C++读取MNIST数据集

MNIST是一个标准的手写字符测试集。

Mnist数据集对应四个文件：

train-images-idx3-ubyte: training set images 

train-labels-idx1-ubyte: training set labels 

t10k-images-idx3-ubyte:  test set images 

t10k-labels-idx1-ubyte:  test set labels

训练数据集包含60000幅图片，测试集包含10000幅图片。

文件格式：

TRAINING SET LABEL FILE (train-labels-idx1-ubyte):

[offset] [type]          [value]          [description] 

0000     32 bit integer  0x00000801(2049) magic number (MSB first) 

0004     32 bit integer  60000            number of items 

0008     unsigned byte   ??               label 

0009     unsigned byte   ??               label 

........ xxxx     unsigned byte   ??               label

The labels values are 0 to 9.

TRAINING SET IMAGE FILE (train-images-idx3-ubyte):

[offset] [type]          [value]          [description] 

0000     32 bit integer  0x00000803(2051) magic number 

0004     32 bit integer  60000            number of images 

0008     32 bit integer  28               number of rows 

0012     32 bit integer  28               number of columns 

0016     unsigned byte   ??               pixel 

0017     unsigned byte   ??               pixel 

........ 

xxxx     unsigned byte   ??               pixel

Pixels are organized row-wise. Pixel values are 0 to 255. 0 means background (white), 255 means foreground (black).

TEST SET LABEL FILE (t10k-labels-idx1-ubyte):

[offset] [type]          [value]          [description] 

0000     32 bit integer  0x00000801(2049) magic number (MSB first) 

0004     32 bit integer  10000            number of items 

0008     unsigned byte   ??               label 

0009     unsigned byte   ??               label 

........ 

xxxx     unsigned byte   ??               label

The labels values are 0 to 9.

TEST SET IMAGE FILE (t10k-images-idx3-ubyte):

[offset] [type]          [value]          [description] 

0000     32 bit integer  0x00000803(2051) magic number 

0004     32 bit integer  10000            number of images 

0008     32 bit integer  28               number of rows 

0012     32 bit integer  28               number of columns 

0016     unsigned byte   ??               pixel 

0017     unsigned byte   ??               pixel 

........ 

xxxx     unsigned byte   ??               pixel

Pixels are organized row-wise. Pixel values are 0 to 255. 0 means background (white), 255 means foreground (black).

#include <iostream>
#include <fstream>
#include <string>
#include <vector>
using namespace std;

int ReverseInt(int i)
{
	unsigned char ch1, ch2, ch3, ch4;
	ch1 = i & 255;
	ch2 = (i >> 8) & 255;
	ch3 = (i >> 16) & 255;
	ch4 = (i >> 24) & 255;
	return((int)ch1 << 24) + ((int)ch2 << 16) + ((int)ch3 << 8) + ch4;
}

void read_Mnist_Label(string filename, vector<double>&labels)
{
	ifstream file(filename, ios::binary);
	if (file.is_open())
	{
		int magic_number = 0;
		int number_of_images = 0;
		file.read((char*)&magic_number, sizeof(magic_number));
		file.read((char*)&number_of_images, sizeof(number_of_images));
		magic_number = ReverseInt(magic_number);
		number_of_images = ReverseInt(number_of_images);
		cout << "magic number = " << magic_number << endl;
		cout << "number of images = " << number_of_images << endl;

		for (int i = 0; i < number_of_images; i++)
		{
			unsigned char label = 0;
			file.read((char*)&label, sizeof(label));
			labels.push_back((double)label);
		}

	}
}

void read_Mnist_Images(string filename, vector<vector<double>>&images)
{
	ifstream file(filename, ios::binary);
	if (file.is_open())
	{
		int magic_number = 0;
		int number_of_images = 0;
		int n_rows = 0;
		int n_cols = 0;
		unsigned char label;
		file.read((char*)&magic_number, sizeof(magic_number));
		file.read((char*)&number_of_images, sizeof(number_of_images));
		file.read((char*)&n_rows, sizeof(n_rows));
		file.read((char*)&n_cols, sizeof(n_cols));
		magic_number = ReverseInt(magic_number);
		number_of_images = ReverseInt(number_of_images);
		n_rows = ReverseInt(n_rows);
		n_cols = ReverseInt(n_cols);

		cout << "magic number = " << magic_number << endl;
		cout << "number of images = " << number_of_images << endl;
		cout << "rows = " << n_rows << endl;
		cout << "cols = " << n_cols << endl;

		for (int i = 0; i < number_of_images; i++)
		{
			vector<double>tp;
			for (int r = 0; r < n_rows; r++)
			{
				for (int c = 0; c < n_cols; c++)
				{
					unsigned char image = 0;
					file.read((char*)&image, sizeof(image));
					tp.push_back(image);
				}
			}
			images.push_back(tp);
		}
	}
}

int main()
{
	/*
	vector<double>labels;
	read_Mnist_Label("t10k-labels.idx1-ubyte", labels);
	for (auto iter = labels.begin(); iter != labels.end(); iter++)
	{
		cout << *iter << " ";
	}
	*/
	vector<vector<double>>images;
	read_Mnist_Images("t10k-images.idx3-ubyte", images);
	for (int i = 0; i < images.size(); i++)
	{
		for (int j = 0; j < images[0].size(); j++)
		{
			cout << images[i][j] << " ";
		}
	}
	return 0;
}