如何在C++中读取MNIST数据？

Question

如何在C++中读取MNIST数据？

c++

14

我在使用C++时遇到了阅读MNIST手写数字数据库的困难。

它是以二进制格式存储的，我知道如何读取二进制文件，但我不知道MNIST的确切格式。

因此，我想问已经读取过MNIST数据的人关于MNIST数据格式的问题，并请问您有没有关于如何在C++中读取这些数据的建议？

- Kingfisher Phuoc

我认为你可以在Mike O'Neill的手写数字识别神经网络中找到关于MNIST和C++的所有需要的内容。 - dani herrera

你可以在这里找到已经解码的MNIST数据集版本：http://mnist-decoded.000webhostapp.com/ - SomethingSomething

5个回答

12

最近我做了一些与MNIST数据相关的工作。这里是我用Java编写的代码，应该很容易移植：

import net.vivin.digit.DigitImage;    
import java.io.ByteArrayOutputStream;
import java.io.IOException;
import java.io.InputStream;
import java.nio.ByteBuffer;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;

/**
 * Created by IntelliJ IDEA.
 * User: vivin
 * Date: 11/11/11
 * Time: 10:07 AM
 */
public class DigitImageLoadingService {

    private String labelFileName;
    private String imageFileName;

    /** the following constants are defined as per the values described at http://yann.lecun.com/exdb/mnist/ **/

    private static final int MAGIC_OFFSET = 0;
    private static final int OFFSET_SIZE = 4; //in bytes

    private static final int LABEL_MAGIC = 2049;
    private static final int IMAGE_MAGIC = 2051;

    private static final int NUMBER_ITEMS_OFFSET = 4;
    private static final int ITEMS_SIZE = 4;

    private static final int NUMBER_OF_ROWS_OFFSET = 8;
    private static final int ROWS_SIZE = 4;
    public static final int ROWS = 28;

    private static final int NUMBER_OF_COLUMNS_OFFSET = 12;
    private static final int COLUMNS_SIZE = 4;
    public static final int COLUMNS = 28;

    private static final int IMAGE_OFFSET = 16;
    private static final int IMAGE_SIZE = ROWS * COLUMNS;


    public DigitImageLoadingService(String labelFileName, String imageFileName) {
        this.labelFileName = labelFileName;
        this.imageFileName = imageFileName;
    }

    public List<DigitImage> loadDigitImages() throws IOException {
        List<DigitImage> images = new ArrayList<DigitImage>();

        ByteArrayOutputStream labelBuffer = new ByteArrayOutputStream();
        ByteArrayOutputStream imageBuffer = new ByteArrayOutputStream();

        InputStream labelInputStream = this.getClass().getResourceAsStream(labelFileName);
        InputStream imageInputStream = this.getClass().getResourceAsStream(imageFileName);

        int read;
        byte[] buffer = new byte[16384];

        while((read = labelInputStream.read(buffer, 0, buffer.length)) != -1) {
           labelBuffer.write(buffer, 0, read);
        }

        labelBuffer.flush();

        while((read = imageInputStream.read(buffer, 0, buffer.length)) != -1) {
            imageBuffer.write(buffer, 0, read);
        }

        imageBuffer.flush();

        byte[] labelBytes = labelBuffer.toByteArray();
        byte[] imageBytes = imageBuffer.toByteArray();

        byte[] labelMagic = Arrays.copyOfRange(labelBytes, 0, OFFSET_SIZE);
        byte[] imageMagic = Arrays.copyOfRange(imageBytes, 0, OFFSET_SIZE);

        if(ByteBuffer.wrap(labelMagic).getInt() != LABEL_MAGIC)  {
            throw new IOException("Bad magic number in label file!");
        }

        if(ByteBuffer.wrap(imageMagic).getInt() != IMAGE_MAGIC) {
            throw new IOException("Bad magic number in image file!");
        }

        int numberOfLabels = ByteBuffer.wrap(Arrays.copyOfRange(labelBytes, NUMBER_ITEMS_OFFSET, NUMBER_ITEMS_OFFSET + ITEMS_SIZE)).getInt();
        int numberOfImages = ByteBuffer.wrap(Arrays.copyOfRange(imageBytes, NUMBER_ITEMS_OFFSET, NUMBER_ITEMS_OFFSET + ITEMS_SIZE)).getInt();

        if(numberOfImages != numberOfLabels) {
            throw new IOException("The number of labels and images do not match!");
        }

        int numRows = ByteBuffer.wrap(Arrays.copyOfRange(imageBytes, NUMBER_OF_ROWS_OFFSET, NUMBER_OF_ROWS_OFFSET + ROWS_SIZE)).getInt();
        int numCols = ByteBuffer.wrap(Arrays.copyOfRange(imageBytes, NUMBER_OF_COLUMNS_OFFSET, NUMBER_OF_COLUMNS_OFFSET + COLUMNS_SIZE)).getInt();

        if(numRows != ROWS && numRows != COLUMNS) {
            throw new IOException("Bad image. Rows and columns do not equal " + ROWS + "x" + COLUMNS);
        }

        for(int i = 0; i < numberOfLabels; i++) {
            int label = labelBytes[OFFSET_SIZE + ITEMS_SIZE + i];
            byte[] imageData = Arrays.copyOfRange(imageBytes, (i * IMAGE_SIZE) + IMAGE_OFFSET, (i * IMAGE_SIZE) + IMAGE_OFFSET + IMAGE_SIZE);

            images.add(new DigitImage(label, imageData));
        }

        return images;
    }
}

- Vivin Paliath

DigitImage在哪里？而且numRows != COLUMNS似乎不对... - Yassin Hajaj

7

如果有用的话，我已经调整了 @mrgloom 的代码:

用于读取图像数据集:

uchar** read_mnist_images(string full_path, int& number_of_images, int& image_size) {
    auto reverseInt = [](int i) {
        unsigned char c1, c2, c3, c4;
        c1 = i & 255, c2 = (i >> 8) & 255, c3 = (i >> 16) & 255, c4 = (i >> 24) & 255;
        return ((int)c1 << 24) + ((int)c2 << 16) + ((int)c3 << 8) + c4;
    };

    typedef unsigned char uchar;

    ifstream file(full_path, ios::binary);

    if(file.is_open()) {
        int magic_number = 0, n_rows = 0, n_cols = 0;

        file.read((char *)&magic_number, sizeof(magic_number));
        magic_number = reverseInt(magic_number);

        if(magic_number != 2051) throw runtime_error("Invalid MNIST image file!");

        file.read((char *)&number_of_images, sizeof(number_of_images)), number_of_images = reverseInt(number_of_images);
        file.read((char *)&n_rows, sizeof(n_rows)), n_rows = reverseInt(n_rows);
        file.read((char *)&n_cols, sizeof(n_cols)), n_cols = reverseInt(n_cols);

        image_size = n_rows * n_cols;

        uchar** _dataset = new uchar*[number_of_images];
        for(int i = 0; i < number_of_images; i++) {
            _dataset[i] = new uchar[image_size];
            file.read((char *)_dataset[i], image_size);
        }
        return _dataset;
    } else {
        throw runtime_error("Cannot open file `" + full_path + "`!");
    }
}

读取标签数据集:

uchar* read_mnist_labels(string full_path, int& number_of_labels) {
    auto reverseInt = [](int i) {
        unsigned char c1, c2, c3, c4;
        c1 = i & 255, c2 = (i >> 8) & 255, c3 = (i >> 16) & 255, c4 = (i >> 24) & 255;
        return ((int)c1 << 24) + ((int)c2 << 16) + ((int)c3 << 8) + c4;
    };

    typedef unsigned char uchar;

    ifstream file(full_path, ios::binary);

    if(file.is_open()) {
        int magic_number = 0;
        file.read((char *)&magic_number, sizeof(magic_number));
        magic_number = reverseInt(magic_number);

        if(magic_number != 2049) throw runtime_error("Invalid MNIST label file!");

        file.read((char *)&number_of_labels, sizeof(number_of_labels)), number_of_labels = reverseInt(number_of_labels);

        uchar* _dataset = new uchar[number_of_labels];
        for(int i = 0; i < number_of_labels; i++) {
            file.read((char*)&_dataset[i], 1);
        }
        return _dataset;
    } else {
        throw runtime_error("Unable to open file `" + full_path + "`!");
    }
}

编辑：感谢@Jürgen Brauer提醒我纠正我的答案，虽然我已经及时在代码中进行了修复，但是忘记更新答案了。

- dariush

4

我打印了一个28x28像素的数字的值，它们都几乎为0。我发现，在上面的代码中写ifstream file(full_path, ios::binary);而不是ifstream file(full_path);非常重要。希望这可以帮助防止其他人浪费时间。 - Jürgen Brauer

在reverseInt中，位与运算符&的目的是限制填充数据的位数吗？ - Victor Lockwood

2

下面的代码来自于caffe，我已经做了一些更改并将其转换为cv::Mat:

uint32_t swap_endian(uint32_t val) {
    val = ((val << 8) & 0xFF00FF00) | ((val >> 8) & 0xFF00FF);
    return (val << 16) | (val >> 16);
}

void read_mnist_cv(const char* image_filename, const char* label_filename){
    // Open files
    std::ifstream image_file(image_filename, std::ios::in | std::ios::binary);
    std::ifstream label_file(label_filename, std::ios::in | std::ios::binary);

    // Read the magic and the meta data
    uint32_t magic;
    uint32_t num_items;
    uint32_t num_labels;
    uint32_t rows;
    uint32_t cols;

    image_file.read(reinterpret_cast<char*>(&magic), 4);
    magic = swap_endian(magic);
    if(magic != 2051){
        cout<<"Incorrect image file magic: "<<magic<<endl;
        return;
    }

    label_file.read(reinterpret_cast<char*>(&magic), 4);
    magic = swap_endian(magic);
    if(magic != 2049){
        cout<<"Incorrect image file magic: "<<magic<<endl;
        return;
    }

    image_file.read(reinterpret_cast<char*>(&num_items), 4);
    num_items = swap_endian(num_items);
    label_file.read(reinterpret_cast<char*>(&num_labels), 4);
    num_labels = swap_endian(num_labels);
    if(num_items != num_labels){
        cout<<"image file nums should equal to label num"<<endl;
        return;
    }

    image_file.read(reinterpret_cast<char*>(&rows), 4);
    rows = swap_endian(rows);
    image_file.read(reinterpret_cast<char*>(&cols), 4);
    cols = swap_endian(cols);

    cout<<"image and label num is: "<<num_items<<endl;
    cout<<"image rows: "<<rows<<", cols: "<<cols<<endl;

    char label;
    char* pixels = new char[rows * cols];

    for (int item_id = 0; item_id < num_items; ++item_id) {
        // read image pixel
        image_file.read(pixels, rows * cols);
        // read label
        label_file.read(&label, 1);

        string sLabel = std::to_string(int(label));
        cout<<"lable is: "<<sLabel<<endl;
        // convert it to cv Mat, and show it
        cv::Mat image_tmp(rows,cols,CV_8UC1,pixels);
        // resize bigger for showing
        cv::resize(image_tmp, image_tmp, cv::Size(100, 100));
        cv::imshow(sLabel, image_tmp);
        cv::waitKey(0);
    }

    delete[] pixels;
}

使用（我已经简化了代码，省略了头文件和命名空间）：

string base_dir = "/home/xy/caffe-master/data/mnist/";
string img_path = base_dir + "train-images-idx3-ubyte";
string label_path = base_dir + "train-labels-idx1-ubyte";

read_mnist_cv(img_path.c_str(), label_path.c_str());

输出如下：

- Jayhello

0

通过使用in()，您可以读取任何大小的数据。

const int MAXN = 6e4 + 7;
unsigned int image[MAXN][30][30];
unsigned int num, magic, rows, cols;
unsigned int label[MAXN];
unsigned int in(ifstream& icin, unsigned int size) {
    unsigned int ans = 0;
    for (int i = 0; i < size; i++) {
        unsigned char x;
        icin.read((char*)&x, 1);
        unsigned int temp = x;
        ans <<= 8;
        ans += temp;
    }
    return ans;
}
void input() {
    ifstream icin;
    icin.open("train-images.idx3-ubyte", ios::binary);
    magic = in(icin, 4), num = in(icin, 4), rows = in(icin, 4), cols = in(icin, 4);
    for (int i = 0; i < num; i++) {
        for (int x = 0; x < rows; x++) {
            for (int y = 0; y < cols; y++) {
                image[i][x][y] = in(icin, 1);
            }
        }
    }
    icin.close();
    icin.open("train-labels.idx1-ubyte", ios::binary);
    magic = in(icin, 4), num = in(icin, 4);
    for (int i = 0; i < num; i++) {
        label[i] = in(icin, 1);
    }
}

- 张云铭

网页内容由stack overflow 提供, 点击上面的

可以查看英文原文，
原文链接

- mrgloom · Accepted Answer

int reverseInt (int i) 
{
    unsigned char c1, c2, c3, c4;

    c1 = i & 255;
    c2 = (i >> 8) & 255;
    c3 = (i >> 16) & 255;
    c4 = (i >> 24) & 255;

    return ((int)c1 << 24) + ((int)c2 << 16) + ((int)c3 << 8) + c4;
}
void read_mnist(/*string full_path*/)
{
    ifstream file (/*full_path*/"t10k-images-idx3-ubyte.gz");
    if (file.is_open())
    {
        int magic_number=0;
        int number_of_images=0;
        int n_rows=0;
        int n_cols=0;
        file.read((char*)&magic_number,sizeof(magic_number)); 
        magic_number= reverseInt(magic_number);
        file.read((char*)&number_of_images,sizeof(number_of_images));
        number_of_images= reverseInt(number_of_images);
        file.read((char*)&n_rows,sizeof(n_rows));
        n_rows= reverseInt(n_rows);
        file.read((char*)&n_cols,sizeof(n_cols));
        n_cols= reverseInt(n_cols);
        for(int i=0;i<number_of_images;++i)
        {
            for(int r=0;r<n_rows;++r)
            {
                for(int c=0;c<n_cols;++c)
                {
                    unsigned char temp=0;
                    file.read((char*)&temp,sizeof(temp));

                }
            }
        }
    }
}