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com.thinkaurelius.titan.hadoop.mapreduce.sideeffect.ValueGroupCountMapReduce Maven / Gradle / Ivy
package com.thinkaurelius.titan.hadoop.mapreduce.sideeffect;
import static com.thinkaurelius.titan.hadoop.compat.HadoopCompatLoader.DEFAULT_COMPAT;
import com.thinkaurelius.titan.hadoop.FaunusVertex;
import com.thinkaurelius.titan.hadoop.StandardFaunusEdge;
import com.thinkaurelius.titan.hadoop.Tokens;
import com.thinkaurelius.titan.hadoop.mapreduce.util.CounterMap;
import com.thinkaurelius.titan.hadoop.mapreduce.util.ElementPicker;
import com.thinkaurelius.titan.hadoop.mapreduce.util.EmptyConfiguration;
import com.thinkaurelius.titan.hadoop.mapreduce.util.SafeMapperOutputs;
import com.thinkaurelius.titan.hadoop.mapreduce.util.SafeReducerOutputs;
import com.thinkaurelius.titan.hadoop.mapreduce.util.WritableHandler;
import com.tinkerpop.blueprints.Direction;
import com.tinkerpop.blueprints.Edge;
import com.tinkerpop.blueprints.Element;
import com.tinkerpop.blueprints.Vertex;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.io.WritableComparable;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import java.io.IOException;
/**
* @author Marko A. Rodriguez (http://markorodriguez.com)
*/
public class ValueGroupCountMapReduce {
public static final String PROPERTY = Tokens.makeNamespace(ValueGroupCountMapReduce.class) + ".property";
public static final String CLASS = Tokens.makeNamespace(ValueGroupCountMapReduce.class) + ".class";
public static final String TYPE = Tokens.makeNamespace(ValueGroupCountMapReduce.class) + ".type";
public enum Counters {
PROPERTIES_COUNTED
}
public static Configuration createConfiguration(final Class klass, final String key, final Class type) {
final Configuration configuration = new EmptyConfiguration();
configuration.setClass(CLASS, klass, Element.class);
configuration.set(PROPERTY, key);
configuration.setClass(TYPE, type, Writable.class);
return configuration;
}
public static class Map extends Mapper {
private String property;
private WritableHandler handler;
private boolean isVertex;
// making use of in-map aggregation/combiner
private CounterMap map;
private int mapSpillOver;
private SafeMapperOutputs outputs;
@Override
public void setup(final Mapper.Context context) throws IOException, InterruptedException {
this.map = new CounterMap();
this.mapSpillOver = context.getConfiguration().getInt(Tokens.TITAN_HADOOP_PIPELINE_MAP_SPILL_OVER, Tokens.DEFAULT_MAP_SPILL_OVER);
this.property = context.getConfiguration().get(PROPERTY);
this.isVertex = context.getConfiguration().getClass(CLASS, Element.class, Element.class).equals(Vertex.class);
this.handler = new WritableHandler(context.getConfiguration().getClass(TYPE, Text.class, WritableComparable.class));
this.outputs = new SafeMapperOutputs(context);
}
@Override
public void map(final NullWritable key, final FaunusVertex value, final Mapper.Context context) throws IOException, InterruptedException {
if (this.isVertex) {
if (value.hasPaths()) {
this.map.incr(ElementPicker.getProperty(value, this.property), value.pathCount());
DEFAULT_COMPAT.incrementContextCounter(context, Counters.PROPERTIES_COUNTED, 1L);
}
} else {
for (final Edge e : value.getEdges(Direction.OUT)) {
final StandardFaunusEdge edge = (StandardFaunusEdge) e;
if (edge.hasPaths()) {
this.map.incr(ElementPicker.getProperty(edge, this.property), edge.pathCount());
DEFAULT_COMPAT.incrementContextCounter(context, Counters.PROPERTIES_COUNTED, 1L);
}
}
}
// protected against memory explosion
if (this.map.size() > this.mapSpillOver) {
this.dischargeMap(context);
}
this.outputs.write(Tokens.GRAPH, NullWritable.get(), value);
}
private final LongWritable longWritable = new LongWritable();
public void dischargeMap(final Mapper.Context context) throws IOException, InterruptedException {
for (final java.util.Map.Entry entry : this.map.entrySet()) {
this.longWritable.set(entry.getValue());
context.write(this.handler.set(entry.getKey()), this.longWritable);
}
this.map.clear();
}
@Override
public void cleanup(final Mapper.Context context) throws IOException, InterruptedException {
this.dischargeMap(context);
this.outputs.close();
}
}
public static class Combiner extends Reducer {
private final LongWritable longWritable = new LongWritable();
@Override
public void reduce(final WritableComparable key, final Iterable values, final Reducer.Context context) throws IOException, InterruptedException {
long totalCount = 0;
for (final LongWritable token : values) {
totalCount = totalCount + token.get();
}
this.longWritable.set(totalCount);
context.write(key, this.longWritable);
}
}
public static class Reduce extends Reducer {
private SafeReducerOutputs outputs;
@Override
public void setup(final Reducer.Context context) throws IOException, InterruptedException {
this.outputs = new SafeReducerOutputs(context);
}
private final LongWritable longWritable = new LongWritable();
@Override
public void reduce(final WritableComparable key, final Iterable values, final Reducer.Context context) throws IOException, InterruptedException {
long totalCount = 0;
for (final LongWritable token : values) {
totalCount = totalCount + token.get();
}
this.longWritable.set(totalCount);
this.outputs.write(Tokens.SIDEEFFECT, key, this.longWritable);
}
@Override
public void cleanup(final Reducer.Context context) throws IOException, InterruptedException {
this.outputs.close();
}
}
}
