/******************************************************** * ██████╗ ██████╗████████╗██╗ * ██╔════╝ ██╔════╝╚══██╔══╝██║ * ██║ ███╗██║ ██║ ██║ * ██║ ██║██║ ██║ ██║ * ╚██████╔╝╚██████╗ ██║ ███████╗ * ╚═════╝ ╚═════╝ ╚═╝ ╚══════╝ * Geophysical Computational Tools & Library (GCTL) * * Copyright (c) 2022 Yi Zhang (yizhang-geo@zju.edu.cn) * * GCTL is distributed under a dual licensing scheme. You can redistribute * it and/or modify it under the terms of the GNU Lesser General Public * License as published by the Free Software Foundation, either version 2 * of the License, or (at your option) any later version. You should have * received a copy of the GNU Lesser General Public License along with this * program. If not, see . * * If the terms and conditions of the LGPL v.2. would prevent you from using * the GCTL, please consider the option to obtain a commercial license for a * fee. These licenses are offered by the GCTL's original author. As a rule, * licenses are provided "as-is", unlimited in time for a one time fee. Please * send corresponding requests to: yizhang-geo@zju.edu.cn. Please do not forget * to include some description of your company and the realm of its activities. * Also add information on how to contact you by electronic and paper mail. ******************************************************/ #ifndef _GCTL_DNN_ACTIVATION_H #define _GCTL_DNN_ACTIVATION_H #include "gctl/core.h" #include "gctl/io.h" #include "gctl/algorithms.h" #include "config.h" #ifdef GCTL_AI_OPENMP #include "omp.h" #endif // GCTL_AI_OPENMP namespace gctl { enum activation_type_e { Identity, Mish, ReLU, PReLU, Sigmoid, SoftMax, Tanh, Unknown, }; class dnn_activation { public: dnn_activation(); virtual ~dnn_activation(); virtual void activate(const matrix &z, matrix &a) = 0; virtual void apply_jacobian(const matrix &z, const matrix &a, const matrix &f, matrix &g) = 0; virtual std::string activation_name() const; virtual activation_type_e activation_type() const; }; } #endif // _GCTL_DNN_ACTIVATION_H