/*! * Copyright (c) 2019 by Contributors * \file array/cpu/array_index_select_uvm.cu * \brief Array index select GPU implementation */ #include #include "../../../runtime/cuda/cuda_common.h" #include "../array_index_select.cuh" #include "./array_index_select_uvm.cuh" #include "../utils.h" namespace dgl { using runtime::NDArray; namespace aten { namespace impl { template NDArray IndexSelectCPUFromGPU(NDArray array, IdArray index) { auto* thr_entry = runtime::CUDAThreadEntry::ThreadLocal(); const DType* array_data = static_cast(array->data); const IdType* idx_data = static_cast(index->data); const int64_t arr_len = array->shape[0]; const int64_t len = index->shape[0]; int64_t num_feat = 1; std::vector shape{len}; CHECK_EQ(array->ctx.device_type, kDLCPU); CHECK_EQ(index->ctx.device_type, kDLGPU); for (int d = 1; d < array->ndim; ++d) { num_feat *= array->shape[d]; shape.emplace_back(array->shape[d]); } NDArray ret = NDArray::Empty(shape, array->dtype, index->ctx); if (len == 0) return ret; DType* ret_data = static_cast(ret->data); if (num_feat == 1) { const int nt = cuda::FindNumThreads(len); const int nb = (len + nt - 1) / nt; CUDA_KERNEL_CALL(IndexSelectSingleKernel, nb, nt, 0, thr_entry->stream, array_data, idx_data, len, arr_len, ret_data); } else { dim3 block(256, 1); while (static_cast(block.x) >= 2*num_feat) { block.x /= 2; block.y *= 2; } const dim3 grid((len+block.y-1)/block.y); if (num_feat * sizeof(DType) < 2 * CACHE_LINE_SIZE) { CUDA_KERNEL_CALL(IndexSelectMultiKernel, grid, block, 0, thr_entry->stream, array_data, num_feat, idx_data, len, arr_len, ret_data); } else { CUDA_KERNEL_CALL(IndexSelectMultiKernelAligned, grid, block, 0, thr_entry->stream, array_data, num_feat, idx_data, len, arr_len, ret_data); } } return ret; } template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); template NDArray IndexSelectCPUFromGPU(NDArray, IdArray); } // namespace impl } // namespace aten } // namespace dgl