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Java example source code file (ComputationGraphUpdater.java)

This example Java source code file (ComputationGraphUpdater.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

aggregator, cloneable, computationgraphupdater, defaultgradient, gradient, hashmap, illegalstateexception, indarray, invalid, map, override, serializable, string, updateraggregator, util

The ComputationGraphUpdater.java Java example source code

package org.deeplearning4j.nn.updater.graph;

import org.deeplearning4j.nn.api.Layer;
import org.deeplearning4j.nn.api.Updater;
import org.deeplearning4j.nn.gradient.DefaultGradient;
import org.deeplearning4j.nn.gradient.Gradient;
import org.deeplearning4j.nn.graph.ComputationGraph;
import org.deeplearning4j.nn.graph.vertex.GraphVertex;
import org.deeplearning4j.nn.updater.UpdaterCreator;
import org.deeplearning4j.nn.updater.aggregate.UpdaterAggregator;
import org.nd4j.linalg.api.ndarray.INDArray;

import java.io.Serializable;
import java.util.HashMap;
import java.util.Map;

/** Gradient updater for ComputationGraph.<br>
 * Note: ComputationGraph does not implement the Layer interface (due to multiple in/out etc), hence ComputationGraphUpdater
 * can't be defined as an {@link Updater}.
 * @author Alex Black
 */
public class ComputationGraphUpdater implements Serializable, Cloneable {

    private final Updater[] layerUpdaters;
    private final Map<String,Integer> layerUpdatersMap;

    public ComputationGraphUpdater(ComputationGraph graph){
        layerUpdaters = new Updater[graph.getNumLayers()];
        layerUpdatersMap = new HashMap<>();

        int i=0;
        for(Layer layer : graph.getLayers()){
            Updater u = UpdaterCreator.getUpdater(layer);
            layerUpdaters[i] = u;
            layerUpdatersMap.put(layer.conf().getLayer().getLayerName(),i);
            i++;
        }
    }

    private ComputationGraphUpdater(int size, Map<String,Integer> layerUpdatersMap){
        layerUpdaters = new Updater[size];
        this.layerUpdatersMap = layerUpdatersMap;
    }

    private ComputationGraphUpdater(ComputationGraphUpdater updater){
        layerUpdaters = new Updater[updater.layerUpdaters.length];
        for( int i=0; i<layerUpdaters.length; i++ ) layerUpdaters[i] = updater.layerUpdaters[i].clone();
        layerUpdatersMap = new HashMap<>(updater.layerUpdatersMap);
    }

    @Override
    public ComputationGraphUpdater clone(){
        return new ComputationGraphUpdater(this);
    }

    /** Update the gradients for the given ComputationGraph */
    public void update(ComputationGraph graph, Gradient gradient, int iteration, int batchSize ){
        Map<String,Gradient> layerGradients = new HashMap<>();

        for(Map.Entry<String,INDArray> gradientPair : gradient.gradientForVariable().entrySet()) {
            String key = gradientPair.getKey();
            int idx = key.lastIndexOf("_");
            if( idx == -1 ) throw new IllegalStateException("Invalid key: ComputationGraph Gradient key does not have layer separator: \""+key+"\"");

            String layerName = key.substring(0,idx);

            Gradient g = layerGradients.get(layerName);
            if(g == null){
                g = new DefaultGradient();
                layerGradients.put(layerName,g);
            }

            String newKey = key.substring(idx + 1);
            g.setGradientFor(newKey, gradientPair.getValue());
        }

        for(Map.Entry<String,Gradient> entry : layerGradients.entrySet() ){
            String layerName = entry.getKey();
            int updaterIdx = layerUpdatersMap.get(layerName);
            layerUpdaters[updaterIdx].update(graph.getLayer(layerName),entry.getValue(),iteration,batchSize);


            //Gradients may be replaced by BaseUpdater.update()
            for( Map.Entry<String, INDArray> entry2 : layerGradients.get(layerName).gradientForVariable().entrySet() ){
                gradient.setGradientFor(entry.getKey()+"_"+entry2.getKey(), entry2.getValue());
            }
        }
    }

    /** Get an Aggregator for combining ComputationGraphUpdater instances. Typically used in distributed training. */
    public Aggregator getAggregator(boolean addThis){
        Aggregator aggregator = new Aggregator();
        if(addThis) aggregator.aggregate(this);
        return aggregator;
    }

    /** Aggregator for combining ComputationGraphUpdater instances. Typically used in distributed training. */
    public static class Aggregator implements Serializable {

        private UpdaterAggregator[] aggregators;
        private Map<String,Integer> layerNamesMap;

        /** Add another ComputationGraphUpdater to this aggregator */
        public void aggregate(ComputationGraphUpdater updater){
            if(aggregators == null){
                aggregators = new UpdaterAggregator[updater.layerUpdaters.length];
                for( int i=0; i<updater.layerUpdaters.length; i++ ){
                    aggregators[i] = updater.layerUpdaters[i].getAggregator(true);
                }
                layerNamesMap = new HashMap<>(updater.layerUpdatersMap);
            } else {
                if(updater.layerUpdaters == null) return;
                for( int i=0; i<aggregators.length; i++ ){
                    aggregators[i].aggregate(updater.layerUpdaters[i]);
                }
            }
        }

        /** Merge a specified aggregator into this one */
        public void merge(Aggregator aggregator){
            if(aggregators == null){
                aggregators = aggregator.aggregators;
            } else {
                if (aggregator.aggregators != null) {
                    for( int i=0; i<aggregators.length; i++ ){
                        aggregators[i].merge(aggregator.aggregators[i]);
                    }
                }
            }
        }

        /** Get the final ComputationGraphUpdater given the internal (aggregated) updater state */
        public ComputationGraphUpdater getUpdater(){
            ComputationGraphUpdater updater = new ComputationGraphUpdater(aggregators.length,layerNamesMap);
            for( int i=0; i<aggregators.length; i++ ){
                updater.layerUpdaters[i] = aggregators[i].getUpdater();
            }
            return updater;
        }
    }

}

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