| /************************************************************************************\ |
| * * |
| * 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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| \************************************************************************************/ |
| |
| #ifndef KERNEL_SPMV_H |
| #define KERNEL_SPMV_H |
| |
| #include "hip/hip_runtime.h" |
| |
| /** |
| * @brief inibuffer |
| * @param page_rank1 PageRank array 1 |
| * @param page_rank2 PageRank array 2 |
| * @param num_nodes number of vertices |
| */ |
| __global__ void |
| inibuffer(float *page_rank1, float *page_rank2, const int num_nodes) |
| { |
| // Get my workitem id |
| int tid = blockDim.x * blockIdx.x + threadIdx.x; |
| // Initialize two pagerank arrays |
| if (tid < num_nodes) { |
| page_rank1[tid] = 1 / (float)num_nodes; |
| page_rank2[tid] = 0.0f; |
| } |
| } |
| |
| /** |
| * @brief inicsr |
| * @param row csr pointer array |
| * @param col csr col array |
| * @param data csr weigh array |
| * @param col_cnt array for #. out-going edges |
| * @param num_nodes number of vertices |
| * @param num_edges number of edges |
| */ |
| __global__ void |
| inicsr(int *row, int *col, float *data, int *col_cnt, int num_nodes, |
| int num_edges) |
| { |
| // Get my workitem id |
| int tid = blockDim.x * blockIdx.x + threadIdx.x; |
| if (tid < num_nodes) { |
| // Get the starting and ending pointers |
| int start = row[tid]; |
| int end; |
| if (tid + 1 < num_nodes) { |
| end = row[tid + 1] ; |
| } else { |
| end = num_edges; |
| } |
| |
| int nid; |
| // Navigate one row of data |
| for (int edge = start; edge < end; edge++) { |
| nid = col[edge]; |
| // Each neighbor will get equal amount of pagerank |
| data[edge] = 1.0 / (float)col_cnt[nid]; |
| } |
| } |
| } |
| |
| /** |
| * @brief spmv_csr_scalar_kernel (simple spmv) |
| * @param num_nodes number of vertices |
| * @param row csr pointer array |
| * @param col csr col array |
| * @param data csr weigh array |
| * @param x input vector |
| * @param y output vector |
| */ |
| __global__ void |
| spmv_csr_scalar_kernel(const int num_nodes, int *row, int *col, float *data, |
| float *x, float *y) |
| { |
| // Get my workitem id |
| int tid = blockDim.x * blockIdx.x + threadIdx.x; |
| if (tid < num_nodes) { |
| // Get the start and end pointers |
| int row_start = row[tid]; |
| int row_end = row[tid + 1]; |
| float sum = 0; |
| //navigate one row and sum all the elements |
| for (int j = row_start; j < row_end; j++) { |
| sum += data[j] * x[col[j]]; |
| } |
| y[tid] += sum; |
| } |
| } |
| |
| /** |
| * @brief pagerank2 |
| * @param page_rank1 PageRank array 1 |
| * @param page_rank2 PageRank array 2 |
| * @param num_nodes number of vertices |
| */ |
| __global__ void |
| pagerank2(float *page_rank1, float *page_rank2, const int num_nodes) |
| { |
| // Get my workitem id |
| int tid = blockDim.x * blockIdx.x + threadIdx.x; |
| // Update pagerank value with damping factor |
| if (tid < num_nodes) { |
| page_rank1[tid] = 0.15f / (float)num_nodes + 0.85f * page_rank2[tid]; |
| page_rank2[tid] = 0.0f; |
| } |
| } |
| |
| #endif // KERNEL_SPMV_H |