XCSF  1.4.7
XCSF learning classifier system
neural_layer_convolutional.h
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1 /*
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10  * GNU General Public License for more details.
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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 
28 void
29 neural_layer_convolutional_init(struct Layer *l, const struct ArgsLayer *args);
30 
31 struct Layer *
32 neural_layer_convolutional_copy(const struct Layer *src);
33 
34 void
35 neural_layer_convolutional_rand(struct Layer *l);
36 
37 void
38 neural_layer_convolutional_forward(const struct Layer *l, const struct Net *net,
39  const double *input);
40 
41 void
42 neural_layer_convolutional_backward(const struct Layer *l,
43  const struct Net *net, const double *input,
44  double *delta);
45 
46 void
47 neural_layer_convolutional_update(const struct Layer *l);
48 
49 void
50 neural_layer_convolutional_print(const struct Layer *l,
51  const bool print_weights);
52 
53 bool
54 neural_layer_convolutional_mutate(struct Layer *l);
55 
56 void
57 neural_layer_convolutional_free(const struct Layer *l);
58 
59 double *
60 neural_layer_convolutional_output(const struct Layer *l);
61 
62 size_t
63 neural_layer_convolutional_save(const struct Layer *l, FILE *fp);
64 
65 size_t
66 neural_layer_convolutional_load(struct Layer *l, FILE *fp);
67 
68 void
69 neural_layer_convolutional_resize(struct Layer *l, const struct Layer *prev);
70 
71 char *
72 neural_layer_convolutional_json_export(const struct Layer *l,
73  const bool return_weights);
74 
78 static struct LayerVtbl const layer_convolutional_vtbl = {
79  &neural_layer_convolutional_init,
80  &neural_layer_convolutional_mutate,
81  &neural_layer_convolutional_resize,
82  &neural_layer_convolutional_copy,
83  &neural_layer_convolutional_free,
84  &neural_layer_convolutional_rand,
85  &neural_layer_convolutional_print,
86  &neural_layer_convolutional_update,
87  &neural_layer_convolutional_backward,
88  &neural_layer_convolutional_forward,
89  &neural_layer_convolutional_output,
90  &neural_layer_convolutional_save,
91  &neural_layer_convolutional_load,
92  &neural_layer_convolutional_json_export
93 };
neural_layer.h
Interface for neural network layers.
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_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_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_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_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_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
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
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