Java example source code file (InMemoryModelSaver.java)

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Java - Java tags/keywords

earlystoppingmodelsaver, inmemorymodelsaver, ioexception, override, runtimeexception, string, suppresswarnings

The InMemoryModelSaver.java Java example source code

package org.deeplearning4j.earlystopping.saver;

import org.deeplearning4j.earlystopping.EarlyStoppingModelSaver;
import org.deeplearning4j.nn.api.Model;
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;

import java.io.IOException;

/** Save the best (and latest) models for early stopping training to memory for later retrieval
 * <b>Note: Assumes that network is cloneable via .clone() method
 * @param <T> Type of model. For example, {@link org.deeplearning4j.nn.multilayer.MultiLayerNetwork} or {@link org.deeplearning4j.nn.graph.ComputationGraph}
 */
public class InMemoryModelSaver<T extends Model> implements EarlyStoppingModelSaver {

    private transient T bestModel;
    private transient T latestModel;

    @Override
    @SuppressWarnings("unchecked")
    public void saveBestModel(T net, double score) throws IOException {
        try{
            //Necessary because close is protected :S
            bestModel = (T)(net.getClass().getDeclaredMethod("clone")).invoke(net);
        }catch(Exception e){
            throw new RuntimeException(e);
        }
    }

    @Override
    @SuppressWarnings("unchecked")
    public void saveLatestModel(T net, double score) throws IOException {
        try{
            //Necessary because close is protected :S
            latestModel = (T)(net.getClass().getDeclaredMethod("clone")).invoke(net);
        }catch(Exception e){
            throw new RuntimeException(e);
        }
    }

    @Override
    public T getBestModel() throws IOException {
        return bestModel;
    }

    @Override
    public T getLatestModel() throws IOException {
        return latestModel;
    }

    @Override
    public String toString(){
        return "InMemoryModelSaver()";
    }
}