cholesky_models.c 4.3 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2011-2014 Inria
  4. * Copyright (C) 2010-2015,2017 CNRS
  5. * Copyright (C) 2009-2011,2014 Université de Bordeaux
  6. * Copyright (C) 2013 Thibaut Lambert
  7. * Copyright (C) 2011 Télécom-SudParis
  8. *
  9. * StarPU is free software; you can redistribute it and/or modify
  10. * it under the terms of the GNU Lesser General Public License as published by
  11. * the Free Software Foundation; either version 2.1 of the License, or (at
  12. * your option) any later version.
  13. *
  14. * StarPU is distributed in the hope that it will be useful, but
  15. * WITHOUT ANY WARRANTY; without even the implied warranty of
  16. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  17. *
  18. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  19. */
  20. /*
  21. * As a convention, in that file, buffers[0] is represented by A,
  22. * buffers[1] is B ...
  23. */
  24. /*
  25. * Number of flops of Gemm
  26. */
  27. #include <starpu.h>
  28. #include <starpu_perfmodel.h>
  29. #include "cholesky.h"
  30. /* #define USE_PERTURBATION 1 */
  31. #ifdef USE_PERTURBATION
  32. #define PERTURBATE(a) ((starpu_drand48()*2.0f*(AMPL) + 1.0f - (AMPL))*(a))
  33. #else
  34. #define PERTURBATE(a) (a)
  35. #endif
  36. double cpu_chol_task_11_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  37. {
  38. uint32_t n;
  39. n = starpu_matrix_get_nx(task->handles[0]);
  40. double cost = (((double)(n)*n*n)/1000.0f*0.894/0.79176);
  41. #ifdef STARPU_MODEL_DEBUG
  42. FPRINTF(stdout, "cpu_chol_task_11_cost n %d cost %e\n", n, cost);
  43. #endif
  44. return PERTURBATE(cost);
  45. }
  46. double cuda_chol_task_11_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  47. {
  48. uint32_t n;
  49. n = starpu_matrix_get_nx(task->handles[0]);
  50. double cost = (((double)(n)*n*n)/50.0f/10.75/5.088633/0.9883);
  51. #ifdef STARPU_MODEL_DEBUG
  52. FPRINTF(stdout, "cuda_chol_task_11_cost n %d cost %e\n", n, cost);
  53. #endif
  54. return PERTURBATE(cost);
  55. }
  56. double cpu_chol_task_21_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  57. {
  58. uint32_t n;
  59. n = starpu_matrix_get_nx(task->handles[0]);
  60. double cost = (((double)(n)*n*n)/7706.674/0.95/0.9965);
  61. #ifdef STARPU_MODEL_DEBUG
  62. FPRINTF(stdout, "cpu_chol_task_21_cost n %d cost %e\n", n, cost);
  63. #endif
  64. return PERTURBATE(cost);
  65. }
  66. double cuda_chol_task_21_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  67. {
  68. uint32_t n;
  69. n = starpu_matrix_get_nx(task->handles[0]);
  70. double cost = (((double)(n)*n*n)/50.0f/10.75/87.29520);
  71. #ifdef STARPU_MODEL_DEBUG
  72. FPRINTF(stdout, "cuda_chol_task_21_cost n %d cost %e\n", n, cost);
  73. #endif
  74. return PERTURBATE(cost);
  75. }
  76. double cpu_chol_task_22_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  77. {
  78. uint32_t n;
  79. n = starpu_matrix_get_nx(task->handles[0]);
  80. double cost = (((double)(n)*n*n)/50.0f/10.75/8.0760);
  81. #ifdef STARPU_MODEL_DEBUG
  82. FPRINTF(stdout, "cpu_chol_task_22_cost n %d cost %e\n", n, cost);
  83. #endif
  84. return PERTURBATE(cost);
  85. }
  86. double cuda_chol_task_22_cost(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl)
  87. {
  88. uint32_t n;
  89. n = starpu_matrix_get_nx(task->handles[0]);
  90. double cost = (((double)(n)*n*n)/50.0f/10.75/76.30666);
  91. #ifdef STARPU_MODEL_DEBUG
  92. FPRINTF(stdout, "cuda_chol_task_22_cost n %d cost %e\n", n, cost);
  93. #endif
  94. return PERTURBATE(cost);
  95. }
  96. void initialize_chol_model(struct starpu_perfmodel* model, char * symbol,
  97. double (*cpu_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned),
  98. double (*cuda_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned))
  99. {
  100. struct starpu_perfmodel_per_arch *per_arch;
  101. model->symbol = symbol;
  102. model->type = STARPU_HISTORY_BASED;
  103. starpu_perfmodel_init(model);
  104. per_arch = starpu_perfmodel_get_model_per_devices(model, 0, STARPU_CPU_WORKER, 0, 1, -1);
  105. per_arch->cost_function = cpu_cost_function;
  106. // We could also call directly:
  107. // starpu_perfmodel_set_per_devices_cost_function(model, 0, cpu_cost_function, STARPU_CPU_WORKER, 0, 1, -1);
  108. if(starpu_worker_get_count_by_type(STARPU_CUDA_WORKER) != 0)
  109. {
  110. per_arch = starpu_perfmodel_get_model_per_devices(model, 0, STARPU_CUDA_WORKER, 0, 1, -1);
  111. per_arch->cost_function = cuda_cost_function;
  112. }
  113. }