Actual source code: test11.c

slepc-3.21.2 2024-09-25
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  1: /*
  2:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
  3:    SLEPc - Scalable Library for Eigenvalue Problem Computations
  4:    Copyright (c) 2002-, Universitat Politecnica de Valencia, Spain

  6:    This file is part of SLEPc.
  7:    SLEPc is distributed under a 2-clause BSD license (see LICENSE).
  8:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
  9: */

 11: static char help[] = "Test BV block orthogonalization.\n\n";

 13: #include <slepcbv.h>

 15: /*
 16:    Compute the Frobenius norm ||A(l:k,l:k)-diag||_F
 17:  */
 18: PetscErrorCode MyMatNorm(Mat A,PetscInt lda,PetscInt l,PetscInt k,PetscScalar diag,PetscReal *norm)
 19: {
 20:   PetscInt          i,j;
 21:   const PetscScalar *pA;
 22:   PetscReal         s,val;

 24:   PetscFunctionBeginUser;
 25:   PetscCall(MatDenseGetArrayRead(A,&pA));
 26:   s = 0.0;
 27:   for (i=l;i<k;i++) {
 28:     for (j=l;j<k;j++) {
 29:       val = (i==j)? PetscAbsScalar(pA[i+j*lda]-diag): PetscAbsScalar(pA[i+j*lda]);
 30:       s += val*val;
 31:     }
 32:   }
 33:   *norm = PetscSqrtReal(s);
 34:   PetscCall(MatDenseRestoreArrayRead(A,&pA));
 35:   PetscFunctionReturn(PETSC_SUCCESS);
 36: }

 38: int main(int argc,char **argv)
 39: {
 40:   BV             X,Y,Z,cached;
 41:   Mat            B=NULL,M,R=NULL;
 42:   Vec            v,t;
 43:   PetscInt       i,j,n=20,l=2,k=8,Istart,Iend;
 44:   PetscViewer    view;
 45:   PetscBool      withb,resid,rand,verbose;
 46:   PetscReal      norm;
 47:   PetscScalar    alpha;

 49:   PetscFunctionBeginUser;
 50:   PetscCall(SlepcInitialize(&argc,&argv,(char*)0,help));
 51:   PetscCall(PetscOptionsGetInt(NULL,NULL,"-n",&n,NULL));
 52:   PetscCall(PetscOptionsGetInt(NULL,NULL,"-l",&l,NULL));
 53:   PetscCall(PetscOptionsGetInt(NULL,NULL,"-k",&k,NULL));
 54:   PetscCall(PetscOptionsHasName(NULL,NULL,"-withb",&withb));
 55:   PetscCall(PetscOptionsHasName(NULL,NULL,"-resid",&resid));
 56:   PetscCall(PetscOptionsHasName(NULL,NULL,"-rand",&rand));
 57:   PetscCall(PetscOptionsHasName(NULL,NULL,"-verbose",&verbose));
 58:   PetscCall(PetscPrintf(PETSC_COMM_WORLD,"Test BV block orthogonalization (length %" PetscInt_FMT ", l=%" PetscInt_FMT ", k=%" PetscInt_FMT ")%s.\n",n,l,k,withb?" with non-standard inner product":""));

 60:   /* Create template vector */
 61:   PetscCall(VecCreate(PETSC_COMM_WORLD,&t));
 62:   PetscCall(VecSetSizes(t,PETSC_DECIDE,n));
 63:   PetscCall(VecSetFromOptions(t));

 65:   /* Create BV object X */
 66:   PetscCall(BVCreate(PETSC_COMM_WORLD,&X));
 67:   PetscCall(PetscObjectSetName((PetscObject)X,"X"));
 68:   PetscCall(BVSetSizesFromVec(X,t,k));
 69:   PetscCall(BVSetFromOptions(X));

 71:   /* Set up viewer */
 72:   PetscCall(PetscViewerASCIIGetStdout(PETSC_COMM_WORLD,&view));
 73:   if (verbose) PetscCall(PetscViewerPushFormat(view,PETSC_VIEWER_ASCII_MATLAB));

 75:   /* Fill X entries */
 76:   if (rand) PetscCall(BVSetRandom(X));
 77:   else {
 78:     for (j=0;j<k;j++) {
 79:       PetscCall(BVGetColumn(X,j,&v));
 80:       PetscCall(VecSet(v,0.0));
 81:       for (i=0;i<=n/2;i++) {
 82:         if (i+j<n) {
 83:           alpha = (3.0*i+j-2)/(2*(i+j+1));
 84:           PetscCall(VecSetValue(v,i+j,alpha,INSERT_VALUES));
 85:         }
 86:       }
 87:       PetscCall(VecAssemblyBegin(v));
 88:       PetscCall(VecAssemblyEnd(v));
 89:       PetscCall(BVRestoreColumn(X,j,&v));
 90:     }
 91:   }
 92:   if (verbose) PetscCall(BVView(X,view));

 94:   if (withb) {
 95:     /* Create inner product matrix */
 96:     PetscCall(MatCreate(PETSC_COMM_WORLD,&B));
 97:     PetscCall(MatSetSizes(B,PETSC_DECIDE,PETSC_DECIDE,n,n));
 98:     PetscCall(MatSetFromOptions(B));
 99:     PetscCall(PetscObjectSetName((PetscObject)B,"B"));

101:     PetscCall(MatGetOwnershipRange(B,&Istart,&Iend));
102:     for (i=Istart;i<Iend;i++) {
103:       if (i>0) PetscCall(MatSetValue(B,i,i-1,-1.0,INSERT_VALUES));
104:       if (i<n-1) PetscCall(MatSetValue(B,i,i+1,-1.0,INSERT_VALUES));
105:       PetscCall(MatSetValue(B,i,i,2.0,INSERT_VALUES));
106:     }
107:     PetscCall(MatAssemblyBegin(B,MAT_FINAL_ASSEMBLY));
108:     PetscCall(MatAssemblyEnd(B,MAT_FINAL_ASSEMBLY));
109:     if (verbose) PetscCall(MatView(B,view));
110:     PetscCall(BVSetMatrix(X,B,PETSC_FALSE));
111:   }

113:   /* Create copy on Y */
114:   PetscCall(BVDuplicate(X,&Y));
115:   PetscCall(PetscObjectSetName((PetscObject)Y,"Y"));
116:   PetscCall(BVCopy(X,Y));
117:   PetscCall(MatCreateSeqDense(PETSC_COMM_SELF,k,k,NULL,&M));

119:   if (resid) {
120:     /* Create matrix R to store triangular factor */
121:     PetscCall(MatCreateSeqDense(PETSC_COMM_SELF,k,k,NULL,&R));
122:     PetscCall(PetscObjectSetName((PetscObject)R,"R"));
123:   }

125:   if (l>0) {
126:     /* First orthogonalize leading columns */
127:     PetscCall(PetscPrintf(PETSC_COMM_WORLD,"Orthogonalizing leading columns\n"));
128:     PetscCall(BVSetActiveColumns(Y,0,l));
129:     PetscCall(BVSetActiveColumns(X,0,l));
130:     PetscCall(BVOrthogonalize(Y,R));
131:     if (verbose) {
132:       PetscCall(BVView(Y,view));
133:       if (resid) PetscCall(MatView(R,view));
134:     }

136:     if (withb) {
137:       /* Extract cached BV and check it is equal to B*X */
138:       PetscCall(BVGetCachedBV(Y,&cached));
139:       PetscCall(BVDuplicate(X,&Z));
140:       PetscCall(BVSetMatrix(Z,NULL,PETSC_FALSE));
141:       PetscCall(BVSetActiveColumns(Z,0,l));
142:       PetscCall(BVCopy(X,Z));
143:       PetscCall(BVMatMult(X,B,Z));
144:       PetscCall(BVMult(Z,-1.0,1.0,cached,NULL));
145:       PetscCall(BVNorm(Z,NORM_FROBENIUS,&norm));
146:       if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Difference ||cached-BX|| < 100*eps\n"));
147:       else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Difference ||cached-BX||: %g\n",(double)norm));
148:       PetscCall(BVDestroy(&Z));
149:     }

151:     /* Check orthogonality */
152:     PetscCall(BVDot(Y,Y,M));
153:     PetscCall(MyMatNorm(M,k,0,l,1.0,&norm));
154:     if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q1 < 100*eps\n"));
155:     else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q1: %g\n",(double)norm));

157:     if (resid) {
158:       /* Check residual */
159:       PetscCall(BVDuplicate(X,&Z));
160:       PetscCall(BVSetMatrix(Z,NULL,PETSC_FALSE));
161:       PetscCall(BVSetActiveColumns(Z,0,l));
162:       PetscCall(BVCopy(X,Z));
163:       PetscCall(BVMult(Z,-1.0,1.0,Y,R));
164:       PetscCall(BVNorm(Z,NORM_FROBENIUS,&norm));
165:       if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Residual ||X1-Q1*R11|| < 100*eps\n"));
166:       else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Residual ||X1-Q1*R11||: %g\n",(double)norm));
167:       PetscCall(BVDestroy(&Z));
168:     }

170:   }

172:   /* Now orthogonalize the rest of columns */
173:   PetscCall(PetscPrintf(PETSC_COMM_WORLD,"Orthogonalizing active columns\n"));
174:   PetscCall(BVSetActiveColumns(Y,l,k));
175:   PetscCall(BVSetActiveColumns(X,l,k));
176:   PetscCall(BVOrthogonalize(Y,R));
177:   if (verbose) {
178:     PetscCall(BVView(Y,view));
179:     if (resid) PetscCall(MatView(R,view));
180:   }

182:   if (l>0) {
183:     /* Check orthogonality */
184:     PetscCall(BVDot(Y,Y,M));
185:     PetscCall(MyMatNorm(M,k,l,k,1.0,&norm));
186:     if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q2 < 100*eps\n"));
187:     else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q2: %g\n",(double)norm));
188:   }

190:   /* Check the complete decomposition */
191:   PetscCall(PetscPrintf(PETSC_COMM_WORLD,"Overall decomposition\n"));
192:   PetscCall(BVSetActiveColumns(Y,0,k));
193:   PetscCall(BVSetActiveColumns(X,0,k));

195:   /* Check orthogonality */
196:   PetscCall(BVDot(Y,Y,M));
197:   PetscCall(MyMatNorm(M,k,0,k,1.0,&norm));
198:   if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q < 100*eps\n"));
199:   else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Level of orthogonality of Q: %g\n",(double)norm));

201:   if (resid) {
202:     /* Check residual */
203:     PetscCall(BVMult(X,-1.0,1.0,Y,R));
204:     PetscCall(BVSetMatrix(X,NULL,PETSC_FALSE));
205:     PetscCall(BVNorm(X,NORM_FROBENIUS,&norm));
206:     if (norm<100*PETSC_MACHINE_EPSILON) PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Residual ||X-Q*R|| < 100*eps\n"));
207:     else PetscCall(PetscPrintf(PETSC_COMM_WORLD,"  Residual ||X-Q*R||: %g\n",(double)norm));
208:     PetscCall(MatDestroy(&R));
209:   }

211:   if (B) PetscCall(MatDestroy(&B));
212:   PetscCall(MatDestroy(&M));
213:   PetscCall(BVDestroy(&X));
214:   PetscCall(BVDestroy(&Y));
215:   PetscCall(VecDestroy(&t));
216:   PetscCall(SlepcFinalize());
217:   return 0;
218: }

220: /*TEST

222:    testset:
223:       args: -bv_orthog_block {{gs chol tsqr tsqrchol svqb}}
224:       nsize: 2
225:       output_file: output/test11_1.out
226:       test:
227:          suffix: 1
228:          args: -bv_type {{vecs contiguous svec mat}shared output}
229:       test:
230:          suffix: 1_cuda
231:          args: -bv_type {{svec mat}} -vec_type cuda
232:          requires: cuda

234:    testset:
235:       args: -withb -bv_orthog_block {{gs chol svqb}}
236:       nsize: 2
237:       output_file: output/test11_4.out
238:       test:
239:          suffix: 4
240:          args: -bv_type {{vecs contiguous svec mat}shared output}
241:       test:
242:          suffix: 4_cuda
243:          args: -bv_type {{svec mat}} -vec_type cuda -mat_type aijcusparse
244:          requires: cuda

246:    testset:
247:       args: -resid -bv_orthog_block {{gs chol tsqr tsqrchol svqb}}
248:       nsize: 2
249:       output_file: output/test11_6.out
250:       test:
251:          suffix: 6
252:          args: -bv_type {{vecs contiguous svec mat}shared output}
253:       test:
254:          suffix: 6_cuda
255:          args: -bv_type {{svec mat}} -vec_type cuda
256:          requires: cuda

258:    testset:
259:       args: -resid -withb -bv_orthog_block {{gs chol svqb}}
260:       nsize: 2
261:       output_file: output/test11_9.out
262:       test:
263:          suffix: 9
264:          args: -bv_type {{vecs contiguous svec mat}shared output}
265:       test:
266:          suffix: 9_cuda
267:          args: -bv_type {{svec mat}} -vec_type cuda -mat_type aijcusparse
268:          requires: cuda

270:    testset:
271:       args: -bv_orthog_block tsqr
272:       nsize: 7
273:       output_file: output/test11_1.out
274:       test:
275:          suffix: 11
276:          args: -bv_type {{vecs contiguous svec mat}shared output}
277:          requires: !defined(PETSCTEST_VALGRIND)
278:       test:
279:          suffix: 11_cuda
280:          TODO: too many processes accessing the GPU
281:          args: -bv_type {{svec mat}} -vec_type cuda
282:          requires: cuda !defined(PETSCTEST_VALGRIND)

284:    testset:
285:       args: -resid -n 180 -l 0 -k 7 -bv_orthog_block tsqr
286:       nsize: 7
287:       output_file: output/test11_12.out
288:       test:
289:          suffix: 12
290:          args: -bv_type {{vecs contiguous svec mat}shared output}
291:          requires: double !defined(PETSCTEST_VALGRIND)
292:       test:
293:          suffix: 12_cuda
294:          TODO: too many processes accessing the GPU
295:          args: -bv_type {{svec mat}} -vec_type cuda
296:          requires: cuda !single !defined(PETSCTEST_VALGRIND)

298: TEST*/