/* Copyright (c) 2018 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 namespace paddle { namespace operators { namespace math { // MulFunctor template struct MulFunctor { // out = x * y; inline HOSTDEVICE T operator()(T x, T y) { return x * y; } }; template struct MulGradFunctor { inline HOSTDEVICE T Dx(T x, T y) { return y; } inline HOSTDEVICE T Dy(T x, T y) { return x; } }; // AddFunctor template struct AddFunctor { // out = x + y; inline HOSTDEVICE T operator()(T x, T y) { return x + y; } }; template struct AddGradFunctor { inline HOSTDEVICE T Dx(T x, T y) { return 1; } inline HOSTDEVICE T Dy(T x, T y) { return 1; } }; template struct ScaleFunctor { explicit ScaleFunctor(const T coeff) : coeff_(coeff) {} inline HOSTDEVICE T operator()(T ele) { return ele * coeff_; } private: T coeff_; }; template struct ScaleGradFunctor { explicit ScaleGradFunctor(T coeff) : coeff_(coeff) {} inline HOSTDEVICE T operator()(T x) { return coeff_; } inline HOSTDEVICE T operator()(T x, T out) { return coeff_; } private: T coeff_; }; template struct ReluFunctor { inline HOSTDEVICE T operator()(T x) { return x * (x > 0); } }; template struct ReluGradFunctor { inline HOSTDEVICE T operator()(T x) { return x > 0 ? 1 : 0; } inline HOSTDEVICE T operator()(T x, T out) { return x > 0 ? 1 : 0; } }; } // namespace math } // namespace operators } // namespace paddle