cholesky_models.c 3.8 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009, 2010-2011 Université de Bordeaux 1
  4. * Copyright (C) 2010, 2011, 2012 Centre National de la Recherche Scientifique
  5. * Copyright (C) 2011 Télécom-SudParis
  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. /*
  19. * As a convention, in that file, buffers[0] is represented by A,
  20. * buffers[1] is B ...
  21. */
  22. /*
  23. * Number of flops of Gemm
  24. */
  25. #include <starpu.h>
  26. #include <starpu_perfmodel.h>
  27. #include "cholesky.h"
  28. /* #define USE_PERTURBATION 1 */
  29. #ifdef USE_PERTURBATION
  30. #define PERTURBATE(a) ((starpu_drand48()*2.0f*(AMPL) + 1.0f - (AMPL))*(a))
  31. #else
  32. #define PERTURBATE(a) (a)
  33. #endif
  34. double cpu_chol_task_11_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  35. {
  36. uint32_t n;
  37. n = starpu_matrix_get_nx(task->handles[0]);
  38. double cost = (((double)(n)*n*n)/1000.0f*0.894/0.79176);
  39. #ifdef STARPU_MODEL_DEBUG
  40. FPRINTF(stdout, "cpu_chol_task_11_cost n %d cost %e\n", n, cost);
  41. #endif
  42. return PERTURBATE(cost);
  43. }
  44. double cuda_chol_task_11_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  45. {
  46. uint32_t n;
  47. n = starpu_matrix_get_nx(task->handles[0]);
  48. double cost = (((double)(n)*n*n)/50.0f/10.75/5.088633/0.9883);
  49. #ifdef STARPU_MODEL_DEBUG
  50. FPRINTF(stdout, "cuda_chol_task_11_cost n %d cost %e\n", n, cost);
  51. #endif
  52. return PERTURBATE(cost);
  53. }
  54. double cpu_chol_task_21_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  55. {
  56. uint32_t n;
  57. n = starpu_matrix_get_nx(task->handles[0]);
  58. double cost = (((double)(n)*n*n)/7706.674/0.95/0.9965);
  59. #ifdef STARPU_MODEL_DEBUG
  60. FPRINTF(stdout, "cpu_chol_task_21_cost n %d cost %e\n", n, cost);
  61. #endif
  62. return PERTURBATE(cost);
  63. }
  64. double cuda_chol_task_21_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  65. {
  66. uint32_t n;
  67. n = starpu_matrix_get_nx(task->handles[0]);
  68. double cost = (((double)(n)*n*n)/50.0f/10.75/87.29520);
  69. #ifdef STARPU_MODEL_DEBUG
  70. FPRINTF(stdout, "cuda_chol_task_21_cost n %d cost %e\n", n, cost);
  71. #endif
  72. return PERTURBATE(cost);
  73. }
  74. double cpu_chol_task_22_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  75. {
  76. uint32_t n;
  77. n = starpu_matrix_get_nx(task->handles[0]);
  78. double cost = (((double)(n)*n*n)/50.0f/10.75/8.0760);
  79. #ifdef STARPU_MODEL_DEBUG
  80. FPRINTF(stdout, "cpu_chol_task_22_cost n %d cost %e\n", n, cost);
  81. #endif
  82. return PERTURBATE(cost);
  83. }
  84. double cuda_chol_task_22_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  85. {
  86. uint32_t n;
  87. n = starpu_matrix_get_nx(task->handles[0]);
  88. double cost = (((double)(n)*n*n)/50.0f/10.75/76.30666);
  89. #ifdef STARPU_MODEL_DEBUG
  90. FPRINTF(stdout, "cuda_chol_task_22_cost n %d cost %e\n", n, cost);
  91. #endif
  92. return PERTURBATE(cost);
  93. }
  94. void initialize_chol_model(struct starpu_perfmodel* model, char * symbol,
  95. double (*cpu_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned),
  96. double (*cuda_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned))
  97. {
  98. model->symbol = symbol;
  99. model->type = STARPU_HISTORY_BASED;
  100. starpu_initialize_model(model);
  101. model->per_arch[STARPU_CPU_WORKER][0][0][0].cost_function = cpu_cost_function;
  102. if(starpu_worker_get_count_by_type(STARPU_CUDA_WORKER) != 0)
  103. model->per_arch[STARPU_CUDA_WORKER][0][0][0].cost_function = cuda_cost_function;
  104. }