1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
|
#ifndef __NN__
#define __NN__
#include <stdlib.h>
#include <stdio.h>
#include <stdint.h>
#include <string.h>
#include <math.h>
#include <unistd.h>
#include <openblas/cblas.h>
typedef struct Layer {
double *weights, *bias;
double (*activation)(double x);
size_t neurons, input_nodes;
} Layer;
void nn_network_init_weights(Layer *network, size_t nmemb, size_t input_cols);
void nn_network_free_weights(Layer *network, size_t nmemb);
void nn_layer_forward(Layer layer, double *out, size_t out_shape[2], double *input, size_t input_shape[2]); //TODO
void nn_layer_backward(Layer *layer, double *out, size_t out_shape[2]); //TODO
double sigmoid(double x);
double relu(double x);
double identity(double x);
void nn_forward(double **out, double *input, size_t input_shape[2], Layer network[], size_t network_size);
#endif
|