/*! * Copyright (c) 2020 by Contributors * \file array/cuda/csr2coo.cc * \brief CSR2COO */ #include #include "../../runtime/cuda/cuda_common.h" namespace dgl { using runtime::NDArray; namespace aten { namespace impl { template COOMatrix CSRToCOO(CSRMatrix csr) { CHECK(sizeof(IdType) == 4) << "CUDA CSRToCOO does not support int64."; auto* thr_entry = runtime::CUDAThreadEntry::ThreadLocal(); // allocate cusparse handle if needed if (!thr_entry->cusparse_handle) { CUSPARSE_CALL(cusparseCreate(&(thr_entry->cusparse_handle))); } CUSPARSE_CALL(cusparseSetStream(thr_entry->cusparse_handle, thr_entry->stream)); NDArray indptr = csr.indptr, indices = csr.indices, data = csr.data; const int32_t* indptr_ptr = static_cast(indptr->data); NDArray row = aten::NewIdArray(indices->shape[0], indptr->ctx, indptr->dtype.bits); int32_t* row_ptr = static_cast(row->data); CUSPARSE_CALL(cusparseXcsr2coo( thr_entry->cusparse_handle, indptr_ptr, indices->shape[0], csr.num_rows, row_ptr, CUSPARSE_INDEX_BASE_ZERO)); return COOMatrix(csr.num_rows, csr.num_cols, row, indices, data, true, csr.sorted); } template COOMatrix CSRToCOO(CSRMatrix csr); template COOMatrix CSRToCOO(CSRMatrix csr); template COOMatrix CSRToCOODataAsOrder(CSRMatrix csr) { COOMatrix coo = CSRToCOO(csr); if (aten::IsNullArray(coo.data)) return coo; auto* thr_entry = runtime::CUDAThreadEntry::ThreadLocal(); auto device = runtime::DeviceAPI::Get(coo.row->ctx); // allocate cusparse handle if needed if (!thr_entry->cusparse_handle) { CUSPARSE_CALL(cusparseCreate(&(thr_entry->cusparse_handle))); } CUSPARSE_CALL(cusparseSetStream(thr_entry->cusparse_handle, thr_entry->stream)); NDArray row = coo.row, col = coo.col, data = coo.data; int32_t* row_ptr = static_cast(row->data); int32_t* col_ptr = static_cast(col->data); int32_t* data_ptr = static_cast(data->data); size_t workspace_size = 0; CUSPARSE_CALL(cusparseXcoosort_bufferSizeExt( thr_entry->cusparse_handle, coo.num_rows, coo.num_cols, row->shape[0], data_ptr, row_ptr, &workspace_size)); void* workspace = device->AllocWorkspace(row->ctx, workspace_size); CUSPARSE_CALL(cusparseXcoosortByRow( thr_entry->cusparse_handle, coo.num_rows, coo.num_cols, row->shape[0], data_ptr, row_ptr, col_ptr, workspace)); device->FreeWorkspace(row->ctx, workspace); // The row and column field have already been reordered according // to data, thus the data field will be deprecated. coo.data = aten::NullArray(); return coo; } template COOMatrix CSRToCOODataAsOrder(CSRMatrix csr); template COOMatrix CSRToCOODataAsOrder(CSRMatrix csr); } // namespace impl } // namespace aten } // namespace dgl