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/************************************************************************************\
* *
* Copyright � 2014 Advanced Micro Devices, Inc. *
* Copyright (c) 2015 Mark D. Hill and David A. Wood *
* Copyright (c) 2021 Gaurav Jain and Matthew D. Sinclair *
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\************************************************************************************/
#include "hip/hip_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/time.h>
#include "../graph_parser/parse.h"
#include "../graph_parser/util.h"
#include "kernel_spmv.h"
#ifdef GEM5_FUSION
#include <stdint.h>
#include <gem5/m5ops.h>
#endif
// Iteration count
#define ITER 20
void print_vectorf(float *vector, int num);
int main(int argc, char **argv)
{
char *tmpchar;
int num_nodes;
int num_edges;
int file_format = 1;
bool directed = 0;
hipError_t err = hipSuccess;
if (argc == 3) {
tmpchar = argv[1]; // Graph inputfile
file_format = atoi(argv[2]);
} else {
fprintf(stderr, "You did something wrong!\n");
exit(1);
}
// Allocate the csr structure
csr_array *csr;
// Parse graph files into csr structure
if (file_format == 1) {
csr = parseMetis_transpose(tmpchar, &num_nodes, &num_edges, directed);
} else if (file_format == 0) {
csr = parseCOO_transpose(tmpchar, &num_nodes, &num_edges, directed);
} else {
printf("reserve for future");
exit(1);
}
// Allocate rank_arrays
float *pagerank_array = (float *)malloc(num_nodes * sizeof(float));
if (!pagerank_array) fprintf(stderr, "malloc failed page_rank_array\n");
float *pagerank_array2 = (float *)malloc(num_nodes * sizeof(float));
if (!pagerank_array2) fprintf(stderr, "malloc failed page_rank_array2\n");
int *row_d;
int *col_d;
float *data_d;
float *pagerank1_d;
float *pagerank2_d;
int *col_cnt_d;
// Create device-side buffers for the graph
err = hipMalloc(&row_d, (num_nodes + 1) * sizeof(int));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc row_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
err = hipMalloc(&col_d, num_edges * sizeof(int));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc col_d (size:%d) => %s\n", num_edges, hipGetErrorString(err));
return -1;
}
err = hipMalloc(&data_d, num_edges * sizeof(float));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc data_d (size:%d) => %s\n", num_edges, hipGetErrorString(err));
return -1;
}
// Create buffers for pagerank
err = hipMalloc(&pagerank1_d, num_nodes * sizeof(float));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc pagerank1_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
err = hipMalloc(&pagerank2_d, num_nodes * sizeof(float));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc pagerank2_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
err = hipMalloc(&col_cnt_d, num_nodes * sizeof(int));
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMalloc col_cnt_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
double timer1 = gettime();
#ifdef GEM5_FUSION
m5_work_begin(0, 0);
#endif
// Copy the data to the device-side buffers
err = hipMemcpy(row_d, csr->row_array, (num_nodes + 1) * sizeof(int), hipMemcpyHostToDevice);
if (err != hipSuccess) {
fprintf(stderr, "ERROR:#endif hipMemcpy row_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
err = hipMemcpy(col_d, csr->col_array, num_edges * sizeof(int), hipMemcpyHostToDevice);
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMemcpy col_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
err = hipMemcpy(col_cnt_d, csr->col_cnt, num_nodes * sizeof(int), hipMemcpyHostToDevice);
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMemcpy col_cnt_d (size:%d) => %s\n", num_nodes, hipGetErrorString(err));
return -1;
}
// Set up work dimensions
int block_size = 64;
int num_blocks = (num_nodes + block_size - 1) / block_size;
dim3 threads(block_size, 1, 1);
dim3 grid(num_blocks, 1, 1);
double timer3 = gettime();
// Launch the initialization kernel
hipLaunchKernelGGL(inibuffer, dim3(grid), dim3(threads), 0, 0, pagerank1_d, pagerank2_d, num_nodes);
hipDeviceSynchronize();
err = hipGetLastError();
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipLaunchByPtr failed (%s)\n", hipGetErrorString(err));
return -1;
}
// Initialize the CSR
hipLaunchKernelGGL(inicsr, dim3(grid), dim3(threads), 0, 0, row_d, col_d, data_d, col_cnt_d, num_nodes,
num_edges);
hipDeviceSynchronize();
err = hipGetLastError();
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipLaunchByPtr failed (%s)\n", hipGetErrorString(err));
return -1;
}
// Run PageRank for some iter. TO: convergence determination
for (int i = 0; i < ITER; i++) {
// Launch pagerank kernel 1
hipLaunchKernelGGL(spmv_csr_scalar_kernel, dim3(grid), dim3(threads), 0, 0, num_nodes, row_d, col_d,
data_d, pagerank1_d,
pagerank2_d);
// Launch pagerank kernel 2
hipLaunchKernelGGL(pagerank2, dim3(grid), dim3(threads), 0, 0, pagerank1_d, pagerank2_d, num_nodes);
}
hipDeviceSynchronize();
double timer4 = gettime();
// Copy the rank buffer back
err = hipMemcpy(pagerank_array, pagerank1_d, num_nodes * sizeof(float), hipMemcpyDeviceToHost);
if (err != hipSuccess) {
fprintf(stderr, "ERROR: hipMemcpy() failed (%s)\n", hipGetErrorString(err));
return -1;
}
#ifdef GEM5_FUSION
m5_work_end(0, 0);
#endif
double timer2 = gettime();
// Report timing characteristics
printf("kernel time = %lf ms\n", (timer4 - timer3) * 1000);
printf("kernel + memcpy time = %lf ms\n", (timer2 - timer1) * 1000);
#if 1
// Print rank array
print_vectorf(pagerank_array, num_nodes);
#endif
// Free the host-side arrays
free(pagerank_array);
free(pagerank_array2);
csr->freeArrays();
free(csr);
// Free the device buffers
hipFree(row_d);
hipFree(col_d);
hipFree(data_d);
hipFree(pagerank1_d);
hipFree(pagerank2_d);
return 0;
}
void print_vectorf(float *vector, int num)
{
FILE * fp = fopen("result.out", "w");
if (!fp) {
printf("ERROR: unable to open result.txt\n");
}
for (int i = 0; i < num; i++) {
fprintf(fp, "%f\n", vector[i]);
}
fclose(fp);
}