cholesky_kernels.c 7.1 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009-2012, 2014 Université de Bordeaux
  4. * Copyright (C) 2010, 2011, 2012 Centre National de la Recherche Scientifique
  5. *
  6. * StarPU is free software; you can redistribute it and/or modify
  7. * it under the terms of the GNU Lesser General Public License as published by
  8. * the Free Software Foundation; either version 2.1 of the License, or (at
  9. * your option) any later version.
  10. *
  11. * StarPU is distributed in the hope that it will be useful, but
  12. * WITHOUT ANY WARRANTY; without even the implied warranty of
  13. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  14. *
  15. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  16. */
  17. #include <starpu.h>
  18. #include "cholesky.h"
  19. #include "../common/blas.h"
  20. #if defined(STARPU_USE_CUDA) && defined(STARPU_HAVE_MAGMA)
  21. #include "magma.h"
  22. #include "magma_lapack.h"
  23. #endif
  24. /*
  25. * U22
  26. */
  27. static inline void chol_common_cpu_codelet_update_u22(void *descr[], int s, STARPU_ATTRIBUTE_UNUSED void *_args)
  28. {
  29. /* printf("22\n"); */
  30. float *left = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  31. float *right = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  32. float *center = (float *)STARPU_MATRIX_GET_PTR(descr[2]);
  33. unsigned dx = STARPU_MATRIX_GET_NY(descr[2]);
  34. unsigned dy = STARPU_MATRIX_GET_NX(descr[2]);
  35. unsigned dz = STARPU_MATRIX_GET_NY(descr[0]);
  36. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[0]);
  37. unsigned ld12 = STARPU_MATRIX_GET_LD(descr[1]);
  38. unsigned ld22 = STARPU_MATRIX_GET_LD(descr[2]);
  39. if (s == 0)
  40. {
  41. int worker_size = starpu_combined_worker_get_size();
  42. if (worker_size == 1)
  43. {
  44. /* Sequential CPU kernel */
  45. STARPU_SGEMM("N", "T", dy, dx, dz, -1.0f, left, ld21,
  46. right, ld12, 1.0f, center, ld22);
  47. }
  48. else
  49. {
  50. /* Parallel CPU kernel */
  51. unsigned rank = starpu_combined_worker_get_rank();
  52. unsigned block_size = (dx + worker_size - 1)/worker_size;
  53. unsigned new_dx = STARPU_MIN(dx, block_size*(rank+1)) - block_size*rank;
  54. float *new_left = &left[block_size*rank];
  55. float *new_center = &center[block_size*rank];
  56. STARPU_SGEMM("N", "T", dy, new_dx, dz, -1.0f, new_left, ld21,
  57. right, ld12, 1.0f, new_center, ld22);
  58. }
  59. }
  60. else
  61. {
  62. /* CUDA kernel */
  63. #ifdef STARPU_USE_CUDA
  64. cublasSgemm('n', 't', dy, dx, dz,
  65. -1.0f, left, ld21, right, ld12,
  66. 1.0f, center, ld22);
  67. #endif
  68. }
  69. }
  70. void chol_cpu_codelet_update_u22(void *descr[], void *_args)
  71. {
  72. chol_common_cpu_codelet_update_u22(descr, 0, _args);
  73. }
  74. #ifdef STARPU_USE_CUDA
  75. void chol_cublas_codelet_update_u22(void *descr[], void *_args)
  76. {
  77. chol_common_cpu_codelet_update_u22(descr, 1, _args);
  78. }
  79. #endif /* STARPU_USE_CUDA */
  80. /*
  81. * U21
  82. */
  83. static inline void chol_common_codelet_update_u21(void *descr[], int s, STARPU_ATTRIBUTE_UNUSED void *_args)
  84. {
  85. /* printf("21\n"); */
  86. float *sub11;
  87. float *sub21;
  88. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  89. sub21 = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  90. unsigned ld11 = STARPU_MATRIX_GET_LD(descr[0]);
  91. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[1]);
  92. unsigned nx21 = STARPU_MATRIX_GET_NY(descr[1]);
  93. unsigned ny21 = STARPU_MATRIX_GET_NX(descr[1]);
  94. switch (s)
  95. {
  96. case 0:
  97. STARPU_STRSM("R", "L", "T", "N", nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  98. break;
  99. #ifdef STARPU_USE_CUDA
  100. case 1:
  101. cublasStrsm('R', 'L', 'T', 'N', nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  102. break;
  103. #endif
  104. default:
  105. STARPU_ABORT();
  106. break;
  107. }
  108. }
  109. void chol_cpu_codelet_update_u21(void *descr[], void *_args)
  110. {
  111. chol_common_codelet_update_u21(descr, 0, _args);
  112. }
  113. #ifdef STARPU_USE_CUDA
  114. void chol_cublas_codelet_update_u21(void *descr[], void *_args)
  115. {
  116. chol_common_codelet_update_u21(descr, 1, _args);
  117. }
  118. #endif
  119. /*
  120. * U11
  121. */
  122. static inline void chol_common_codelet_update_u11(void *descr[], int s, STARPU_ATTRIBUTE_UNUSED void *_args)
  123. {
  124. /* printf("11\n"); */
  125. float *sub11;
  126. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  127. unsigned nx = STARPU_MATRIX_GET_NY(descr[0]);
  128. unsigned ld = STARPU_MATRIX_GET_LD(descr[0]);
  129. unsigned z;
  130. switch (s)
  131. {
  132. case 0:
  133. #ifdef STARPU_MKL
  134. STARPU_SPOTRF("L", nx, sub11, ld);
  135. #else
  136. /*
  137. * - alpha 11 <- lambda 11 = sqrt(alpha11)
  138. * - alpha 21 <- l 21 = alpha 21 / lambda 11
  139. * - A22 <- A22 - l21 trans(l21)
  140. */
  141. for (z = 0; z < nx; z++)
  142. {
  143. float lambda11;
  144. lambda11 = sqrt(sub11[z+z*ld]);
  145. sub11[z+z*ld] = lambda11;
  146. STARPU_ASSERT(lambda11 != 0.0f);
  147. STARPU_SSCAL(nx - z - 1, 1.0f/lambda11, &sub11[(z+1)+z*ld], 1);
  148. STARPU_SSYR("L", nx - z - 1, -1.0f,
  149. &sub11[(z+1)+z*ld], 1,
  150. &sub11[(z+1)+(z+1)*ld], ld);
  151. }
  152. #endif
  153. break;
  154. #ifdef STARPU_USE_CUDA
  155. case 1:
  156. #ifdef STARPU_HAVE_MAGMA
  157. {
  158. int ret;
  159. int info;
  160. ret = magma_spotrf_gpu(MagmaLower, nx, sub11, ld, &info);
  161. if (ret != MAGMA_SUCCESS)
  162. {
  163. fprintf(stderr, "Error in Magma: %d\n", ret);
  164. STARPU_ABORT();
  165. }
  166. cudaThreadSynchronize();
  167. }
  168. #else
  169. {
  170. float *lambda11;
  171. cudaHostAlloc((void **)&lambda11, sizeof(float), 0);
  172. for (z = 0; z < nx; z++)
  173. {
  174. cudaMemcpyAsync(lambda11, &sub11[z+z*ld], sizeof(float), cudaMemcpyDeviceToHost, starpu_cuda_get_local_stream());
  175. cudaStreamSynchronize(starpu_cuda_get_local_stream());
  176. STARPU_ASSERT(*lambda11 != 0.0f);
  177. *lambda11 = sqrt(*lambda11);
  178. /* cublasSetVector(1, sizeof(float), lambda11, sizeof(float), &sub11[z+z*ld], sizeof(float)); */
  179. cudaMemcpyAsync(&sub11[z+z*ld], lambda11, sizeof(float), cudaMemcpyHostToDevice, starpu_cuda_get_local_stream());
  180. cublasSscal(nx - z - 1, 1.0f/(*lambda11), &sub11[(z+1)+z*ld], 1);
  181. cublasSsyr('U', nx - z - 1, -1.0f,
  182. &sub11[(z+1)+z*ld], 1,
  183. &sub11[(z+1)+(z+1)*ld], ld);
  184. }
  185. cudaStreamSynchronize(starpu_cuda_get_local_stream());
  186. cudaFreeHost(lambda11);
  187. }
  188. #endif
  189. break;
  190. #endif
  191. default:
  192. STARPU_ABORT();
  193. break;
  194. }
  195. }
  196. void chol_cpu_codelet_update_u11(void *descr[], void *_args)
  197. {
  198. chol_common_codelet_update_u11(descr, 0, _args);
  199. }
  200. #ifdef STARPU_USE_CUDA
  201. void chol_cublas_codelet_update_u11(void *descr[], void *_args)
  202. {
  203. chol_common_codelet_update_u11(descr, 1, _args);
  204. }
  205. #endif/* STARPU_USE_CUDA */
  206. struct starpu_codelet cl11 =
  207. {
  208. .type = STARPU_SEQ,
  209. .cpu_funcs = {chol_cpu_codelet_update_u11},
  210. #ifdef STARPU_USE_CUDA
  211. .cuda_funcs = {chol_cublas_codelet_update_u11},
  212. #elif defined(STARPU_SIMGRID)
  213. .cuda_funcs = {(void*)1},
  214. #endif
  215. .nbuffers = 1,
  216. .modes = { STARPU_RW },
  217. .model = &chol_model_11
  218. };
  219. struct starpu_codelet cl21 =
  220. {
  221. .type = STARPU_SEQ,
  222. .cpu_funcs = {chol_cpu_codelet_update_u21},
  223. #ifdef STARPU_USE_CUDA
  224. .cuda_funcs = {chol_cublas_codelet_update_u21},
  225. #elif defined(STARPU_SIMGRID)
  226. .cuda_funcs = {(void*)1},
  227. #endif
  228. .cuda_flags = {STARPU_CUDA_ASYNC},
  229. .nbuffers = 2,
  230. .modes = { STARPU_R, STARPU_RW },
  231. .model = &chol_model_21
  232. };
  233. struct starpu_codelet cl22 =
  234. {
  235. .type = STARPU_SEQ,
  236. .max_parallelism = INT_MAX,
  237. .cpu_funcs = {chol_cpu_codelet_update_u22},
  238. #ifdef STARPU_USE_CUDA
  239. .cuda_funcs = {chol_cublas_codelet_update_u22},
  240. #elif defined(STARPU_SIMGRID)
  241. .cuda_funcs = {(void*)1},
  242. #endif
  243. .cuda_flags = {STARPU_CUDA_ASYNC},
  244. .nbuffers = 3,
  245. .modes = { STARPU_R, STARPU_R, STARPU_RW | STARPU_COMMUTE },
  246. .model = &chol_model_22
  247. };