mpi_cholesky_kernels.c 6.7 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009-2020 Université de Bordeaux, CNRS (LaBRI UMR 5800), Inria
  4. *
  5. * StarPU is free software; you can redistribute it and/or modify
  6. * it under the terms of the GNU Lesser General Public License as published by
  7. * the Free Software Foundation; either version 2.1 of the License, or (at
  8. * your option) any later version.
  9. *
  10. * StarPU is distributed in the hope that it will be useful, but
  11. * WITHOUT ANY WARRANTY; without even the implied warranty of
  12. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  13. *
  14. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  15. */
  16. #include "mpi_cholesky.h"
  17. #include <math.h>
  18. #include "common/blas.h"
  19. #ifdef STARPU_USE_CUDA
  20. #include <cuda.h>
  21. #include <cuda_runtime.h>
  22. #include <cublas.h>
  23. #include <starpu_cublas_v2.h>
  24. #ifdef STARPU_HAVE_MAGMA
  25. #include "magma.h"
  26. #include "magma_lapack.h"
  27. #endif
  28. #endif
  29. /*
  30. * U22
  31. */
  32. #if defined(STARPU_USE_CUDA)
  33. static const float p1 = 1.0;
  34. static const float m1 = -1.0;
  35. #endif
  36. static inline void chol_common_cpu_codelet_update_u22(void *descr[], int s, void *_args)
  37. {
  38. (void)_args;
  39. //printf("22\n");
  40. float *left = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  41. float *right = (float *)STARPU_MATRIX_GET_PTR(descr[1]);
  42. float *center = (float *)STARPU_MATRIX_GET_PTR(descr[2]);
  43. unsigned dx = STARPU_MATRIX_GET_NY(descr[2]);
  44. unsigned dy = STARPU_MATRIX_GET_NX(descr[2]);
  45. unsigned dz = STARPU_MATRIX_GET_NY(descr[0]);
  46. unsigned ld21 = STARPU_MATRIX_GET_LD(descr[0]);
  47. unsigned ld12 = STARPU_MATRIX_GET_LD(descr[1]);
  48. unsigned ld22 = STARPU_MATRIX_GET_LD(descr[2]);
  49. switch (s)
  50. {
  51. case 0:
  52. STARPU_SGEMM("N", "T", dy, dx, dz, -1.0f, left, ld21,
  53. right, ld12, 1.0f, center, ld22);
  54. break;
  55. #ifdef STARPU_USE_CUDA
  56. case 1:
  57. {
  58. cublasStatus_t status = cublasSgemm(starpu_cublas_get_local_handle(),
  59. CUBLAS_OP_N, CUBLAS_OP_T, dy, dx, dz,
  60. &m1, left, ld21, right, ld12,
  61. &p1, center, ld22);
  62. if (status != CUBLAS_STATUS_SUCCESS)
  63. STARPU_CUBLAS_REPORT_ERROR(status);
  64. break;
  65. }
  66. #endif
  67. default:
  68. STARPU_ABORT();
  69. break;
  70. }
  71. }
  72. void chol_cpu_codelet_update_u22(void *descr[], void *_args)
  73. {
  74. chol_common_cpu_codelet_update_u22(descr, 0, _args);
  75. }
  76. #ifdef STARPU_USE_CUDA
  77. void chol_cublas_codelet_update_u22(void *descr[], void *_args)
  78. {
  79. chol_common_cpu_codelet_update_u22(descr, 1, _args);
  80. }
  81. #endif// STARPU_USE_CUDA
  82. /*
  83. * U21
  84. */
  85. static inline void chol_common_codelet_update_u21(void *descr[], int s, void *_args)
  86. {
  87. (void)_args;
  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. #ifdef STARPU_USE_CUDA
  98. cublasStatus status;
  99. #endif
  100. switch (s)
  101. {
  102. case 0:
  103. STARPU_STRSM("R", "L", "T", "N", nx21, ny21, 1.0f, sub11, ld11, sub21, ld21);
  104. break;
  105. #ifdef STARPU_USE_CUDA
  106. case 1:
  107. status = cublasStrsm(starpu_cublas_get_local_handle(),
  108. CUBLAS_SIDE_RIGHT, CUBLAS_FILL_MODE_LOWER, CUBLAS_OP_T, CUBLAS_DIAG_NON_UNIT,
  109. nx21, ny21, &p1, sub11, ld11, sub21, ld21);
  110. if (status != CUBLAS_STATUS_SUCCESS)
  111. STARPU_CUBLAS_REPORT_ERROR(status);
  112. break;
  113. #endif
  114. default:
  115. STARPU_ABORT();
  116. break;
  117. }
  118. }
  119. void chol_cpu_codelet_update_u21(void *descr[], void *_args)
  120. {
  121. chol_common_codelet_update_u21(descr, 0, _args);
  122. }
  123. #ifdef STARPU_USE_CUDA
  124. void chol_cublas_codelet_update_u21(void *descr[], void *_args)
  125. {
  126. chol_common_codelet_update_u21(descr, 1, _args);
  127. }
  128. #endif
  129. /*
  130. * U11
  131. */
  132. static inline void chol_common_codelet_update_u11(void *descr[], int s, void *_args)
  133. {
  134. (void)_args;
  135. // printf("11\n");
  136. float *sub11;
  137. sub11 = (float *)STARPU_MATRIX_GET_PTR(descr[0]);
  138. unsigned nx = STARPU_MATRIX_GET_NY(descr[0]);
  139. unsigned ld = STARPU_MATRIX_GET_LD(descr[0]);
  140. unsigned z;
  141. switch (s)
  142. {
  143. case 0:
  144. #ifdef STARPU_MKL
  145. STARPU_SPOTRF("L", nx, sub11, ld);
  146. #else
  147. /*
  148. * - alpha 11 <- lambda 11 = sqrt(alpha11)
  149. * - alpha 21 <- l 21 = alpha 21 / lambda 11
  150. * - A22 <- A22 - l21 trans(l21)
  151. */
  152. for (z = 0; z < nx; z++)
  153. {
  154. float lambda11;
  155. lambda11 = sqrt(sub11[z+z*ld]);
  156. sub11[z+z*ld] = lambda11;
  157. STARPU_ASSERT(lambda11 != 0.0f);
  158. STARPU_SSCAL(nx - z - 1, 1.0f/lambda11, &sub11[(z+1)+z*ld], 1);
  159. STARPU_SSYR("L", nx - z - 1, -1.0f,
  160. &sub11[(z+1)+z*ld], 1,
  161. &sub11[(z+1)+(z+1)*ld], ld);
  162. }
  163. #endif
  164. break;
  165. #ifdef STARPU_USE_CUDA
  166. case 1:
  167. #ifdef STARPU_HAVE_MAGMA
  168. {
  169. int ret;
  170. int info;
  171. cudaStream_t stream = starpu_cuda_get_local_stream();
  172. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  173. cublasSetKernelStream(stream);
  174. magmablasSetKernelStream(stream);
  175. #else
  176. starpu_cublas_set_stream();
  177. #endif
  178. ret = magma_spotrf_gpu(MagmaLower, nx, sub11, ld, &info);
  179. if (ret != MAGMA_SUCCESS)
  180. {
  181. fprintf(stderr, "Error in Magma: %d\n", ret);
  182. STARPU_ABORT();
  183. }
  184. #if (MAGMA_VERSION_MAJOR > 1) || (MAGMA_VERSION_MAJOR == 1 && MAGMA_VERSION_MINOR >= 4)
  185. cudaError_t cures = cudaStreamSynchronize(stream);
  186. #else
  187. cudaError_t cures = cudaDeviceSynchronize();
  188. #endif
  189. STARPU_ASSERT(!cures);
  190. }
  191. #else
  192. {
  193. float *lambda11;
  194. cublasStatus_t status;
  195. cudaStream_t stream = starpu_cuda_get_local_stream();
  196. cublasHandle_t handle = starpu_cublas_get_local_handle();
  197. cudaHostAlloc((void **)&lambda11, sizeof(float), 0);
  198. for (z = 0; z < nx; z++)
  199. {
  200. cudaMemcpyAsync(lambda11, &sub11[z+z*ld], sizeof(float), cudaMemcpyDeviceToHost, stream);
  201. cudaStreamSynchronize(stream);
  202. STARPU_ASSERT(*lambda11 != 0.0f);
  203. *lambda11 = sqrt(*lambda11);
  204. /* cublasSetVector(1, sizeof(float), lambda11, sizeof(float), &sub11[z+z*ld], sizeof(float)); */
  205. cudaMemcpyAsync(&sub11[z+z*ld], lambda11, sizeof(float), cudaMemcpyHostToDevice, stream);
  206. float scal = 1.0f/(*lambda11);
  207. status = cublasSscal(handle,
  208. nx - z - 1, &scal, &sub11[(z+1)+z*ld], 1);
  209. if (status != CUBLAS_STATUS_SUCCESS)
  210. STARPU_CUBLAS_REPORT_ERROR(status);
  211. status = cublasSsyr(handle,
  212. CUBLAS_FILL_MODE_UPPER,
  213. nx - z - 1, &m1,
  214. &sub11[(z+1)+z*ld], 1,
  215. &sub11[(z+1)+(z+1)*ld], ld);
  216. if (status != CUBLAS_STATUS_SUCCESS)
  217. STARPU_CUBLAS_REPORT_ERROR(status);
  218. }
  219. cudaStreamSynchronize(stream);
  220. cudaFreeHost(lambda11);
  221. }
  222. #endif
  223. break;
  224. #endif
  225. default:
  226. STARPU_ABORT();
  227. break;
  228. }
  229. }
  230. void chol_cpu_codelet_update_u11(void *descr[], void *_args)
  231. {
  232. chol_common_codelet_update_u11(descr, 0, _args);
  233. }
  234. #ifdef STARPU_USE_CUDA
  235. void chol_cublas_codelet_update_u11(void *descr[], void *_args)
  236. {
  237. chol_common_codelet_update_u11(descr, 1, _args);
  238. }
  239. #endif// STARPU_USE_CUDA