/*! * Copyright (c) 2019 by Contributors * \file array/cpu/array_index_select.cu * \brief Array index select GPU implementation */ #include #include "../../runtime/cuda/cuda_common.h" #include "./array_index_select.cuh" #include "./utils.h" namespace dgl { using runtime::NDArray; namespace aten { namespace impl { template NDArray IndexSelect(NDArray array, IdArray index) { cudaStream_t stream = runtime::getCurrentCUDAStream(); const DType* array_data = array.Ptr(); if (array.IsPinned()) { CUDA_CALL(cudaHostGetDevicePointer(&array_data, array.Ptr(), 0)); } 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}; for (int d = 1; d < array->ndim; ++d) { num_feat *= array->shape[d]; shape.emplace_back(array->shape[d]); } // use index->ctx for pinned array 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, 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); CUDA_KERNEL_CALL( IndexSelectMultiKernel, grid, block, 0, stream, array_data, num_feat, idx_data, len, arr_len, ret_data); } return ret; } template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); #if BF16_ENABLED template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); #endif // BF16_ENABLED template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template NDArray IndexSelect(NDArray, IdArray); template DType IndexSelect(NDArray array, int64_t index) { auto device = runtime::DeviceAPI::Get(array->ctx); DType ret = static_cast(0.0f); device->CopyDataFromTo( static_cast(array->data) + index, 0, &ret, 0, sizeof(DType), array->ctx, DGLContext{kDGLCPU, 0}, array->dtype); return ret; } template int32_t IndexSelect(NDArray array, int64_t index); template int64_t IndexSelect(NDArray array, int64_t index); template uint32_t IndexSelect(NDArray array, int64_t index); template uint64_t IndexSelect(NDArray array, int64_t index); template __half IndexSelect(NDArray array, int64_t index); #if BF16_ENABLED template __nv_bfloat16 IndexSelect(NDArray array, int64_t index); #endif // BF16_ENABLED template float IndexSelect(NDArray array, int64_t index); template double IndexSelect(NDArray array, int64_t index); } // namespace impl } // namespace aten } // namespace dgl