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							- /* StarPU --- Runtime system for heterogeneous multicore architectures.
 
-  *
 
-  * Copyright (C) 2010-2011, 2013, 2015  Université de Bordeaux
 
-  * Copyright (C) 2010, 2011, 2012, 2013, 2016  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.
 
-  */
 
- #include <stdlib.h>
 
- #include <stdio.h>
 
- #include <string.h>
 
- #include <time.h>
 
- #include <math.h>
 
- #include <starpu.h>
 
- #include "pxlu.h"
 
- //#include "pxlu_kernels.h"
 
- #ifdef STARPU_HAVE_LIBNUMA
 
- #include <numaif.h>
 
- #endif
 
- static unsigned long size = 4096;
 
- static unsigned nblocks = 16;
 
- static unsigned check = 0;
 
- static int p = 1;
 
- static int q = 1;
 
- static unsigned display = 0;
 
- #ifdef STARPU_HAVE_LIBNUMA
 
- static unsigned numa = 0;
 
- #endif
 
- static size_t allocated_memory = 0;
 
- static size_t allocated_memory_extra = 0;
 
- static starpu_data_handle_t *dataA_handles;
 
- static TYPE **dataA;
 
- /* In order to implement the distributed LU decomposition, we allocate
 
-  * temporary buffers */
 
- #ifdef SINGLE_TMP11
 
- static starpu_data_handle_t tmp_11_block_handle;
 
- static TYPE *tmp_11_block;
 
- #else
 
- static starpu_data_handle_t *tmp_11_block_handles;
 
- static TYPE **tmp_11_block;
 
- #endif
 
- #ifdef SINGLE_TMP1221
 
- static starpu_data_handle_t *tmp_12_block_handles;
 
- static TYPE **tmp_12_block;
 
- static starpu_data_handle_t *tmp_21_block_handles;
 
- static TYPE **tmp_21_block;
 
- #else
 
- static starpu_data_handle_t *(tmp_12_block_handles[2]);
 
- static TYPE **(tmp_12_block[2]);
 
- static starpu_data_handle_t *(tmp_21_block_handles[2]);
 
- static TYPE **(tmp_21_block[2]);
 
- #endif
 
- static void parse_args(int rank, int argc, char **argv)
 
- {
 
- 	int i;
 
- 	for (i = 1; i < argc; i++) {
 
- 		if (strcmp(argv[i], "-size") == 0) {
 
- 			char *argptr;
 
- 			size = strtol(argv[++i], &argptr, 10);
 
- 		}
 
- 		if (strcmp(argv[i], "-nblocks") == 0) {
 
- 			char *argptr;
 
- 			nblocks = strtol(argv[++i], &argptr, 10);
 
- 		}
 
- 		if (strcmp(argv[i], "-check") == 0) {
 
- 			check = 1;
 
- 		}
 
- 		if (strcmp(argv[i], "-display") == 0) {
 
- 			display = 1;
 
- 		}
 
- 		if (strcmp(argv[i], "-numa") == 0) {
 
- #ifdef STARPU_HAVE_LIBNUMA
 
- 			numa = 1;
 
- #else
 
- 			if (rank == 0)
 
- 				fprintf(stderr, "Warning: libnuma is not available\n");
 
- #endif
 
- 		}
 
- 		if (strcmp(argv[i], "-p") == 0) {
 
- 			char *argptr;
 
- 			p = strtol(argv[++i], &argptr, 10);
 
- 		}
 
- 		if (strcmp(argv[i], "-q") == 0) {
 
- 			char *argptr;
 
- 			q = strtol(argv[++i], &argptr, 10);
 
- 		}
 
- 		if (strcmp(argv[i], "-h") == 0 || strcmp(argv[i], "-help") == 0 || strcmp(argv[i], "--help") == 0) {
 
- 			fprintf(stderr,"usage: %s [-size n] [-nblocks b] [-check] [-display] [-numa] [-p p] [-q q]\n", argv[0]);
 
- 			fprintf(stderr,"\np * q must be equal to the number of MPI nodes\n");
 
- 			exit(0);
 
- 		}
 
- 	}
 
- }
 
- unsigned STARPU_PLU(display_flag)(void)
 
- {
 
- 	return display;
 
- }
 
- static void fill_block_with_random(TYPE *blockptr, unsigned psize, unsigned pnblocks)
 
- {
 
- 	const unsigned block_size = (psize/pnblocks);
 
- 	unsigned i, j;
 
- 	for (i = 0; i < block_size; i++)
 
- 	     for (j = 0; j < block_size; j++)
 
- 	     {
 
- 		  blockptr[j+i*block_size] = (TYPE)starpu_drand48();
 
- 	     }
 
- }
 
- #ifdef SINGLE_TMP11
 
- starpu_data_handle_t STARPU_PLU(get_tmp_11_block_handle)(void)
 
- {
 
- 	return tmp_11_block_handle;
 
- }
 
- #else
 
- starpu_data_handle_t STARPU_PLU(get_tmp_11_block_handle)(unsigned k)
 
- {
 
- 	return tmp_11_block_handles[k];
 
- }
 
- #endif
 
- #ifdef SINGLE_TMP1221
 
- starpu_data_handle_t STARPU_PLU(get_tmp_12_block_handle)(unsigned j)
 
- {
 
- 	return tmp_12_block_handles[j];
 
- }
 
- starpu_data_handle_t STARPU_PLU(get_tmp_21_block_handle)(unsigned i)
 
- {
 
- 	return tmp_21_block_handles[i];
 
- }
 
- #else
 
- starpu_data_handle_t STARPU_PLU(get_tmp_12_block_handle)(unsigned j, unsigned k)
 
- {
 
- 	return tmp_12_block_handles[k%2][j];
 
- }
 
- starpu_data_handle_t STARPU_PLU(get_tmp_21_block_handle)(unsigned i, unsigned k)
 
- {
 
- 	return tmp_21_block_handles[k%2][i];
 
- }
 
- #endif
 
- static unsigned tmp_11_block_is_needed(int rank, unsigned pnblocks, unsigned k)
 
- {
 
- 	return 1;
 
- }
 
- static unsigned tmp_12_block_is_needed(int rank, unsigned pnblocks, unsigned j)
 
- {
 
- 	unsigned i;
 
- 	for (i = 1; i < pnblocks; i++)
 
- 	{
 
- 		if (get_block_rank(i, j) == rank)
 
- 			return 1;
 
- 	}
 
- 	return 0;
 
- }
 
- static unsigned tmp_21_block_is_needed(int rank, unsigned pnblocks, unsigned i)
 
- {
 
- 	unsigned j;
 
- 	for (j = 1; j < pnblocks; j++)
 
- 	{
 
- 		if (get_block_rank(i, j) == rank)
 
- 			return 1;
 
- 	}
 
- 	return 0;
 
- }
 
- static void init_matrix(int rank)
 
- {
 
- #ifdef STARPU_HAVE_LIBNUMA
 
- 	if (numa)
 
- 	{
 
- 		fprintf(stderr, "Using INTERLEAVE policy\n");
 
- 		unsigned long nodemask = ((1<<0)|(1<<1));
 
- 		int ret = set_mempolicy(MPOL_INTERLEAVE, &nodemask, 3);
 
- 		if (ret)
 
- 			perror("set_mempolicy failed");
 
- 	}
 
- #endif
 
- 	/* Allocate a grid of data handles, not all of them have to be allocated later on */
 
- 	dataA_handles = calloc(nblocks*nblocks, sizeof(starpu_data_handle_t));
 
- 	dataA = calloc(nblocks*nblocks, sizeof(TYPE *));
 
- 	allocated_memory_extra += nblocks*nblocks*(sizeof(starpu_data_handle_t) + sizeof(TYPE *));
 
- 	size_t blocksize = (size_t)(size/nblocks)*(size/nblocks)*sizeof(TYPE);
 
- 	/* Allocate all the blocks that belong to this mpi node */
 
- 	unsigned long i,j;
 
- 	for (j = 0; j < nblocks; j++)
 
- 	{
 
- 		for (i = 0; i < nblocks; i++)
 
- 		{
 
- 			TYPE **blockptr = &dataA[j+i*nblocks];
 
- //			starpu_data_handle_t *handleptr = &dataA_handles[j+nblocks*i];
 
- 			starpu_data_handle_t *handleptr = &dataA_handles[j+nblocks*i];
 
- 			if (get_block_rank(i, j) == rank)
 
- 			{
 
- 				/* This blocks should be treated by the current MPI process */
 
- 				/* Allocate and fill it */
 
- 				starpu_malloc((void **)blockptr, blocksize);
 
- 				allocated_memory += blocksize;
 
- 				//fprintf(stderr, "Rank %d : fill block (i = %d, j = %d)\n", rank, i, j);
 
- 				fill_block_with_random(*blockptr, size, nblocks);
 
- 				//fprintf(stderr, "Rank %d : fill block (i = %d, j = %d)\n", rank, i, j);
 
- 				if (i == j)
 
- 				{
 
- 					unsigned tmp;
 
- 					for (tmp = 0; tmp < size/nblocks; tmp++)
 
- 					{
 
- 						(*blockptr)[tmp*((size/nblocks)+1)] += (TYPE)10*nblocks;
 
- 					}
 
- 				}
 
- 				/* Register it to StarPU */
 
- 				starpu_matrix_data_register(handleptr, STARPU_MAIN_RAM,
 
- 					(uintptr_t)*blockptr, size/nblocks,
 
- 					size/nblocks, size/nblocks, sizeof(TYPE));
 
- 			}
 
- 			else {
 
- 				*blockptr = STARPU_POISON_PTR;
 
- 				*handleptr = STARPU_POISON_PTR;
 
- 			}
 
- 		}
 
- 	}
 
- 	/* Allocate the temporary buffers required for the distributed algorithm */
 
- 	unsigned k;
 
- 	/* tmp buffer 11 */
 
- #ifdef SINGLE_TMP11
 
- 	starpu_malloc((void **)&tmp_11_block, blocksize);
 
- 	allocated_memory_extra += blocksize;
 
- 	starpu_matrix_data_register(&tmp_11_block_handle, STARPU_MAIN_RAM, (uintptr_t)tmp_11_block,
 
- 			size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- #else
 
- 	tmp_11_block_handles = calloc(nblocks, sizeof(starpu_data_handle_t));
 
- 	tmp_11_block = calloc(nblocks, sizeof(TYPE *));
 
- 	allocated_memory_extra += nblocks*(sizeof(starpu_data_handle_t) + sizeof(TYPE *));
 
- 	for (k = 0; k < nblocks; k++)
 
- 	{
 
- 		if (tmp_11_block_is_needed(rank, nblocks, k))
 
- 		{
 
- 			starpu_malloc((void **)&tmp_11_block[k], blocksize);
 
- 			allocated_memory_extra += blocksize;
 
- 			STARPU_ASSERT(tmp_11_block[k]);
 
- 			starpu_matrix_data_register(&tmp_11_block_handles[k], STARPU_MAIN_RAM,
 
- 				(uintptr_t)tmp_11_block[k],
 
- 				size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- 		}
 
- 	}
 
- #endif
 
- 	/* tmp buffers 12 and 21 */
 
- #ifdef SINGLE_TMP1221
 
- 	tmp_12_block_handles = calloc(nblocks, sizeof(starpu_data_handle_t));
 
- 	tmp_21_block_handles = calloc(nblocks, sizeof(starpu_data_handle_t));
 
- 	tmp_12_block = calloc(nblocks, sizeof(TYPE *));
 
- 	tmp_21_block = calloc(nblocks, sizeof(TYPE *));
 
- 	allocated_memory_extra += 2*nblocks*(sizeof(starpu_data_handle_t) + sizeof(TYPE *));
 
- #else
 
- 	for (i = 0; i < 2; i++) {
 
- 		tmp_12_block_handles[i] = calloc(nblocks, sizeof(starpu_data_handle_t));
 
- 		tmp_21_block_handles[i] = calloc(nblocks, sizeof(starpu_data_handle_t));
 
- 		tmp_12_block[i] = calloc(nblocks, sizeof(TYPE *));
 
- 		tmp_21_block[i] = calloc(nblocks, sizeof(TYPE *));
 
- 		allocated_memory_extra += 2*nblocks*(sizeof(starpu_data_handle_t) + sizeof(TYPE *));
 
- 	}
 
- #endif
 
- 	for (k = 0; k < nblocks; k++)
 
- 	{
 
- #ifdef SINGLE_TMP1221
 
- 		if (tmp_12_block_is_needed(rank, nblocks, k))
 
- 		{
 
- 			starpu_malloc((void **)&tmp_12_block[k], blocksize);
 
- 			allocated_memory_extra += blocksize;
 
- 			STARPU_ASSERT(tmp_12_block[k]);
 
- 			starpu_matrix_data_register(&tmp_12_block_handles[k], STARPU_MAIN_RAM,
 
- 				(uintptr_t)tmp_12_block[k],
 
- 				size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- 		}
 
- 		if (tmp_21_block_is_needed(rank, nblocks, k))
 
- 		{
 
- 			starpu_malloc((void **)&tmp_21_block[k], blocksize);
 
- 			allocated_memory_extra += blocksize;
 
- 			STARPU_ASSERT(tmp_21_block[k]);
 
- 			starpu_matrix_data_register(&tmp_21_block_handles[k], STARPU_MAIN_RAM,
 
- 				(uintptr_t)tmp_21_block[k],
 
- 				size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- 		}
 
- #else
 
- 	for (i = 0; i < 2; i++) {
 
- 		if (tmp_12_block_is_needed(rank, nblocks, k))
 
- 		{
 
- 			starpu_malloc((void **)&tmp_12_block[i][k], blocksize);
 
- 			allocated_memory_extra += blocksize;
 
- 			STARPU_ASSERT(tmp_12_block[i][k]);
 
- 			starpu_matrix_data_register(&tmp_12_block_handles[i][k], STARPU_MAIN_RAM,
 
- 				(uintptr_t)tmp_12_block[i][k],
 
- 				size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- 		}
 
- 		if (tmp_21_block_is_needed(rank, nblocks, k))
 
- 		{
 
- 			starpu_malloc((void **)&tmp_21_block[i][k], blocksize);
 
- 			allocated_memory_extra += blocksize;
 
- 			STARPU_ASSERT(tmp_21_block[i][k]);
 
- 			starpu_matrix_data_register(&tmp_21_block_handles[i][k], STARPU_MAIN_RAM,
 
- 				(uintptr_t)tmp_21_block[i][k],
 
- 				size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
 
- 		}
 
- 	}
 
- #endif
 
- 	}
 
- 	//display_all_blocks(nblocks, size/nblocks);
 
- }
 
- TYPE *STARPU_PLU(get_block)(unsigned i, unsigned j)
 
- {
 
- 	return dataA[j+i*nblocks];
 
- }
 
- int get_block_rank(unsigned i, unsigned j)
 
- {
 
- 	/* Take a 2D block cyclic distribution */
 
- 	/* NB: p (resp. q) is for "direction" i (resp. j) */
 
- 	return (j % q) * p + (i % p);
 
- }
 
- starpu_data_handle_t STARPU_PLU(get_block_handle)(unsigned i, unsigned j)
 
- {
 
- 	return dataA_handles[j+i*nblocks];
 
- }
 
- static void display_grid(int rank, unsigned pnblocks)
 
- {
 
- 	if (!display)
 
- 		return;
 
- 	//if (rank == 0)
 
- 	{
 
- 		fprintf(stderr, "2D grid layout (Rank %d): \n", rank);
 
- 		unsigned i, j;
 
- 		for (j = 0; j < pnblocks; j++)
 
- 		{
 
- 			for (i = 0; i < pnblocks; i++)
 
- 			{
 
- 				TYPE *blockptr = STARPU_PLU(get_block)(i, j);
 
- 				starpu_data_handle_t handle = STARPU_PLU(get_block_handle)(i, j);
 
- 				fprintf(stderr, "%d (data %p handle %p)", get_block_rank(i, j), blockptr, handle);
 
- 			}
 
- 			fprintf(stderr, "\n");
 
- 		}
 
- 	}
 
- }
 
- int main(int argc, char **argv)
 
- {
 
- 	int rank;
 
- 	int world_size;
 
- 	/*
 
- 	 *	Initialization
 
- 	 */
 
- 	int thread_support;
 
- 	if (MPI_Init_thread(&argc, &argv, MPI_THREAD_SERIALIZED, &thread_support) != MPI_SUCCESS) {
 
- 		fprintf(stderr,"MPI_Init_thread failed\n");
 
- 		exit(1);
 
- 	}
 
- 	if (thread_support == MPI_THREAD_FUNNELED)
 
- 		fprintf(stderr,"Warning: MPI only has funneled thread support, not serialized, hoping this will work\n");
 
- 	if (thread_support < MPI_THREAD_FUNNELED)
 
- 		fprintf(stderr,"Warning: MPI does not have thread support!\n");
 
- 	starpu_mpi_comm_rank(MPI_COMM_WORLD, &rank);
 
- 	starpu_mpi_comm_size(MPI_COMM_WORLD, &world_size);
 
- 	starpu_srand48((long int)time(NULL));
 
- 	parse_args(rank, argc, argv);
 
- 	int ret = starpu_init(NULL);
 
- 	STARPU_CHECK_RETURN_VALUE(ret, "starpu_init");
 
- 	/* We disable sequential consistency in this example */
 
- 	starpu_data_set_default_sequential_consistency_flag(0);
 
- 	ret = starpu_mpi_init(NULL, NULL, 0);
 
- 	STARPU_CHECK_RETURN_VALUE(ret, "starpu_mpi_init");
 
- 	STARPU_ASSERT(p*q == world_size);
 
- 	starpu_cublas_init();
 
- 	int barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
 
- 	/*
 
- 	 * 	Problem Init
 
- 	 */
 
- 	init_matrix(rank);
 
- 	fprintf(stderr, "Rank %d: allocated (%d + %d) MB = %d MB\n", rank,
 
-                         (int)(allocated_memory/(1024*1024)),
 
- 			(int)(allocated_memory_extra/(1024*1024)),
 
-                         (int)((allocated_memory+allocated_memory_extra)/(1024*1024)));
 
- 	display_grid(rank, nblocks);
 
- 	TYPE *a_r = NULL;
 
- //	STARPU_PLU(display_data_content)(a_r, size);
 
- 	TYPE *x, *y;
 
- 	if (check)
 
- 	{
 
- 		x = calloc(size, sizeof(TYPE));
 
- 		STARPU_ASSERT(x);
 
- 		y = calloc(size, sizeof(TYPE));
 
- 		STARPU_ASSERT(y);
 
- 		if (rank == 0)
 
- 		{
 
- 			unsigned ind;
 
- 			for (ind = 0; ind < size; ind++)
 
- 				x[ind] = (TYPE)starpu_drand48();
 
- 		}
 
- 		a_r = STARPU_PLU(reconstruct_matrix)(size, nblocks);
 
- 		if (rank == 0)
 
- 			STARPU_PLU(display_data_content)(a_r, size);
 
- //		STARPU_PLU(compute_ax)(size, x, y, nblocks, rank);
 
- 	}
 
- 	barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
 
- 	double timing = STARPU_PLU(plu_main)(nblocks, rank, world_size);
 
- 	/*
 
- 	 * 	Report performance
 
- 	 */
 
- 	int reduce_ret;
 
- 	double min_timing = timing;
 
- 	double max_timing = timing;
 
- 	double sum_timing = timing;
 
- 	reduce_ret = MPI_Reduce(&timing, &min_timing, 1, MPI_DOUBLE, MPI_MIN, 0, MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
 
- 	reduce_ret = MPI_Reduce(&timing, &max_timing, 1, MPI_DOUBLE, MPI_MAX, 0, MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
 
- 	reduce_ret = MPI_Reduce(&timing, &sum_timing, 1, MPI_DOUBLE, MPI_SUM, 0, MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
 
- 	if (rank == 0)
 
- 	{
 
- 		fprintf(stderr, "Computation took: %f ms\n", max_timing/1000);
 
- 		fprintf(stderr, "\tMIN : %f ms\n", min_timing/1000);
 
- 		fprintf(stderr, "\tMAX : %f ms\n", max_timing/1000);
 
- 		fprintf(stderr, "\tAVG : %f ms\n", sum_timing/(world_size*1000));
 
- 		unsigned n = size;
 
- 		double flop = (2.0f*n*n*n)/3.0f;
 
- 		fprintf(stderr, "Synthetic GFlops : %2.2f\n", (flop/max_timing/1000.0f));
 
- 	}
 
- 	/*
 
- 	 *	Test Result Correctness
 
- 	 */
 
- 	if (check)
 
- 	{
 
- 		/*
 
- 		 *	Compute || A - LU ||
 
- 		 */
 
- 		STARPU_PLU(compute_lu_matrix)(size, nblocks, a_r);
 
- #if 0
 
- 		/*
 
- 		 *	Compute || Ax - LUx ||
 
- 		 */
 
- 		unsigned ind;
 
- 		y2 = calloc(size, sizeof(TYPE));
 
- 		STARPU_ASSERT(y);
 
- 		if (rank == 0)
 
- 		{
 
- 			for (ind = 0; ind < size; ind++)
 
- 			{
 
- 				y2[ind] = (TYPE)0.0;
 
- 			}
 
- 		}
 
- 		STARPU_PLU(compute_lux)(size, x, y2, nblocks, rank);
 
- 		/* Compute y2 = y2 - y */
 
- 		CPU_AXPY(size, -1.0, y, 1, y2, 1);
 
- 		TYPE err = CPU_ASUM(size, y2, 1);
 
- 		int max = CPU_IAMAX(size, y2, 1);
 
- 		fprintf(stderr, "(A - LU)X Avg error : %e\n", err/(size*size));
 
- 		fprintf(stderr, "(A - LU)X Max error : %e\n", y2[max]);
 
- #endif
 
- 	}
 
- 	/*
 
- 	 * 	Termination
 
- 	 */
 
- 	barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
 
- 	STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
 
- 	starpu_cublas_shutdown();
 
- 	starpu_mpi_shutdown();
 
- 	starpu_shutdown();
 
- #if 0
 
- 	MPI_Finalize();
 
- #endif
 
- 	return 0;
 
- }
 
 
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