XCSF 1.4.8
XCSF learning classifier system
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neural_layer_connected.h
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1/*
2 * This program is free software: you can redistribute it and/or modify
3 * it under the terms of the GNU General Public License as published by
4 * the Free Software Foundation, either version 3 of the License, or
5 * (at your option) any later version.
6 *
7 * This program is distributed in the hope that it will be useful,
8 * but WITHOUT ANY WARRANTY; without even the implied warranty of
9 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
10 * GNU General Public License for more details.
11 *
12 * You should have received a copy of the GNU General Public License
13 * along with this program. If not, see <http://www.gnu.org/licenses/>.
14 */
15
24#pragma once
25
26#include "neural_layer.h"
27
28void
29neural_layer_connected_init(struct Layer *l, const struct ArgsLayer *args);
30
31struct Layer *
32neural_layer_connected_copy(const struct Layer *src);
33
34void
36
37void
38neural_layer_connected_forward(const struct Layer *l, const struct Net *net,
39 const double *input);
40
41void
42neural_layer_connected_backward(const struct Layer *l, const struct Net *net,
43 const double *input, double *delta);
44
45void
47
48void
49neural_layer_connected_print(const struct Layer *l, const bool print_weights);
50
51bool
53
54void
55neural_layer_connected_free(const struct Layer *l);
56
57double *
59
60size_t
61neural_layer_connected_save(const struct Layer *l, FILE *fp);
62
63size_t
64neural_layer_connected_load(struct Layer *l, FILE *fp);
65
66void
67neural_layer_connected_resize(struct Layer *l, const struct Layer *prev);
68
69char *
71 const bool return_weights);
72
Interface for neural network layers.
static struct LayerVtbl const layer_connected_vtbl
Neural connected layer implemented functions.
size_t neural_layer_connected_save(const struct Layer *l, FILE *fp)
Writes a connected layer to a file.
void neural_layer_connected_print(const struct Layer *l, const bool print_weights)
Prints a connected layer.
void neural_layer_connected_rand(struct Layer *l)
Randomises a connected layer weights.
void neural_layer_connected_resize(struct Layer *l, const struct Layer *prev)
Resizes a connected layer if the previous layer has changed size.
char * neural_layer_connected_json_export(const struct Layer *l, const bool return_weights)
Returns a json formatted string representation of a connected layer.
size_t neural_layer_connected_load(struct Layer *l, FILE *fp)
Reads a connected layer from a file.
void neural_layer_connected_backward(const struct Layer *l, const struct Net *net, const double *input, double *delta)
Backward propagates a connected layer.
bool neural_layer_connected_mutate(struct Layer *l)
Mutates a connected layer.
void neural_layer_connected_forward(const struct Layer *l, const struct Net *net, const double *input)
Forward propagates a connected layer.
double * neural_layer_connected_output(const struct Layer *l)
Returns the output from a connected layer.
void neural_layer_connected_init(struct Layer *l, const struct ArgsLayer *args)
Initialises a fully-connected layer.
struct Layer * neural_layer_connected_copy(const struct Layer *src)
Initialises and creates a copy of one connected layer from another.
void neural_layer_connected_update(const struct Layer *l)
Updates the weights and biases of a connected layer.
void neural_layer_connected_free(const struct Layer *l)
Free memory used by a connected layer.
Parameters for initialising a neural network layer.
Neural network layer interface data structure.
Neural network layer data structure.
double * delta
Delta for updating weights.
Neural network data structure.
Definition neural.h:48