#ifndef CONVOLUTIONAL_LAYER_H #define CONVOLUTIONAL_LAYER_H #include "cuda.h" #include "image.h" #include "activations.h" typedef struct { float learning_rate; float momentum; float decay; int batch; int h,w,c; int n; int size; int stride; int pad; float *filters; float *filter_updates; float *biases; float *bias_updates; float *col_image; float *delta; float *output; #ifdef GPU float * filters_gpu; float * filter_updates_gpu; float * biases_gpu; float * bias_updates_gpu; float * col_image_gpu; float * delta_gpu; float * output_gpu; #endif ACTIVATION activation; } convolutional_layer; #ifdef GPU void forward_convolutional_layer_gpu(convolutional_layer layer, float * in); void backward_convolutional_layer_gpu(convolutional_layer layer, float * in, float * delta_gpu); void update_convolutional_layer_gpu(convolutional_layer layer); void push_convolutional_layer(convolutional_layer layer); void pull_convolutional_layer(convolutional_layer layer); void learn_bias_convolutional_layer_ongpu(convolutional_layer layer); void bias_output_gpu(const convolutional_layer layer); #endif convolutional_layer *make_convolutional_layer(int batch, int h, int w, int c, int n, int size, int stride, int pad, ACTIVATION activation, float learning_rate, float momentum, float decay); void resize_convolutional_layer(convolutional_layer *layer, int h, int w, int c); void forward_convolutional_layer(const convolutional_layer layer, float *in); void update_convolutional_layer(convolutional_layer layer); image *visualize_convolutional_layer(convolutional_layer layer, char *window, image *prev_filters); void backward_convolutional_layer(convolutional_layer layer, float *in, float *delta); void bias_output(const convolutional_layer layer); image get_convolutional_image(convolutional_layer layer); image get_convolutional_delta(convolutional_layer layer); image get_convolutional_filter(convolutional_layer layer, int i); int convolutional_out_height(convolutional_layer layer); int convolutional_out_width(convolutional_layer layer); void learn_bias_convolutional_layer(convolutional_layer layer); #endif