org.deeplearning4j.datasets.base.MnistFetcher Maven / Gradle / Ivy
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* * terms of the Apache License, Version 2.0 which is available at
* * https://www.apache.org/licenses/LICENSE-2.0.
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* * information regarding copyright ownership.
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* * SPDX-License-Identifier: Apache-2.0
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package org.deeplearning4j.datasets.base;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.extern.slf4j.Slf4j;
import org.deeplearning4j.common.resources.DL4JResources;
import org.deeplearning4j.common.resources.ResourceType;
import org.eclipse.deeplearning4j.resources.DataSetResource;
import org.eclipse.deeplearning4j.resources.ResourceDataSets;
import org.nd4j.common.resources.Downloader;
import java.io.*;
import java.net.URL;
@Data
@NoArgsConstructor
@Slf4j
public class MnistFetcher {
protected static final String LOCAL_DIR_NAME = "MNIST";
protected File fileDir;
private DataSetResource mnistTrain = ResourceDataSets.mnistTrain();
private DataSetResource mnistTest = ResourceDataSets.mnistTest();
private DataSetResource mnistTrainLabels = ResourceDataSets.mnistTrainLabels();
private DataSetResource mnistTestLabels = ResourceDataSets.mnistTestLabels();
public MnistFetcher(File tempDir) {
this.fileDir = tempDir;
}
public String getName() {
return "MNIST";
}
public File getBaseDir() {
return DL4JResources.getDirectory(ResourceType.DATASET, getName());
}
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());
// get features
mnistTrain.download(true,3,200000,20000);
mnistTest.download(true,3,200000,20000);
mnistTrainLabels.download(true,3,200000,20000);
mnistTestLabels.download(true,3,200000,20000);
// get labels
fileDir = baseDir;
return fileDir;
}
}
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