src/contrib/gridmix/src/java/org/apache/hadoop/mapred/gridmix/LoadJob.java

/**
 * 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.hadoop.mapred.gridmix;

import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.mapreduce.InputFormat;
import org.apache.hadoop.mapreduce.InputSplit;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.JobContext;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.RecordReader;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.mapreduce.TaskType;
import org.apache.hadoop.mapreduce.lib.input.CombineFileSplit;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.security.UserGroupInformation;
import org.apache.hadoop.tools.rumen.JobStory;
import org.apache.hadoop.tools.rumen.TaskInfo;

import java.io.IOException;
import java.security.PrivilegedExceptionAction;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;

/**
 * Synthetic job generated from a trace description.
 */
class LoadJob extends GridmixJob {

  public static final Log LOG = LogFactory.getLog(LoadJob.class);

  public LoadJob(final Configuration conf, long submissionMillis, 
                 final JobStory jobdesc, Path outRoot, UserGroupInformation ugi,
                 final int seq) throws IOException {
    super(conf, submissionMillis, jobdesc, outRoot, ugi, seq);
  }

  public Job call() throws IOException, InterruptedException,
                           ClassNotFoundException {
    ugi.doAs(
      new PrivilegedExceptionAction<Job>() {
        public Job run() throws IOException, ClassNotFoundException,
                                InterruptedException {
          job.setMapperClass(LoadMapper.class);
          job.setReducerClass(LoadReducer.class);
          job.setNumReduceTasks(jobdesc.getNumberReduces());
          job.setMapOutputKeyClass(GridmixKey.class);
          job.setMapOutputValueClass(GridmixRecord.class);
          job.setSortComparatorClass(GridmixKey.Comparator.class);
          job.setGroupingComparatorClass(SpecGroupingComparator.class);
          job.setInputFormatClass(LoadInputFormat.class);
          job.setOutputFormatClass(RawBytesOutputFormat.class);
          job.setPartitionerClass(DraftPartitioner.class);
          job.setJarByClass(LoadJob.class);
          job.getConfiguration().setBoolean(Job.USED_GENERIC_PARSER, true);
          FileOutputFormat.setOutputPath(job, outdir);
          job.submit();
          return job;
        }
      });

    return job;
  }

  public static class LoadMapper
  extends Mapper<NullWritable, GridmixRecord, GridmixKey, GridmixRecord> {

    private double acc;
    private double ratio;
    private final ArrayList<RecordFactory> reduces =
      new ArrayList<RecordFactory>();
    private final Random r = new Random();

    private final GridmixKey key = new GridmixKey();
    private final GridmixRecord val = new GridmixRecord();

    @Override
    protected void setup(Context ctxt) 
    throws IOException, InterruptedException {
      final Configuration conf = ctxt.getConfiguration();
      final LoadSplit split = (LoadSplit) ctxt.getInputSplit();
      final int maps = split.getMapCount();
      final long[] reduceBytes = split.getOutputBytes();
      final long[] reduceRecords = split.getOutputRecords();

      long totalRecords = 0L;
      final int nReduces = ctxt.getNumReduceTasks();
      if (nReduces > 0) {
        int idx = 0;
        int id = split.getId();
        for (int i = 0; i < nReduces; ++i) {
          final GridmixKey.Spec spec = new GridmixKey.Spec();
          if (i == id) {
            spec.bytes_out = split.getReduceBytes(idx);
            spec.rec_out = split.getReduceRecords(idx);
            ++idx;
            id += maps;
          }
          reduces.add(new IntermediateRecordFactory(
              new AvgRecordFactory(reduceBytes[i], reduceRecords[i], conf),
              i, reduceRecords[i], spec, conf));
          totalRecords += reduceRecords[i];
        }
      } else {
        reduces.add(new AvgRecordFactory(reduceBytes[0], reduceRecords[0],
                                         conf));
        totalRecords = reduceRecords[0];
      }
      final long splitRecords = split.getInputRecords();
      int missingRecSize = 
        conf.getInt(AvgRecordFactory.GRIDMIX_MISSING_REC_SIZE, 64*1024);
      final long inputRecords = 
        (splitRecords <= 0 && split.getLength() >= 0)
        ? Math.max(1, split.getLength() / missingRecSize)
        : splitRecords;
      ratio = totalRecords / (1.0 * inputRecords);
      acc = 0.0;
    }

    @Override
    public void map(NullWritable ignored, GridmixRecord rec,
                    Context context) throws IOException, InterruptedException {
      acc += ratio;
      while (acc >= 1.0 && !reduces.isEmpty()) {
        key.setSeed(r.nextLong());
        val.setSeed(r.nextLong());
        final int idx = r.nextInt(reduces.size());
        final RecordFactory f = reduces.get(idx);
        if (!f.next(key, val)) {
          reduces.remove(idx);
          continue;
        }
        context.write(key, val);
        acc -= 1.0;
      }
    }

    @Override
    public void cleanup(Context context) 
    throws IOException, InterruptedException {
      for (RecordFactory factory : reduces) {
        key.setSeed(r.nextLong());
        while (factory.next(key, val)) {
          context.write(key, val);
          key.setSeed(r.nextLong());
        }
      }
    }
  }

  public static class LoadReducer
  extends Reducer<GridmixKey,GridmixRecord,NullWritable,GridmixRecord> {

    private final Random r = new Random();
    private final GridmixRecord val = new GridmixRecord();

    private double acc;
    private double ratio;
    private RecordFactory factory;

    @Override
    protected void setup(Context context)
    throws IOException, InterruptedException {
      if (!context.nextKey() 
          || context.getCurrentKey().getType() != GridmixKey.REDUCE_SPEC) {
        throw new IOException("Missing reduce spec");
      }
      long outBytes = 0L;
      long outRecords = 0L;
      long inRecords = 0L;
      for (GridmixRecord ignored : context.getValues()) {
        final GridmixKey spec = context.getCurrentKey();
        inRecords += spec.getReduceInputRecords();
        outBytes += spec.getReduceOutputBytes();
        outRecords += spec.getReduceOutputRecords();
      }
      if (0 == outRecords && inRecords > 0) {
        LOG.info("Spec output bytes w/o records. Using input record count");
        outRecords = inRecords;
      }
      factory =
        new AvgRecordFactory(outBytes, outRecords, context.getConfiguration());
      ratio = outRecords / (1.0 * inRecords);
      acc = 0.0;
    }
    @Override
    protected void reduce(GridmixKey key, Iterable<GridmixRecord> values,
                          Context context) 
    throws IOException, InterruptedException {
      for (GridmixRecord ignored : values) {
        acc += ratio;
        while (acc >= 1.0 && factory.next(null, val)) {
          context.write(NullWritable.get(), val);
          acc -= 1.0;
        }
      }
    }
    @Override
    protected void cleanup(Context context)
    throws IOException, InterruptedException {
      val.setSeed(r.nextLong());
      while (factory.next(null, val)) {
        context.write(NullWritable.get(), val);
        val.setSeed(r.nextLong());
      }
    }
  }

  static class LoadRecordReader
  extends RecordReader<NullWritable,GridmixRecord> {

    private RecordFactory factory;
    private final Random r = new Random();
    private final GridmixRecord val = new GridmixRecord();

    public LoadRecordReader() { }

    @Override
    public void initialize(InputSplit genericSplit, TaskAttemptContext ctxt)
    throws IOException, InterruptedException {
      final LoadSplit split = (LoadSplit)genericSplit;
      final Configuration conf = ctxt.getConfiguration();
      factory = 
        new ReadRecordFactory(split.getLength(), split.getInputRecords(), 
                              new FileQueue(split, conf), conf);
    }

    @Override
    public boolean nextKeyValue() throws IOException {
      val.setSeed(r.nextLong());
      return factory.next(null, val);
    }
    @Override
    public float getProgress() throws IOException {
      return factory.getProgress();
    }
    @Override
    public NullWritable getCurrentKey() {
      return NullWritable.get();
    }
    @Override
    public GridmixRecord getCurrentValue() {
      return val;
    }
    @Override
    public void close() throws IOException {
      factory.close();
    }
  }

  static class LoadInputFormat
  extends InputFormat<NullWritable,GridmixRecord> {

    @Override
    public List<InputSplit> getSplits(JobContext jobCtxt) throws IOException {
      return pullDescription(jobCtxt);
    }
    @Override
    public RecordReader<NullWritable,GridmixRecord> createRecordReader(
        InputSplit split, final TaskAttemptContext taskContext)
        throws IOException {
      return new LoadRecordReader();
    }
  }

  @Override
  void buildSplits(FilePool inputDir) throws IOException {
    long mapInputBytesTotal = 0L;
    long mapOutputBytesTotal = 0L;
    long mapOutputRecordsTotal = 0L;
    final JobStory jobdesc = getJobDesc();
    if (null == jobdesc) {
      return;
    }
    final int maps = jobdesc.getNumberMaps();
    final int reds = jobdesc.getNumberReduces();
    for (int i = 0; i < maps; ++i) {
      final TaskInfo info = jobdesc.getTaskInfo(TaskType.MAP, i);
      mapInputBytesTotal += info.getInputBytes();
      mapOutputBytesTotal += info.getOutputBytes();
      mapOutputRecordsTotal += info.getOutputRecords();
    }
    final double[] reduceRecordRatio = new double[reds];
    final double[] reduceByteRatio = new double[reds];
    for (int i = 0; i < reds; ++i) {
      final TaskInfo info = jobdesc.getTaskInfo(TaskType.REDUCE, i);
      reduceByteRatio[i] = info.getInputBytes() / (1.0 * mapOutputBytesTotal);
      reduceRecordRatio[i] =
        info.getInputRecords() / (1.0 * mapOutputRecordsTotal);
    }
    final InputStriper striper = new InputStriper(inputDir, mapInputBytesTotal);
    final List<InputSplit> splits = new ArrayList<InputSplit>();
    for (int i = 0; i < maps; ++i) {
      final int nSpec = reds / maps + ((reds % maps) > i ? 1 : 0);
      final long[] specBytes = new long[nSpec];
      final long[] specRecords = new long[nSpec];
      for (int j = 0; j < nSpec; ++j) {
        final TaskInfo info =
          jobdesc.getTaskInfo(TaskType.REDUCE, i + j * maps);
        specBytes[j] = info.getOutputBytes();
        specRecords[j] = info.getOutputRecords();
        if (LOG.isDebugEnabled()) {
          LOG.debug(String.format("SPEC(%d) %d -> %d %d %d", id(), i,
                    i + j * maps, info.getOutputRecords(), 
                    info.getOutputBytes()));
        }
      }
      final TaskInfo info = jobdesc.getTaskInfo(TaskType.MAP, i);
      splits.add(
        new LoadSplit(striper.splitFor(inputDir, info.getInputBytes(), 3), 
                      maps, i, info.getInputBytes(), info.getInputRecords(),
                      info.getOutputBytes(), info.getOutputRecords(),
                      reduceByteRatio, reduceRecordRatio, specBytes, 
                      specRecords));
    }
    pushDescription(id(), splits);
  }
}