<commit_before>#ifndef Neural_Networks_H
#define Neural_Networks_H

#include <vector>

using namespace std;

struct Index;
struct Initializer;
struct Layer;
struct Optimizer;

namespace Activation {
	enum {linear, relu, sigmoid, softmax, tanh};
}
namespace Loss {
	enum { cross_entropy, mean_squared_error };
}

struct Connection {
	int kernel_width;
	int kernel_height;
	int kernel_depth;
	int kernel_size;
	int number_weights;
	int stride_width;
	int stride_height;
	int stride_depth;

	float *weight;<commit_msg>Update Neural_Networks.h<commit_after>#ifndef Neural_Networks_H
#define Neural_Networks_H

#include <random>
#include <vector>

using namespace std;

struct Index;
struct Initializer;
struct Layer;
struct Optimizer;

namespace Activation {
	enum {linear, relu, sigmoid, softmax, tanh};
}
namespace Loss {
	enum { cross_entropy, mean_squared_error };
}

struct Connection {
	int kernel_width;
	int kernel_height;
	int kernel_depth;
	int kernel_size;
	int number_weights;
	int stride_width;
	int stride_height;
	int stride_depth;

	float *weight;
{'fraction_non_alphanumeric': 0.07743153918791312, 'fraction_numerical': 0.0, 'mean_word_length': 6.0198675496688745, 'pattern_counts': {'":': 0, '<': 6, '<?xml version=': 0, '>': 6, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3220102', 'n_tokens_mistral': 370, 'n_tokens_neox': 353, 'n_words': 102}