/* * StarPU * Copyright (C) INRIA 2008-2009 (see AUTHORS file) * * This program 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. * * This program 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, descr[0] is represented by A, * descr[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(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/537.5); return PERTURBATE(cost); } double task_12_cost(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); // 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(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); // 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(starpu_buffer_descr *descr) { uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(descr[2].handle); ny = starpu_matrix_get_ny(descr[2].handle); nz = starpu_matrix_get_ny(descr[0].handle); double cost = ((nx*ny*nz)/4110.0); return PERTURBATE(cost); } /* * * Models for CUDA * */ double task_11_cost_cuda(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/1853.7806); // printf("CUDA task 11 ; predict %e\n", cost); return PERTURBATE(cost); } double task_12_cost_cuda(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/42838.5718); // printf("CUDA task 12 ; predict %e\n", cost); return PERTURBATE(cost); } double task_21_cost_cuda(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/49208.667); // printf("CUDA task 21 ; predict %e\n", cost); return PERTURBATE(cost); } double task_22_cost_cuda(starpu_buffer_descr *descr) { uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(descr[2].handle); ny = starpu_matrix_get_ny(descr[2].handle); nz = starpu_matrix_get_ny(descr[0].handle); 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(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/537.5); // printf("CPU task 11 ; predict %e\n", cost); return PERTURBATE(cost); } double task_12_cost_cpu(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/6668.224); // printf("CPU task 12 ; predict %e\n", cost); return PERTURBATE(cost); } double task_21_cost_cpu(starpu_buffer_descr *descr) { uint32_t n; n = starpu_matrix_get_nx(descr[0].handle); double cost = ((n*n*n)/6793.8423); // printf("CPU task 21 ; predict %e\n", cost); return PERTURBATE(cost); } double task_22_cost_cpu(starpu_buffer_descr *descr) { uint32_t nx, ny, nz; nx = starpu_matrix_get_nx(descr[2].handle); ny = starpu_matrix_get_ny(descr[2].handle); nz = starpu_matrix_get_ny(descr[0].handle); double cost = ((nx*ny*nz)/4203.0175); // printf("CPU task 22 ; predict %e\n", cost); return PERTURBATE(cost); } struct starpu_perfmodel_t model_11 = { .cost_model = task_11_cost, .per_arch = { [STARPU_CPU_DEFAULT] = { .cost_model = task_11_cost_cpu }, [STARPU_CUDA_DEFAULT] = { .cost_model = task_11_cost_cuda } }, .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = "lu_model_11_atlas" #elif defined(STARPU_GOTO) .symbol = "lu_model_11_goto" #else .symbol = "lu_model_11" #endif }; struct starpu_perfmodel_t model_12 = { .cost_model = task_12_cost, .per_arch = { [STARPU_CPU_DEFAULT] = { .cost_model = task_12_cost_cpu }, [STARPU_CUDA_DEFAULT] = { .cost_model = task_12_cost_cuda } }, .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = "lu_model_12_atlas" #elif defined(STARPU_GOTO) .symbol = "lu_model_12_goto" #else .symbol = "lu_model_12" #endif }; struct starpu_perfmodel_t model_21 = { .cost_model = task_21_cost, .per_arch = { [STARPU_CPU_DEFAULT] = { .cost_model = task_21_cost_cpu }, [STARPU_CUDA_DEFAULT] = { .cost_model = task_21_cost_cuda } }, .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = "lu_model_21_atlas" #elif defined(STARPU_GOTO) .symbol = "lu_model_21_goto" #else .symbol = "lu_model_21" #endif }; struct starpu_perfmodel_t model_22 = { .cost_model = task_22_cost, .per_arch = { [STARPU_CPU_DEFAULT] = { .cost_model = task_22_cost_cpu }, [STARPU_CUDA_DEFAULT] = { .cost_model = task_22_cost_cuda } }, .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = "lu_model_22_atlas" #elif defined(STARPU_GOTO) .symbol = "lu_model_22_goto" #else .symbol = "lu_model_22" #endif };