gctl_ai/lib/dnn/activation_identity.cpp

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2024-09-10 20:15:33 +08:00
/********************************************************
*
*
*
*
*
*
* 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 <http://www.gnu.org/licenses/>.
*
* 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.
******************************************************/
#include "activation_identity.h"
gctl::identity::identity() {}
gctl::identity::~identity() {}
void gctl::identity::activate(const matrix<double> &z, matrix<double> &a)
{
// a = activation(z) = z
// Z = [z1, ..., zn], A = [a1, ..., an], n observations
a.resize(z.row_size(), z.col_size());
a = z;
return;
}
void gctl::identity::apply_jacobian(const matrix<double> &z,
const matrix<double> &a, const matrix<double> &f, matrix<double> &g)
{
// Apply the Jacobian matrix J to a vector f
// J = d_a / d_z = I
// g = J * f = f
// Z = [z1, ..., zn], G = [g1, ..., gn], F = [f1, ..., fn]
// Note: When entering this function, Z and G may point to the same matrix
g.resize(a.row_size(), a.col_size());
g = f;
return;
}
std::string gctl::identity::activation_name() const
{
return "Identity";
}
gctl::activation_type_e gctl::identity::activation_type() const
{
return Identity;
}