| /** |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you 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.apache.hama.examples; |
| |
| import java.io.IOException; |
| |
| import org.apache.hadoop.fs.FSDataInputStream; |
| import org.apache.hadoop.fs.FileStatus; |
| import org.apache.hadoop.fs.FileSystem; |
| import org.apache.hadoop.fs.Path; |
| import org.apache.hadoop.io.DoubleWritable; |
| import org.apache.hadoop.io.IOUtils; |
| import org.apache.hadoop.io.NullWritable; |
| import org.apache.hadoop.io.Text; |
| import org.apache.hama.HamaConfiguration; |
| import org.apache.hama.bsp.BSPJob; |
| import org.apache.hama.bsp.BSPJobClient; |
| import org.apache.hama.bsp.BSPPeer; |
| import org.apache.hama.bsp.ClusterStatus; |
| import org.apache.hama.bsp.FileOutputFormat; |
| import org.apache.hama.bsp.NullInputFormat; |
| import org.apache.hama.bsp.Superstep; |
| import org.apache.hama.bsp.SuperstepBSP; |
| import org.apache.hama.bsp.TextOutputFormat; |
| |
| /** |
| * This PiEstimator uses the new chainable superstep API to be fault tolerant. |
| */ |
| public class SuperstepPiEstimator { |
| |
| // shared variable across multiple supersteps |
| private static String masterTask; |
| private static final Path TMP_OUTPUT = new Path("/tmp/pi-" |
| + System.currentTimeMillis()); |
| |
| public static class PiEstimatorCalculator |
| extends |
| Superstep<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> { |
| |
| private static final int iterations = 10000; |
| |
| @Override |
| protected void setup( |
| BSPPeer<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> peer) { |
| super.setup(peer); |
| // Choose first as a master |
| masterTask = peer.getPeerName(0); |
| } |
| |
| @Override |
| protected void compute( |
| BSPPeer<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> peer) |
| throws IOException { |
| int in = 0; |
| for (int i = 0; i < iterations; i++) { |
| double x = 2.0 * Math.random() - 1.0, y = 2.0 * Math.random() - 1.0; |
| if ((Math.sqrt(x * x + y * y) < 1.0)) { |
| in++; |
| } |
| } |
| |
| double data = 4.0 * in / iterations; |
| DoubleWritable estimate = new DoubleWritable(data); |
| |
| peer.send(masterTask, estimate); |
| } |
| } |
| |
| protected static class PiEstimatorAggregator |
| extends |
| Superstep<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> { |
| |
| @Override |
| protected void compute( |
| BSPPeer<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> peer) |
| throws IOException { |
| if (peer.getPeerName().equals(masterTask)) { |
| double pi = 0.0; |
| int numPeers = peer.getNumCurrentMessages(); |
| DoubleWritable received; |
| while ((received = peer.getCurrentMessage()) != null) { |
| pi += received.get(); |
| } |
| |
| pi = pi / numPeers; |
| peer.write(new Text("Estimated value of PI is"), new DoubleWritable(pi)); |
| } |
| } |
| |
| @Override |
| protected boolean haltComputation( |
| BSPPeer<NullWritable, NullWritable, Text, DoubleWritable, DoubleWritable> peer) { |
| return true; |
| } |
| |
| } |
| |
| private static void printOutput(HamaConfiguration conf) throws IOException { |
| FileSystem fs = FileSystem.get(conf); |
| FileStatus[] files = fs.listStatus(TMP_OUTPUT); |
| for (FileStatus file : files) { |
| if (file.getLen() > 0) { |
| FSDataInputStream in = fs.open(file.getPath()); |
| IOUtils.copyBytes(in, System.out, conf, false); |
| in.close(); |
| break; |
| } |
| } |
| |
| fs.delete(TMP_OUTPUT, true); |
| } |
| |
| @SuppressWarnings("unchecked") |
| public static void main(String[] args) throws IOException, |
| ClassNotFoundException, InterruptedException { |
| // BSP job configuration |
| HamaConfiguration conf = new HamaConfiguration(); |
| BSPJob bsp = new BSPJob(conf, SuperstepBSP.class); |
| // Set the job name |
| bsp.setJobName("Fault Tolerant Pi Estimation Example"); |
| |
| // set our supersteps, they must be given in execution order |
| bsp.setSupersteps(SuperstepPiEstimator.PiEstimatorCalculator.class, |
| SuperstepPiEstimator.PiEstimatorAggregator.class); |
| |
| bsp.setInputFormat(NullInputFormat.class); |
| bsp.setOutputKeyClass(Text.class); |
| bsp.setOutputValueClass(DoubleWritable.class); |
| bsp.setOutputFormat(TextOutputFormat.class); |
| FileOutputFormat.setOutputPath(bsp, TMP_OUTPUT); |
| |
| BSPJobClient jobClient = new BSPJobClient(conf); |
| ClusterStatus cluster = jobClient.getClusterStatus(true); |
| |
| if (args.length > 0) { |
| bsp.setNumBspTask(Integer.parseInt(args[0])); |
| } else { |
| // Set to maximum |
| bsp.setNumBspTask(cluster.getMaxTasks()); |
| } |
| |
| long startTime = System.currentTimeMillis(); |
| if (bsp.waitForCompletion(true)) { |
| printOutput(conf); |
| System.out.println("Job Finished in " |
| + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds"); |
| } |
| } |
| |
| } |