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Java example source code file (MnistFetcher.java)

This example Java source code file (MnistFetcher.java) is included in the alvinalexander.com "Java Source Code Warehouse" project. The intent of this project is to help you "Learn Java by Example" TM.

Learn more about this Java project at its project page.

Java - Java tags/keywords

base_dir, bufferedreader, data, downloading, file, file_dir, here, ioexception, local_dir_name, logger, mnist, net, network, process, string, url, util

The MnistFetcher.java Java example source code

/*
 *
 *  * Copyright 2015 Skymind,Inc.
 *  *
 *  *    Licensed under the Apache License, Version 2.0 (the "License");
 *  *    you may not use this file except in compliance with the License.
 *  *    You may obtain a copy of the License at
 *  *
 *  *        http://www.apache.org/licenses/LICENSE-2.0
 *  *
 *  *    Unless required by applicable law or agreed to in writing, software
 *  *    distributed under the License is distributed on an "AS IS" BASIS,
 *  *    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 *  *    See the License for the specific language governing permissions and
 *  *    limitations under the License.
 *
 */

package org.deeplearning4j.base;

import java.io.BufferedReader;
import java.io.File;
import java.io.IOException;
import java.io.InputStreamReader;
import java.net.URL;
import java.util.HashMap;
import java.util.Map;

import lombok.Data;
import lombok.NoArgsConstructor;
import org.apache.commons.io.FileUtils;
import org.deeplearning4j.util.ArchiveUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
@Data
@NoArgsConstructor
public class MnistFetcher {
	protected static final Logger log = LoggerFactory.getLogger(MnistFetcher.class);

	protected File BASE_DIR = new File(System.getProperty("user.home"));
	protected static final String LOCAL_DIR_NAME = "MNIST";
	protected File FILE_DIR = new File(BASE_DIR, LOCAL_DIR_NAME);

	private File fileDir;
	private static final String trainingFilesURL = "http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz";
	private static final String trainingFilesFilename = "images-idx3-ubyte.gz";
	public static final String trainingFilesFilename_unzipped = "images-idx3-ubyte";
	private static final String trainingFileLabelsURL = "http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz";
	private static final String trainingFileLabelsFilename = "labels-idx1-ubyte.gz";
	public static final String trainingFileLabelsFilename_unzipped = "labels-idx1-ubyte";

	//Test data:
	private static final String testFilesURL = "http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz";
	private static final String testFilesFilename = "t10k-images-idx3-ubyte.gz";
	public static final String testFilesFilename_unzipped = "t10k-images-idx3-ubyte";
	private static final String testFileLabelsURL = "http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz";
	private static final String testFileLabelsFilename = "t10k-labels-idx1-ubyte.gz";
	public static final String testFileLabelsFilename_unzipped = "t10k-labels-idx1-ubyte";


	public  File downloadAndUntar() throws IOException {
		if (fileDir != null) {
			return fileDir;
		}

		File baseDir = FILE_DIR;
		if (!(baseDir.isDirectory() || baseDir.mkdir())) {
			throw new IOException("Could not mkdir " + baseDir);
		}

		log.info("Downloading mnist...");
		// getFromOrigin training records
		File tarFile = new File(baseDir, trainingFilesFilename);
		File tarFileLabels = new File(baseDir, testFilesFilename);

		if (!tarFile.isFile()) {
			FileUtils.copyURLToFile(new URL(trainingFilesURL), tarFile);
		}

		if (!tarFileLabels.isFile()) {
			FileUtils.copyURLToFile(new URL(testFilesURL), tarFileLabels);
		}

		ArchiveUtils.unzipFileTo(tarFile.getAbsolutePath(), baseDir.getAbsolutePath());
		ArchiveUtils.unzipFileTo(tarFileLabels.getAbsolutePath(), baseDir.getAbsolutePath());

		// getFromOrigin training records
		File labels = new File(baseDir, trainingFileLabelsFilename);
		File labelsTest = new File(baseDir, testFileLabelsFilename);

		if (!labels.isFile()) {
			FileUtils.copyURLToFile(new URL(trainingFileLabelsURL), labels);
		}
		if (!labelsTest.isFile()) {
			FileUtils.copyURLToFile(new URL(testFileLabelsURL), labelsTest);
		}

		ArchiveUtils.unzipFileTo(labels.getAbsolutePath(), baseDir.getAbsolutePath());
		ArchiveUtils.unzipFileTo(labelsTest.getAbsolutePath(), baseDir.getAbsolutePath());

		fileDir = baseDir;
		return fileDir;
	}


	public static void gunzipFile(File baseDir, File gzFile) throws IOException {
		log.info("gunzip'ing File: " + gzFile.toString());
		Process p = Runtime.getRuntime().exec(String.format("gunzip %s",
				gzFile.getAbsolutePath()));
		BufferedReader stdError = new BufferedReader(new
				InputStreamReader(p.getErrorStream()));
		log.info("Here is the standard error of the command (if any):\n");
		String s;
		while ((s = stdError.readLine()) != null) {
			log.info(s);
		}
		stdError.close();
	}


}

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