| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310 | /* StarPU --- Runtime system for heterogeneous multicore architectures. * * Copyright (C) 2017-2020  Université de Bordeaux, CNRS (LaBRI UMR 5800), Inria * * 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 basic StarPU vector scale app on top of StarPURM with a nVidia CUDA kernel */#define _GNU_SOURCE#include <sched.h>#include <stdio.h>#include <float.h>#include <mkl.h>#include <morse.h>#include <starpurm.h>#include <hwloc.h>#include <pthread.h>#define CHECKstatic int rm_cpu_type_id = -1;static int rm_cuda_type_id = -1;static int rm_nb_cpu_units = 0;static int rm_nb_cuda_units = 0;static const int nb_random_tests = 10;static unsigned spawn_pending = 0;static pthread_mutex_t spawn_pending_mutex = PTHREAD_MUTEX_INITIALIZER;static pthread_cond_t spawn_pending_cond;static void _inc_spawn_pending(void){	pthread_mutex_lock(&spawn_pending_mutex);	assert(spawn_pending < UINT_MAX);	spawn_pending++;	pthread_mutex_unlock(&spawn_pending_mutex);}static void _dec_spawn_pending(void){	pthread_mutex_lock(&spawn_pending_mutex);	assert(spawn_pending > 0);	spawn_pending--;	if (spawn_pending == 0)		pthread_cond_broadcast(&spawn_pending_cond);	pthread_mutex_unlock(&spawn_pending_mutex);}static void _wait_pending_spawns(void){	pthread_mutex_lock(&spawn_pending_mutex);	while (spawn_pending > 0)		pthread_cond_wait(&spawn_pending_cond, &spawn_pending_mutex);	pthread_mutex_unlock(&spawn_pending_mutex);}static void spawn_callback(void *_arg){	assert(42 == (uintptr_t)_arg);	_dec_spawn_pending();}static void usage(void){	fprintf(stderr, "dgemm: M N K <trans_A=T|N> <trans_B=[T|N]>\n");	exit(EXIT_FAILURE);}static void init_rm_infos(void){	int cpu_type = starpurm_get_device_type_id("cpu");	int nb_cpu_units = starpurm_get_nb_devices_by_type(cpu_type);	if (nb_cpu_units < 1)	{		/* No CPU unit available. */		exit(77);	}	int cuda_type = starpurm_get_device_type_id("cuda");	int nb_cuda_units = starpurm_get_nb_devices_by_type(cuda_type);	rm_cpu_type_id = cpu_type;	rm_cuda_type_id = cuda_type;	rm_nb_cpu_units = nb_cpu_units;	rm_nb_cuda_units = nb_cuda_units;}static void disp_cpuset(hwloc_cpuset_t selected_cpuset){	//hwloc_cpuset_t selected_cpuset = starpurm_get_selected_cpuset();	int strl = hwloc_bitmap_snprintf(NULL, 0, selected_cpuset);	char str[strl+1];	hwloc_bitmap_snprintf(str, strl+1, selected_cpuset);	printf("%llx: selected cpuset = %s\n", (unsigned long long)pthread_self(), str);}struct s_test_args{	const int m;	const int n;	const int k;	int transA;	int transB;};static void test(void *_args){	struct s_test_args *args = _args;	const int m = args->m;	const int n = args->n;	const int k = args->k;	int transA = args->transA;	int transB = args->transB;	unsigned rand_seed = (unsigned)time(NULL);	double *A = malloc(m * k * sizeof(double));	double *B = malloc(k * n * sizeof(double));	double *C = calloc(m * n, sizeof(double));	double *C_test = calloc(m * n, sizeof(double));	const double alpha = (double)rand_r(&rand_seed) / ((double)rand_r(&rand_seed) + DBL_MIN);	const double beta  = (double)rand_r(&rand_seed) / ((double)rand_r(&rand_seed) + DBL_MIN);	int i;	for (i = 0; i < m; i++)	{		int j;		for (j = 0; j < n; j++)		{			A[i*n+j] = (double)rand_r(&rand_seed) / ((double)rand_r(&rand_seed) + DBL_MIN);			B[i*n+j] = (double)rand_r(&rand_seed) / ((double)rand_r(&rand_seed) + DBL_MIN);		}	}	MORSE_dgemm(transA, transB, m, n, k, alpha, A, k, B, n, beta, C, n);#ifdef CHECK	/* Check */	cblas_dgemm( CblasColMajor,			( CBLAS_TRANSPOSE ) transA,			( CBLAS_TRANSPOSE ) transB,			m, n, k,			alpha, A, k,			B, n,			beta, C_test, n );	double C_test_inorm = LAPACKE_dlange(CblasColMajor, 'I', m, n, C_test, n);	cblas_daxpy(m*n, -1, C, 1, C_test, 1);	double inorm = LAPACKE_dlange(CblasColMajor, 'I', m, n, C_test, n);	printf("%llx: ||C_test-C||_I / ||C_test||_I = %e\n", (unsigned long long)pthread_self(), inorm/C_test_inorm);#endif	free(A);	free(B);	free(C);	free(C_test);}static void select_units(hwloc_cpuset_t selected_cpuset, hwloc_cpuset_t available_cpuset, int offset, int nb){	int first_idx = hwloc_bitmap_first(available_cpuset);	int last_idx = hwloc_bitmap_last(available_cpuset);	int count = 0;	int idx = first_idx;	while (idx != -1 && idx <= last_idx && count < offset+nb)	{		if (hwloc_bitmap_isset(available_cpuset, idx))		{			if (count >= offset)			{				hwloc_bitmap_set(selected_cpuset, idx);			}			count ++;		}		idx = hwloc_bitmap_next(available_cpuset, idx);	}	assert(count == offset+nb);}void spawn_tests(int cpu_offset, int cpu_nb, int cuda_offset, int cuda_nb, void *args){	if (cpu_offset + cpu_nb > rm_nb_cpu_units)		exit(77);	if (cuda_offset + cuda_nb > rm_nb_cuda_units)		exit(77);	hwloc_cpuset_t cpu_cpuset = starpurm_get_all_cpu_workers_cpuset();	hwloc_cpuset_t cuda_cpuset = starpurm_get_all_device_workers_cpuset_by_type(rm_cuda_type_id);	hwloc_cpuset_t sel_cpuset = hwloc_bitmap_alloc();	assert(sel_cpuset != NULL);	select_units(sel_cpuset, cpu_cpuset, cpu_offset, cpu_nb);	select_units(sel_cpuset, cuda_cpuset, cuda_offset, cuda_nb);	{		int strl1 = hwloc_bitmap_snprintf(NULL, 0, cpu_cpuset);		char str1[strl1+1];		hwloc_bitmap_snprintf(str1, strl1+1, cpu_cpuset);		int strl2 = hwloc_bitmap_snprintf(NULL, 0, cuda_cpuset);		char str2[strl2+1];		hwloc_bitmap_snprintf(str2, strl2+1, cuda_cpuset);		printf("all cpus cpuset = %s\n", str1);		int strl3 = hwloc_bitmap_snprintf(NULL, 0, sel_cpuset);		char str3[strl3+1];		hwloc_bitmap_snprintf(str3, strl1+3, sel_cpuset);		printf("spawn on selected cpuset = %s (avail cpu %s, avail cuda %s)\n", str3, str1, str2);	}	_inc_spawn_pending();	starpurm_spawn_kernel_on_cpus_callback(NULL, test, args, sel_cpuset, spawn_callback, (void*)(uintptr_t)42);	hwloc_bitmap_free(sel_cpuset);	hwloc_bitmap_free(cpu_cpuset);	hwloc_bitmap_free(cuda_cpuset);}int main( int argc, char const *argv[]){	pthread_cond_init(&spawn_pending_cond, NULL);	int transA = MorseTrans;	int transB = MorseTrans;	if (argc < 6 || argc > 6)		usage();	int m = atoi(argv[1]);	if (m < 1)		usage();	int n = atoi(argv[2]);	if (n < 1)		usage();	int k = atoi(argv[3]);	if (k < 1)		usage();	if (strcmp(argv[4], "T") == 0)		transA = MorseTrans;	else if (strcmp(argv[4], "N") == 0)		transA = MorseNoTrans;	else		usage();	if (strcmp(argv[5], "T") == 0)		transB = MorseTrans;	else if (strcmp(argv[5], "N") == 0)		transB = MorseNoTrans;	else		usage();	srand(time(NULL));	struct s_test_args test_args = { .m = m, .n = n, .k = k, .transA = transA, .transB = transB };	/* Test case */	starpurm_initialize();	starpurm_set_drs_enable(NULL);	init_rm_infos();	printf("cpu units: %d\n", rm_nb_cpu_units);	printf("cuda units: %d\n", rm_nb_cuda_units);	printf("using default units\n");	disp_cpuset(starpurm_get_selected_cpuset());	MORSE_Init(rm_nb_cpu_units, rm_nb_cuda_units);	test(&test_args);	{		int cpu_offset = 0;		int cpu_nb = rm_nb_cpu_units/2;		if (cpu_nb == 0 && rm_nb_cpu_units > 0)		{			cpu_nb = 1;		}		int cuda_offset = 0;		int cuda_nb = rm_nb_cuda_units/2;		if (cuda_nb == 0 && rm_nb_cuda_units > 0)		{			cuda_nb = 1;		}		spawn_tests(cpu_offset, cpu_nb, cuda_offset, cuda_nb, &test_args);	}	{		int cpu_offset = rm_nb_cpu_units/2;		int cpu_nb = cpu_offset;		if (cpu_nb == 0 && rm_nb_cpu_units > 0)		{			cpu_nb = 1;		}		int cuda_offset = rm_nb_cuda_units/2;		int cuda_nb = rm_nb_cuda_units/2;		spawn_tests(cpu_offset, cpu_nb, cuda_offset, cuda_nb, &test_args);	}	_wait_pending_spawns();	MORSE_Finalize();	starpurm_shutdown();	pthread_cond_destroy(&spawn_pending_cond);	return 0;}
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