#ifndef CONVOLUTIONAL_LAYER_H #define CONVOLUTIONAL_LAYER_H #include "opencl.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 *filter_momentum; float *biases; float *bias_updates; float *bias_momentum; float *col_image; float *delta; float *output; #ifdef GPU cl_mem filters_cl; cl_mem filter_updates_cl; cl_mem filter_momentum_cl; cl_mem biases_cl; cl_mem bias_updates_cl; cl_mem bias_momentum_cl; cl_mem col_image_cl; cl_mem delta_cl; cl_mem output_cl; #endif ACTIVATION activation; } convolutional_layer; #ifdef GPU void forward_convolutional_layer_gpu(convolutional_layer layer, cl_mem in); void backward_convolutional_layer_gpu(convolutional_layer layer, cl_mem delta_cl); void update_convolutional_layer_gpu(convolutional_layer layer); void push_convolutional_layer(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 *delta); image get_convolutional_image(convolutional_layer layer); image get_convolutional_delta(convolutional_layer layer); image get_convolutional_filter(convolutional_layer layer, int i); #endif