/* StarPU --- Runtime system for heterogeneous multicore architectures. * * Copyright (C) 2008-2020 Université de Bordeaux, CNRS (LaBRI UMR 5800), Inria * Copyright (C) 2011 Télécom-SudParis * Copyright (C) 2013 Thibaut Lambert * * StarPU is free software; you can redistribute it and/or modify * it under the terms of the GNU Lesser General Public License as published by * the Free Software Foundation; either version 2.1 of the License, or (at * your option) any later version. * * StarPU is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. * * See the GNU Lesser General Public License in COPYING.LGPL for more details. */ #include "lu_kernels_model.h" /* * As a convention, in that file, buffers[0] is represented by A, * buffers[1] is B ... */ /* * Number of flops of Gemm */ /* #define USE_PERTURBATION 1 */ #ifdef USE_PERTURBATION #define PERTURBATE(a) ((starpu_drand48()*2.0f*(AMPL) + 1.0f - (AMPL))*(a)) #else #define PERTURBATE(a) (a) #endif /* * * Generic models * */ double task_11_cost(struct starpu_task *task, unsigned nimpl) { (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/537.5); return PERTURBATE(cost); } double task_12_cost(struct starpu_task *task, unsigned nimpl) { (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); /* double cost = ((n*n*n)/1744.695); */ double cost = ((n*n*n)/3210.80); /* fprintf(stderr, "task 12 predicts %e\n", cost); */ return PERTURBATE(cost); } double task_21_cost(struct starpu_task *task, unsigned nimpl) { (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); /* double cost = ((n*n*n)/1744.695); */ double cost = ((n*n*n)/3691.53); /* fprintf(stderr, "task 12 predicts %e\n", cost); */ return PERTURBATE(cost); } double task_22_cost(struct starpu_task *task, unsigned nimpl) { (void)nimpl; uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(task->handles[2]); ny = starpu_matrix_get_ny(task->handles[2]); nz = starpu_matrix_get_ny(task->handles[0]); double cost = ((nx*ny*nz)/4110.0); return PERTURBATE(cost); } /* * * Models for CUDA * */ double task_11_cost_cuda(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/1853.7806); /* printf("CUDA task 11 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_12_cost_cuda(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/42838.5718); /* printf("CUDA task 12 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_21_cost_cuda(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/49208.667); /* printf("CUDA task 21 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_22_cost_cuda(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(task->handles[2]); ny = starpu_matrix_get_ny(task->handles[2]); nz = starpu_matrix_get_ny(task->handles[0]); double cost = ((nx*ny*nz)/57523.560); /* printf("CUDA task 22 ; predict %e\n", cost); */ return PERTURBATE(cost); } /* * * Models for CPUs * */ double task_11_cost_cpu(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/537.5); /* printf("CPU task 11 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_12_cost_cpu(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/6668.224); /* printf("CPU task 12 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_21_cost_cpu(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t n; n = starpu_matrix_get_nx(task->handles[0]); double cost = ((n*n*n)/6793.8423); /* printf("CPU task 21 ; predict %e\n", cost); */ return PERTURBATE(cost); } double task_22_cost_cpu(struct starpu_task *task, struct starpu_perfmodel_arch* arch, unsigned nimpl) { (void)arch; (void)nimpl; uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(task->handles[2]); ny = starpu_matrix_get_ny(task->handles[2]); nz = starpu_matrix_get_ny(task->handles[0]); double cost = ((nx*ny*nz)/4203.0175); /* printf("CPU task 22 ; predict %e\n", cost); */ return PERTURBATE(cost); } void initialize_lu_kernels_model(struct starpu_perfmodel* model, char * symbol, double (*cost_function)(struct starpu_task *, unsigned), double (*cpu_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned), double (*cuda_cost_function)(struct starpu_task *, struct starpu_perfmodel_arch*, unsigned)) { (void)cost_function; model->symbol = symbol; model->type = STARPU_HISTORY_BASED; starpu_perfmodel_init(model); starpu_perfmodel_set_per_devices_cost_function(model, 0, cpu_cost_function, STARPU_CPU_WORKER, 0, 1, -1); if(starpu_worker_get_count_by_type(STARPU_CUDA_WORKER) != 0) { starpu_perfmodel_set_per_devices_cost_function(model, 0, cuda_cost_function, STARPU_CUDA_WORKER, 0, 1, -1); } }