// 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/backends/gpu/gpu_context.h" #include "paddle/phi/core/kernel_registry.h" #include "paddle/phi/kernels/copy_kernel.h" #include "paddle/phi/kernels/funcs/gather.cu.h" #include "paddle/phi/kernels/funcs/scatter.cu.h" #include "paddle/phi/kernels/scatter_grad_kernel.h" namespace phi { template void ScatterGradKernel(const Context &ctx, const DenseTensor &index, const DenseTensor &updates, const DenseTensor &out_grad, bool overwrite, DenseTensor *x_grad, DenseTensor *updates_grad) { auto index_type = index.dtype(); bool index_type_match = index_type == phi::DataType::INT32 || index_type == phi::DataType::INT64; PADDLE_ENFORCE_EQ(index_type_match, true, phi::errors::InvalidArgument( "scatter_op index holds the wrong type, it holds [%s]," "but desires to be [%s] or [%s]", index_type, phi::DataType::INT32, phi::DataType::INT64)); if (x_grad) { phi::Copy(ctx, out_grad, ctx.GetPlace(), false, x_grad); if (index_type == phi::DataType::INT32) { phi::funcs::GPUScatterGradForX(ctx, index, x_grad); } else { phi::funcs::GPUScatterGradForX(ctx, index, x_grad); } } if (updates_grad) { ctx.template Alloc(updates_grad); // Gradient by Gather: dUpdates = dO[Ids] if (index_type == phi::DataType::INT32) { phi::funcs::GPUGather(ctx, out_grad, index, updates_grad); } else { phi::funcs::GPUGather(ctx, out_grad, index, updates_grad); } } } } // namespace phi PD_REGISTER_KERNEL(scatter_grad, GPU, ALL_LAYOUT, phi::ScatterGradKernel, float, double, int, int64_t, phi::dtype::float16) {}