org.deeplearning4j.base.MnistFetcher Maven / Gradle / Ivy
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 org.apache.commons.io.FileUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public class MnistFetcher {
private File fileDir;
private static Logger log = LoggerFactory.getLogger(MnistFetcher.class);
private static final String trainingFilesURL = "http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz";
private static final String trainingFilesFilename = "train-images-idx1-ubyte.gz";
public static final String trainingFilesFilename_unzipped = "train-images-idx1-ubyte";
private static final String trainingFileLabelsURL = "http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz";
private static final String trainingFileLabelsFilename = "train-labels-idx1-ubyte.gz";
public static final String trainingFileLabelsFilename_unzipped = "train-labels-idx1-ubyte";
private static final String LOCAL_DIR_NAME = "MNIST";
public File downloadAndUntar() throws IOException {
if(fileDir != null) {
return fileDir;
}
// mac gives unique tmp each run and we want to store this persist
// this data across restarts
File tmpDir = new File("/tmp");
if(!tmpDir.isDirectory()) {
tmpDir = new File(System.getProperty("java.io.tmpdir"));
}
File baseDir = new File(tmpDir, LOCAL_DIR_NAME);
if(!(baseDir.isDirectory() || baseDir.mkdir())) {
throw new IOException("Could not mkdir " + baseDir);
}
// get training records
File tarFile = new File(baseDir, trainingFilesFilename);
if(!tarFile.isFile()) {
FileUtils.copyURLToFile(new URL(trainingFilesURL), tarFile);
}
gunzipFile(baseDir, tarFile);
// get training records labels - trainingFileLabelsURL
File tarLabelsFile = new File(baseDir, trainingFileLabelsFilename);
if(!tarLabelsFile.isFile()) {
FileUtils.copyURLToFile(new URL(trainingFileLabelsURL), tarLabelsFile);
}
gunzipFile(baseDir, tarLabelsFile);
fileDir = baseDir;
return fileDir;
}
public void untarFile(File baseDir, File tarFile) throws IOException {
log.info("Untaring File: " + tarFile.toString());
Process p = Runtime.getRuntime().exec(String.format("tar -C %s -xvf %s",
baseDir.getAbsolutePath(), tarFile.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();
}
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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