#ifndef CONVOLUTIONAL_LAYER_H #define CONVOLUTIONAL_LAYER_H #include "cuda.h" #include "params.h" #include "image.h" #include "activations.h" typedef struct { 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, network_state state); void backward_convolutional_layer_gpu(convolutional_layer layer, network_state state); void update_convolutional_layer_gpu(convolutional_layer layer, float learning_rate, float momentum, float decay); void push_convolutional_layer(convolutional_layer layer); void pull_convolutional_layer(convolutional_layer layer); void bias_output_gpu(float *output, float *biases, int batch, int n, int size); void backward_bias_gpu(float *bias_updates, float *delta, int batch, int n, int size); #endif convolutional_layer *make_convolutional_layer(int batch, int h, int w, int c, int n, int size, int stride, int pad, ACTIVATION activation); void resize_convolutional_layer(convolutional_layer *layer, int h, int w); void forward_convolutional_layer(const convolutional_layer layer, network_state state); void update_convolutional_layer(convolutional_layer layer, float learning_rate, float momentum, float decay); image *visualize_convolutional_layer(convolutional_layer layer, char *window, image *prev_filters); void backward_convolutional_layer(convolutional_layer layer, network_state state); void bias_output(float *output, float *biases, int batch, int n, int size); void backward_bias(float *bias_updates, float *delta, int batch, int n, int size); 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); #endif