
org.deeplearning4j.base.MnistFetcher Maven / Gradle / Ivy
/*
*
* * 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 lombok.Data;
import lombok.NoArgsConstructor;
import org.apache.commons.io.FileUtils;
import org.deeplearning4j.util.ArchiveUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.io.BufferedReader;
import java.io.File;
import java.io.IOException;
import java.io.InputStreamReader;
import java.net.URL;
@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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