mpi_cholesky_kernels.c 6.9 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2010-2013,2015,2017 CNRS
  4. * Copyright (C) 2009-2014,2018 Université de Bordeaux
  5. * Copyright (C) 2012 Inria
  6. *
  7. * StarPU is free software; you can redistribute it and/or modify
  8. * it under the terms of the GNU Lesser General Public License as published by
  9. * the Free Software Foundation; either version 2.1 of the License, or (at
  10. * your option) any later version.
  11. *
  12. * StarPU is distributed in the hope that it will be useful, but
  13. * WITHOUT ANY WARRANTY; without even the implied warranty of
  14. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  15. *
  16. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  17. */
  18. #include "mpi_cholesky.h"
  19. #include <math.h>
  20. #include "common/blas.h"
  21. #ifdef STARPU_USE_CUDA
  22. #include <cuda.h>
  23. #include <cuda_runtime.h>
  24. #include <cublas.h>
  25. #include <starpu_cublas_v2.h>
  26. #ifdef STARPU_HAVE_MAGMA
  27. #include "magma.h"
  28. #include "magma_lapack.h"
  29. #endif
  30. #endif
  31. /*
  32. * U22
  33. */
  34. #if defined(STARPU_USE_CUDA)
  35. static const float p1 = 1.0;
  36. static const float m1 = -1.0;
  37. #endif
  38. static inline void chol_common_cpu_codelet_update_u22(void *descr[], int s, void *_args)
  39. {
  40. (void)_args;
  41. //printf("22\n");
  42. float *left = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  43. float *right = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  44. float *center = (float *)STARPU_MATRIX_GET_PTR(descr[2]);
  45. unsigned dx = STARPU_MATRIX_GET_NY(descr[2]);
  46. unsigned dy = STARPU_MATRIX_GET_NX(descr[2]);
  47. unsigned dz = STARPU_MATRIX_GET_NY(descr[0]);
  48. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[0]);
  49. unsigned ld12 = STARPU_MATRIX_GET_LD(descr[1]);
  50. unsigned ld22 = STARPU_MATRIX_GET_LD(descr[2]);
  51. switch (s)
  52. {
  53. case 0:
  54. STARPU_SGEMM("N", "T", dy, dx, dz, -1.0f, left, ld21,
  55. right, ld12, 1.0f, center, ld22);
  56. break;
  57. #ifdef STARPU_USE_CUDA
  58. case 1:
  59. {
  60. cublasStatus_t status = cublasSgemm(starpu_cublas_get_local_handle(),
  61. CUBLAS_OP_N, CUBLAS_OP_T, dy, dx, dz,
  62. &m1, left, ld21, right, ld12,
  63. &p1, center, ld22);
  64. if (status != CUBLAS_STATUS_SUCCESS)
  65. STARPU_CUBLAS_REPORT_ERROR(status);
  66. break;
  67. }
  68. #endif
  69. default:
  70. STARPU_ABORT();
  71. break;
  72. }
  73. }
  74. void chol_cpu_codelet_update_u22(void *descr[], void *_args)
  75. {
  76. chol_common_cpu_codelet_update_u22(descr, 0, _args);
  77. }
  78. #ifdef STARPU_USE_CUDA
  79. void chol_cublas_codelet_update_u22(void *descr[], void *_args)
  80. {
  81. chol_common_cpu_codelet_update_u22(descr, 1, _args);
  82. }
  83. #endif// STARPU_USE_CUDA
  84. /*
  85. * U21
  86. */
  87. static inline void chol_common_codelet_update_u21(void *descr[], int s, void *_args)
  88. {
  89. (void)_args;
  90. // printf("21\n");
  91. float *sub11;
  92. float *sub21;
  93. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  94. sub21 = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  95. unsigned ld11 = STARPU_MATRIX_GET_LD(descr[0]);
  96. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[1]);
  97. unsigned nx21 = STARPU_MATRIX_GET_NY(descr[1]);
  98. unsigned ny21 = STARPU_MATRIX_GET_NX(descr[1]);
  99. #ifdef STARPU_USE_CUDA
  100. cublasStatus status;
  101. #endif
  102. switch (s)
  103. {
  104. case 0:
  105. STARPU_STRSM("R", "L", "T", "N", nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  106. break;
  107. #ifdef STARPU_USE_CUDA
  108. case 1:
  109. status = cublasStrsm(starpu_cublas_get_local_handle(),
  110. CUBLAS_SIDE_RIGHT, CUBLAS_FILL_MODE_LOWER, CUBLAS_OP_T, CUBLAS_DIAG_NON_UNIT,
  111. nx21, ny21, &p1, sub11, ld11, sub21, ld21);
  112. if (status != CUBLAS_STATUS_SUCCESS)
  113. STARPU_CUBLAS_REPORT_ERROR(status);
  114. break;
  115. #endif
  116. default:
  117. STARPU_ABORT();
  118. break;
  119. }
  120. }
  121. void chol_cpu_codelet_update_u21(void *descr[], void *_args)
  122. {
  123. chol_common_codelet_update_u21(descr, 0, _args);
  124. }
  125. #ifdef STARPU_USE_CUDA
  126. void chol_cublas_codelet_update_u21(void *descr[], void *_args)
  127. {
  128. chol_common_codelet_update_u21(descr, 1, _args);
  129. }
  130. #endif
  131. /*
  132. * U11
  133. */
  134. static inline void chol_common_codelet_update_u11(void *descr[], int s, void *_args)
  135. {
  136. (void)_args;
  137. // printf("11\n");
  138. float *sub11;
  139. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  140. unsigned nx = STARPU_MATRIX_GET_NY(descr[0]);
  141. unsigned ld = STARPU_MATRIX_GET_LD(descr[0]);
  142. unsigned z;
  143. switch (s)
  144. {
  145. case 0:
  146. #ifdef STARPU_MKL
  147. STARPU_SPOTRF("L", nx, sub11, ld);
  148. #else
  149. /*
  150. * - alpha 11 <- lambda 11 = sqrt(alpha11)
  151. * - alpha 21 <- l 21 = alpha 21 / lambda 11
  152. * - A22 <- A22 - l21 trans(l21)
  153. */
  154. for (z = 0; z < nx; z++)
  155. {
  156. float lambda11;
  157. lambda11 = sqrt(sub11[z+z*ld]);
  158. sub11[z+z*ld] = lambda11;
  159. STARPU_ASSERT(lambda11 != 0.0f);
  160. STARPU_SSCAL(nx - z - 1, 1.0f/lambda11, &sub11[(z+1)+z*ld], 1);
  161. STARPU_SSYR("L", nx - z - 1, -1.0f,
  162. &sub11[(z+1)+z*ld], 1,
  163. &sub11[(z+1)+(z+1)*ld], ld);
  164. }
  165. #endif
  166. break;
  167. #ifdef STARPU_USE_CUDA
  168. case 1:
  169. #ifdef STARPU_HAVE_MAGMA
  170. {
  171. int ret;
  172. int info;
  173. cudaStream_t stream = starpu_cuda_get_local_stream();
  174. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  175. cublasSetKernelStream(stream);
  176. magmablasSetKernelStream(stream);
  177. #else
  178. starpu_cublas_set_stream();
  179. #endif
  180. ret = magma_spotrf_gpu(MagmaLower, nx, sub11, ld, &info);
  181. if (ret != MAGMA_SUCCESS)
  182. {
  183. fprintf(stderr, "Error in Magma: %d\n", ret);
  184. STARPU_ABORT();
  185. }
  186. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  187. cudaError_t cures = cudaStreamSynchronize(stream);
  188. #else
  189. cudaError_t cures = cudaThreadSynchronize();
  190. #endif
  191. STARPU_ASSERT(!cures);
  192. }
  193. #else
  194. {
  195. float *lambda11;
  196. cublasStatus_t status;
  197. cudaStream_t stream = starpu_cuda_get_local_stream();
  198. cublasHandle_t handle = starpu_cublas_get_local_handle();
  199. cudaHostAlloc((void **)&lambda11, sizeof(float), 0);
  200. for (z = 0; z < nx; z++)
  201. {
  202. cudaMemcpyAsync(lambda11, &sub11[z+z*ld], sizeof(float), cudaMemcpyDeviceToHost, stream);
  203. cudaStreamSynchronize(stream);
  204. STARPU_ASSERT(*lambda11 != 0.0f);
  205. *lambda11 = sqrt(*lambda11);
  206. /* cublasSetVector(1, sizeof(float), lambda11, sizeof(float), &sub11[z+z*ld], sizeof(float)); */
  207. cudaMemcpyAsync(&sub11[z+z*ld], lambda11, sizeof(float), cudaMemcpyHostToDevice, stream);
  208. float scal = 1.0f/(*lambda11);
  209. status = cublasSscal(handle,
  210. nx - z - 1, &scal, &sub11[(z+1)+z*ld], 1);
  211. if (status != CUBLAS_STATUS_SUCCESS)
  212. STARPU_CUBLAS_REPORT_ERROR(status);
  213. status = cublasSsyr(handle,
  214. CUBLAS_FILL_MODE_UPPER,
  215. nx - z - 1, &m1,
  216. &sub11[(z+1)+z*ld], 1,
  217. &sub11[(z+1)+(z+1)*ld], ld);
  218. if (status != CUBLAS_STATUS_SUCCESS)
  219. STARPU_CUBLAS_REPORT_ERROR(status);
  220. }
  221. cudaStreamSynchronize(stream);
  222. cudaFreeHost(lambda11);
  223. }
  224. #endif
  225. break;
  226. #endif
  227. default:
  228. STARPU_ABORT();
  229. break;
  230. }
  231. }
  232. void chol_cpu_codelet_update_u11(void *descr[], void *_args)
  233. {
  234. chol_common_codelet_update_u11(descr, 0, _args);
  235. }
  236. #ifdef STARPU_USE_CUDA
  237. void chol_cublas_codelet_update_u11(void *descr[], void *_args)
  238. {
  239. chol_common_codelet_update_u11(descr, 1, _args);
  240. }
  241. #endif// STARPU_USE_CUDA