// Oh boy, why am I about to do this....
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#ifndef NETWORK_H
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#define NETWORK_H
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#include "opencl.h"
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#include "image.h"
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#include "data.h"
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typedef enum {
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CONVOLUTIONAL,
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CONNECTED,
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MAXPOOL,
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SOFTMAX,
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NORMALIZATION,
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DROPOUT,
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FREEWEIGHT,
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CROP,
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COST
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} LAYER_TYPE;
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typedef struct {
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int n;
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int batch;
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float learning_rate;
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float momentum;
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float decay;
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void **layers;
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LAYER_TYPE *types;
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int outputs;
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float *output;
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#ifdef GPU
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cl_mem *input_cl;
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cl_mem *truth_cl;
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#endif
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} network;
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#ifdef GPU
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void forward_network_gpu(network net, cl_mem input, cl_mem truth, int train);
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void backward_network_gpu(network net, cl_mem input);
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void update_network_gpu(network net);
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cl_mem get_network_output_cl_layer(network net, int i);
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cl_mem get_network_delta_cl_layer(network net, int i);
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float train_network_sgd_gpu(network net, data d, int n);
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float train_network_data_gpu(network net, data d, int n);
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float *network_predict_gpu(network net, float *input);
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float network_accuracy_gpu(network net, data d);
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#endif
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network make_network(int n, int batch);
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void forward_network(network net, float *input, float *truth, int train);
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void backward_network(network net, float *input);
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void update_network(network net);
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float train_network_sgd(network net, data d, int n);
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float train_network_batch(network net, data d, int n);
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float train_network_data_cpu(network net, data d, int n);
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void train_network(network net, data d);
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matrix network_predict_data(network net, data test);
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float *network_predict(network net, float *input);
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float network_accuracy(network net, data d);
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float network_accuracy_multi(network net, data d, int n);
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void top_predictions(network net, int n, int *index);
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float *get_network_output(network net);
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float *get_network_output_layer(network net, int i);
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float *get_network_delta_layer(network net, int i);
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float *get_network_delta(network net);
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int get_network_output_size_layer(network net, int i);
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int get_network_output_size(network net);
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image get_network_image(network net);
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image get_network_image_layer(network net, int i);
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int get_predicted_class_network(network net);
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void print_network(network net);
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void visualize_network(network net);
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int resize_network(network net, int h, int w, int c);
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int get_network_input_size(network net);
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float get_network_cost(network net);
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#endif
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