1 #include <petsc/private/matimpl.h> /*I "petscmat.h" I*/ 2 3 typedef struct { 4 Mat A; 5 Mat D; /* local submatrix for diagonal part */ 6 Vec w, left, right, leftwork, rightwork; 7 PetscScalar scale; 8 } Mat_NormalHermitian; 9 10 static PetscErrorCode MatScale_NormalHermitian(Mat inA, PetscScalar scale) 11 { 12 Mat_NormalHermitian *a = (Mat_NormalHermitian *)inA->data; 13 14 PetscFunctionBegin; 15 a->scale *= scale; 16 PetscFunctionReturn(PETSC_SUCCESS); 17 } 18 19 static PetscErrorCode MatDiagonalScale_NormalHermitian(Mat inA, Vec left, Vec right) 20 { 21 Mat_NormalHermitian *a = (Mat_NormalHermitian *)inA->data; 22 23 PetscFunctionBegin; 24 if (left) { 25 if (!a->left) { 26 PetscCall(VecDuplicate(left, &a->left)); 27 PetscCall(VecCopy(left, a->left)); 28 } else { 29 PetscCall(VecPointwiseMult(a->left, left, a->left)); 30 } 31 } 32 if (right) { 33 if (!a->right) { 34 PetscCall(VecDuplicate(right, &a->right)); 35 PetscCall(VecCopy(right, a->right)); 36 } else { 37 PetscCall(VecPointwiseMult(a->right, right, a->right)); 38 } 39 } 40 PetscFunctionReturn(PETSC_SUCCESS); 41 } 42 43 static PetscErrorCode MatCreateSubMatrices_NormalHermitian(Mat mat, PetscInt n, const IS irow[], const IS icol[], MatReuse scall, Mat *submat[]) 44 { 45 Mat_NormalHermitian *a = (Mat_NormalHermitian *)mat->data; 46 Mat B = a->A, *suba; 47 IS *row; 48 PetscInt M; 49 50 PetscFunctionBegin; 51 PetscCheck(!a->left && !a->right && irow == icol, PetscObjectComm((PetscObject)mat), PETSC_ERR_SUP, "Not implemented"); 52 if (scall != MAT_REUSE_MATRIX) PetscCall(PetscCalloc1(n, submat)); 53 PetscCall(MatGetSize(B, &M, NULL)); 54 PetscCall(PetscMalloc1(n, &row)); 55 PetscCall(ISCreateStride(PETSC_COMM_SELF, M, 0, 1, &row[0])); 56 PetscCall(ISSetIdentity(row[0])); 57 for (M = 1; M < n; ++M) row[M] = row[0]; 58 PetscCall(MatCreateSubMatrices(B, n, row, icol, MAT_INITIAL_MATRIX, &suba)); 59 for (M = 0; M < n; ++M) { 60 PetscCall(MatCreateNormalHermitian(suba[M], *submat + M)); 61 ((Mat_NormalHermitian *)(*submat)[M]->data)->scale = a->scale; 62 } 63 PetscCall(ISDestroy(&row[0])); 64 PetscCall(PetscFree(row)); 65 PetscCall(MatDestroySubMatrices(n, &suba)); 66 PetscFunctionReturn(PETSC_SUCCESS); 67 } 68 69 static PetscErrorCode MatPermute_NormalHermitian(Mat A, IS rowp, IS colp, Mat *B) 70 { 71 Mat_NormalHermitian *a = (Mat_NormalHermitian *)A->data; 72 Mat C, Aa = a->A; 73 IS row; 74 75 PetscFunctionBegin; 76 PetscCheck(rowp == colp, PetscObjectComm((PetscObject)A), PETSC_ERR_ARG_INCOMP, "Row permutation and column permutation must be the same"); 77 PetscCall(ISCreateStride(PetscObjectComm((PetscObject)Aa), Aa->rmap->n, Aa->rmap->rstart, 1, &row)); 78 PetscCall(ISSetIdentity(row)); 79 PetscCall(MatPermute(Aa, row, colp, &C)); 80 PetscCall(ISDestroy(&row)); 81 PetscCall(MatCreateNormalHermitian(C, B)); 82 PetscCall(MatDestroy(&C)); 83 PetscFunctionReturn(PETSC_SUCCESS); 84 } 85 86 static PetscErrorCode MatDuplicate_NormalHermitian(Mat A, MatDuplicateOption op, Mat *B) 87 { 88 Mat_NormalHermitian *a = (Mat_NormalHermitian *)A->data; 89 Mat C; 90 91 PetscFunctionBegin; 92 PetscCheck(!a->left && !a->right, PetscObjectComm((PetscObject)A), PETSC_ERR_SUP, "Not implemented"); 93 PetscCall(MatDuplicate(a->A, op, &C)); 94 PetscCall(MatCreateNormalHermitian(C, B)); 95 PetscCall(MatDestroy(&C)); 96 if (op == MAT_COPY_VALUES) ((Mat_NormalHermitian *)(*B)->data)->scale = a->scale; 97 PetscFunctionReturn(PETSC_SUCCESS); 98 } 99 100 static PetscErrorCode MatCopy_NormalHermitian(Mat A, Mat B, MatStructure str) 101 { 102 Mat_NormalHermitian *a = (Mat_NormalHermitian *)A->data, *b = (Mat_NormalHermitian *)B->data; 103 104 PetscFunctionBegin; 105 PetscCheck(!a->left && !a->right, PetscObjectComm((PetscObject)A), PETSC_ERR_SUP, "Not implemented"); 106 PetscCall(MatCopy(a->A, b->A, str)); 107 b->scale = a->scale; 108 PetscCall(VecDestroy(&b->left)); 109 PetscCall(VecDestroy(&b->right)); 110 PetscCall(VecDestroy(&b->leftwork)); 111 PetscCall(VecDestroy(&b->rightwork)); 112 PetscFunctionReturn(PETSC_SUCCESS); 113 } 114 115 static PetscErrorCode MatMult_NormalHermitian(Mat N, Vec x, Vec y) 116 { 117 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 118 Vec in; 119 120 PetscFunctionBegin; 121 in = x; 122 if (Na->right) { 123 if (!Na->rightwork) PetscCall(VecDuplicate(Na->right, &Na->rightwork)); 124 PetscCall(VecPointwiseMult(Na->rightwork, Na->right, in)); 125 in = Na->rightwork; 126 } 127 PetscCall(MatMult(Na->A, in, Na->w)); 128 PetscCall(MatMultHermitianTranspose(Na->A, Na->w, y)); 129 if (Na->left) PetscCall(VecPointwiseMult(y, Na->left, y)); 130 PetscCall(VecScale(y, Na->scale)); 131 PetscFunctionReturn(PETSC_SUCCESS); 132 } 133 134 static PetscErrorCode MatMultHermitianAdd_Normal(Mat N, Vec v1, Vec v2, Vec v3) 135 { 136 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 137 Vec in; 138 139 PetscFunctionBegin; 140 in = v1; 141 if (Na->right) { 142 if (!Na->rightwork) PetscCall(VecDuplicate(Na->right, &Na->rightwork)); 143 PetscCall(VecPointwiseMult(Na->rightwork, Na->right, in)); 144 in = Na->rightwork; 145 } 146 PetscCall(MatMult(Na->A, in, Na->w)); 147 PetscCall(VecScale(Na->w, Na->scale)); 148 if (Na->left) { 149 PetscCall(MatMultHermitianTranspose(Na->A, Na->w, v3)); 150 PetscCall(VecPointwiseMult(v3, Na->left, v3)); 151 PetscCall(VecAXPY(v3, 1.0, v2)); 152 } else { 153 PetscCall(MatMultHermitianTransposeAdd(Na->A, Na->w, v2, v3)); 154 } 155 PetscFunctionReturn(PETSC_SUCCESS); 156 } 157 158 static PetscErrorCode MatMultHermitianTranspose_Normal(Mat N, Vec x, Vec y) 159 { 160 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 161 Vec in; 162 163 PetscFunctionBegin; 164 in = x; 165 if (Na->left) { 166 if (!Na->leftwork) PetscCall(VecDuplicate(Na->left, &Na->leftwork)); 167 PetscCall(VecPointwiseMult(Na->leftwork, Na->left, in)); 168 in = Na->leftwork; 169 } 170 PetscCall(MatMult(Na->A, in, Na->w)); 171 PetscCall(MatMultHermitianTranspose(Na->A, Na->w, y)); 172 if (Na->right) PetscCall(VecPointwiseMult(y, Na->right, y)); 173 PetscCall(VecScale(y, Na->scale)); 174 PetscFunctionReturn(PETSC_SUCCESS); 175 } 176 177 static PetscErrorCode MatMultHermitianTransposeAdd_Normal(Mat N, Vec v1, Vec v2, Vec v3) 178 { 179 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 180 Vec in; 181 182 PetscFunctionBegin; 183 in = v1; 184 if (Na->left) { 185 if (!Na->leftwork) PetscCall(VecDuplicate(Na->left, &Na->leftwork)); 186 PetscCall(VecPointwiseMult(Na->leftwork, Na->left, in)); 187 in = Na->leftwork; 188 } 189 PetscCall(MatMult(Na->A, in, Na->w)); 190 PetscCall(VecScale(Na->w, Na->scale)); 191 if (Na->right) { 192 PetscCall(MatMultHermitianTranspose(Na->A, Na->w, v3)); 193 PetscCall(VecPointwiseMult(v3, Na->right, v3)); 194 PetscCall(VecAXPY(v3, 1.0, v2)); 195 } else { 196 PetscCall(MatMultHermitianTransposeAdd(Na->A, Na->w, v2, v3)); 197 } 198 PetscFunctionReturn(PETSC_SUCCESS); 199 } 200 201 static PetscErrorCode MatDestroy_NormalHermitian(Mat N) 202 { 203 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 204 205 PetscFunctionBegin; 206 PetscCall(MatDestroy(&Na->A)); 207 PetscCall(MatDestroy(&Na->D)); 208 PetscCall(VecDestroy(&Na->w)); 209 PetscCall(VecDestroy(&Na->left)); 210 PetscCall(VecDestroy(&Na->right)); 211 PetscCall(VecDestroy(&Na->leftwork)); 212 PetscCall(VecDestroy(&Na->rightwork)); 213 PetscCall(PetscFree(N->data)); 214 PetscCall(PetscObjectComposeFunction((PetscObject)N, "MatNormalHermitianGetMat_C", NULL)); 215 PetscCall(PetscObjectComposeFunction((PetscObject)N, "MatConvert_normalh_seqaij_C", NULL)); 216 PetscCall(PetscObjectComposeFunction((PetscObject)N, "MatConvert_normalh_mpiaij_C", NULL)); 217 #if defined(PETSC_HAVE_HYPRE) 218 PetscCall(PetscObjectComposeFunction((PetscObject)N, "MatConvert_normalh_hypre_C", NULL)); 219 #endif 220 PetscFunctionReturn(PETSC_SUCCESS); 221 } 222 223 /* 224 Slow, nonscalable version 225 */ 226 static PetscErrorCode MatGetDiagonal_NormalHermitian(Mat N, Vec v) 227 { 228 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 229 Mat A = Na->A; 230 PetscInt i, j, rstart, rend, nnz; 231 const PetscInt *cols; 232 PetscScalar *diag, *work, *values; 233 const PetscScalar *mvalues; 234 235 PetscFunctionBegin; 236 PetscCall(PetscMalloc2(A->cmap->N, &diag, A->cmap->N, &work)); 237 PetscCall(PetscArrayzero(work, A->cmap->N)); 238 PetscCall(MatGetOwnershipRange(A, &rstart, &rend)); 239 for (i = rstart; i < rend; i++) { 240 PetscCall(MatGetRow(A, i, &nnz, &cols, &mvalues)); 241 for (j = 0; j < nnz; j++) work[cols[j]] += mvalues[j] * PetscConj(mvalues[j]); 242 PetscCall(MatRestoreRow(A, i, &nnz, &cols, &mvalues)); 243 } 244 PetscCall(MPIU_Allreduce(work, diag, A->cmap->N, MPIU_SCALAR, MPIU_SUM, PetscObjectComm((PetscObject)N))); 245 rstart = N->cmap->rstart; 246 rend = N->cmap->rend; 247 PetscCall(VecGetArray(v, &values)); 248 PetscCall(PetscArraycpy(values, diag + rstart, rend - rstart)); 249 PetscCall(VecRestoreArray(v, &values)); 250 PetscCall(PetscFree2(diag, work)); 251 PetscCall(VecScale(v, Na->scale)); 252 PetscFunctionReturn(PETSC_SUCCESS); 253 } 254 255 static PetscErrorCode MatGetDiagonalBlock_NormalHermitian(Mat N, Mat *D) 256 { 257 Mat_NormalHermitian *Na = (Mat_NormalHermitian *)N->data; 258 Mat M, A = Na->A; 259 260 PetscFunctionBegin; 261 PetscCall(MatGetDiagonalBlock(A, &M)); 262 PetscCall(MatCreateNormalHermitian(M, &Na->D)); 263 *D = Na->D; 264 PetscFunctionReturn(PETSC_SUCCESS); 265 } 266 267 static PetscErrorCode MatNormalHermitianGetMat_NormalHermitian(Mat A, Mat *M) 268 { 269 Mat_NormalHermitian *Aa = (Mat_NormalHermitian *)A->data; 270 271 PetscFunctionBegin; 272 *M = Aa->A; 273 PetscFunctionReturn(PETSC_SUCCESS); 274 } 275 276 /*@ 277 MatNormalHermitianGetMat - Gets the `Mat` object stored inside a `MATNORMALHERMITIAN` 278 279 Logically Collective 280 281 Input Parameter: 282 . A - the `MATNORMALHERMITIAN` matrix 283 284 Output Parameter: 285 . M - the matrix object stored inside A 286 287 Level: intermediate 288 289 .seealso: [](ch_matrices), `Mat`, `MATNORMALHERMITIAN`, `MatCreateNormalHermitian()` 290 @*/ 291 PetscErrorCode MatNormalHermitianGetMat(Mat A, Mat *M) 292 { 293 PetscFunctionBegin; 294 PetscValidHeaderSpecific(A, MAT_CLASSID, 1); 295 PetscValidType(A, 1); 296 PetscAssertPointer(M, 2); 297 PetscUseMethod(A, "MatNormalHermitianGetMat_C", (Mat, Mat *), (A, M)); 298 PetscFunctionReturn(PETSC_SUCCESS); 299 } 300 301 static PetscErrorCode MatConvert_NormalHermitian_AIJ(Mat A, MatType newtype, MatReuse reuse, Mat *newmat) 302 { 303 Mat_NormalHermitian *Aa = (Mat_NormalHermitian *)A->data; 304 Mat B, conjugate; 305 PetscInt m, n, M, N; 306 307 PetscFunctionBegin; 308 PetscCall(MatGetSize(A, &M, &N)); 309 PetscCall(MatGetLocalSize(A, &m, &n)); 310 if (reuse == MAT_REUSE_MATRIX) { 311 B = *newmat; 312 PetscCall(MatProductReplaceMats(Aa->A, Aa->A, NULL, B)); 313 } else { 314 PetscCall(MatProductCreate(Aa->A, Aa->A, NULL, &B)); 315 PetscCall(MatProductSetType(B, MATPRODUCT_AtB)); 316 PetscCall(MatProductSetFromOptions(B)); 317 PetscCall(MatProductSymbolic(B)); 318 PetscCall(MatSetOption(B, !PetscDefined(USE_COMPLEX) ? MAT_SYMMETRIC : MAT_HERMITIAN, PETSC_TRUE)); 319 } 320 if (PetscDefined(USE_COMPLEX)) { 321 PetscCall(MatDuplicate(Aa->A, MAT_COPY_VALUES, &conjugate)); 322 PetscCall(MatConjugate(conjugate)); 323 PetscCall(MatProductReplaceMats(conjugate, Aa->A, NULL, B)); 324 } 325 PetscCall(MatProductNumeric(B)); 326 if (PetscDefined(USE_COMPLEX)) PetscCall(MatDestroy(&conjugate)); 327 if (reuse == MAT_INPLACE_MATRIX) { 328 PetscCall(MatHeaderReplace(A, &B)); 329 } else if (reuse == MAT_INITIAL_MATRIX) *newmat = B; 330 PetscCall(MatConvert(*newmat, MATAIJ, MAT_INPLACE_MATRIX, newmat)); 331 PetscFunctionReturn(PETSC_SUCCESS); 332 } 333 334 #if defined(PETSC_HAVE_HYPRE) 335 static PetscErrorCode MatConvert_NormalHermitian_HYPRE(Mat A, MatType type, MatReuse reuse, Mat *B) 336 { 337 PetscFunctionBegin; 338 if (reuse == MAT_INITIAL_MATRIX) { 339 PetscCall(MatConvert(A, MATAIJ, reuse, B)); 340 PetscCall(MatConvert(*B, type, MAT_INPLACE_MATRIX, B)); 341 } else PetscCall(MatConvert_Basic(A, type, reuse, B)); /* fall back to basic convert */ 342 PetscFunctionReturn(PETSC_SUCCESS); 343 } 344 #endif 345 346 /*MC 347 MATNORMALHERMITIAN - a matrix that behaves like (A*)'*A for `MatMult()` while only containing A 348 349 Level: intermediate 350 351 .seealso: [](ch_matrices), `Mat`, `MatCreateNormalHermitian()`, `MatMult()`, `MatNormalHermitianGetMat()`, `MATNORMAL`, `MatCreateNormal()` 352 M*/ 353 354 /*@ 355 MatCreateNormalHermitian - Creates a new matrix object `MATNORMALHERMITIAN` that behaves like (A*)'*A. 356 357 Collective 358 359 Input Parameter: 360 . A - the (possibly rectangular complex) matrix 361 362 Output Parameter: 363 . N - the matrix that represents (A*)'*A 364 365 Level: intermediate 366 367 Note: 368 The product (A*)'*A is NOT actually formed! Rather the new matrix 369 object performs the matrix-vector product, `MatMult()`, by first multiplying by 370 A and then (A*)' 371 372 .seealso: [](ch_matrices), `Mat`, `MATNORMAL`, `MATNORMALHERMITIAN`, `MatNormalHermitianGetMat()` 373 @*/ 374 PetscErrorCode MatCreateNormalHermitian(Mat A, Mat *N) 375 { 376 PetscInt m, n; 377 Mat_NormalHermitian *Na; 378 VecType vtype; 379 380 PetscFunctionBegin; 381 PetscCall(MatGetLocalSize(A, &m, &n)); 382 PetscCall(MatCreate(PetscObjectComm((PetscObject)A), N)); 383 PetscCall(MatSetSizes(*N, n, n, PETSC_DECIDE, PETSC_DECIDE)); 384 PetscCall(PetscObjectChangeTypeName((PetscObject)*N, MATNORMALHERMITIAN)); 385 PetscCall(PetscLayoutReference(A->cmap, &(*N)->rmap)); 386 PetscCall(PetscLayoutReference(A->cmap, &(*N)->cmap)); 387 388 PetscCall(PetscNew(&Na)); 389 (*N)->data = (void *)Na; 390 PetscCall(PetscObjectReference((PetscObject)A)); 391 Na->A = A; 392 Na->scale = 1.0; 393 394 PetscCall(MatCreateVecs(A, NULL, &Na->w)); 395 396 (*N)->ops->destroy = MatDestroy_NormalHermitian; 397 (*N)->ops->mult = MatMult_NormalHermitian; 398 (*N)->ops->multtranspose = MatMultHermitianTranspose_Normal; 399 (*N)->ops->multtransposeadd = MatMultHermitianTransposeAdd_Normal; 400 (*N)->ops->multadd = MatMultHermitianAdd_Normal; 401 (*N)->ops->getdiagonal = MatGetDiagonal_NormalHermitian; 402 (*N)->ops->getdiagonalblock = MatGetDiagonalBlock_NormalHermitian; 403 (*N)->ops->scale = MatScale_NormalHermitian; 404 (*N)->ops->diagonalscale = MatDiagonalScale_NormalHermitian; 405 (*N)->ops->createsubmatrices = MatCreateSubMatrices_NormalHermitian; 406 (*N)->ops->permute = MatPermute_NormalHermitian; 407 (*N)->ops->duplicate = MatDuplicate_NormalHermitian; 408 (*N)->ops->copy = MatCopy_NormalHermitian; 409 (*N)->assembled = PETSC_TRUE; 410 (*N)->preallocated = PETSC_TRUE; 411 412 PetscCall(PetscObjectComposeFunction((PetscObject)(*N), "MatNormalHermitianGetMat_C", MatNormalHermitianGetMat_NormalHermitian)); 413 PetscCall(PetscObjectComposeFunction((PetscObject)(*N), "MatConvert_normalh_seqaij_C", MatConvert_NormalHermitian_AIJ)); 414 PetscCall(PetscObjectComposeFunction((PetscObject)(*N), "MatConvert_normalh_mpiaij_C", MatConvert_NormalHermitian_AIJ)); 415 #if defined(PETSC_HAVE_HYPRE) 416 PetscCall(PetscObjectComposeFunction((PetscObject)(*N), "MatConvert_normalh_hypre_C", MatConvert_NormalHermitian_HYPRE)); 417 #endif 418 PetscCall(MatSetOption(*N, MAT_HERMITIAN, PETSC_TRUE)); 419 PetscCall(MatGetVecType(A, &vtype)); 420 PetscCall(MatSetVecType(*N, vtype)); 421 #if defined(PETSC_HAVE_DEVICE) 422 PetscCall(MatBindToCPU(*N, A->boundtocpu)); 423 #endif 424 PetscFunctionReturn(PETSC_SUCCESS); 425 } 426