Esempio n. 1
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 public void map(LongWritable key, Text value, Context context)
     throws IOException, InterruptedException {
   String line = value.toString();
   StringTokenizer tokenizer = new StringTokenizer(line);
   while (tokenizer.hasMoreTokens()) {
     word.set(tokenizer.nextToken());
     if (word.toString().length() == 7) {
       context.write(word, one);
     }
   }
 }
  @Override
  protected void reduce(Text key, Iterable<Text> vals, Context ctx) {
    String name = null;
    String year = null;

    for (Text xx : vals) {
      String[] parts = xx.toString().split("=");

      if (parts[0].equals("name")) {
        name = parts[1];
      }

      if (parts[0].equals("year")) {
        year = parts[1];
      }
    }

    try {
      if (name != null && year != null) {
        ctx.write(new Text(year), new Text(name));
      }
    } catch (Exception ee) {
      ee.printStackTrace(System.err);
      throw new Error("I give up");
    }
  }
Esempio n. 3
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    public void reduce(Text key, Iterable<IntWritable> values, Context context)
        throws IOException, InterruptedException {
      int sum = 0;
      boolean filtered = true;
      String keypair = key.toString();
      String[] keys = keypair.split(" ");
      if (keys.length == 1) {
        filtered = false;
      } else {
        if (keys[0].equals("*") || keys[1].equals("*")) {
          filtered = false;
        }
      }

      if (!filtered) {
        for (IntWritable val : values) {
          sum += val.get();
        }
        context.write(key, new IntWritable(sum));
        return;
      }

      for (IntWritable val : values) {
        if (val.get() == -1) {
          filtered = false;
          continue;
        }
        sum += val.get();
      }
      // filter non-needed events
      if (filtered) return;
      context.write(key, new IntWritable(sum));
    }
Esempio n. 4
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    public void map(LongWritable key, Text value, Context context)
        throws IOException, InterruptedException {
      String line = value.toString();
      String[] arr = line.split(",");

      word.set(arr[0]);
      context.write(word, one);
    }
Esempio n. 5
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    public void map(LongWritable key, Text value, Context context)
        throws IOException, InterruptedException {
      System.out.println("HELLO" + key + value);

      String line = value.toString();
      String[] components = line.split("\\s+");
      context.write(new Text(components[0]), new Text(components[1]));
    }
Esempio n. 6
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 // Identity
 public void reduce(Text key, Iterable<Text> values, Context context)
     throws IOException, InterruptedException {
   System.out.println("I'm in Job1 reduce");
   for (Text val : values) {
     System.out.println("job1:redInp:-" + val.toString());
     context.write(new Text(""), val);
   }
 }
 public void map(LongWritable key, Text value, Context context)
     throws IOException, InterruptedException {
   Text word = new Text();
   StringTokenizer s = new StringTokenizer(value.toString());
   while (s.hasMoreTokens()) {
     word.set(s.nextToken());
     context.write(word, one);
   }
 }
 public void map(LongWritable key, Text value, Context context)
     throws IOException, InterruptedException {
   String line = value.toString();
   String[] currentUserTuples = line.split("::");
   int currentAgeValue = Integer.parseInt(currentUserTuples[2].trim());
   if (currentUserTuples[1].trim().equalsIgnoreCase("M") && currentAgeValue <= targetAge) {
     context.write(new Text("UserId :: " + currentUserTuples[0].trim()), one);
   }
 }
Esempio n. 9
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    public void map(LongWritable key, Text value, Context context)
        throws IOException, InterruptedException {
      // read in a document (point in 58-dimensional space)

      List<Double> p = GetPoint(value.toString());

      int idxClosestCentoid = IndexOfClosestCentroid(p);

      context.write(new IntWritable(idxClosestCentoid), value);
    }
Esempio n. 10
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 @Override
 public void map(Object key, Text value, Context context)
     throws IOException, InterruptedException {
   String line = value.toString();
   StringTokenizer tokenizer = new StringTokenizer(line);
   int movieId = Integer.parseInt(tokenizer.nextToken());
   while (tokenizer.hasMoreTokens()) {
     String word = tokenizer.nextToken();
     context.write(new Text("1"), new IntWritable(1));
   }
 }
    public void reduce(Text key, Iterable<Text> values, Context context)
        throws IOException, InterruptedException {
      String input[];
      double result = 0.0;

      /* adds all the values corresponding to a key */
      for (Text value : values) {
        result += Double.parseDouble(value.toString());
      }

      context.write(null, new Text(key + "," + Double.toString(result)));
    }
    public void map(
        Text key,
        Text val,
        org.apache.hadoop.mapreduce.Mapper<Text, Text, Text, Text>.Context context)
        throws IOException, InterruptedException {
      int i = 0, n = 0, j = 0, lj = 0, hj = 0;
      String tem = "";

      initStopWordsMap(); // initialize  the stop list
      String line = val.toString();
      StringTokenizer itr =
          new StringTokenizer(line.toLowerCase(), tokenDelimiter); // set delimiter
      n = itr.countTokens();
      cache = new String[n];
      for (i = 0; i < n; i++) {
        cache[i] = new String(""); // initialize the cache
      }
      i = 0;
      while (itr.hasMoreTokens()) {
        cache[i] = itr.nextToken(); // padding the cache with the words of the content
        i++;
      }
      for (i = 0; i < n; i++) {
        keyWord = cache[i];
        keyWord = keyWord.trim();
        if (!hmStopWord.containsKey(keyWord)) {
          lj = i - 10;
          hj = i + 10;
          if (lj < 0) lj = 0;
          if (hj > n) hj = n;
          tem = " ";
          for (j = lj; j < hj; j++) tem += cache[j] + " ";
          location = new Text();
          location.set(key.toString() + tem);
          context.write(new Text(keyWord), location);
        }
      }
    }
  public void reduce(LongWritable key, Iterable<Text> values, Context context)
      throws IOException, InterruptedException {
    LongWritable curNodeId = key;
    double previousPRValue = 1;
    double nextPRValue = 0;
    double localResidual = 0;
    String edgeListOfCurNode = "";
    long localResidualTransformed = 0;

    for (Text value : values) {
      String[] inputInfo = value.toString().split("\\s+");

      // incoming pagerank value
      if (inputInfo.length == 1) {
        nextPRValue += Double.parseDouble(inputInfo[0]);
      }
      // current node info
      else if (inputInfo.length == 3) {
        edgeListOfCurNode = inputInfo[2];
        previousPRValue = Double.parseDouble(inputInfo[1]);
      } else if (inputInfo.length == 2) {
        previousPRValue = Double.parseDouble(inputInfo[1]);
      } else {
        System.out.println("ERROR: received unexpected TEXT in length");
      }
    }
    if (previousPRValue == 1) System.out.println("No node info has been received by a reducer");
    // calculate the pagerank value according to the given formula
    nextPRValue = pagerankFormula(nextPRValue);

    // should also iterate sink nodes list, add the evenly splitted value

    // reducer should store the updated node info(NPR) to output directory
    context.write(null, new Text(curNodeId + " " + nextPRValue + " " + edgeListOfCurNode));

    // then compare PPR with NPR
    try {
      localResidual = Math.abs(previousPRValue - nextPRValue) / nextPRValue;
      localResidualTransformed = (long) (localResidual * 10000);
      // System.out.println("Make sure you got the right transformed residual :
      // "+localResidualTransformed);

    } catch (ArithmeticException e) {
      System.out.println("PPR is zero. Check where you get the value!");
    }

    // assume there is a global counter called residualCounter;

    context.getCounter(myCounter.ResidualCounter.RESIDUAL_SUM).increment(localResidualTransformed);
  }
Esempio n. 14
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    public void reduce(IntWritable key, Iterable<Text> values, Context context)
        throws IOException, InterruptedException {
      List<Double> newCentroid = null;
      int numPoints = 0;

      for (Text value : values) {
        ++numPoints;

        List<Double> p = GetPoint(value.toString());

        if (newCentroid == null) {
          // initialize the new centroid to the first element
          newCentroid = new ArrayList<Double>(p);
        } else {
          for (int i = 0; i < newCentroid.size(); i++) {
            newCentroid.set(i, newCentroid.get(i) + p.get(i));
          }
        }
      }

      // now the newCentroid contains the sum of all the points
      // so to get the average of all the points, we need to
      // divide each entry by the total number of points

      for (int i = 0; i < newCentroid.size(); i++) {
        newCentroid.set(i, newCentroid.get(i) / (double) numPoints);
      }

      // now create a string containing all the new centroid's coordinates

      String s = null;
      for (Double d : newCentroid) {
        if (s == null) {
          s = d.toString();
        } else {
          s += " " + d.toString();
        }
      }

      newCentroids.add(s);

      if (newCentroids.size() == 10) {
        WriteNewCentroids(context);
      }

      // output the centroid ID and the centroid data
      context.write(key, new Text(s));
    }
 public void map(LongWritable key, Text value, Context context)
     throws IOException, InterruptedException {
   String line = value.toString();
   String[] currentMovieTuples = line.split("::");
   String[] inMovieList = inMovies.split(",");
   for (String s : inMovieList) {
     if (currentMovieTuples[1].trim().equalsIgnoreCase(s))
       context.write(
           new Text(
               "Movie :: "
                   + currentMovieTuples[1].trim()
                   + " Genre :: "
                   + currentMovieTuples[2].trim()),
           one);
   }
 }
    public void map(LongWritable key, Text value, Context context)
        throws IOException, InterruptedException {
      Configuration c = context.getConfiguration();
      String s = value.toString();
      String input[] = s.split(",");
      Text outputkey = new Text();
      Text outputvalue = new Text();
      double result = 0.0;

      /* multiplies matrix and vector entry with matching column value */

      result = (Double.parseDouble(input[2])) * (vector.get(Long.parseLong(input[1])));
      outputkey.set(input[0]);
      outputvalue.set(Double.toString(result));
      context.write(outputkey, outputvalue);
    }
Esempio n. 17
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    public void map(Object key, Text value, Context context)
        throws IOException, InterruptedException {
      String file = value.toString();
      String[] lines = file.split("\n");

      for (String line : lines) {
        if (line.contains("<author>") && line.contains("</author>")) {
          String author = line.substring(8, line.indexOf("</a"));
          word.set(author);
          context.write(word, one);
        } else if (line.contains("<author>")) {
          String author = line.substring(8);
          word.set(author);
          context.write(word, one);
        }
      }
    }
Esempio n. 18
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  @Override
  public void map(LongWritable key, Text value, Context context)
      throws IOException, InterruptedException {
    String str = "1\t" + value.toString();
    Kvector vector = Kvector.fromString(str);

    int code = -1, d = Integer.MAX_VALUE;
    for (Kvector e : m_kVectors) {
      int t = vector.distance(e);
      if (t < d) {
        d = t;
        code = e.code;
      }
    }

    context.write(new KcodeWritable(code), new Text(str));
  }
 public void reduce(
     Text key,
     Iterable<Text> values,
     org.apache.hadoop.mapreduce.Reducer<Text, Text, Text, InvertedListWritable>.Context context)
     throws IOException, InterruptedException {
   InvertedListWritable invertedList = new InvertedListWritable();
   for (Text k : values) {
     StringTokenizer itr = new StringTokenizer(k.toString());
     url = "";
     abs = "";
     if (itr.hasMoreTokens()) url = itr.nextToken();
     while (itr.hasMoreTokens()) {
       abs += itr.nextToken() + " ";
     }
     dr = new ListURL(url, abs);
     invertedList.paddingValueKey(dr);
   }
   invertedList.quickSortNodeKey();
   context.write(key, invertedList);
 }
Esempio n. 20
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    public void map(LongWritable key, Text value, Context context)
        throws IOException, InterruptedException {
      String line = value.toString();

      splitposition = line.indexOf("\t");
      labels = line.substring(0, splitposition);
      content = line.substring(splitposition + 1, line.length());
      if (content.length() <= 5) {
        word.set(labels);
        int counter = Integer.parseInt(content);
        context.write(word, new IntWritable(counter));
        return;
      }
      labeltokens = labels.split(",");
      contenttokens = tokenizeDoc(content);

      for (String label : labelspace) {
        for (String token : contenttokens) {
          // filter token, denotes the needed events;
          word.set(label + " " + token);
          context.write(word, new IntWritable(-1));
        }
      }
    }
 public void write(DataOutput out) throws IOException {
   out.writeUTF(leftBigram.toString());
   out.writeUTF(rightBigram.toString());
 }
Esempio n. 22
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    // The input video files are split into chunks of 64MB here...
    public void map(Object key, Text value, Context context)
        throws IOException, InterruptedException {
      String line = value.toString();
      System.out.println("job1:mapInp:-" + line);
      String[] info = line.split(" ");
      info[0] = info[0].trim();
      info[1] = info[1].trim();
      String lstfnames = "", fname = "";
      try {
        Configuration config = new Configuration();
        FileSystem hdfs = FileSystem.get(config);
        String prefixPath = "", fnm = "";
        Pattern x = Pattern.compile("(.*)/(.*)");
        Matcher xm = x.matcher(info[0]);
        while (xm.find()) {
          prefixPath = xm.group(1);
          fnm = xm.group(2);
        }
        String dst = "/home/" + fnm; // dst is path of the file on local system.
        hdfs.copyToLocalFile(new Path(info[0]), new Path(dst));

        Process p = Runtime.getRuntime().exec("ffmpeg -i " + dst);
        String s;

        BufferedReader stdError = new BufferedReader(new InputStreamReader(p.getErrorStream()));
        Pattern D = Pattern.compile("Duration:[ ]*([0-9]+):([0-9]+):([0-9]+)");
        long time = 0; // "time" is the duration of the input video file
        long sps = 0; // "sps" is the number of seconds(duration) of each video split
        while ((s = stdError.readLine()) != null) {
          Matcher md = D.matcher(s);
          while (md.find()) {
            time =
                Long.parseLong(md.group(1)) * 3600
                    + Long.parseLong(md.group(2)) * 60
                    + Long.parseLong(md.group(3));
          }
        }
        Process p1 = Runtime.getRuntime().exec("du -s " + dst);
        BufferedReader stdInput1 = new BufferedReader(new InputStreamReader(p1.getInputStream()));
        String s1 = "", size = ""; // "size" is the size of input video file
        while ((s1 = stdInput1.readLine()) != null) {
          String s11[] = s1.split("\t");
          size = s11[0];
        }
        sps = (64 * 1024) * time / (Long.parseLong(size)); // chunk size is 64MB
        String hr, min, sc;
        hr = Long.toString((sps / 3600));
        min = Long.toString((sps % 3600) / 60);
        sc = Long.toString(sps % 60);
        if (hr.length() < 2) hr = "0" + hr;
        if (min.length() < 2) min = "0" + min;
        if (sc.length() < 2) sc = "0" + sc;
        String splt = hr + ":" + min + ":" + sc;

        String query =
            "mencoder -oac copy -ovc copy -ss "; // building query to split the input video file
        String app = "", inpExt = "";
        Pattern xx = Pattern.compile("(.*)\\.(.*)");
        Matcher xxm = xx.matcher(dst);
        while (xxm.find()) {
          fname = xxm.group(1);
          inpExt = xxm.group(2);
        }
        String[] tmpArr = fname.split("/");
        String hdfsFname = "";
        long stSrt = 0;
        int cnt = 0;

        while (true) {
          if (stSrt > time) break;
          if (stSrt + sps > time) {
            long t = time - stSrt;
            hr = Long.toString((t / 3600));
            min = Long.toString((t % 3600) / 60);
            sc = Long.toString(t % 60);
            if (hr.length() < 2) hr = "0" + hr;
            if (min.length() < 2) min = "0" + min;
            if (sc.length() < 2) sc = "0" + sc;
            splt = hr + ":" + min + ":" + sc;
          }
          cnt++;
          hr = Long.toString((stSrt / 3600));
          min = Long.toString((stSrt % 3600) / 60);
          sc = Long.toString(stSrt % 60);
          if (hr.length() < 2) hr = "0" + hr;
          if (min.length() < 2) min = "0" + min;
          if (sc.length() < 2) sc = "0" + sc;
          app =
              hr
                  + ":"
                  + min
                  + ":"
                  + sc
                  + " -endPos "
                  + splt
                  + " "
                  + dst
                  + " -o "
                  + fname
                  + "_"
                  + Integer.toString(cnt)
                  + "."
                  + inpExt;

          Process p2 = Runtime.getRuntime().exec(query + app);
          String ls_str = "";
          DataInputStream ls_in = new DataInputStream(p2.getInputStream());
          while ((ls_str = ls_in.readLine()) != null) {}
          p2.destroy();
          String[] tmpArr1 = fnm.split("\\.");
          hdfs.copyFromLocalFile(
              true,
              true,
              new Path(fname + "_" + Integer.toString(cnt) + "." + inpExt),
              new Path(prefixPath + "/" + tmpArr1[0] + "_" + Integer.toString(cnt) + "." + inpExt));
          lstfnames +=
              prefixPath + "/" + tmpArr1[0] + "_" + Integer.toString(cnt) + "." + inpExt + " #!# ";
          stSrt += sps;
        }
        Runtime rt1 = Runtime.getRuntime();
        String[] cmd1 = {"/bin/bash", "-c", "rm " + dst}; // delete the file after use
        Process pr1 = rt1.exec(cmd1);
        pr1.waitFor();
        lstfnames += "*" + info[1];

        context.write(
            new Text(fname),
            new Text(
                lstfnames)); // "fname" contains name of the input video file with
                             // extension(eg.".avi") removed #### "lstfnames" is a string, contains
                             // all the names of video splits(concatenated)
        System.out.println("lstfnames : " + lstfnames);
      } catch (IOException e) {
        System.out.println("exception happened - here's what I know: ");
        e.printStackTrace();
        System.exit(-1);
      }
    }
Esempio n. 23
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    // merge the converted files here
    public void reduce(Text key, Iterable<Text> values, Context context)
        throws IOException, InterruptedException {
      System.out.println("I'm in Job2 reduce");

      Configuration config = new Configuration();
      FileSystem hdfs = FileSystem.get(config);
      try {
        String out = "";
        for (Text t : values) {
          out = t.toString();
          out = out.trim();
          System.out.println("job2:redInp:-" + out);
          break;
        }
        String[] outl = out.split(" #!# ");

        Pattern x = Pattern.compile("(.*)/(.*)\\.(.*)");
        Matcher xm = x.matcher(outl[0]);
        String prefixPath = "", fnm = "", ext = "";
        while (xm.find()) {
          prefixPath = xm.group(1);
          fnm = xm.group(2);
          ext = xm.group(3);
        }
        String foutname = fnm.split("_")[0];
        foutname += "." + ext;
        String query = "mencoder -oac copy -ovc copy";
        int cnt = 0;
        for (String st : outl) {
          cnt++;
          hdfs.copyToLocalFile(
              true,
              new Path(st),
              new Path("/home/" + fnm.split("_")[0] + "_" + Integer.toString(cnt) + "." + ext));
          query += " " + "/home/" + fnm.split("_")[0] + "_" + Integer.toString(cnt) + "." + ext;
        }
        query += " -o " + "/home/" + foutname;
        Process p2 =
            Runtime.getRuntime().exec(query); // query for merging the video files is executed here
        String ls_str = "";
        DataInputStream ls_in = new DataInputStream(p2.getInputStream());
        while ((ls_str = ls_in.readLine()) != null) {}
        p2.destroy();
        hdfs.copyFromLocalFile(
            true, true, new Path("/home/" + foutname), new Path(prefixPath + "/" + foutname));
        cnt = 0;
        String dlt1 = "";
        for (String st3 : outl) {
          cnt++;
          dlt1 += " " + "/home/" + fnm.split("_")[0] + "_" + Integer.toString(cnt) + "." + ext;
        }
        Runtime rt1 = Runtime.getRuntime();
        String[] cmd1 = {"/bin/bash", "-c", "rm" + dlt1}; // delete the files after use
        Process pr1 = rt1.exec(cmd1);
        pr1.waitFor();
        context.write(new Text(""), new Text(prefixPath + "/" + foutname));
      } catch (IOException e) {
        System.out.println("exception happened - here's what I know: ");
        e.printStackTrace();
        System.exit(-1);
      }
    }
Esempio n. 24
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  protected void reduce(Text key, Iterable<Text> values, Context context)
      throws IOException, InterruptedException {

    Iterator<Text> itr = values.iterator();
    Text input = new Text();
    String[] inputTokens = null;

    // initialize/reset all variables
    Double pageRankOld = 0.0;
    Double residualError = 0.0;

    String output = "";
    Integer maxNode = 0;

    ArrayList<String> temp = new ArrayList<String>();
    Double tempBC = 0.0;
    vList.clear();
    newPR.clear();
    BE.clear();
    BC.clear();
    nodeDataMap.clear();

    while (itr.hasNext()) {
      input = itr.next();
      inputTokens = input.toString().split(" ");
      // if first element is PR, it is the node ID, previous pagerank and outgoing edgelist for this
      // node
      if (inputTokens[0].equals("PR")) {
        String nodeID = inputTokens[1];
        pageRankOld = Double.parseDouble(inputTokens[2]);
        newPR.put(nodeID, pageRankOld);
        NodeData node = new NodeData();
        node.setNodeID(nodeID);
        node.setPageRank(pageRankOld);
        if (inputTokens.length == 4) {
          node.setEdgeList(inputTokens[3]);
          node.setDegrees(inputTokens[3].split(",").length);
        }
        vList.add(nodeID);
        nodeDataMap.put(nodeID, node);
        // keep track of the max nodeID for this block
        if (Integer.parseInt(nodeID) > maxNode) {
          maxNode = Integer.parseInt(nodeID);
        }

        // if BE, it is an in-block edge
      } else if (inputTokens[0].equals("BE")) {

        if (BE.containsKey(inputTokens[2])) {
          // Initialize BC for this v
          temp = BE.get(inputTokens[2]);
        } else {
          temp = new ArrayList<String>();
        }
        temp.add(inputTokens[1]);
        BE.put(inputTokens[2], temp);

        // if BC, it is an incoming node from outside of the block
      } else if (inputTokens[0].equals("BC")) {
        if (BC.containsKey(inputTokens[2])) {
          // Initialize BC for this v
          tempBC = BC.get(inputTokens[2]);
        } else {
          tempBC = 0.0;
        }
        tempBC += Double.parseDouble(inputTokens[3]);
        BC.put(inputTokens[2], tempBC);
      }
    }

    int i = 0;
    do {
      i++;
      residualError = IterateBlockOnce();
      // System.out.println("Block " + key + " pass " + i + " resError:" + residualError);
    } while (residualError > threshold);

    // i < maxIterations &&

    // compute the ultimate residual error for each node in this block
    residualError = 0.0;
    for (String v : vList) {
      NodeData node = nodeDataMap.get(v);
      residualError += Math.abs(node.getPageRank() - newPR.get(v)) / newPR.get(v);
    }
    residualError = residualError / vList.size();
    // System.out.println("Block " + key + " overall resError for iteration: " + residualError);

    // add the residual error to the counter that is tracking the overall sum (must be expressed as
    // a long value)
    long residualAsLong = (long) Math.floor(residualError * PageRankBlock.precision);
    long numberOfIterations = (long) (i);
    context.getCounter(PageRankBlock.ProjectCounters.RESIDUAL_ERROR).increment(residualAsLong);

    context
        .getCounter(PageRankBlock.ProjectCounters.AVERAGE_ITERATIONS)
        .increment(numberOfIterations);

    // output should be
    //	key:nodeID (for this node)
    //	value:<pageRankNew> <degrees> <comma-separated outgoing edgeList>
    for (String v : vList) {
      NodeData node = nodeDataMap.get(v);
      output = newPR.get(v) + " " + node.getDegrees() + " " + node.getEdgeList();
      Text outputText = new Text(output);
      Text outputKey = new Text(v);
      context.write(outputKey, outputText);
      if (v.equals(maxNode.toString())) {
        System.out.println("Block:" + key + " | node:" + v + " | pageRank:" + newPR.get(v));
      }
    }

    cleanup(context);
  }
Esempio n. 25
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    // Video splts are converted to target format here...
    public void map(Object key, Text value, Context context)
        throws IOException, InterruptedException {
      try {
        Configuration config = new Configuration();
        FileSystem hdfs = FileSystem.get(config);

        String st = value.toString();
        st = st.trim();
        System.out.println("job2:mapInp:-" + st);
        String[] fmt = st.split(" #!# \\*");
        String[] lst = fmt[0].split(" #!# ");

        String out = "", dlt = "";
        int flag = 1;
        for (String st1 : lst) {

          Pattern x = Pattern.compile("(.*)/(.*)");
          Matcher xm = x.matcher(st1);
          String prefixPath = "", fnm = "", inpExt = "";
          while (xm.find()) {
            prefixPath = xm.group(1);
            fnm = xm.group(2);
          }
          String[] tmpArr = fnm.split("\\.");
          fnm = tmpArr[0];
          inpExt = tmpArr[1];
          hdfs.copyToLocalFile(true, new Path(st1), new Path("/home/" + fnm + "." + inpExt));
          String fname = "/home/" + fnm;
          if (flag == 1) {
            flag = 0;
            out += prefixPath + "/" + fnm + "." + fmt[1];
          } else {
            out += " #!# " + prefixPath + "/" + fnm + "." + fmt[1];
          }

          if (fmt[1].equals("mpg") || fmt[1].equals("mpeg") || fmt[1].equals("mp4")) {

            Process p =
                Runtime.getRuntime()
                    .exec(
                        "mencoder -of mpeg -ovc lavc -lavcopts vcodec=mpeg1video -oac copy "
                            + "/home/"
                            + fnm
                            + "."
                            + inpExt
                            + " -o "
                            + fname
                            + "."
                            + fmt[1]);

            String ls_str = "";
            DataInputStream ls_in = new DataInputStream(p.getInputStream());
            while ((ls_str = ls_in.readLine()) != null) {}

            p.destroy();
            dlt += " /home/" + fnm + "." + inpExt;
          } else if (fmt[1].equals("avi")) {

            Process p =
                Runtime.getRuntime()
                    .exec(
                        "mencoder -ovc lavc -oac mp3lame -o "
                            + fname
                            + "."
                            + fmt[1]
                            + " "
                            + "/home/"
                            + fnm
                            + "."
                            + inpExt);

            String ls_str = "";
            DataInputStream ls_in = new DataInputStream(p.getInputStream());
            while ((ls_str = ls_in.readLine()) != null) {}

            p.destroy();
            dlt += " /home/" + fnm + "." + inpExt;
          } else {
            // TBD
            System.out.println("Unsupported target format!!!!!");
          }
          hdfs.copyFromLocalFile(
              true,
              true,
              new Path(fname + "." + fmt[1]),
              new Path(prefixPath + "/" + fnm + "." + fmt[1]));
        }

        Runtime rt1 = Runtime.getRuntime();
        String[] cmd1 = {"/bin/bash", "-c", "rm" + dlt}; // delete the files after use
        Process pr1 = rt1.exec(cmd1);
        pr1.waitFor();

        System.out.println("Job2 mapOut:" + out);
        context.write(new Text(lst[0]), new Text(out));
        System.out.println(out);
      } catch (IOException e) {
        System.out.println("exception happened - here's what I know: ");
        e.printStackTrace();
        System.exit(-1);
      }
    }