home | career | drupal | java | mac | mysql | perl | scala | uml | unix  

Java example source code file (LocalFileGraphSaver.java)

This example Java source code file (LocalFileGraphSaver.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

charset, computationgraph, earlystoppingmodelsaver, ioexception, localfilegraphsaver, override, string

The LocalFileGraphSaver.java Java example source code

/*
 *
 *  * Copyright 2016 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.earlystopping.saver;

import org.apache.commons.io.FileUtils;
import org.apache.commons.io.FilenameUtils;
import org.deeplearning4j.earlystopping.EarlyStoppingModelSaver;
import org.deeplearning4j.nn.conf.ComputationGraphConfiguration;
import org.deeplearning4j.nn.graph.ComputationGraph;
import org.deeplearning4j.nn.updater.graph.ComputationGraphUpdater;
import org.deeplearning4j.util.ModelSerializer;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.factory.Nd4j;

import java.io.*;
import java.nio.charset.Charset;
import java.nio.file.Files;
import java.nio.file.Paths;

/** Save the best (and latest/most recent) {@link ComputationGraph}s learned during early stopping training to the local file system.<br>
 * Instances of this class will save 3 files for best (and optionally, latest) models:<br>
 * (a) The network configuration: bestGraphConf.json<br>
 * (b) The network parameters: bestGraphParams.bin<br>
 * (c) The network updater: bestGraphUpdater.bin<br>
 * <br>
 * NOTE: The model updater is an object that contains the internal state for training features such as AdaGrad, Momentum
 * and RMSProp.<br>
 * The updater is <i>not required to use the network at test time; it is saved in case further training is required.
 * Without saving the updater, any further training would result in the updater being recreated, without the benefit
 * of the history/internal state. This could negatively impact training performance after loading the network.
 *
 * @author Alex Black
 */
public class LocalFileGraphSaver implements EarlyStoppingModelSaver<ComputationGraph> {

    private static final String bestFileName = "bestGraph.bin";
    private static final String latestFileName = "latestGraph.bin";

    private String directory;
    private Charset encoding;

    /**Constructor that uses default character set for configuration (json) encoding
     * @param directory Directory to save networks
     */
    public LocalFileGraphSaver(String directory) {
        this(directory, Charset.defaultCharset());
    }

    /**
     * @param directory Directory to save networks
     * @param encoding Character encoding for configuration (json)
     */
    public LocalFileGraphSaver(String directory, Charset encoding){
        this.directory = directory;
        this.encoding = encoding;
    }

    @Override
    public void saveBestModel(ComputationGraph net, double score) throws IOException {
        String confOut = FilenameUtils.concat(directory,bestFileName);
        save(net,confOut);
    }

    @Override
    public void saveLatestModel(ComputationGraph net, double score) throws IOException {
        String confOut = FilenameUtils.concat(directory,latestFileName);
        save(net,confOut);
    }

    private void save(ComputationGraph net, String confOut) throws IOException{
       ModelSerializer.writeModel(net, confOut, true);
    }

    @Override
    public ComputationGraph getBestModel() throws IOException {
        String confOut = FilenameUtils.concat(directory, bestFileName);
        return load(confOut);
    }

    @Override
    public ComputationGraph getLatestModel() throws IOException {
        String confOut = FilenameUtils.concat(directory, latestFileName);
        return load(confOut);
    }

    private ComputationGraph load(String confOut) throws IOException {
        ComputationGraph net = ModelSerializer.restoreComputationGraph(confOut);
        return net;
    }

    @Override
    public String toString(){
        return "LocalFileGraphSaver(dir=" + directory + ")";
    }
}

Other Java examples (source code examples)

Here is a short list of links related to this Java LocalFileGraphSaver.java source code file:



my book on functional programming

 

new blog posts

 

Copyright 1998-2019 Alvin Alexander, alvinalexander.com
All Rights Reserved.

A percentage of advertising revenue from
pages under the /java/jwarehouse URI on this website is
paid back to open source projects.