cholesky_kernels.c 7.7 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. #ifdef STARPU_HAVE_MAGMA
  65. cublasSetKernelStream(starpu_cuda_get_local_stream());
  66. #endif
  67. cublasSgemm('n', 't', dy, dx, dz,
  68. -1.0f, left, ld21, right, ld12,
  69. 1.0f, center, ld22);
  70. #endif
  71. }
  72. }
  73. void chol_cpu_codelet_update_u22(void *descr[], void *_args)
  74. {
  75. chol_common_cpu_codelet_update_u22(descr, 0, _args);
  76. }
  77. #ifdef STARPU_USE_CUDA
  78. void chol_cublas_codelet_update_u22(void *descr[], void *_args)
  79. {
  80. chol_common_cpu_codelet_update_u22(descr, 1, _args);
  81. }
  82. #endif /* STARPU_USE_CUDA */
  83. /*
  84. * U21
  85. */
  86. static inline void chol_common_codelet_update_u21(void *descr[], int s, STARPU_ATTRIBUTE_UNUSED void *_args)
  87. {
  88. /* printf("21\n"); */
  89. float *sub11;
  90. float *sub21;
  91. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  92. sub21 = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  93. unsigned ld11 = STARPU_MATRIX_GET_LD(descr[0]);
  94. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[1]);
  95. unsigned nx21 = STARPU_MATRIX_GET_NY(descr[1]);
  96. unsigned ny21 = STARPU_MATRIX_GET_NX(descr[1]);
  97. switch (s)
  98. {
  99. case 0:
  100. STARPU_STRSM("R", "L", "T", "N", nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  101. break;
  102. #ifdef STARPU_USE_CUDA
  103. case 1:
  104. #ifdef STARPU_HAVE_MAGMA
  105. cublasSetKernelStream(starpu_cuda_get_local_stream());
  106. #endif
  107. cublasStrsm('R', 'L', 'T', 'N', nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  108. break;
  109. #endif
  110. default:
  111. STARPU_ABORT();
  112. break;
  113. }
  114. }
  115. void chol_cpu_codelet_update_u21(void *descr[], void *_args)
  116. {
  117. chol_common_codelet_update_u21(descr, 0, _args);
  118. }
  119. #ifdef STARPU_USE_CUDA
  120. void chol_cublas_codelet_update_u21(void *descr[], void *_args)
  121. {
  122. chol_common_codelet_update_u21(descr, 1, _args);
  123. }
  124. #endif
  125. /*
  126. * U11
  127. */
  128. static inline void chol_common_codelet_update_u11(void *descr[], int s, STARPU_ATTRIBUTE_UNUSED void *_args)
  129. {
  130. /* printf("11\n"); */
  131. float *sub11;
  132. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  133. unsigned nx = STARPU_MATRIX_GET_NY(descr[0]);
  134. unsigned ld = STARPU_MATRIX_GET_LD(descr[0]);
  135. unsigned z;
  136. switch (s)
  137. {
  138. case 0:
  139. #ifdef STARPU_MKL
  140. STARPU_SPOTRF("L", nx, sub11, ld);
  141. #else
  142. /*
  143. * - alpha 11 <- lambda 11 = sqrt(alpha11)
  144. * - alpha 21 <- l 21 = alpha 21 / lambda 11
  145. * - A22 <- A22 - l21 trans(l21)
  146. */
  147. for (z = 0; z < nx; z++)
  148. {
  149. float lambda11;
  150. lambda11 = sqrt(sub11[z+z*ld]);
  151. sub11[z+z*ld] = lambda11;
  152. STARPU_ASSERT(lambda11 != 0.0f);
  153. STARPU_SSCAL(nx - z - 1, 1.0f/lambda11, &sub11[(z+1)+z*ld], 1);
  154. STARPU_SSYR("L", nx - z - 1, -1.0f,
  155. &sub11[(z+1)+z*ld], 1,
  156. &sub11[(z+1)+(z+1)*ld], ld);
  157. }
  158. #endif
  159. break;
  160. #ifdef STARPU_USE_CUDA
  161. case 1:
  162. #ifdef STARPU_HAVE_MAGMA
  163. {
  164. int ret;
  165. int info;
  166. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  167. cublasSetKernelStream(starpu_cuda_get_local_stream());
  168. magmablasSetKernelStream(starpu_cuda_get_local_stream());
  169. #endif
  170. ret = magma_spotrf_gpu(MagmaLower, nx, sub11, ld, &info);
  171. if (ret != MAGMA_SUCCESS)
  172. {
  173. fprintf(stderr, "Error in Magma: %d\n", ret);
  174. STARPU_ABORT();
  175. }
  176. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  177. cudaError_t cures = cudaStreamSynchronize(starpu_cuda_get_local_stream());
  178. #else
  179. cudaError_t cures = cudaThreadSynchronize();
  180. #endif
  181. STARPU_ASSERT(!cures);
  182. }
  183. #else
  184. {
  185. float *lambda11;
  186. cudaHostAlloc((void **)&lambda11, sizeof(float), 0);
  187. for (z = 0; z < nx; z++)
  188. {
  189. cudaMemcpyAsync(lambda11, &sub11[z+z*ld], sizeof(float), cudaMemcpyDeviceToHost, starpu_cuda_get_local_stream());
  190. cudaStreamSynchronize(starpu_cuda_get_local_stream());
  191. STARPU_ASSERT(*lambda11 != 0.0f);
  192. *lambda11 = sqrt(*lambda11);
  193. /* cublasSetVector(1, sizeof(float), lambda11, sizeof(float), &sub11[z+z*ld], sizeof(float)); */
  194. cudaMemcpyAsync(&sub11[z+z*ld], lambda11, sizeof(float), cudaMemcpyHostToDevice, starpu_cuda_get_local_stream());
  195. cublasSscal(nx - z - 1, 1.0f/(*lambda11), &sub11[(z+1)+z*ld], 1);
  196. cublasSsyr('U', nx - z - 1, -1.0f,
  197. &sub11[(z+1)+z*ld], 1,
  198. &sub11[(z+1)+(z+1)*ld], ld);
  199. }
  200. cudaStreamSynchronize(starpu_cuda_get_local_stream());
  201. cudaFreeHost(lambda11);
  202. }
  203. #endif
  204. break;
  205. #endif
  206. default:
  207. STARPU_ABORT();
  208. break;
  209. }
  210. }
  211. void chol_cpu_codelet_update_u11(void *descr[], void *_args)
  212. {
  213. chol_common_codelet_update_u11(descr, 0, _args);
  214. }
  215. #ifdef STARPU_USE_CUDA
  216. void chol_cublas_codelet_update_u11(void *descr[], void *_args)
  217. {
  218. chol_common_codelet_update_u11(descr, 1, _args);
  219. }
  220. #endif/* STARPU_USE_CUDA */
  221. struct starpu_codelet cl11 =
  222. {
  223. .type = STARPU_SEQ,
  224. .cpu_funcs = {chol_cpu_codelet_update_u11},
  225. #ifdef STARPU_USE_CUDA
  226. .cuda_funcs = {chol_cublas_codelet_update_u11},
  227. #elif defined(STARPU_SIMGRID)
  228. .cuda_funcs = {(void*)1},
  229. #endif
  230. .nbuffers = 1,
  231. .modes = { STARPU_RW },
  232. .model = &chol_model_11
  233. };
  234. struct starpu_codelet cl21 =
  235. {
  236. .type = STARPU_SEQ,
  237. .cpu_funcs = {chol_cpu_codelet_update_u21},
  238. #ifdef STARPU_USE_CUDA
  239. .cuda_funcs = {chol_cublas_codelet_update_u21},
  240. #elif defined(STARPU_SIMGRID)
  241. .cuda_funcs = {(void*)1},
  242. #endif
  243. .cuda_flags = {STARPU_CUDA_ASYNC},
  244. .nbuffers = 2,
  245. .modes = { STARPU_R, STARPU_RW },
  246. .model = &chol_model_21
  247. };
  248. struct starpu_codelet cl22 =
  249. {
  250. .type = STARPU_SEQ,
  251. .max_parallelism = INT_MAX,
  252. .cpu_funcs = {chol_cpu_codelet_update_u22},
  253. #ifdef STARPU_USE_CUDA
  254. .cuda_funcs = {chol_cublas_codelet_update_u22},
  255. #elif defined(STARPU_SIMGRID)
  256. .cuda_funcs = {(void*)1},
  257. #endif
  258. .cuda_flags = {STARPU_CUDA_ASYNC},
  259. .nbuffers = 3,
  260. .modes = { STARPU_R, STARPU_R, STARPU_RW | STARPU_COMMUTE },
  261. .model = &chol_model_22
  262. };