blame | history | patch | commit | commitdiff | ignore whitespace
Joseph Redmon
2015-03-08 f047cfff99e00e28c02eb59b6d32386c122f9af6 
 src/connected_layer.h


@@ -4,31 +4,53 @@


#include "activations.h"




typedef struct{


    float learning_rate;


    float momentum;


    float decay;




    int batch;


    int inputs;


    int outputs;


    double *weights;


    double *biases;


    float *weights;


    float *biases;




    double *weight_updates;


    double *bias_updates;


    float *weight_updates;


    float *bias_updates;




    double *weight_momentum;


    double *bias_momentum;


    float *weight_prev;


    float *bias_prev;




    double *output;


    double *delta;


    float *output;


    float *delta;


    


    #ifdef GPU


    float * weights_gpu;


    float * biases_gpu;




    double (* activation)();


    double (* gradient)();


    float * weight_updates_gpu;


    float * bias_updates_gpu;




    float * output_gpu;


    float * delta_gpu;


    #endif


    ACTIVATION activation;




} connected_layer;




connected_layer *make_connected_layer(int inputs, int outputs, ACTIVATION activator);


void secret_update_connected_layer(connected_layer *layer);


connected_layer *make_connected_layer(int batch, int inputs, int outputs, ACTIVATION activation, float learning_rate, float momentum, float decay);




void forward_connected_layer(connected_layer layer, double *input);


void backward_connected_layer(connected_layer layer, double *input, double *delta);


void learn_connected_layer(connected_layer layer, double *input);


void update_connected_layer(connected_layer layer, double step, double momentum, double decay);


void forward_connected_layer(connected_layer layer, float *input);


void backward_connected_layer(connected_layer layer, float *input, float *delta);


void update_connected_layer(connected_layer layer);




#ifdef GPU


void forward_connected_layer_gpu(connected_layer layer, float * input);


void backward_connected_layer_gpu(connected_layer layer, float * input, float * delta);


void update_connected_layer_gpu(connected_layer layer);


void push_connected_layer(connected_layer layer);


void pull_connected_layer(connected_layer layer);


#endif




#endif