// 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/fluid/operators/elementwise/elementwise_op_impl.cu.h" #include "paddle/phi/backends/gpu/gpu_context.h" #include "paddle/phi/core/kernel_registry.h" #include "paddle/phi/kernels/label_smooth_grad_kernel.h" namespace phi { template struct LabelSmoothGradFunctor { T epsilon; __forceinline__ LabelSmoothGradFunctor(float epsilon_data) { epsilon = static_cast(epsilon_data); } __device__ __forceinline__ T operator()(const T x) const { return static_cast(1 - epsilon) * x; } }; template void LabelSmoothGradKernel(const Context& ctx, const DenseTensor& out_grad, float epsilon, DenseTensor* label_grad) { ctx.template Alloc(label_grad); std::vector ins = {&out_grad}; std::vector outs = {label_grad}; auto functor = LabelSmoothGradFunctor(epsilon); paddle::operators::LaunchSameDimsElementwiseCudaKernel( ctx, ins, &outs, functor); } } // namespace phi PD_REGISTER_KERNEL(label_smooth_grad, GPU, ALL_LAYOUT, phi::LabelSmoothGradKernel, float, double) {}