ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"%s = 0;",_A);CHKERRQ(ierr);
1653b3e256bSKris Buschelman     ierr = PetscStrlen(_A,&len);CHKERRQ(ierr);
166854ce69bSBarry Smith     ierr = PetscMalloc1(len+2,&name);CHKERRQ(ierr);
1673b3e256bSKris Buschelman     sprintf(name,"_%s",_A);
168f0523c5fSHong Zhang     ierr = PetscObjectSetName((PetscObject)F,name);CHKERRQ(ierr);
1693b3e256bSKris Buschelman     ierr = PetscFree(name);CHKERRQ(ierr);
1702205254eSKarl Rupp 
171f0523c5fSHong Zhang     F->ops->solve = MatSolve_Matlab;
172fe97e370SBarry Smith   }
1733b3e256bSKris Buschelman   PetscFunctionReturn(0);
1743b3e256bSKris Buschelman }
1753b3e256bSKris Buschelman 
1760481f469SBarry Smith PetscErrorCode MatLUFactorSymbolic_Matlab(Mat F,Mat A,IS r,IS c,const MatFactorInfo *info)
1773b3e256bSKris Buschelman {
1783b3e256bSKris Buschelman   PetscFunctionBegin;
179e32f2f54SBarry Smith   if (A->cmap->N != A->rmap->N) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"matrix must be square");
180f0523c5fSHong Zhang   F->ops->lufactornumeric = MatLUFactorNumeric_Matlab;
181b3866ffcSBarry Smith   F->assembled            = PETSC_TRUE;
1823b3e256bSKris Buschelman   PetscFunctionReturn(0);
1833b3e256bSKris Buschelman }
1843b3e256bSKris Buschelman 
18535bd34faSBarry Smith PetscErrorCode MatFactorGetSolverPackage_seqaij_matlab(Mat A,const MatSolverPackage *type)
18635bd34faSBarry Smith {
18735bd34faSBarry Smith   PetscFunctionBegin;
1882692d6eeSBarry Smith   *type = MATSOLVERMATLAB;
18935bd34faSBarry Smith   PetscFunctionReturn(0);
19035bd34faSBarry Smith }
19135bd34faSBarry Smith 
1929a5db2c3SBarry Smith PetscErrorCode MatDestroy_matlab(Mat A)
1939a5db2c3SBarry Smith {
1949a5db2c3SBarry Smith   PetscErrorCode ierr;
1959a5db2c3SBarry Smith   const char     *_A;
1969a5db2c3SBarry Smith 
1979a5db2c3SBarry Smith   PetscFunctionBegin;
1989a5db2c3SBarry Smith   ierr = PetscObjectGetName((PetscObject)A,&_A);CHKERRQ(ierr);
1999a5db2c3SBarry Smith   ierr = PetscMatlabEngineEvaluate(PETSC_MATLAB_ENGINE_(PetscObjectComm((PetscObject)A)),"delete %s l_%s u_%s;",_A,_A,_A);CHKERRQ(ierr);
2009a5db2c3SBarry Smith   PetscFunctionReturn(0);
2019a5db2c3SBarry Smith }
2029a5db2c3SBarry Smith 
2038cc058d9SJed Brown PETSC_EXTERN PetscErrorCode MatGetFactor_seqaij_matlab(Mat A,MatFactorType ftype,Mat *F)
2043b3e256bSKris Buschelman {
205dfbe8321SBarry Smith   PetscErrorCode ierr;
2063b3e256bSKris Buschelman 
2073b3e256bSKris Buschelman   PetscFunctionBegin;
208e32f2f54SBarry Smith   if (A->cmap->N != A->rmap->N) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_ARG_SIZ,"matrix must be square");
209ce94432eSBarry Smith   ierr                         = MatCreate(PetscObjectComm((PetscObject)A),F);CHKERRQ(ierr);
210f0523c5fSHong Zhang   ierr                         = MatSetSizes(*F,A->rmap->n,A->cmap->n,A->rmap->n,A->cmap->n);CHKERRQ(ierr);
2119a5db2c3SBarry Smith   ierr                         = PetscStrallocpy("matlab",&((PetscObject)*F)->type_name);CHKERRQ(ierr);
2129a5db2c3SBarry Smith   ierr                         = MatSetUp(*F);CHKERRQ(ierr);
2139a5db2c3SBarry Smith 
2149a5db2c3SBarry Smith   (*F)->ops->destroy           = MatDestroy_matlab;
2159a5db2c3SBarry Smith   (*F)->ops->getinfo           = MatGetInfo_External;
216b24902e0SBarry Smith   (*F)->ops->lufactorsymbolic  = MatLUFactorSymbolic_Matlab;
217b3866ffcSBarry Smith   (*F)->ops->ilufactorsymbolic = MatLUFactorSymbolic_Matlab;
2182205254eSKarl Rupp 
219bdf89e91SBarry Smith   ierr = PetscObjectComposeFunction((PetscObject)(*F),"MatFactorGetSolverPackage_C",MatFactorGetSolverPackage_seqaij_matlab);CHKERRQ(ierr);
220f0523c5fSHong Zhang 
221d5f3da31SBarry Smith   (*F)->factortype = ftype;
22200c67f3bSHong Zhang   ierr = PetscFree((*F)->solvertype);CHKERRQ(ierr);
22300c67f3bSHong Zhang   ierr = PetscStrallocpy(MATSOLVERMATLAB,&(*F)->solvertype);CHKERRQ(ierr);
2243b3e256bSKris Buschelman   PetscFunctionReturn(0);
2253b3e256bSKris Buschelman }
226b24902e0SBarry Smith 
22742c9c57cSBarry Smith 
22829b38603SBarry Smith PETSC_EXTERN PetscErrorCode MatSolverPackageRegister_Matlab(void)
22942c9c57cSBarry Smith {
23042c9c57cSBarry Smith   PetscErrorCode ierr;
23142c9c57cSBarry Smith 
23242c9c57cSBarry Smith   PetscFunctionBegin;
23342c9c57cSBarry Smith   ierr = MatSolverPackageRegister(MATSOLVERMATLAB,MATSEQAIJ,        MAT_FACTOR_LU,MatGetFactor_seqaij_matlab);CHKERRQ(ierr);
23442c9c57cSBarry Smith   PetscFunctionReturn(0);
23542c9c57cSBarry Smith }
23642c9c57cSBarry Smith 
2373b3e256bSKris Buschelman /* --------------------------------------------------------------------------------*/
2383b3e256bSKris Buschelman 
239*860c79edSBarry Smith PetscErrorCode MatView_Info_Matlab(Mat A,PetscViewer viewer)
2403b3e256bSKris Buschelman {
241dfbe8321SBarry Smith   PetscErrorCode ierr;
2423b3e256bSKris Buschelman 
2433b3e256bSKris Buschelman   PetscFunctionBegin;
244e3c5b3baSBarry Smith   ierr = PetscViewerASCIIPrintf(viewer,"MATLAB run parameters:  -- not written yet!\n");CHKERRQ(ierr);
2453b3e256bSKris Buschelman   PetscFunctionReturn(0);
2463b3e256bSKris Buschelman }
2473b3e256bSKris Buschelman 
248b2d3331aSBarry Smith PetscErrorCode MatView_Matlab(Mat A,PetscViewer viewer)
249b2d3331aSBarry Smith {
250dfbe8321SBarry Smith   PetscErrorCode    ierr;
251ace3abfcSBarry Smith   PetscBool         iascii;
25205db81ecSKris Buschelman   PetscViewerFormat format;
25305db81ecSKris Buschelman 
25405db81ecSKris Buschelman   PetscFunctionBegin;
255b24902e0SBarry Smith   ierr = MatView_SeqAIJ(A,viewer);CHKERRQ(ierr);
256251f4c67SDmitry Karpeev   ierr = PetscObjectTypeCompare((PetscObject)viewer,PETSCVIEWERASCII,&iascii);CHKERRQ(ierr);
25732077d6dSBarry Smith   if (iascii) {
25805db81ecSKris Buschelman     ierr = PetscViewerGetFormat(viewer,&format);CHKERRQ(ierr);
25905db81ecSKris Buschelman     if (format == PETSC_VIEWER_ASCII_FACTOR_INFO) {
260*860c79edSBarry Smith       ierr = MatView_Info_Matlab(A,viewer);
26105db81ecSKris Buschelman     }
26205db81ecSKris Buschelman   }
26305db81ecSKris Buschelman   PetscFunctionReturn(0);
26405db81ecSKris Buschelman }
265f365a357SKris Buschelman 
26605db81ecSKris Buschelman 
26705db81ecSKris Buschelman /*MC
2689a5db2c3SBarry Smith   MATSOLVERMATLAB - "matlab" - Providing direct solver LU for sequential aij matrix via the external package MATLAB.
26905db81ecSKris Buschelman 
27005db81ecSKris Buschelman 
27141c8de11SBarry Smith   Works with MATSEQAIJ matrices.
27205db81ecSKris Buschelman 
27305db81ecSKris Buschelman   Options Database Keys:
274c7918f76SSatish Balay . -pc_factor_mat_solver_package matlab - selects MATLAB to do the sparse factorization
27541c8de11SBarry Smith 
2769a5db2c3SBarry Smith   Notes: You must ./configure with the options --with-matlab --with-matlab-engine
27705db81ecSKris Buschelman 
27805db81ecSKris Buschelman   Level: beginner
27905db81ecSKris Buschelman 
28005db81ecSKris Buschelman .seealso: PCLU
28141c8de11SBarry Smith 
28241c8de11SBarry Smith .seealso: PCFactorSetMatSolverPackage(), MatSolverPackage
28305db81ecSKris Buschelman M*/
28405db81ecSKris Buschelman 
285