TriangularMatrixMatrix_BLAS.h
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26 
27  ********************************************************************************
28  * Content : Eigen bindings to BLAS F77
29  * Triangular matrix * matrix product functionality based on ?TRMM.
30  ********************************************************************************
31 */
32 
33 #ifndef EIGEN_TRIANGULAR_MATRIX_MATRIX_BLAS_H
34 #define EIGEN_TRIANGULAR_MATRIX_MATRIX_BLAS_H
35 
36 namespace Eigen {
37 
38 namespace internal {
39 
40 
41 template <typename Scalar, typename Index,
42  int Mode, bool LhsIsTriangular,
43  int LhsStorageOrder, bool ConjugateLhs,
44  int RhsStorageOrder, bool ConjugateRhs,
45  int ResStorageOrder>
47  product_triangular_matrix_matrix<Scalar,Index,Mode,
48  LhsIsTriangular,LhsStorageOrder,ConjugateLhs,
49  RhsStorageOrder, ConjugateRhs, ResStorageOrder, 1, BuiltIn> {};
50 
51 
52 // try to go to BLAS specialization
53 #define EIGEN_BLAS_TRMM_SPECIALIZE(Scalar, LhsIsTriangular) \
54 template <typename Index, int Mode, \
55  int LhsStorageOrder, bool ConjugateLhs, \
56  int RhsStorageOrder, bool ConjugateRhs> \
57 struct product_triangular_matrix_matrix<Scalar,Index, Mode, LhsIsTriangular, \
58  LhsStorageOrder,ConjugateLhs, RhsStorageOrder,ConjugateRhs,ColMajor,1,Specialized> { \
59  static inline void run(Index _rows, Index _cols, Index _depth, const Scalar* _lhs, Index lhsStride,\
60  const Scalar* _rhs, Index rhsStride, Scalar* res, Index resIncr, Index resStride, Scalar alpha, level3_blocking<Scalar,Scalar>& blocking) { \
61  EIGEN_ONLY_USED_FOR_DEBUG(resIncr); \
62  eigen_assert(resIncr == 1); \
63  product_triangular_matrix_matrix_trmm<Scalar,Index,Mode, \
64  LhsIsTriangular,LhsStorageOrder,ConjugateLhs, \
65  RhsStorageOrder, ConjugateRhs, ColMajor>::run( \
66  _rows, _cols, _depth, _lhs, lhsStride, _rhs, rhsStride, res, resStride, alpha, blocking); \
67  } \
68 };
69 
70 EIGEN_BLAS_TRMM_SPECIALIZE(double, true)
71 EIGEN_BLAS_TRMM_SPECIALIZE(double, false)
74 EIGEN_BLAS_TRMM_SPECIALIZE(float, true)
75 EIGEN_BLAS_TRMM_SPECIALIZE(float, false)
78 
79 // implements col-major += alpha * op(triangular) * op(general)
80 #define EIGEN_BLAS_TRMM_L(EIGTYPE, BLASTYPE, EIGPREFIX, BLASFUNC) \
81 template <typename Index, int Mode, \
82  int LhsStorageOrder, bool ConjugateLhs, \
83  int RhsStorageOrder, bool ConjugateRhs> \
84 struct product_triangular_matrix_matrix_trmm<EIGTYPE,Index,Mode,true, \
85  LhsStorageOrder,ConjugateLhs,RhsStorageOrder,ConjugateRhs,ColMajor> \
86 { \
87  enum { \
88  IsLower = (Mode&Lower) == Lower, \
89  SetDiag = (Mode&(ZeroDiag|UnitDiag)) ? 0 : 1, \
90  IsUnitDiag = (Mode&UnitDiag) ? 1 : 0, \
91  IsZeroDiag = (Mode&ZeroDiag) ? 1 : 0, \
92  LowUp = IsLower ? Lower : Upper, \
93  conjA = ((LhsStorageOrder==ColMajor) && ConjugateLhs) ? 1 : 0 \
94  }; \
95 \
96  static void run( \
97  Index _rows, Index _cols, Index _depth, \
98  const EIGTYPE* _lhs, Index lhsStride, \
99  const EIGTYPE* _rhs, Index rhsStride, \
100  EIGTYPE* res, Index resStride, \
101  EIGTYPE alpha, level3_blocking<EIGTYPE,EIGTYPE>& blocking) \
102  { \
103  Index diagSize = (std::min)(_rows,_depth); \
104  Index rows = IsLower ? _rows : diagSize; \
105  Index depth = IsLower ? diagSize : _depth; \
106  Index cols = _cols; \
107 \
108  typedef Matrix<EIGTYPE, Dynamic, Dynamic, LhsStorageOrder> MatrixLhs; \
109  typedef Matrix<EIGTYPE, Dynamic, Dynamic, RhsStorageOrder> MatrixRhs; \
110 \
111 /* Non-square case - doesn't fit to BLAS ?TRMM. Fall to default triangular product or call BLAS ?GEMM*/ \
112  if (rows != depth) { \
113 \
114  /* FIXME handle mkl_domain_get_max_threads */ \
115  /*int nthr = mkl_domain_get_max_threads(EIGEN_BLAS_DOMAIN_BLAS);*/ int nthr = 1;\
116 \
117  if (((nthr==1) && (((std::max)(rows,depth)-diagSize)/(double)diagSize < 0.5))) { \
118  /* Most likely no benefit to call TRMM or GEMM from BLAS */ \
119  product_triangular_matrix_matrix<EIGTYPE,Index,Mode,true, \
120  LhsStorageOrder,ConjugateLhs, RhsStorageOrder, ConjugateRhs, ColMajor, 1, BuiltIn>::run( \
121  _rows, _cols, _depth, _lhs, lhsStride, _rhs, rhsStride, res, 1, resStride, alpha, blocking); \
122  /*std::cout << "TRMM_L: A is not square! Go to Eigen TRMM implementation!\n";*/ \
123  } else { \
124  /* Make sense to call GEMM */ \
125  Map<const MatrixLhs, 0, OuterStride<> > lhsMap(_lhs,rows,depth,OuterStride<>(lhsStride)); \
126  MatrixLhs aa_tmp=lhsMap.template triangularView<Mode>(); \
127  BlasIndex aStride = convert_index<BlasIndex>(aa_tmp.outerStride()); \
128  gemm_blocking_space<ColMajor,EIGTYPE,EIGTYPE,Dynamic,Dynamic,Dynamic> gemm_blocking(_rows,_cols,_depth, 1, true); \
129  general_matrix_matrix_product<Index,EIGTYPE,LhsStorageOrder,ConjugateLhs,EIGTYPE,RhsStorageOrder,ConjugateRhs,ColMajor,1>::run( \
130  rows, cols, depth, aa_tmp.data(), aStride, _rhs, rhsStride, res, 1, resStride, alpha, gemm_blocking, 0); \
131 \
132  /*std::cout << "TRMM_L: A is not square! Go to BLAS GEMM implementation! " << nthr<<" \n";*/ \
133  } \
134  return; \
135  } \
136  char side = 'L', transa, uplo, diag = 'N'; \
137  EIGTYPE *b; \
138  const EIGTYPE *a; \
139  BlasIndex m, n, lda, ldb; \
140 \
141 /* Set m, n */ \
142  m = convert_index<BlasIndex>(diagSize); \
143  n = convert_index<BlasIndex>(cols); \
144 \
145 /* Set trans */ \
146  transa = (LhsStorageOrder==RowMajor) ? ((ConjugateLhs) ? 'C' : 'T') : 'N'; \
147 \
148 /* Set b, ldb */ \
149  Map<const MatrixRhs, 0, OuterStride<> > rhs(_rhs,depth,cols,OuterStride<>(rhsStride)); \
150  MatrixX##EIGPREFIX b_tmp; \
151 \
152  if (ConjugateRhs) b_tmp = rhs.conjugate(); else b_tmp = rhs; \
153  b = b_tmp.data(); \
154  ldb = convert_index<BlasIndex>(b_tmp.outerStride()); \
155 \
156 /* Set uplo */ \
157  uplo = IsLower ? 'L' : 'U'; \
158  if (LhsStorageOrder==RowMajor) uplo = (uplo == 'L') ? 'U' : 'L'; \
159 /* Set a, lda */ \
160  Map<const MatrixLhs, 0, OuterStride<> > lhs(_lhs,rows,depth,OuterStride<>(lhsStride)); \
161  MatrixLhs a_tmp; \
162 \
163  if ((conjA!=0) || (SetDiag==0)) { \
164  if (conjA) a_tmp = lhs.conjugate(); else a_tmp = lhs; \
165  if (IsZeroDiag) \
166  a_tmp.diagonal().setZero(); \
167  else if (IsUnitDiag) \
168  a_tmp.diagonal().setOnes();\
169  a = a_tmp.data(); \
170  lda = convert_index<BlasIndex>(a_tmp.outerStride()); \
171  } else { \
172  a = _lhs; \
173  lda = convert_index<BlasIndex>(lhsStride); \
174  } \
175  /*std::cout << "TRMM_L: A is square! Go to BLAS TRMM implementation! \n";*/ \
176 /* call ?trmm*/ \
177  BLASFUNC(&side, &uplo, &transa, &diag, &m, &n, (const BLASTYPE*)&numext::real_ref(alpha), (const BLASTYPE*)a, &lda, (BLASTYPE*)b, &ldb); \
178 \
179 /* Add op(a_triangular)*b into res*/ \
180  Map<MatrixX##EIGPREFIX, 0, OuterStride<> > res_tmp(res,rows,cols,OuterStride<>(resStride)); \
181  res_tmp=res_tmp+b_tmp; \
182  } \
183 };
184 
185 #ifdef EIGEN_USE_MKL
186 EIGEN_BLAS_TRMM_L(double, double, d, dtrmm)
187 EIGEN_BLAS_TRMM_L(dcomplex, MKL_Complex16, cd, ztrmm)
188 EIGEN_BLAS_TRMM_L(float, float, f, strmm)
189 EIGEN_BLAS_TRMM_L(scomplex, MKL_Complex8, cf, ctrmm)
190 #else
191 EIGEN_BLAS_TRMM_L(double, double, d, dtrmm_)
192 EIGEN_BLAS_TRMM_L(dcomplex, double, cd, ztrmm_)
193 EIGEN_BLAS_TRMM_L(float, float, f, strmm_)
194 EIGEN_BLAS_TRMM_L(scomplex, float, cf, ctrmm_)
195 #endif
196 
197 // implements col-major += alpha * op(general) * op(triangular)
198 #define EIGEN_BLAS_TRMM_R(EIGTYPE, BLASTYPE, EIGPREFIX, BLASFUNC) \
199 template <typename Index, int Mode, \
200  int LhsStorageOrder, bool ConjugateLhs, \
201  int RhsStorageOrder, bool ConjugateRhs> \
202 struct product_triangular_matrix_matrix_trmm<EIGTYPE,Index,Mode,false, \
203  LhsStorageOrder,ConjugateLhs,RhsStorageOrder,ConjugateRhs,ColMajor> \
204 { \
205  enum { \
206  IsLower = (Mode&Lower) == Lower, \
207  SetDiag = (Mode&(ZeroDiag|UnitDiag)) ? 0 : 1, \
208  IsUnitDiag = (Mode&UnitDiag) ? 1 : 0, \
209  IsZeroDiag = (Mode&ZeroDiag) ? 1 : 0, \
210  LowUp = IsLower ? Lower : Upper, \
211  conjA = ((RhsStorageOrder==ColMajor) && ConjugateRhs) ? 1 : 0 \
212  }; \
213 \
214  static void run( \
215  Index _rows, Index _cols, Index _depth, \
216  const EIGTYPE* _lhs, Index lhsStride, \
217  const EIGTYPE* _rhs, Index rhsStride, \
218  EIGTYPE* res, Index resStride, \
219  EIGTYPE alpha, level3_blocking<EIGTYPE,EIGTYPE>& blocking) \
220  { \
221  Index diagSize = (std::min)(_cols,_depth); \
222  Index rows = _rows; \
223  Index depth = IsLower ? _depth : diagSize; \
224  Index cols = IsLower ? diagSize : _cols; \
225 \
226  typedef Matrix<EIGTYPE, Dynamic, Dynamic, LhsStorageOrder> MatrixLhs; \
227  typedef Matrix<EIGTYPE, Dynamic, Dynamic, RhsStorageOrder> MatrixRhs; \
228 \
229 /* Non-square case - doesn't fit to BLAS ?TRMM. Fall to default triangular product or call BLAS ?GEMM*/ \
230  if (cols != depth) { \
231 \
232  int nthr = 1 /*mkl_domain_get_max_threads(EIGEN_BLAS_DOMAIN_BLAS)*/; \
233 \
234  if ((nthr==1) && (((std::max)(cols,depth)-diagSize)/(double)diagSize < 0.5)) { \
235  /* Most likely no benefit to call TRMM or GEMM from BLAS*/ \
236  product_triangular_matrix_matrix<EIGTYPE,Index,Mode,false, \
237  LhsStorageOrder,ConjugateLhs, RhsStorageOrder, ConjugateRhs, ColMajor, 1, BuiltIn>::run( \
238  _rows, _cols, _depth, _lhs, lhsStride, _rhs, rhsStride, res, 1, resStride, alpha, blocking); \
239  /*std::cout << "TRMM_R: A is not square! Go to Eigen TRMM implementation!\n";*/ \
240  } else { \
241  /* Make sense to call GEMM */ \
242  Map<const MatrixRhs, 0, OuterStride<> > rhsMap(_rhs,depth,cols, OuterStride<>(rhsStride)); \
243  MatrixRhs aa_tmp=rhsMap.template triangularView<Mode>(); \
244  BlasIndex aStride = convert_index<BlasIndex>(aa_tmp.outerStride()); \
245  gemm_blocking_space<ColMajor,EIGTYPE,EIGTYPE,Dynamic,Dynamic,Dynamic> gemm_blocking(_rows,_cols,_depth, 1, true); \
246  general_matrix_matrix_product<Index,EIGTYPE,LhsStorageOrder,ConjugateLhs,EIGTYPE,RhsStorageOrder,ConjugateRhs,ColMajor,1>::run( \
247  rows, cols, depth, _lhs, lhsStride, aa_tmp.data(), aStride, res, 1, resStride, alpha, gemm_blocking, 0); \
248 \
249  /*std::cout << "TRMM_R: A is not square! Go to BLAS GEMM implementation! " << nthr<<" \n";*/ \
250  } \
251  return; \
252  } \
253  char side = 'R', transa, uplo, diag = 'N'; \
254  EIGTYPE *b; \
255  const EIGTYPE *a; \
256  BlasIndex m, n, lda, ldb; \
257 \
258 /* Set m, n */ \
259  m = convert_index<BlasIndex>(rows); \
260  n = convert_index<BlasIndex>(diagSize); \
261 \
262 /* Set trans */ \
263  transa = (RhsStorageOrder==RowMajor) ? ((ConjugateRhs) ? 'C' : 'T') : 'N'; \
264 \
265 /* Set b, ldb */ \
266  Map<const MatrixLhs, 0, OuterStride<> > lhs(_lhs,rows,depth,OuterStride<>(lhsStride)); \
267  MatrixX##EIGPREFIX b_tmp; \
268 \
269  if (ConjugateLhs) b_tmp = lhs.conjugate(); else b_tmp = lhs; \
270  b = b_tmp.data(); \
271  ldb = convert_index<BlasIndex>(b_tmp.outerStride()); \
272 \
273 /* Set uplo */ \
274  uplo = IsLower ? 'L' : 'U'; \
275  if (RhsStorageOrder==RowMajor) uplo = (uplo == 'L') ? 'U' : 'L'; \
276 /* Set a, lda */ \
277  Map<const MatrixRhs, 0, OuterStride<> > rhs(_rhs,depth,cols, OuterStride<>(rhsStride)); \
278  MatrixRhs a_tmp; \
279 \
280  if ((conjA!=0) || (SetDiag==0)) { \
281  if (conjA) a_tmp = rhs.conjugate(); else a_tmp = rhs; \
282  if (IsZeroDiag) \
283  a_tmp.diagonal().setZero(); \
284  else if (IsUnitDiag) \
285  a_tmp.diagonal().setOnes();\
286  a = a_tmp.data(); \
287  lda = convert_index<BlasIndex>(a_tmp.outerStride()); \
288  } else { \
289  a = _rhs; \
290  lda = convert_index<BlasIndex>(rhsStride); \
291  } \
292  /*std::cout << "TRMM_R: A is square! Go to BLAS TRMM implementation! \n";*/ \
293 /* call ?trmm*/ \
294  BLASFUNC(&side, &uplo, &transa, &diag, &m, &n, (const BLASTYPE*)&numext::real_ref(alpha), (const BLASTYPE*)a, &lda, (BLASTYPE*)b, &ldb); \
295 \
296 /* Add op(a_triangular)*b into res*/ \
297  Map<MatrixX##EIGPREFIX, 0, OuterStride<> > res_tmp(res,rows,cols,OuterStride<>(resStride)); \
298  res_tmp=res_tmp+b_tmp; \
299  } \
300 };
301 
302 #ifdef EIGEN_USE_MKL
303 EIGEN_BLAS_TRMM_R(double, double, d, dtrmm)
304 EIGEN_BLAS_TRMM_R(dcomplex, MKL_Complex16, cd, ztrmm)
305 EIGEN_BLAS_TRMM_R(float, float, f, strmm)
306 EIGEN_BLAS_TRMM_R(scomplex, MKL_Complex8, cf, ctrmm)
307 #else
308 EIGEN_BLAS_TRMM_R(double, double, d, dtrmm_)
309 EIGEN_BLAS_TRMM_R(dcomplex, double, cd, ztrmm_)
310 EIGEN_BLAS_TRMM_R(float, float, f, strmm_)
311 EIGEN_BLAS_TRMM_R(scomplex, float, cf, ctrmm_)
312 #endif
313 } // end namespace internal
314 
315 } // end namespace Eigen
316 
317 #endif // EIGEN_TRIANGULAR_MATRIX_MATRIX_BLAS_H
Eigen
Namespace containing all symbols from the Eigen library.
Definition: jet.h:637
d
static const double d[K][N]
Definition: igam.h:11
ctrmm
int BLASFUNC() ctrmm(char *, char *, char *, char *, int *, int *, float *, float *, int *, float *, int *)
EIGEN_BLAS_TRMM_L
#define EIGEN_BLAS_TRMM_L(EIGTYPE, BLASTYPE, EIGPREFIX, BLASFUNC)
Definition: TriangularMatrixMatrix_BLAS.h:80
cd
static double cd[7]
Definition: fresnl.c:92
ztrmm
int BLASFUNC() ztrmm(char *, char *, char *, char *, int *, int *, double *, double *, int *, double *, int *)
Eigen::internal::product_triangular_matrix_matrix
Definition: TriangularMatrixMatrix.h:50
Eigen::internal::product_triangular_matrix_matrix_trmm
Definition: TriangularMatrixMatrix_BLAS.h:46
dtrmm
int BLASFUNC() dtrmm(char *, char *, char *, char *, int *, int *, double *, double *, int *, double *, int *)
Eigen::scomplex
std::complex< float > scomplex
Definition: MKL_support.h:126
Eigen::dcomplex
std::complex< double > dcomplex
Definition: MKL_support.h:125
strmm
int BLASFUNC() strmm(char *, char *, char *, char *, int *, int *, float *, float *, int *, float *, int *)
tree::f
Point2(* f)(const Point3 &, OptionalJacobian< 2, 3 >)
Definition: testExpression.cpp:218
EIGEN_BLAS_TRMM_R
#define EIGEN_BLAS_TRMM_R(EIGTYPE, BLASTYPE, EIGPREFIX, BLASFUNC)
Definition: TriangularMatrixMatrix_BLAS.h:198
internal
Definition: BandTriangularSolver.h:13
EIGEN_BLAS_TRMM_SPECIALIZE
#define EIGEN_BLAS_TRMM_SPECIALIZE(Scalar, LhsIsTriangular)
Definition: TriangularMatrixMatrix_BLAS.h:53
Scalar
SCALAR Scalar
Definition: bench_gemm.cpp:46
Eigen::Index
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:74


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