| /************************************************************************************\ |
| * * |
| * 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 * |
| * All rights reserved. * |
| * * |
| * Redistribution and use in source and binary forms, with or without * |
| * modification, are permitted provided that the following are met: * |
| * * |
| * You must reproduce the above copyright notice. * |
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| * Neither the name of the copyright holder nor the names of its contributors * |
| * may be used to endorse or promote products derived from this software * |
| * without specific, prior, written permission from at least the copyright holder. * |
| * * |
| * You must include the following terms in your license and/or other materials * |
| * provided with the software. * |
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| * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * |
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| * PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER * |
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| * the U.S. Export Administration Regulations ("EAR"�) (15 C.F.R Sections 730-774), * |
| * and E.U. Council Regulation (EC) No 428/2009 of 5 May 2009. Further, pursuant * |
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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); |
| } |
| |