// 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/scatter_grad_kernel.h" #include "paddle/phi/backends/cpu/cpu_context.h" #include "paddle/phi/core/kernel_registry.h" #include "paddle/phi/core/tensor_utils.h" #include "paddle/phi/kernels/full_kernel.h" #include "paddle/phi/kernels/funcs/gather.h" #include "paddle/phi/kernels/funcs/scatter.h" namespace phi { template void ScatterGradKernel(const Context &dev_ctx, const DenseTensor &index, const DenseTensor &updates UNUSED, const DenseTensor &out_grad, bool overwrite UNUSED, DenseTensor *x_grad, DenseTensor *updates_grad) { if (out_grad.numel() == 0) { if (x_grad) { dev_ctx.template Alloc(x_grad); } if (updates_grad) { Full(dev_ctx, updates_grad->dims(), 0, updates_grad); } return; } const 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( "scatter_op index holds the wrong type, it holds [%s]," "but desires to be [%s] or [%s]", index_type, DataType::INT32, DataType::INT64)); if (x_grad) { Copy(dev_ctx, out_grad, dev_ctx.GetPlace(), false, x_grad); if (index_type == DataType::INT32) { funcs::CPUScatterGradForX(dev_ctx, index, x_grad); } else { funcs::CPUScatterGradForX(dev_ctx, index, x_grad); } } if (updates_grad) { dev_ctx.template Alloc(updates_grad); // Gradient by Gather: dUpdates = dO[Ids] if (index_type == DataType::INT32) { funcs::CPUGather(dev_ctx, out_grad, index, updates_grad); } else { funcs::CPUGather(dev_ctx, out_grad, index, updates_grad); } } } } // namespace phi PD_REGISTER_KERNEL(scatter_grad, CPU, ALL_LAYOUT, phi::ScatterGradKernel, float, double, int, int64_t) {}