XCSF 1.4.8
XCSF learning classifier system
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neural_layer_convolutional.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_convolutional_init(struct Layer *l, const struct ArgsLayer *args);
30
31struct Layer *
32neural_layer_convolutional_copy(const struct Layer *src);
33
34void
35neural_layer_convolutional_rand(struct Layer *l);
36
37void
38neural_layer_convolutional_forward(const struct Layer *l, const struct Net *net,
39 const double *input);
40
41void
42neural_layer_convolutional_backward(const struct Layer *l,
43 const struct Net *net, const double *input,
44 double *delta);
45
46void
47neural_layer_convolutional_update(const struct Layer *l);
48
49void
50neural_layer_convolutional_print(const struct Layer *l,
51 const bool print_weights);
52
53bool
54neural_layer_convolutional_mutate(struct Layer *l);
55
56void
57neural_layer_convolutional_free(const struct Layer *l);
58
59double *
60neural_layer_convolutional_output(const struct Layer *l);
61
62size_t
63neural_layer_convolutional_save(const struct Layer *l, FILE *fp);
64
65size_t
66neural_layer_convolutional_load(struct Layer *l, FILE *fp);
67
68void
69neural_layer_convolutional_resize(struct Layer *l, const struct Layer *prev);
70
71char *
72neural_layer_convolutional_json_export(const struct Layer *l,
73 const bool return_weights);
74
neural_layer.h
Interface for neural network layers.
neural_layer_convolutional_json_export
char * neural_layer_convolutional_json_export(const struct Layer *l, const bool return_weights)
Returns a json formatted string of a convolutional layer.
Definition neural_layer_convolutional.c:514
neural_layer_convolutional_update
void neural_layer_convolutional_update(const struct Layer *l)
Updates the weights and biases of a convolutional layer.
Definition neural_layer_convolutional.c:340
layer_convolutional_vtbl
static struct LayerVtbl const layer_convolutional_vtbl
Neural convolutional layer implemented functions.
Definition neural_layer_convolutional.h:78
neural_layer_convolutional_forward
void neural_layer_convolutional_forward(const struct Layer *l, const struct Net *net, const double *input)
Forward propagates a convolutional layer.
Definition neural_layer_convolutional.c:262
neural_layer_convolutional_output
double * neural_layer_convolutional_output(const struct Layer *l)
Returns the output from a convolutional layer.
Definition neural_layer_convolutional.c:487
neural_layer_convolutional_resize
void neural_layer_convolutional_resize(struct Layer *l, const struct Layer *prev)
Resizes a convolutional layer if the previous layer has changed size.
Definition neural_layer_convolutional.c:361
neural_layer_convolutional_print
void neural_layer_convolutional_print(const struct Layer *l, const bool print_weights)
Prints a convolutional layer.
Definition neural_layer_convolutional.c:498
neural_layer_convolutional_mutate
bool neural_layer_convolutional_mutate(struct Layer *l)
Mutates a convolutional layer.
Definition neural_layer_convolutional.c:452
neural_layer_convolutional_copy
struct Layer * neural_layer_convolutional_copy(const struct Layer *src)
Initialises and copies one convolutional layer from another.
Definition neural_layer_convolutional.c:203
neural_layer_convolutional_free
void neural_layer_convolutional_free(const struct Layer *l)
Free memory used by a convolutional layer.
Definition neural_layer_convolutional.c:142
neural_layer_convolutional_save
size_t neural_layer_convolutional_save(const struct Layer *l, FILE *fp)
Writes a convolutional layer to a file.
Definition neural_layer_convolutional.c:546
neural_layer_convolutional_load
size_t neural_layer_convolutional_load(struct Layer *l, FILE *fp)
Reads a convolutional layer from a file.
Definition neural_layer_convolutional.c:589
neural_layer_convolutional_rand
void neural_layer_convolutional_rand(struct Layer *l)
Randomises the weights of a convolutional layer.
Definition neural_layer_convolutional.c:250
neural_layer_convolutional_init
void neural_layer_convolutional_init(struct Layer *l, const struct ArgsLayer *args)
Initialises a 2D convolutional layer.
Definition neural_layer_convolutional.c:162
neural_layer_convolutional_backward
void neural_layer_convolutional_backward(const struct Layer *l, const struct Net *net, const double *input, double *delta)
Backward propagates a convolutional layer.
Definition neural_layer_convolutional.c:296
ArgsLayer
Parameters for initialising a neural network layer.
Definition neural_layer_args.h:31
LayerVtbl
Neural network layer interface data structure.
Definition neural_layer.h:143
Layer
Neural network layer data structure.
Definition neural_layer.h:73
Layer::delta
double * delta
Delta for updating weights.
Definition neural_layer.h:83
Net
Neural network data structure.
Definition neural.h:48