org.deeplearning4j.base.MnistFetcher Maven / Gradle / Ivy
/*-
*
* * Copyright 2017 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.codec.digest.DigestUtils;
import org.apache.commons.io.FileUtils;
import org.apache.commons.io.IOUtils;
import org.deeplearning4j.util.ArchiveUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.io.*;
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://benchmark.deeplearn.online/mnist/train-images-idx3-ubyte.gz";
private static final String trainingFilesMD5 = "f68b3c2dcbeaaa9fbdd348bbdeb94873";
private static final String trainingFilesFilename = "train-images-idx3-ubyte.gz";
public static final String trainingFilesFilename_unzipped = "train-images-idx3-ubyte";
private static final String trainingFileLabelsURL =
"http://benchmark.deeplearn.online/mnist/train-labels-idx1-ubyte.gz";
private static final String trainingFileLabelsMD5 = "d53e105ee54ea40749a09fcbcd1e9432";
private static final String trainingFileLabelsFilename = "train-labels-idx1-ubyte.gz";
public static final String trainingFileLabelsFilename_unzipped = "train-labels-idx1-ubyte";
//Test data:
private static final String testFilesURL = "http://benchmark.deeplearn.online/mnist/t10k-images-idx3-ubyte.gz";
private static final String testFilesMD5 = "9fb629c4189551a2d022fa330f9573f3";
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://benchmark.deeplearn.online/mnist/t10k-labels-idx1-ubyte.gz";
private static final String testFileLabelsMD5 = "ec29112dd5afa0611ce80d1b7f02629c";
private static final String testFileLabelsFilename = "t10k-labels-idx1-ubyte.gz";
public static final String testFileLabelsFilename_unzipped = "t10k-labels-idx1-ubyte";
public String getName() {
return "MNIST";
}
public File getBaseDir() {
return FILE_DIR;
}
// --- Train files ---
public String getTrainingFilesURL() {
return trainingFilesURL;
}
public String getTrainingFilesMD5() {
return trainingFilesMD5;
}
public String getTrainingFilesFilename() {
return trainingFilesFilename;
}
public String getTrainingFilesFilename_unzipped() {
return trainingFilesFilename_unzipped;
}
public String getTrainingFileLabelsURL() {
return trainingFileLabelsURL;
}
public String getTrainingFileLabelsMD5() {
return trainingFileLabelsMD5;
}
public String getTrainingFileLabelsFilename() {
return trainingFileLabelsFilename;
}
public String getTrainingFileLabelsFilename_unzipped() {
return trainingFileLabelsFilename_unzipped;
}
// --- Test files ---
public String getTestFilesURL() {
return testFilesURL;
}
public String getTestFilesMD5() {
return testFilesMD5;
}
public String getTestFilesFilename() {
return testFilesFilename;
}
public String getTestFilesFilename_unzipped() {
return testFilesFilename_unzipped;
}
public String getTestFileLabelsURL() {
return testFileLabelsURL;
}
public String getTestFileLabelsMD5() {
return testFileLabelsMD5;
}
public String getTestFileLabelsFilename() {
return testFileLabelsFilename;
}
public String getTestFileLabelsFilename_unzipped() {
return testFileLabelsFilename_unzipped;
}
public File downloadAndUntar() throws IOException {
if (fileDir != null) {
return fileDir;
}
File baseDir = getBaseDir();
if (!(baseDir.isDirectory() || baseDir.mkdir())) {
throw new IOException("Could not mkdir " + baseDir);
}
log.info("Downloading {}...", getName());
// getFromOrigin training records
File tarFile = new File(baseDir, getTrainingFilesFilename());
File testFileLabels = new File(baseDir, getTestFilesFilename());
tryDownloadingAFewTimes(new URL(getTrainingFilesURL()), tarFile, getTrainingFilesMD5());
tryDownloadingAFewTimes(new URL(getTestFilesURL()), testFileLabels, getTestFilesMD5());
ArchiveUtils.unzipFileTo(tarFile.getAbsolutePath(), baseDir.getAbsolutePath());
ArchiveUtils.unzipFileTo(testFileLabels.getAbsolutePath(), baseDir.getAbsolutePath());
// getFromOrigin training records
File labels = new File(baseDir, getTrainingFileLabelsFilename());
File labelsTest = new File(baseDir, getTestFileLabelsFilename());
tryDownloadingAFewTimes(new URL(getTrainingFileLabelsURL()), labels, getTrainingFileLabelsMD5());
tryDownloadingAFewTimes(new URL(getTestFileLabelsURL()), labelsTest, getTestFileLabelsMD5());
ArchiveUtils.unzipFileTo(labels.getAbsolutePath(), baseDir.getAbsolutePath());
ArchiveUtils.unzipFileTo(labelsTest.getAbsolutePath(), baseDir.getAbsolutePath());
fileDir = baseDir;
return fileDir;
}
private void tryDownloadingAFewTimes(URL url, File f, String targetMD5) throws IOException {
tryDownloadingAFewTimes(0, url, f, targetMD5);
}
private void tryDownloadingAFewTimes(int attempt, URL url, File f, String targetMD5) throws IOException {
int maxTries = 3;
boolean isCorrectFile = f.isFile();
if (attempt < maxTries && !isCorrectFile) {
FileUtils.copyURLToFile(url, f);
if (!checkMD5OfFile(targetMD5, f)) {
f.delete();
tryDownloadingAFewTimes(attempt + 1, url, f, targetMD5);
}
} else if (isCorrectFile) {
// do nothing, file downloaded
} else {
throw new IOException("Could not download " + url.getPath() + "\n properly despite trying " + maxTries
+ " times, check your connection. File info:" + "\nTarget MD5: " + targetMD5
+ "\nHash matches: " + checkMD5OfFile(targetMD5, f) + "\nIs valid file: " + f.isFile());
}
}
private boolean checkMD5OfFile(String targetMD5, File file) throws IOException {
InputStream in = FileUtils.openInputStream(file);
String trueMd5 = DigestUtils.md5Hex(in);
IOUtils.closeQuietly(in);
return (targetMD5.equals(trueMd5));
}
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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