// Copyright (c) 2020 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. #pragma once #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/operators/math/math_function.h" namespace paddle { namespace operators { template class WhereKernel : public framework::OpKernel { public: void Compute(const framework::ExecutionContext& context) const override { auto* condition = context.Input("Condition"); auto* X = context.Input("X"); auto* Y = context.Input("Y"); auto* out = context.Output("Out"); const bool* cond_data = condition->data(); const T* x_data = X->data(); const T* y_data = Y->data(); T* out_data = out->mutable_data(context.GetPlace()); auto x_numel = X->numel(); for (int i = 0; i < x_numel; i++) { out_data[i] = cond_data[i] ? x_data[i] : y_data[i]; } } }; template class WhereGradKernel : public framework::OpKernel { public: void Compute(const framework::ExecutionContext& context) const override { auto* condition = context.Input("Condition"); const auto* cond_data = condition->data(); auto numel = condition->numel(); auto* dout_t = context.Input(framework::GradVarName("Out")); auto* dx_t = context.Output(framework::GradVarName("X")); auto* dy_t = context.Output(framework::GradVarName("Y")); auto* dout = dout_t->data(); if (dx_t != nullptr) { auto* dx = dx_t->mutable_data(context.GetPlace()); for (int i = 0; i < numel; i++) { dx[i] = dout[i] * (cond_data[i] ? 1. : 0.); } } if (dy_t != nullptr) { auto* dy = dy_t->mutable_data(context.GetPlace()); for (int i = 0; i < numel; i++) { dy[i] = dout[i] * (cond_data[i] ? 0. : 1.); } } } }; } // namespace operators } // namespace paddle