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/**
* Copyright (C) 2013-2014 Xeiam LLC http://xeiam.com
*
* 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 mnist.tools;
import java.io.IOException;
/**
*
* Utility class for working with the MNIST database.
*
* Provides methods for traversing the images and labels data files separately, as well as simultaneously.
*
* Provides also method for exporting an image by writing it as a PPM file.
*
* Example usage:
*
*
* MnistManager m = new MnistManager("t10k-images.idx3-ubyte", "t10k-labels.idx1-ubyte");
* m.setCurrent(10); // index of the image that we are interested in
* int[][] image = m.readImage();
* System.out.println("Label:" + m.readLabel());
* MnistManager.writeImageToPpm(image, "10.ppm");
*
*/
public class MnistManager {
private MnistImageFile images;
private MnistLabelFile labels;
/**
* Constructs an instance managing the two given data files. Supports NULL
value for one of the arguments in case reading only one of
* the files (images and labels) is required.
*
* @param imagesFile Can be NULL
. In that case all future operations using that file will fail.
* @param labelsFile Can be NULL
. In that case all future operations using that file will fail.
* @throws IOException
*/
public MnistManager(String imagesFile, String labelsFile) throws IOException {
if (imagesFile != null) {
images = new MnistImageFile(imagesFile, "r");
}
if (labelsFile != null) {
labels = new MnistLabelFile(labelsFile, "r");
}
}
/**
* Reads the current image.
*
* @return matrix
* @throws IOException
*/
public int[][] readImage() throws IOException {
if (images == null) {
throw new IllegalStateException("Images file not initialized.");
}
return images.readImage();
}
/**
* Set the position to be read.
*
* @param index
*/
public void setCurrent(int index) {
images.setCurrentIndex(index);
labels.setCurrentIndex(index);
}
/**
* Reads the current label.
*
* @return int
* @throws IOException
*/
public int readLabel() throws IOException {
if (labels == null) {
throw new IllegalStateException("labels file not initialized.");
}
return labels.readLabel();
}
/**
* Get the underlying images file as {@link MnistImageFile}.
*
* @return {@link MnistImageFile}.
*/
public MnistImageFile getImages() {
return images;
}
/**
* Get the underlying labels file as {@link MnistLabelFile}.
*
* @return {@link MnistLabelFile}.
*/
public MnistLabelFile getLabels() {
return labels;
}
}
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