package com.thinkaurelius.faunus.mapreduce.transform; import com.thinkaurelius.faunus.FaunusEdge; import com.thinkaurelius.faunus.FaunusVertex; import com.thinkaurelius.faunus.Tokens; import com.thinkaurelius.faunus.mapreduce.util.ElementPicker; import com.thinkaurelius.faunus.mapreduce.util.EmptyConfiguration; import com.thinkaurelius.faunus.mapreduce.util.SafeMapperOutputs; import com.thinkaurelius.faunus.mapreduce.util.SafeReducerOutputs; import com.thinkaurelius.faunus.mapreduce.util.WritableComparators; import com.thinkaurelius.faunus.mapreduce.util.WritableHandler; import com.tinkerpop.blueprints.Direction; import com.tinkerpop.blueprints.Edge; import com.tinkerpop.blueprints.Element; import com.tinkerpop.blueprints.Vertex; import com.tinkerpop.pipes.transform.TransformPipe; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.io.DoubleWritable; import org.apache.hadoop.io.FloatWritable; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.WritableComparable; import org.apache.hadoop.io.WritableComparator; 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 OrderMapReduce { public static final String CLASS = Tokens.makeNamespace(OrderMapReduce.class) + ".class"; public static final String KEY = Tokens.makeNamespace(OrderMapReduce.class) + ".key"; public static final String TYPE = Tokens.makeNamespace(OrderMapReduce.class) + ".type"; public static final String ELEMENT_KEY = Tokens.makeNamespace(OrderMapReduce.class) + ".elementKey"; public enum Counters { VERTICES_PROCESSED, OUT_EDGES_PROCESSED } public static Configuration createConfiguration(final Class<? extends Element> klass, final String key, final Class<? extends WritableComparable> type, final String elementKey) { final Configuration configuration = new EmptyConfiguration(); configuration.setClass(OrderMapReduce.CLASS, klass, Element.class); configuration.set(OrderMapReduce.KEY, key); configuration.setClass(OrderMapReduce.TYPE, type, WritableComparable.class); configuration.set(OrderMapReduce.ELEMENT_KEY, elementKey); return configuration; } public static Class<? extends WritableComparator> createComparator(final TransformPipe.Order order, final Class<? extends WritableComparable> comparable) { Class<? extends WritableComparator> comparatorClass = null; if (comparable.equals(LongWritable.class)) comparatorClass = order.equals(TransformPipe.Order.INCR) ? LongWritable.Comparator.class : LongWritable.DecreasingComparator.class; else if (comparable.equals(IntWritable.class)) comparatorClass = order.equals(TransformPipe.Order.INCR) ? IntWritable.Comparator.class : WritableComparators.DecreasingIntComparator.class; else if (comparable.equals(FloatWritable.class)) comparatorClass = order.equals(TransformPipe.Order.INCR) ? FloatWritable.Comparator.class : WritableComparators.DecreasingFloatComparator.class; else if (comparable.equals(DoubleWritable.class)) comparatorClass = order.equals(TransformPipe.Order.INCR) ? DoubleWritable.Comparator.class : WritableComparators.DecreasingDoubleComparator.class; else if (comparable.equals(Text.class)) comparatorClass = order.equals(TransformPipe.Order.INCR) ? Text.Comparator.class : WritableComparators.DecreasingTextComparator.class; return comparatorClass; } public static class Map extends Mapper<NullWritable, FaunusVertex, WritableComparable, Text> { private String key; private boolean isVertex; private WritableHandler handler; private String elementKey; private SafeMapperOutputs outputs; @Override public void setup(final Mapper.Context context) throws IOException, InterruptedException { this.isVertex = context.getConfiguration().getClass(CLASS, Element.class, Element.class).equals(Vertex.class); this.key = context.getConfiguration().get(KEY); this.handler = new WritableHandler(context.getConfiguration().getClass(TYPE, Text.class, WritableComparable.class)); this.elementKey = context.getConfiguration().get(ELEMENT_KEY); this.outputs = new SafeMapperOutputs(context); } private Text text = new Text(); private WritableComparable writable; @Override public void map(final NullWritable key, final FaunusVertex value, final Mapper<NullWritable, FaunusVertex, WritableComparable, Text>.Context context) throws IOException, InterruptedException { if (this.isVertex) { if (value.hasPaths()) { this.text.set(ElementPicker.getPropertyAsString(value, this.elementKey)); final Object temp = ElementPicker.getProperty(value, this.key); if (this.key.equals(Tokens._COUNT)) { this.writable = this.handler.set(temp); context.write(this.writable, this.text); } else if (temp instanceof Number) { this.writable = this.handler.set(multiplyPathCount((Number) temp, value.pathCount())); context.write(this.writable, this.text); } else { this.writable = this.handler.set(temp); for (int i = 0; i < value.pathCount(); i++) { context.write(this.writable, this.text); } } context.getCounter(Counters.VERTICES_PROCESSED).increment(1l); } } else { long edgesProcessed = 0; for (final Edge e : value.getEdges(Direction.OUT)) { final FaunusEdge edge = (FaunusEdge) e; if (edge.hasPaths()) { this.text.set(ElementPicker.getPropertyAsString(edge, this.elementKey)); final Object temp = ElementPicker.getProperty(edge, this.key); if (this.key.equals(Tokens._COUNT)) { this.writable = this.handler.set(temp); context.write(this.writable, this.text); } else if (temp instanceof Number) { this.writable = this.handler.set(multiplyPathCount((Number) temp, edge.pathCount())); context.write(this.writable, this.text); } else { this.writable = this.handler.set(temp); for (int i = 0; i < edge.pathCount(); i++) { context.write(this.writable, this.text); } } edgesProcessed++; } } context.getCounter(Counters.OUT_EDGES_PROCESSED).increment(edgesProcessed); } this.outputs.write(Tokens.GRAPH, NullWritable.get(), value); } @Override public void cleanup(final Mapper<NullWritable, FaunusVertex, WritableComparable, Text>.Context context) throws IOException, InterruptedException { this.outputs.close(); } } public static class Reduce extends Reducer<WritableComparable, Text, Text, WritableComparable> { private SafeReducerOutputs outputs; @Override public void setup(final Reducer<WritableComparable, Text, Text, WritableComparable>.Context context) throws IOException, InterruptedException { this.outputs = new SafeReducerOutputs(context); } @Override public void reduce(final WritableComparable key, final Iterable<Text> values, final Reducer<WritableComparable, Text, Text, WritableComparable>.Context context) throws IOException, InterruptedException { for (final Text value : values) { this.outputs.write(Tokens.SIDEEFFECT, value, key); } } @Override public void cleanup(final Reducer<WritableComparable, Text, Text, WritableComparable>.Context context) throws IOException, InterruptedException { this.outputs.close(); } } private static Number multiplyPathCount(final Number value, final Long pathCount) { if (value instanceof Long) return (Long) value * pathCount; else if (value instanceof Integer) return (Integer) value * pathCount; else if (value instanceof Double) return (Double) value * pathCount; else if (value instanceof Float) return (Float) value * pathCount; else return value.doubleValue() * pathCount; } }