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/**
* (The MIT License)
*
* Copyright 2015 Knowm Inc. (http://knowm.org) and contributors.
* Copyright 2013-2015 Xeiam LLC (http://xeiam.com) and contributors.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy of
* this software and associated documentation files (the "Software"), to deal in
* the Software without restriction, including without limitation the rights to
* use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
* of the Software, and to permit persons to whom the Software is furnished to do
* so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
package org.knowm.datasets.mnist;
import java.io.IOException;
import mnist.tools.MnistManager;
/**
* @author timmolter
*/
public class Data2DB {
int idx = 0;
public static void main(String[] args) throws IOException {
MnistDAO.init(new String[0]);
MnistDAO.dropTable();
MnistDAO.createTable();
Data2DB dp = new Data2DB();
System.out.println("processing MNIST training images...");
dp.go("./raw/train-images-idx3-ubyte", "./raw/train-labels-idx1-ubyte", 1, 60000);
System.out.println("processing MNIST test images...");
dp.go("./raw/t10k-images-idx3-ubyte", "./raw/t10k-labels-idx1-ubyte", 1, 10000);
System.out.println("done.");
MnistDAO.release();
}
private void go(String imageDataFile, String labelDataFile, int startIdx, int endIdx) throws IOException {
int longestStringLength = 0;
MnistManager mnistManager = new MnistManager(imageDataFile, labelDataFile);
for (int n = startIdx; n <= endIdx; n++) {
mnistManager.setCurrent(n); // index of the image that we are interested in
StringBuilder sb = new StringBuilder();
int[][] image = mnistManager.readImage();
for (int i = 0; i < image[0].length; i++) {
for (int j = 0; j < image.length; j++) {
if (image[i][j] > 0) {
sb.append(i);
sb.append(":");
sb.append(j);
sb.append(":");
sb.append(image[i][j]);
sb.append(",");
}
}
}
String imagedata = sb.toString();
// System.out.println(imagedata);
if (imagedata.length() > longestStringLength) {
longestStringLength = imagedata.length();
}
Mnist mnist = new Mnist();
mnist.setId(idx++);
mnist.setLabel(mnistManager.readLabel());
mnist.setImagedata(imagedata);
MnistDAO.insert(mnist);
}
// System.out.println("longestStringLength: " + longestStringLength);
}
}
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