operator_schur.hpp 8.8 KB

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  1. // Copyright 2008-2016 Conrad Sanderson (http://conradsanderson.id.au)
  2. // Copyright 2008-2016 National ICT Australia (NICTA)
  3. //
  4. // Licensed under the Apache License, Version 2.0 (the "License");
  5. // you may not use this file except in compliance with the License.
  6. // You may obtain a copy of the License at
  7. // http://www.apache.org/licenses/LICENSE-2.0
  8. //
  9. // Unless required by applicable law or agreed to in writing, software
  10. // distributed under the License is distributed on an "AS IS" BASIS,
  11. // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. // See the License for the specific language governing permissions and
  13. // limitations under the License.
  14. // ------------------------------------------------------------------------
  15. //! \addtogroup operator_schur
  16. //! @{
  17. // operator %, which we define it to do a schur product (element-wise multiplication)
  18. //! element-wise multiplication of user-accessible Armadillo objects with same element type
  19. template<typename T1, typename T2>
  20. arma_inline
  21. typename
  22. enable_if2
  23. <
  24. is_arma_type<T1>::value && is_arma_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::value,
  25. const eGlue<T1, T2, eglue_schur>
  26. >::result
  27. operator%
  28. (
  29. const T1& X,
  30. const T2& Y
  31. )
  32. {
  33. arma_extra_debug_sigprint();
  34. return eGlue<T1, T2, eglue_schur>(X, Y);
  35. }
  36. //! element-wise multiplication of user-accessible Armadillo objects with different element types
  37. template<typename T1, typename T2>
  38. inline
  39. typename
  40. enable_if2
  41. <
  42. (is_arma_type<T1>::value && is_arma_type<T2>::value && (is_same_type<typename T1::elem_type, typename T2::elem_type>::no)),
  43. const mtGlue<typename promote_type<typename T1::elem_type, typename T2::elem_type>::result, T1, T2, glue_mixed_schur>
  44. >::result
  45. operator%
  46. (
  47. const T1& X,
  48. const T2& Y
  49. )
  50. {
  51. arma_extra_debug_sigprint();
  52. typedef typename T1::elem_type eT1;
  53. typedef typename T2::elem_type eT2;
  54. typedef typename promote_type<eT1,eT2>::result out_eT;
  55. promote_type<eT1,eT2>::check();
  56. return mtGlue<out_eT, T1, T2, glue_mixed_schur>( X, Y );
  57. }
  58. //! element-wise multiplication of two sparse matrices
  59. template<typename T1, typename T2>
  60. inline
  61. typename
  62. enable_if2
  63. <
  64. (is_arma_sparse_type<T1>::value && is_arma_sparse_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::value),
  65. SpGlue<T1,T2,spglue_schur>
  66. >::result
  67. operator%
  68. (
  69. const T1& x,
  70. const T2& y
  71. )
  72. {
  73. arma_extra_debug_sigprint();
  74. return SpGlue<T1,T2,spglue_schur>(x, y);
  75. }
  76. //! element-wise multiplication of one dense and one sparse object
  77. template<typename T1, typename T2>
  78. inline
  79. typename
  80. enable_if2
  81. <
  82. (is_arma_type<T1>::value && is_arma_sparse_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::value),
  83. SpMat<typename T1::elem_type>
  84. >::result
  85. operator%
  86. (
  87. const T1& x,
  88. const T2& y
  89. )
  90. {
  91. arma_extra_debug_sigprint();
  92. SpMat<typename T1::elem_type> out;
  93. spglue_schur_misc::dense_schur_sparse(out, x, y);
  94. return out;
  95. }
  96. //! element-wise multiplication of one sparse and one dense object
  97. template<typename T1, typename T2>
  98. inline
  99. typename
  100. enable_if2
  101. <
  102. (is_arma_sparse_type<T1>::value && is_arma_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::value),
  103. SpMat<typename T1::elem_type>
  104. >::result
  105. operator%
  106. (
  107. const T1& x,
  108. const T2& y
  109. )
  110. {
  111. arma_extra_debug_sigprint();
  112. SpMat<typename T1::elem_type> out;
  113. // Just call the other order (these operations are commutative)
  114. // TODO: if there is a matrix size mismatch, the debug assert will print the matrix sizes in wrong order
  115. spglue_schur_misc::dense_schur_sparse(out, y, x);
  116. return out;
  117. }
  118. //! optimization: sparse % (sparse +/- scalar) can be done without forming the dense result of the (sparse +/- scalar) term
  119. template<typename T1, typename T2, typename op_type>
  120. inline
  121. typename
  122. enable_if2
  123. <
  124. (
  125. is_arma_sparse_type<T1>::value && is_arma_sparse_type<T2>::value &&
  126. is_same_type<typename T1::elem_type, typename T2::elem_type>::yes &&
  127. (is_same_type<op_type, op_sp_plus>::value ||
  128. is_same_type<op_type, op_sp_minus_pre>::value ||
  129. is_same_type<op_type, op_sp_minus_post>::value)
  130. ),
  131. SpMat<typename T1::elem_type>
  132. >::result
  133. operator%
  134. (
  135. const T1& x,
  136. const SpToDOp<T2, op_type>& y
  137. )
  138. {
  139. arma_extra_debug_sigprint();
  140. SpMat<typename T1::elem_type> out;
  141. op_type::apply_inside_schur(out, x, y);
  142. return out;
  143. }
  144. //! optimization: (sparse +/- scalar) % sparse can be done without forming the dense result of the (sparse +/- scalar) term
  145. template<typename T1, typename T2, typename op_type>
  146. inline
  147. typename
  148. enable_if2
  149. <
  150. (
  151. is_arma_sparse_type<T1>::value && is_arma_sparse_type<T2>::value &&
  152. is_same_type<typename T1::elem_type, typename T2::elem_type>::yes &&
  153. (is_same_type<op_type, op_sp_plus>::value ||
  154. is_same_type<op_type, op_sp_minus_pre>::value ||
  155. is_same_type<op_type, op_sp_minus_post>::value)
  156. ),
  157. SpMat<typename T1::elem_type>
  158. >::result
  159. operator%
  160. (
  161. const SpToDOp<T1, op_type>& x,
  162. const T2& y
  163. )
  164. {
  165. arma_extra_debug_sigprint();
  166. SpMat<typename T1::elem_type> out;
  167. // Just call the other order (these operations are commutative)
  168. // TODO: if there is a matrix size mismatch, the debug assert will print the matrix sizes in wrong order
  169. op_type::apply_inside_schur(out, y, x);
  170. return out;
  171. }
  172. //! element-wise multiplication of two sparse objects with different element types
  173. template<typename T1, typename T2>
  174. inline
  175. typename
  176. enable_if2
  177. <
  178. (is_arma_sparse_type<T1>::value && is_arma_sparse_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::no),
  179. const mtSpGlue< typename promote_type<typename T1::elem_type, typename T2::elem_type>::result, T1, T2, spglue_schur_mixed >
  180. >::result
  181. operator%
  182. (
  183. const T1& X,
  184. const T2& Y
  185. )
  186. {
  187. arma_extra_debug_sigprint();
  188. typedef typename T1::elem_type eT1;
  189. typedef typename T2::elem_type eT2;
  190. typedef typename promote_type<eT1,eT2>::result out_eT;
  191. promote_type<eT1,eT2>::check();
  192. return mtSpGlue<out_eT, T1, T2, spglue_schur_mixed>( X, Y );
  193. }
  194. //! element-wise multiplication of one dense and one sparse object with different element types
  195. template<typename T1, typename T2>
  196. inline
  197. typename
  198. enable_if2
  199. <
  200. (is_arma_type<T1>::value && is_arma_sparse_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::no),
  201. SpMat< typename promote_type<typename T1::elem_type, typename T2::elem_type>::result >
  202. >::result
  203. operator%
  204. (
  205. const T1& x,
  206. const T2& y
  207. )
  208. {
  209. arma_extra_debug_sigprint();
  210. SpMat< typename promote_type<typename T1::elem_type, typename T2::elem_type>::result > out;
  211. spglue_schur_mixed::dense_schur_sparse(out, x, y);
  212. return out;
  213. }
  214. //! element-wise multiplication of one sparse and one dense object with different element types
  215. template<typename T1, typename T2>
  216. inline
  217. typename
  218. enable_if2
  219. <
  220. (is_arma_sparse_type<T1>::value && is_arma_type<T2>::value && is_same_type<typename T1::elem_type, typename T2::elem_type>::no),
  221. SpMat< typename promote_type<typename T1::elem_type, typename T2::elem_type>::result >
  222. >::result
  223. operator%
  224. (
  225. const T1& x,
  226. const T2& y
  227. )
  228. {
  229. arma_extra_debug_sigprint();
  230. SpMat< typename promote_type<typename T1::elem_type, typename T2::elem_type>::result > out;
  231. // Just call the other order (these operations are commutative)
  232. // TODO: if there is a matrix size mismatch, the debug assert will print the matrix sizes in wrong order
  233. spglue_schur_mixed::dense_schur_sparse(out, y, x);
  234. return out;
  235. }
  236. template<typename parent, unsigned int mode, typename T2>
  237. inline
  238. Mat<typename parent::elem_type>
  239. operator%
  240. (
  241. const subview_each1<parent,mode>& X,
  242. const Base<typename parent::elem_type,T2>& Y
  243. )
  244. {
  245. arma_extra_debug_sigprint();
  246. return subview_each1_aux::operator_schur(X, Y.get_ref());
  247. }
  248. template<typename T1, typename parent, unsigned int mode>
  249. arma_inline
  250. Mat<typename parent::elem_type>
  251. operator%
  252. (
  253. const Base<typename parent::elem_type,T1>& X,
  254. const subview_each1<parent,mode>& Y
  255. )
  256. {
  257. arma_extra_debug_sigprint();
  258. return subview_each1_aux::operator_schur(Y, X.get_ref()); // NOTE: swapped order
  259. }
  260. template<typename parent, unsigned int mode, typename TB, typename T2>
  261. inline
  262. Mat<typename parent::elem_type>
  263. operator%
  264. (
  265. const subview_each2<parent,mode,TB>& X,
  266. const Base<typename parent::elem_type,T2>& Y
  267. )
  268. {
  269. arma_extra_debug_sigprint();
  270. return subview_each2_aux::operator_schur(X, Y.get_ref());
  271. }
  272. template<typename T1, typename parent, unsigned int mode, typename TB>
  273. arma_inline
  274. Mat<typename parent::elem_type>
  275. operator%
  276. (
  277. const Base<typename parent::elem_type,T1>& X,
  278. const subview_each2<parent,mode,TB>& Y
  279. )
  280. {
  281. arma_extra_debug_sigprint();
  282. return subview_each2_aux::operator_schur(Y, X.get_ref()); // NOTE: swapped order
  283. }
  284. //! @}