#ifndef CONVOLUTIONAL_LAYER_H #define CONVOLUTIONAL_LAYER_H #include "cuda.h" #include "image.h" #include "activations.h" #include "layer.h" #include "network.h" typedef layer 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, int batch, float learning_rate, float momentum, float decay); void push_convolutional_layer(convolutional_layer layer); void pull_convolutional_layer(convolutional_layer layer); void add_bias_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); #ifdef CUDNN void cudnn_convolutional_setup(layer *l); #endif #endif convolutional_layer make_convolutional_layer(int batch, int h, int w, int c, int n, int size, int stride, int pad, ACTIVATION activation, int batch_normalization, int binary, int xnor); void denormalize_convolutional_layer(convolutional_layer l); void resize_convolutional_layer(convolutional_layer *layer, int w, int h); void forward_convolutional_layer(const convolutional_layer layer, network_state state); void update_convolutional_layer(convolutional_layer layer, int batch, float learning_rate, float momentum, float decay); image *visualize_convolutional_layer(convolutional_layer layer, char *window, image *prev_weights); void binarize_weights(float *weights, int n, int size, float *binary); void swap_binary(convolutional_layer *l); void binarize_weights2(float *weights, int n, int size, char *binary, float *scales); void backward_convolutional_layer(convolutional_layer layer, network_state state); void add_bias(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_weight(convolutional_layer layer, int i); int convolutional_out_height(convolutional_layer layer); int convolutional_out_width(convolutional_layer layer); void rescale_weights(convolutional_layer l, float scale, float trans); void rgbgr_weights(convolutional_layer l); #endif