Java tutorial
/** * (C) Copyright IBM Corp. 2010, 2015 * * Licensed 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 com.ibm.bi.dml.runtime.transform; import java.io.IOException; import java.util.ArrayList; import java.util.Collections; import java.util.Iterator; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.ByteWritable; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.SequenceFile; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapred.JobConf; import org.apache.hadoop.mapred.OutputCollector; import org.apache.hadoop.mapred.Reducer; import org.apache.hadoop.mapred.Reporter; import org.apache.wink.json4j.JSONException; import com.ibm.bi.dml.runtime.matrix.CSVReblockMR.OffsetCount; import com.ibm.bi.dml.runtime.matrix.mapred.MRJobConfiguration; public class GTFMTDReducer implements Reducer<IntWritable, DistinctValue, Text, LongWritable> { private JobConf _rJob = null; TfUtils _agents = null; @Override public void configure(JobConf job) { _rJob = job; try { String outputDir = MRJobConfiguration.getOutputs(job)[0]; _agents = new TfUtils(job, outputDir); } catch (IOException e) { throw new RuntimeException(e); } catch (JSONException e) { throw new RuntimeException(e); } } @Override public void close() throws IOException { } @Override public void reduce(IntWritable key, Iterator<DistinctValue> values, OutputCollector<Text, LongWritable> output, Reporter reporter) throws IOException { FileSystem fs = FileSystem.get(_rJob); int colID = key.get(); if (colID < 0) { // process mapper output for MV and Bin agents colID = colID * -1; _agents.getMVImputeAgent().mergeAndOutputTransformationMetadata(values, _agents.getTfMtdDir(), colID, fs, _agents); } else if (colID == _agents.getNumCols() + 1) { // process mapper output for OFFSET_FILE ArrayList<OffsetCount> list = new ArrayList<OffsetCount>(); while (values.hasNext()) list.add(new OffsetCount(values.next().getOffsetCount())); long numTfRows = generateOffsetsFile(list); reporter.incrCounter(MRJobConfiguration.DataTransformCounters.TRANSFORMED_NUM_ROWS, numTfRows); } else { // process mapper output for Recode agent _agents.getRecodeAgent().mergeAndOutputTransformationMetadata(values, _agents.getTfMtdDir(), colID, fs, _agents); } } @SuppressWarnings("unchecked") private long generateOffsetsFile(ArrayList<OffsetCount> list) throws IllegalArgumentException, IOException { Collections.sort(list); @SuppressWarnings("deprecation") SequenceFile.Writer writer = new SequenceFile.Writer(FileSystem.get(_rJob), _rJob, new Path(_agents.getOffsetFile() + "/part-00000"), ByteWritable.class, OffsetCount.class); long lineOffset = 0; for (OffsetCount oc : list) { long count = oc.count; oc.count = lineOffset; writer.append(new ByteWritable((byte) 0), oc); lineOffset += count; } writer.close(); list.clear(); return lineOffset; } }