C++ code for reading MNIST data-set
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Here’s a code for reading MNIST dataset in C++, the dataset can be found HERE, and the file format is as well.
Using this code, you can read MNIST dataset into a double vector, or an OpenCV Mat, or Armadillo mat.
Feel free to use it for any purpose. (part of this code is stolen from HERE)
// readMNIST.cc// read MNIST data into double vector, OpenCV Mat, or Armadillo mat// free to use this code for any purpose// author : Eric Yuan // my blog: http://eric-yuan.me/// part of this code is stolen from http://compvisionlab.wordpress.com/#include "opencv2/core/core.hpp"#include "opencv2/imgproc/imgproc.hpp"#include "opencv2/highgui/highgui.hpp"#include <armadillo>#include <math.h>#include <iostream>using namespace cv;using namespace std;using namespace arma;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(string filename, vector<vector<double> > &vec){ 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; 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) { vector<double> tp; 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)); tp.push_back((double)temp); } } vec.push_back(tp); } }}void read_Mnist(string filename, vector<cv::Mat> &vec){ 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; 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) { cv::Mat tp = Mat::zeros(n_rows, n_cols, CV_8UC1); 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)); tp.at<uchar>(r, c) = (int) temp; } } vec.push_back(tp); } }}void read_Mnist(string filename, vector<arma::mat> &vec){ 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; 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) { arma::mat tp(n_rows, n_cols); 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)); tp(r, c) = (double) temp; } } vec.push_back(tp); } }}void read_Mnist_Label(string filename, vector<double> &vec){ 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; 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); for(int i = 0; i < number_of_images; ++i) { unsigned char temp = 0; file.read((char*) &temp, sizeof(temp)); vec[i]= (double)temp; } }}void read_Mnist_Label(string filename, arma::colvec &vec){ 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; 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); for(int i = 0; i < number_of_images; ++i) { unsigned char temp = 0; file.read((char*) &temp, sizeof(temp)); vec(i)= (double)temp; } }}int main(){// string filename = "mnist/t10k-images-idx3-ubyte";// int number_of_images = 10000;// int image_size = 28 * 28;/* //read MNIST iamge into Armadillo mat vector vector<arma::mat> vec; read_Mnist(filename, vec); cout<<vec.size()<<endl; cout<<vec[0].size()<<endl; cout<<vec[0]<<endl;*//* //read MNIST iamge into OpenCV Mat vector vector<cv::Mat> vec; read_Mnist(filename, vec); cout<<vec.size()<<endl; imshow("1st", vec[0]); waitKey();*//* //read MNIST iamge into double vector vector<vector<double> > vec; read_Mnist(filename, vec); cout<<vec.size()<<endl; cout<<vec[0].size()<<endl;*/// string filename = "mnist/t10k-labels-idx1-ubyte";// int number_of_images = 10000;/* //read MNIST label into double vector vector<double> vec(number_of_images); read_Mnist_Label(filename, vec); cout<<vec.size()<<endl;*//* //read MNIST label into armadillo colvec //if you want rowvec, just use .t() arma::colvec vec = arma::zeros<arma::colvec>(number_of_images); read_Mnist_Label(filename, vec); cout<<vec.size()<<endl;*/ return 0;}
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