2013-11-04 23:11:01 +04:00
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#ifndef CONVOLUTIONAL_LAYER_H
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#define CONVOLUTIONAL_LAYER_H
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#include "image.h"
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#include "activations.h"
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typedef struct {
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int h,w,c;
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int n;
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int size;
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int stride;
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image *kernels;
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image *kernel_updates;
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image *kernel_momentum;
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double *biases;
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double *bias_updates;
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double *bias_momentum;
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image upsampled;
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double *delta;
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double *output;
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ACTIVATION activation;
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int edge;
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} convolutional_layer;
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2013-12-03 04:41:40 +04:00
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convolutional_layer *make_convolutional_layer(int h, int w, int c, int n, int size, int stride, ACTIVATION activation);
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void forward_convolutional_layer(const convolutional_layer layer, double *in);
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void backward_convolutional_layer(convolutional_layer layer, double *input, double *delta);
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void learn_convolutional_layer(convolutional_layer layer, double *input);
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void update_convolutional_layer(convolutional_layer layer, double step, double momentum, double decay);
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2013-11-07 04:09:41 +04:00
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void backpropagate_convolutional_layer_convolve(image input, convolutional_layer layer);
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void visualize_convolutional_filters(convolutional_layer layer, char *window);
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void visualize_convolutional_layer(convolutional_layer layer);
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image get_convolutional_image(convolutional_layer layer);
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image get_convolutional_delta(convolutional_layer layer);
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2013-11-04 23:11:01 +04:00
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#endif
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