Andra Hugo 13 lat temu
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2 zmienionych plików z 318 dodań i 0 usunięć
  1. 266 0
      examples/spmv/spmv.c
  2. 52 0
      examples/spmv/spmv.h

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examples/spmv/spmv.c

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+/* StarPU --- Runtime system for heterogeneous multicore architectures.
+ *
+ * Copyright (C) 2009, 2010, 2011  Université de Bordeaux 1
+ * Copyright (C) 2010  Mehdi Juhoor <mjuhoor@gmail.com>
+ * Copyright (C) 2010, 2011  Centre National de la Recherche Scientifique
+ *
+ * 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 "spmv.h"
+
+unsigned nblocks = 4;
+uint32_t size = 4*1024*1024;
+
+starpu_data_handle sparse_matrix;
+starpu_data_handle vector_in, vector_out;
+
+static void parse_args(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);
+		}
+	}
+}
+
+/* This filter function takes a CSR matrix, and divides it into nparts with the
+ * same number of non-zero entries. */
+static void csr_filter_func(void *father_interface, void *child_interface, struct starpu_data_filter *f, unsigned id, unsigned nparts)
+{
+	starpu_csr_interface_t *csr_father = father_interface;
+	starpu_csr_interface_t *csr_child = child_interface;
+
+	uint32_t nrow = csr_father->nrow;
+	size_t elemsize = csr_father->elemsize;
+	uint32_t firstentry = csr_father->firstentry;
+
+	/* Every sub-parts should contain the same number of non-zero entries */
+	uint32_t chunk_size = (nrow + nparts - 1)/nparts;
+	uint32_t *rowptr = csr_father->rowptr;
+
+	uint32_t first_index = id*chunk_size - firstentry;
+	uint32_t local_firstentry = rowptr[first_index];
+	
+	uint32_t child_nrow = STARPU_MIN(chunk_size, nrow - id*chunk_size);
+	uint32_t local_nnz = rowptr[first_index + child_nrow] - rowptr[first_index]; 
+	
+	csr_child->nnz = local_nnz;
+	csr_child->nrow = child_nrow;
+	csr_child->firstentry = local_firstentry;
+	csr_child->elemsize = elemsize;
+	
+	if (csr_father->nzval) {
+		csr_child->rowptr = &csr_father->rowptr[first_index];
+		csr_child->colind = &csr_father->colind[local_firstentry];
+		csr_child->nzval = csr_father->nzval + local_firstentry * elemsize;
+	}
+}
+
+/* partition the CSR matrix along a block distribution */
+static struct starpu_data_filter csr_f = {
+	.filter_func = csr_filter_func,
+	/* This value is defined later on */
+	.nchildren = -1,
+	/* the children also use a csr interface */
+};
+
+static struct starpu_data_filter vector_f = {
+	.filter_func = starpu_block_filter_func_vector,
+	/* This value is defined later on */
+	.nchildren = -1,
+};
+
+static starpu_codelet spmv_cl = {
+	.where = STARPU_CPU|STARPU_CUDA|STARPU_OPENCL,
+	.cpu_func = spmv_kernel_cpu,
+#ifdef STARPU_USE_CUDA
+	.cuda_func = spmv_kernel_cuda,
+#endif
+#ifdef STARPU_USE_OPENCL
+        .opencl_func = spmv_kernel_opencl,
+#endif
+	.nbuffers = 3,
+	.model = NULL
+};
+
+int main(int argc, char **argv)
+{
+	int ret;
+	unsigned part;
+	double timing;
+	struct timeval start, end;
+	unsigned row, pos;
+	unsigned ind;
+
+	/* CSR matrix description */
+	float *nzval;
+	uint32_t nnz;
+	uint32_t *colind;
+	uint32_t *rowptr;
+	
+	/* Input and Output vectors */
+	float *vector_in_ptr;
+	float *vector_out_ptr;
+
+	/*
+	 *	Parse command-line arguments
+	 */
+	parse_args(argc, argv);
+
+	/*
+	 *	Launch StarPU
+	 */
+	starpu_init(NULL);
+
+	/*
+	 *	Create a 3-band sparse matrix as input example
+	 */
+	nnz = 3*size-2;
+	starpu_malloc((void **)&nzval, nnz*sizeof(float));
+	starpu_malloc((void **)&colind, nnz*sizeof(uint32_t));
+	starpu_malloc((void **)&rowptr, (size+1)*sizeof(uint32_t));
+	assert(nzval && colind && rowptr);
+
+	/* fill the matrix */
+	for (row = 0, pos = 0; row < size; row++)
+	{
+		rowptr[row] = pos;
+
+		if (row > 0) {
+			nzval[pos] = 1.0f;
+			colind[pos] = row-1;
+			pos++;
+		}
+		
+		nzval[pos] = 5.0f;
+		colind[pos] = row;
+		pos++;
+
+		if (row < size - 1) {
+			nzval[pos] = 1.0f;
+			colind[pos] = row+1;
+			pos++;
+		}
+	}
+
+	STARPU_ASSERT(pos == nnz);
+
+	rowptr[size] = nnz;
+	
+	/* initiate the 2 vectors */
+	starpu_malloc((void **)&vector_in_ptr, size*sizeof(float));
+	starpu_malloc((void **)&vector_out_ptr, size*sizeof(float));
+	assert(vector_in_ptr && vector_out_ptr);
+
+	/* fill them */
+	for (ind = 0; ind < size; ind++)
+	{
+		vector_in_ptr[ind] = 2.0f;
+		vector_out_ptr[ind] = 0.0f;
+	}
+
+	/*
+	 *	Register the CSR matrix and the 2 vectors
+	 */
+	starpu_csr_data_register(&sparse_matrix, 0, nnz, size, (uintptr_t)nzval, colind, rowptr, 0, sizeof(float));
+	starpu_vector_data_register(&vector_in, 0, (uintptr_t)vector_in_ptr, size, sizeof(float));
+	starpu_vector_data_register(&vector_out, 0, (uintptr_t)vector_out_ptr, size, sizeof(float));
+
+	/*
+	 *	Partition the CSR matrix and the output vector
+	 */
+	csr_f.nchildren = nblocks;
+	vector_f.nchildren = nblocks;
+	starpu_data_partition(sparse_matrix, &csr_f);
+	starpu_data_partition(vector_out, &vector_f);
+
+	/*
+	 *	If we use OpenCL, we need to compile the SpMV kernel
+	 */
+#ifdef STARPU_USE_OPENCL
+	compile_spmv_opencl_kernel();
+#endif
+
+	gettimeofday(&start, NULL);
+
+	/*
+	 *	Create and submit StarPU tasks
+	 */
+	for (part = 0; part < nblocks; part++)
+	{
+		struct starpu_task *task = starpu_task_create();
+		task->cl = &spmv_cl;
+	
+		task->buffers[0].handle = starpu_data_get_sub_data(sparse_matrix, 1, part);
+		task->buffers[0].mode  = STARPU_R;
+		task->buffers[1].handle = vector_in;
+		task->buffers[1].mode = STARPU_R;
+		task->buffers[2].handle = starpu_data_get_sub_data(vector_out, 1, part);
+		task->buffers[2].mode = STARPU_W;
+	
+		ret = starpu_task_submit(task);
+		if (STARPU_UNLIKELY(ret == -ENODEV))
+		{
+			FPRINTF(stderr, "No worker may execute this task\n");
+			exit(0);
+		}
+	}
+
+	starpu_task_wait_for_all();
+	gettimeofday(&end, NULL);
+
+	/*
+	 *	Unregister the CSR matrix and the output vector
+	 */
+	starpu_data_unpartition(sparse_matrix, 0);
+	starpu_data_unpartition(vector_out, 0);
+
+	/*
+	 *	Unregister data
+	 */
+	starpu_data_unregister(sparse_matrix);
+	starpu_data_unregister(vector_in);
+	starpu_data_unregister(vector_out);
+
+	/*
+	 *	Display the result
+	 */
+	for (row = 0; row < STARPU_MIN(size, 16); row++)
+	{
+                FPRINTF(stdout, "%2.2f\t%2.2f\n", vector_in_ptr[row], vector_out_ptr[row]);
+	}
+
+	starpu_free(nzval);
+	starpu_free(colind);
+	starpu_free(rowptr);
+	starpu_free(vector_in_ptr);
+	starpu_free(vector_out_ptr);
+
+	/*
+	 *	Stop StarPU
+	 */
+	starpu_shutdown();
+
+	timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
+	FPRINTF(stderr, "Computation took (in ms)\n");
+	FPRINTF(stdout, "%2.2f\n", timing/1000);
+
+	return 0;
+}

+ 52 - 0
examples/spmv/spmv.h

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+/* StarPU --- Runtime system for heterogeneous multicore architectures.
+ *
+ * Copyright (C) 2009, 2010  Université de Bordeaux 1
+ * Copyright (C) 2010  Centre National de la Recherche Scientifique
+ *
+ * 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.
+ */
+
+#ifndef __SPMV_H__
+#define __SPMV_H__
+
+#include <sys/types.h>
+#include <string.h>
+#include <stdint.h>
+#include <math.h>
+#include <sys/time.h>
+#include <pthread.h>
+#include <signal.h>
+
+#include <starpu.h>
+
+#ifdef STARPU_USE_CUDA
+#include <starpu_cuda.h>
+#endif
+
+#ifdef STARPU_USE_OPENCL
+#include <starpu_opencl.h>
+#endif
+
+#define FPRINTF(ofile, fmt, args ...) do { if (!getenv("STARPU_SSILENT")) {fprintf(ofile, fmt, ##args); }} while(0)
+
+#ifdef STARPU_USE_CUDA
+void spmv_kernel_cuda(void *descr[], void *args);
+#endif
+
+#ifdef STARPU_USE_OPENCL
+void spmv_kernel_opencl(void *descr[], void *args);
+void compile_spmv_opencl_kernel(void);
+#endif
+
+void spmv_kernel_cpu(void *descr[], void *arg);
+
+#endif /* __SPMV_H__ */