// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "paddle/phi/kernels/gather_nd_kernel.h" #include "paddle/phi/backends/cpu/cpu_context.h" #include "paddle/phi/core/kernel_registry.h" #include "paddle/phi/kernels/funcs/gather.h" #include "paddle/phi/kernels/tile_kernel.h" namespace phi { template void GatherNdKernel(const Context &dev_ctx, const DenseTensor &x, const DenseTensor &index, DenseTensor *out) { dev_ctx.template Alloc(out); if (x.numel() == 0 || out->numel() == 0) return; // The result dims is // Index.shape[:-1] + X.shape[Index.shape[-1]:] // If the last dimension of index is 0, set it to 1 and tile x. auto index_dims = index.dims(); std::vector out_dims; if (index_dims[index_dims.size() - 1] == 0) { for (int i = 0; i < index_dims.size() - 1; ++i) { out_dims.emplace_back(index_dims[i]); } for (int i = 0; i < x.dims().size(); ++i) { out_dims.emplace_back(1); } TileKernel(dev_ctx, x, IntArray(out_dims), out); return; } if (index.dims()[0] == 0 && index.numel() == 0) return; auto index_type = index.dtype(); bool index_type_match = index_type == DataType::INT32 || index_type == DataType::INT64; PADDLE_ENFORCE_EQ(index_type_match, true, common::errors::InvalidArgument( "Index holds the wrong type, it holds [%s]," "but desires to be [%s] or [%s]", index_type, DataType::INT32, DataType::INT64)); if (index_type == DataType::INT32) { funcs::CPUGatherNd(dev_ctx, x, index, out); } else if (index_type == DataType::INT64) { funcs::CPUGatherNd(dev_ctx, x, index, out); } } } // namespace phi PD_REGISTER_KERNEL(gather_nd, CPU, ALL_LAYOUT, phi::GatherNdKernel, bool, float, double, int, int8_t, int64_t, int16_t, uint8_t, phi::complex64, phi::complex128) {}