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- /* StarPU --- Runtime system for heterogeneous multicore architectures.
- *
- * Copyright (C) 2012-2013 Inria
- * Copyright (C) 2009-2011,2013-2015 Université de Bordeaux
- * Copyright (C) 2010 Mehdi Juhoor
- * Copyright (C) 2010-2013,2015,2017 CNRS
- *
- * 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.
- */
- /*
- * This example shows a simple implementation of a blocked matrix
- * multiplication. Note that this is NOT intended to be an efficient
- * implementation of sgemm! In this example, we show:
- * - how to declare dense matrices (starpu_matrix_data_register)
- * - how to manipulate matrices within codelets (eg. descr[0].blas.ld)
- * - how to use filters to partition the matrices into blocks
- * (starpu_data_partition and starpu_data_map_filters)
- * - how to unpartition data (starpu_data_unpartition) and how to stop
- * monitoring data (starpu_data_unregister)
- * - how to manipulate subsets of data (starpu_data_get_sub_data)
- * - how to construct an autocalibrated performance model (starpu_perfmodel)
- * - how to submit asynchronous tasks
- */
- #include <string.h>
- #include <math.h>
- #include <sys/types.h>
- #include <signal.h>
- #include <starpu.h>
- /*
- * That program should compute C = A * B
- *
- * A of size (z,y)
- * B of size (x,z)
- * C of size (x,y)
- |---------------|
- z | B |
- |---------------|
- z x
- |----| |---------------|
- | | | |
- | | | |
- | A | y | C |
- | | | |
- | | | |
- |----| |---------------|
- */
- void gpu_mult(void **, void *);
- void cpu_mult(void **, void *);
- static struct starpu_perfmodel model =
- {
- .type = STARPU_HISTORY_BASED,
- .symbol = "history_perf"
- };
- static struct starpu_codelet cl =
- {
- .cpu_funcs = {cpu_mult},
- .cpu_funcs_name = {"cpu_mult"},
- .cuda_funcs = {gpu_mult},
- .nbuffers = 3,
- .modes = {STARPU_R, STARPU_R, STARPU_W},
- .model = &model
- };
- void multiply_with_starpu(float *A, float *B, float *C, unsigned xdim, unsigned ydim, unsigned zdim, unsigned nslicesx, unsigned nslicesy)
- {
- starpu_data_handle_t A_handle, B_handle, C_handle;
- starpu_matrix_data_register(&A_handle, STARPU_MAIN_RAM, (uintptr_t)A,
- ydim, ydim, zdim, sizeof(float));
- starpu_matrix_data_register(&B_handle, STARPU_MAIN_RAM, (uintptr_t)B,
- zdim, zdim, xdim, sizeof(float));
- starpu_matrix_data_register(&C_handle, STARPU_MAIN_RAM, (uintptr_t)C,
- ydim, ydim, xdim, sizeof(float));
- struct starpu_data_filter vert =
- {
- .filter_func = starpu_matrix_filter_vertical_block,
- .nchildren = nslicesx
- };
- struct starpu_data_filter horiz =
- {
- .filter_func = starpu_matrix_filter_block,
- .nchildren = nslicesy
- };
- starpu_data_partition(B_handle, &vert);
- starpu_data_partition(A_handle, &horiz);
- starpu_data_map_filters(C_handle, 2, &vert, &horiz);
- unsigned taskx, tasky;
- for (taskx = 0; taskx < nslicesx; taskx++){
- for (tasky = 0; tasky < nslicesy; tasky++){
- struct starpu_task *task = starpu_task_create();
- task->cl = &cl;
- task->handles[0] = starpu_data_get_sub_data(A_handle, 1, tasky);
- task->handles[1] = starpu_data_get_sub_data(B_handle, 1, taskx);
- task->handles[2] = starpu_data_get_sub_data(C_handle, 2, taskx, tasky);
- starpu_task_submit(task);
- }
- }
- starpu_task_wait_for_all();
- starpu_data_unpartition(A_handle, STARPU_MAIN_RAM);
- starpu_data_unpartition(B_handle, STARPU_MAIN_RAM);
- starpu_data_unpartition(C_handle, STARPU_MAIN_RAM);
- starpu_data_unregister(A_handle);
- starpu_data_unregister(B_handle);
- starpu_data_unregister(C_handle);
- }
- void init_rand(float * m, unsigned width, unsigned height)
- {
- unsigned i,j;
- for (j = 0 ; j < height ; j++){
- for (i = 0 ; i < width ; i++){
- m[j+i*height] = (float)(starpu_drand48());
-
- }
- }
- }
- void init_zero(float * m, unsigned width, unsigned height)
- {
- memset(m, 0, sizeof(float) * width * height);
- }
- void sort(unsigned int size, double t[])
- {
- unsigned int j;
- int is_sort = 0;
- while(!is_sort){
- is_sort = 1;
- for (j = 0 ; j < size - 1 ; j++){
- if (t[j] > t[j+1]){
- double tmp = t[j];
- t[j] = t[j+1];
- t[j+1] = tmp;
- is_sort = 0;
- }
- }
- }
- }
- double median_time(unsigned nb_test, unsigned xdim, unsigned ydim, unsigned zdim, unsigned nsclicesx, unsigned nsclicesy)
- {
- unsigned i;
- float * A = (float *) valloc(zdim*ydim*sizeof(float));
- float * B = (float *) valloc(xdim*zdim*sizeof(float));
- float * C = (float *) valloc(xdim*ydim*sizeof(float));
- double exec_times[nb_test];
- for (i = 0 ; i < nb_test ; i++){
- double start, stop, exec_t;
- init_rand(A, zdim, ydim);
- init_rand(B, xdim, zdim);
- init_zero(C, xdim, ydim);
- init_rand(A, zdim, ydim);
- init_rand(B, xdim, zdim);
- init_zero(C, xdim, ydim);
- start = starpu_timing_now();
- multiply_with_starpu(A, B, C, xdim, ydim, zdim, nsclicesx, nsclicesy);
- stop = starpu_timing_now();
- exec_t = (stop - start)/1.e6;
- exec_times[i] = exec_t;
- }
- sort(nb_test, exec_times);
- free(A);
- free(B);
- free(C);
- /* return exec_times[nb_test/2]; */
- return exec_times[0];
- }
- void display_times(unsigned start_dim, unsigned step_dim, unsigned stop_dim, unsigned nb_tests, unsigned nsclicesx, unsigned nsclicesy)
- {
- unsigned dim;
- FILE *fp;
- fp = fopen("../DAT/mult_c.dat", "w");
- for (dim = start_dim ; dim <= stop_dim ; dim += step_dim){
- double t = median_time(nb_tests, dim, dim, dim, nsclicesx, nsclicesy);
- fprintf(fp, "%f\n", t);
- printf("%u ; %f\n", dim, t);
- }
- fclose(fp);
- }
- int main(int argc, char * argv[])
- {
- if (argc != 7){
- printf("Usage : %s start_dim step_dim stop_dim nb_tests nsclicesx nsclicesy\n", argv[0]);
- return 1;
- }
- if (starpu_init(NULL) != EXIT_SUCCESS){
- fprintf(stderr, "ERROR\n");
- return 77;
- }
- unsigned start_dim = (unsigned) atoi(argv[1]);
- unsigned step_dim = (unsigned) atoi(argv[2]);
- unsigned stop_dim = (unsigned) atoi(argv[3]);
- unsigned nb_tests = (unsigned) atoi(argv[4]);
- unsigned nsclicesx = (unsigned) atoi(argv[5]);
- unsigned nsclicesy = (unsigned) atoi(argv[6]);
- display_times(start_dim, step_dim, stop_dim, nb_tests, nsclicesx, nsclicesy);
- starpu_shutdown();
- return 0;
- }
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