Example #1
0
  public long doRead(MultiFileReader reader, Logger log)
      throws IOException, SerDeException, InterruptedException {
    long ts;
    totalRowReadTimeInNano = 0;
    totalInitializationTimeInNano = 0;
    totalCalculateSizeTimeInNano = 0;
    totalDataReadTimeInNano = 0;
    // assert totalRowDeserializationTimeInNano == 0;

    ts = System.nanoTime();
    Map<String, BytesRefArrayWritable> ret = new HashMap<String, BytesRefArrayWritable>();
    List<ColumnFileGroup> groups = reader.getColumnFileGroups();
    Map<String, List<Integer>> readColumns = reader.getReadColumns();
    for (ColumnFileGroup group : groups) {
      if (!readColumns.keySet().contains(group.getName())) {
        continue;
      }
      BytesRefArrayWritable braw = new BytesRefArrayWritable(group.getColumns().size());
      braw.resetValid(group.getColumns().size());
      ret.put(group.getName(), braw);
    }
    LongWritable rowID = new LongWritable();
    rowCount = 0;
    long totalSerializedDataSize = 0;
    totalInitializationTimeInNano = (System.nanoTime() - ts);

    long start = System.nanoTime();
    while (reader.next(rowID)) {
      ts = System.nanoTime();
      reader.getCurrentRow(ret);
      totalRowReadTimeInNano += (System.nanoTime() - ts);

      ts = System.nanoTime();
      for (Entry<String, BytesRefArrayWritable> entry : ret.entrySet()) {
        String groupName = entry.getKey();
        BytesRefArrayWritable braw = entry.getValue();
        // ts = System.nanoTime();
        // ColumnarSerDeBase serde = reader.getGroupSerDe(groupName);
        // serde.deserialize(braw);
        // totalRowDeserializationTimeInNano += System.nanoTime() - ts;
        for (Integer col : readColumns.get(groupName)) {
          totalSerializedDataSize += braw.get(col).getLength();
        }
      }
      totalCalculateSizeTimeInNano += (System.nanoTime() - ts);

      rowCount++;
      if (thinkTime > 0 && rowCount % thinkInterval == 0) {
        Thread.sleep(thinkTime);
      }
    }
    totalDataReadTimeInNano = System.nanoTime() - start;
    ts = System.nanoTime();
    reader.close();
    readerCloseTimeInNano = System.nanoTime() - ts;

    log.info("Row count : " + rowCount);
    log.info("Total serialized data size: " + totalSerializedDataSize);
    return totalSerializedDataSize;
  }
    public void reduce(
        Text key,
        Iterator<BytesRefArrayWritable> values,
        OutputCollector<LongWritable, BytesRefArrayWritable> output,
        Reporter reporter)
        throws IOException {

      String keyString = key.toString();
      String keyPrefix = keyString.substring(0, keyString.length() - 1);

      newKey.set(counter++);

      if (keyPrefix.equals(lagPrefixKey) == false) {
        lagPrefixKey = keyPrefix;
        if (values.hasNext()) {
          BytesRefArrayWritable value = values.next();
          BytesRefWritable cell = value.get(0);
          String cellStr =
              new String(cell.getData())
                  .substring(cell.getStart(), cell.getStart() + cell.getLength());

          output.collect(newKey, value);
        }
      }
    }
  private void writeRCFileTest(
      FileSystem fs, int rowCount, Path file, int columnNum, CompressionCodec codec)
      throws IOException {
    fs.delete(file, true);

    resetRandomGenerators();

    RCFileOutputFormat.setColumnNumber(conf, columnNum);
    RCFile.Writer writer = new RCFile.Writer(fs, conf, file, null, codec);

    byte[][] columnRandom;

    BytesRefArrayWritable bytes = new BytesRefArrayWritable(columnNum);
    columnRandom = new byte[columnNum][];
    for (int i = 0; i < columnNum; i++) {
      BytesRefWritable cu = new BytesRefWritable();
      bytes.set(i, cu);
    }

    for (int i = 0; i < rowCount; i++) {
      nextRandomRow(columnRandom, bytes);
      writer.append(bytes);
    }
    writer.close();
  }
  private void writeSeqenceFileTest(
      FileSystem fs, int rowCount, Path file, int columnNum, CompressionCodec codec)
      throws IOException {

    byte[][] columnRandom;

    resetRandomGenerators();

    BytesRefArrayWritable bytes = new BytesRefArrayWritable(columnNum);
    columnRandom = new byte[columnNum][];
    for (int i = 0; i < columnNum; i++) {
      BytesRefWritable cu = new BytesRefWritable();
      bytes.set(i, cu);
    }

    // zero length key is not allowed by block compress writer, so we use a byte
    // writable
    ByteWritable key = new ByteWritable();
    SequenceFile.Writer seqWriter =
        SequenceFile.createWriter(
            fs,
            conf,
            file,
            ByteWritable.class,
            BytesRefArrayWritable.class,
            CompressionType.BLOCK,
            codec);

    for (int i = 0; i < rowCount; i++) {
      nextRandomRow(columnRandom, bytes);
      seqWriter.append(key, bytes);
    }
    seqWriter.close();
  }
  public int performRCFileFullyReadColumnTest(
      FileSystem fs, Path file, int allColumnsNumber, boolean chechCorrect) throws IOException {

    byte[][] checkBytes = null;
    BytesRefArrayWritable checkRow = new BytesRefArrayWritable(allColumnsNumber);
    if (chechCorrect) {
      resetRandomGenerators();
      checkBytes = new byte[allColumnsNumber][];
    }

    int actualReadCount = 0;

    ColumnProjectionUtils.setReadAllColumns(conf);
    RCFile.Reader reader = new RCFile.Reader(fs, file, conf);

    LongWritable rowID = new LongWritable();
    BytesRefArrayWritable cols = new BytesRefArrayWritable();
    while (reader.next(rowID)) {
      reader.getCurrentRow(cols);
      boolean ok = true;
      if (chechCorrect) {
        nextRandomRow(checkBytes, checkRow);
        ok = ok && checkRow.equals(cols);
      }
      if (!ok) {
        throw new IllegalStateException("Compare read and write error.");
      }
      actualReadCount++;
    }
    return actualReadCount;
  }
Example #6
0
  private void writeTest(FileSystem fs, int count, Path file, byte[][] fieldsData)
      throws IOException, SerDeException {
    fs.delete(file, true);

    RCFileOutputFormat.setColumnNumber(conf, fieldsData.length);
    RCFile.Writer writer = new RCFile.Writer(fs, conf, file, null, new DefaultCodec());

    BytesRefArrayWritable bytes = new BytesRefArrayWritable(fieldsData.length);
    for (int i = 0; i < fieldsData.length; i++) {
      BytesRefWritable cu = null;
      cu = new BytesRefWritable(fieldsData[i], 0, fieldsData[i].length);
      bytes.set(i, cu);
    }

    for (int i = 0; i < count; i++) {
      writer.append(bytes);
    }
    writer.close();
    long fileLen = fs.getFileStatus(file).getLen();
    System.out.println(
        "The file size of RCFile with "
            + bytes.size()
            + " number columns and "
            + count
            + " number rows is "
            + fileLen);
  }
 private void nextRandomRow(byte[][] row, BytesRefArrayWritable bytes) {
   bytes.resetValid(row.length);
   for (int i = 0; i < row.length; i++) {
     int len = Math.abs(randColLenGenerator.nextInt(columnMaxSize));
     row[i] = new byte[len];
     for (int j = 0; j < len; j++) {
       row[i][j] = getRandomChar(randomCharGenerator);
     }
     bytes.get(i).set(row[i], 0, len);
   }
 }
Example #8
0
  public void testReadCorruptFile() throws IOException, SerDeException {
    fs.delete(file, true);

    byte[][] record = {null, null, null, null, null, null, null, null};

    RCFileOutputFormat.setColumnNumber(conf, expectedFieldsData.length);
    RCFile.Writer writer = new RCFile.Writer(fs, conf, file, null, new DefaultCodec());
    BytesRefArrayWritable bytes = new BytesRefArrayWritable(record.length);
    final int recCount = 100;
    Random rand = new Random();
    for (int recIdx = 0; recIdx < recCount; recIdx++) {
      for (int i = 0; i < record.length; i++) {
        record[i] = new Integer(rand.nextInt()).toString().getBytes("UTF-8");
      }
      for (int i = 0; i < record.length; i++) {
        BytesRefWritable cu = new BytesRefWritable(record[i], 0, record[i].length);
        bytes.set(i, cu);
      }
      writer.append(bytes);
      bytes.clear();
    }
    writer.close();

    // Insert junk in middle of file. Assumes file is on local disk.
    RandomAccessFile raf = new RandomAccessFile(file.toUri().getPath(), "rw");
    long corruptOffset = raf.length() / 2;
    LOG.info("corrupting " + raf + " at offset " + corruptOffset);
    raf.seek(corruptOffset);
    raf.writeBytes("junkjunkjunkjunkjunkjunkjunkjunk");
    raf.close();

    // Set the option for tolerating corruptions. The read should succeed.
    Configuration tmpConf = new Configuration(conf);
    tmpConf.setBoolean("hive.io.rcfile.tolerate.corruptions", true);
    RCFile.Reader reader = new RCFile.Reader(fs, file, tmpConf);

    LongWritable rowID = new LongWritable();

    while (true) {
      boolean more = reader.next(rowID);
      if (!more) {
        break;
      }
      BytesRefArrayWritable cols = new BytesRefArrayWritable();
      reader.getCurrentRow(cols);
      cols.resetValid(8);
    }

    reader.close();
  }
Example #9
0
  private void writeThenReadByRecordReader(
      int intervalRecordCount,
      int writeCount,
      int splitNumber,
      long minSplitSize,
      CompressionCodec codec)
      throws IOException {
    Path testDir =
        new Path(System.getProperty("test.data.dir", ".") + "/mapred/testsmallfirstsplit");
    Path testFile = new Path(testDir, "test_rcfile");
    fs.delete(testFile, true);
    Configuration cloneConf = new Configuration(conf);
    RCFileOutputFormat.setColumnNumber(cloneConf, bytesArray.length);
    cloneConf.setInt(RCFile.RECORD_INTERVAL_CONF_STR, intervalRecordCount);

    RCFile.Writer writer = new RCFile.Writer(fs, cloneConf, testFile, null, codec);

    BytesRefArrayWritable bytes = new BytesRefArrayWritable(bytesArray.length);
    for (int i = 0; i < bytesArray.length; i++) {
      BytesRefWritable cu = null;
      cu = new BytesRefWritable(bytesArray[i], 0, bytesArray[i].length);
      bytes.set(i, cu);
    }
    for (int i = 0; i < writeCount; i++) {
      if (i == intervalRecordCount) {
        System.out.println("write position:" + writer.getLength());
      }
      writer.append(bytes);
    }
    writer.close();

    RCFileInputFormat inputFormat = new RCFileInputFormat();
    JobConf jonconf = new JobConf(cloneConf);
    jonconf.set("mapred.input.dir", testDir.toString());
    jonconf.setLong("mapred.min.split.size", minSplitSize);
    InputSplit[] splits = inputFormat.getSplits(jonconf, splitNumber);
    assertEquals("splits length should be " + splitNumber, splits.length, splitNumber);
    int readCount = 0;
    for (int i = 0; i < splits.length; i++) {
      int previousReadCount = readCount;
      RecordReader rr = inputFormat.getRecordReader(splits[i], jonconf, Reporter.NULL);
      Object key = rr.createKey();
      Object value = rr.createValue();
      while (rr.next(key, value)) {
        readCount++;
      }
      System.out.println("The " + i + "th split read " + (readCount - previousReadCount));
    }
    assertEquals("readCount should be equal to writeCount", readCount, writeCount);
  }
Example #10
0
  private void partialReadTest(FileSystem fs, int count, Path file)
      throws IOException, SerDeException {
    LOG.debug("reading " + count + " records");
    long start = System.currentTimeMillis();
    java.util.ArrayList<Integer> readCols = new java.util.ArrayList<Integer>();
    readCols.add(Integer.valueOf(2));
    readCols.add(Integer.valueOf(3));
    ColumnProjectionUtils.setReadColumnIDs(conf, readCols);
    RCFile.Reader reader = new RCFile.Reader(fs, file, conf);

    LongWritable rowID = new LongWritable();
    BytesRefArrayWritable cols = new BytesRefArrayWritable();

    while (reader.next(rowID)) {
      reader.getCurrentRow(cols);
      cols.resetValid(8);
      Object row = serDe.deserialize(cols);

      StructObjectInspector oi = (StructObjectInspector) serDe.getObjectInspector();
      List<? extends StructField> fieldRefs = oi.getAllStructFieldRefs();
      assertEquals("Field size should be 8", 8, fieldRefs.size());

      for (int i : readCols) {
        Object fieldData = oi.getStructFieldData(row, fieldRefs.get(i));
        Object standardWritableData =
            ObjectInspectorUtils.copyToStandardObject(
                fieldData,
                fieldRefs.get(i).getFieldObjectInspector(),
                ObjectInspectorCopyOption.WRITABLE);
        assertEquals("Field " + i, standardWritableData, expectedPartitalFieldsData[i]);
      }

      assertEquals(
          "Class of the serialized object should be BytesRefArrayWritable",
          BytesRefArrayWritable.class,
          serDe.getSerializedClass());
      BytesRefArrayWritable serializedBytes = (BytesRefArrayWritable) serDe.serialize(row, oi);
      assertEquals("Serialized data", patialS, serializedBytes);
    }
    reader.close();
    long cost = System.currentTimeMillis() - start;
    LOG.debug("reading fully costs:" + cost + " milliseconds");
  }
Example #11
0
  public void fullyReadTest(FileSystem fs, int count, Path file)
      throws IOException, SerDeException {
    LOG.debug("reading " + count + " records");
    long start = System.currentTimeMillis();
    ColumnProjectionUtils.setFullyReadColumns(conf);
    RCFile.Reader reader = new RCFile.Reader(fs, file, conf);

    LongWritable rowID = new LongWritable();
    int actualRead = 0;
    BytesRefArrayWritable cols = new BytesRefArrayWritable();
    while (reader.next(rowID)) {
      reader.getCurrentRow(cols);
      cols.resetValid(8);
      Object row = serDe.deserialize(cols);

      StructObjectInspector oi = (StructObjectInspector) serDe.getObjectInspector();
      List<? extends StructField> fieldRefs = oi.getAllStructFieldRefs();
      assertEquals("Field size should be 8", 8, fieldRefs.size());
      for (int i = 0; i < fieldRefs.size(); i++) {
        Object fieldData = oi.getStructFieldData(row, fieldRefs.get(i));
        Object standardWritableData =
            ObjectInspectorUtils.copyToStandardObject(
                fieldData,
                fieldRefs.get(i).getFieldObjectInspector(),
                ObjectInspectorCopyOption.WRITABLE);
        assertEquals("Field " + i, standardWritableData, expectedFieldsData[i]);
      }
      // Serialize
      assertEquals(
          "Class of the serialized object should be BytesRefArrayWritable",
          BytesRefArrayWritable.class,
          serDe.getSerializedClass());
      BytesRefArrayWritable serializedText = (BytesRefArrayWritable) serDe.serialize(row, oi);
      assertEquals("Serialized data", s, serializedText);
      actualRead++;
    }
    reader.close();
    assertEquals("Expect " + count + " rows, actual read " + actualRead, actualRead, count);
    long cost = System.currentTimeMillis() - start;
    LOG.debug("reading fully costs:" + cost + " milliseconds");
  }
  public int performRCFileReadFirstAndLastColumnTest(
      FileSystem fs, Path file, int allColumnsNumber, boolean chechCorrect) throws IOException {

    byte[][] checkBytes = null;
    BytesRefArrayWritable checkRow = new BytesRefArrayWritable(allColumnsNumber);
    if (chechCorrect) {
      resetRandomGenerators();
      checkBytes = new byte[allColumnsNumber][];
    }

    int actualReadCount = 0;

    java.util.ArrayList<Integer> readCols = new java.util.ArrayList<Integer>();
    readCols.add(Integer.valueOf(0));
    readCols.add(Integer.valueOf(allColumnsNumber - 1));
    ColumnProjectionUtils.appendReadColumns(conf, readCols);
    RCFile.Reader reader = new RCFile.Reader(fs, file, conf);

    LongWritable rowID = new LongWritable();
    BytesRefArrayWritable cols = new BytesRefArrayWritable();
    while (reader.next(rowID)) {
      reader.getCurrentRow(cols);
      boolean ok = true;
      if (chechCorrect) {
        nextRandomRow(checkBytes, checkRow);
        ok = ok && (checkRow.get(0).equals(cols.get(0)));
        ok = ok && checkRow.get(allColumnsNumber - 1).equals(cols.get(allColumnsNumber - 1));
      }
      if (!ok) {
        throw new IllegalStateException("Compare read and write error.");
      }
      actualReadCount++;
    }
    return actualReadCount;
  }
    /**
     * Builds Thrift object from the raw bytes returned by RCFile reader.
     *
     * @throws TException
     */
    @SuppressWarnings({"unchecked", "rawtypes"})
    public TBase<?, ?> getCurrentThriftValue()
        throws IOException, InterruptedException, TException {

      BytesRefArrayWritable byteRefs = getCurrentBytesRefArrayWritable();

      if (byteRefs == null) {
        return null;
      }

      TBase tObj = tDesc.newThriftObject();

      for (int i = 0; i < knownRequiredFields.size(); i++) {
        BytesRefWritable buf = byteRefs.get(columnsBeingRead.get(i));
        if (buf.getLength() > 0) {
          memTransport.reset(buf.getData(), buf.getStart(), buf.getLength());

          Field field = knownRequiredFields.get(i);
          tObj.setFieldValue(field.getFieldIdEnum(), ThriftUtils.readFieldNoTag(tProto, field));
        }
        // else no need to set default value since any default value
        // would have been serialized when this record was written.
      }

      // parse unknowns column if required
      if (readUnknownsColumn) {
        int last = columnsBeingRead.get(columnsBeingRead.size() - 1);
        BytesRefWritable buf = byteRefs.get(last);
        if (buf.getLength() > 0) {
          memTransport.reset(buf.getData(), buf.getStart(), buf.getLength());
          tObj.read(tProto);
        }
      }

      return tObj;
    }
  @Override
  public HiveReadableRecord parse(Writable value, HiveReadableRecord record) throws IOException {
    final BytesRefArrayWritable braw = (BytesRefArrayWritable) value;
    final ArrayRecord arrayRecord = (ArrayRecord) record;

    arrayRecord.reset();

    for (int i = 0; i < columnIndexes.length; i++) {
      final int column = columnIndexes[i];
      final BytesRefWritable fieldData = braw.unCheckedGet(column);

      final byte[] bytes = fieldData.getData();
      final int start = fieldData.getStart();
      final int length = fieldData.getLength();

      if (length == "\\N".length() && bytes[start] == '\\' && bytes[start + 1] == 'N') {
        arrayRecord.setNull(column, true);
      } else {
        parsePrimitiveColumn(column, bytes, start, length);
      }
    }

    return arrayRecord;
  }
    public void map(
        LongWritable key,
        BytesRefArrayWritable value,
        OutputCollector<Text, BytesRefArrayWritable> output,
        Reporter reporter)
        throws IOException {

      StringBuilder keyBuilder = new StringBuilder();
      for (int i = 0; i < primaryKeyIndexes.length; i++) {
        BytesRefWritable cell = value.get(primaryKeyIndexes[i]);
        String cellStr =
            new String(cell.getData())
                .substring(cell.getStart(), cell.getStart() + cell.getLength());
        // We are only looking for a perfect match
        keyBuilder.append(cellStr + zeroChar);
      }

      keyBuilder.append(isDeltaChar);
      newKey.set(keyBuilder.toString());

      output.collect(newKey, value);
    }
Example #16
0
  static {
    try {
      bytesArray =
          new byte[][] {
            "123".getBytes("UTF-8"),
            "456".getBytes("UTF-8"),
            "789".getBytes("UTF-8"),
            "1000".getBytes("UTF-8"),
            "5.3".getBytes("UTF-8"),
            "hive and hadoop".getBytes("UTF-8"),
            new byte[0],
            "NULL".getBytes("UTF-8")
          };
      s = new BytesRefArrayWritable(bytesArray.length);
      s.set(0, new BytesRefWritable("123".getBytes("UTF-8")));
      s.set(1, new BytesRefWritable("456".getBytes("UTF-8")));
      s.set(2, new BytesRefWritable("789".getBytes("UTF-8")));
      s.set(3, new BytesRefWritable("1000".getBytes("UTF-8")));
      s.set(4, new BytesRefWritable("5.3".getBytes("UTF-8")));
      s.set(5, new BytesRefWritable("hive and hadoop".getBytes("UTF-8")));
      s.set(6, new BytesRefWritable("NULL".getBytes("UTF-8")));
      s.set(7, new BytesRefWritable("NULL".getBytes("UTF-8")));

      // partial test init
      patialS.set(0, new BytesRefWritable("NULL".getBytes("UTF-8")));
      patialS.set(1, new BytesRefWritable("NULL".getBytes("UTF-8")));
      patialS.set(2, new BytesRefWritable("789".getBytes("UTF-8")));
      patialS.set(3, new BytesRefWritable("1000".getBytes("UTF-8")));
      patialS.set(4, new BytesRefWritable("NULL".getBytes("UTF-8")));
      patialS.set(5, new BytesRefWritable("NULL".getBytes("UTF-8")));
      patialS.set(6, new BytesRefWritable("NULL".getBytes("UTF-8")));
      patialS.set(7, new BytesRefWritable("NULL".getBytes("UTF-8")));

    } catch (UnsupportedEncodingException e) {
    }
  }
Example #17
0
  public void testSimpleReadAndWrite() throws IOException, SerDeException {
    fs.delete(file, true);

    byte[][] record_1 = {
      "123".getBytes("UTF-8"),
      "456".getBytes("UTF-8"),
      "789".getBytes("UTF-8"),
      "1000".getBytes("UTF-8"),
      "5.3".getBytes("UTF-8"),
      "hive and hadoop".getBytes("UTF-8"),
      new byte[0],
      "NULL".getBytes("UTF-8")
    };
    byte[][] record_2 = {
      "100".getBytes("UTF-8"),
      "200".getBytes("UTF-8"),
      "123".getBytes("UTF-8"),
      "1000".getBytes("UTF-8"),
      "5.3".getBytes("UTF-8"),
      "hive and hadoop".getBytes("UTF-8"),
      new byte[0],
      "NULL".getBytes("UTF-8")
    };

    RCFileOutputFormat.setColumnNumber(conf, expectedFieldsData.length);
    RCFile.Writer writer = new RCFile.Writer(fs, conf, file, null, new DefaultCodec());
    BytesRefArrayWritable bytes = new BytesRefArrayWritable(record_1.length);
    for (int i = 0; i < record_1.length; i++) {
      BytesRefWritable cu = new BytesRefWritable(record_1[i], 0, record_1[i].length);
      bytes.set(i, cu);
    }
    writer.append(bytes);
    bytes.clear();
    for (int i = 0; i < record_2.length; i++) {
      BytesRefWritable cu = new BytesRefWritable(record_2[i], 0, record_2[i].length);
      bytes.set(i, cu);
    }
    writer.append(bytes);
    writer.close();

    Object[] expectedRecord_1 = {
      new ByteWritable((byte) 123),
      new ShortWritable((short) 456),
      new IntWritable(789),
      new LongWritable(1000),
      new DoubleWritable(5.3),
      new Text("hive and hadoop"),
      null,
      null
    };

    Object[] expectedRecord_2 = {
      new ByteWritable((byte) 100),
      new ShortWritable((short) 200),
      new IntWritable(123),
      new LongWritable(1000),
      new DoubleWritable(5.3),
      new Text("hive and hadoop"),
      null,
      null
    };

    RCFile.Reader reader = new RCFile.Reader(fs, file, conf);

    LongWritable rowID = new LongWritable();

    for (int i = 0; i < 2; i++) {
      reader.next(rowID);
      BytesRefArrayWritable cols = new BytesRefArrayWritable();
      reader.getCurrentRow(cols);
      cols.resetValid(8);
      Object row = serDe.deserialize(cols);

      StructObjectInspector oi = (StructObjectInspector) serDe.getObjectInspector();
      List<? extends StructField> fieldRefs = oi.getAllStructFieldRefs();
      assertEquals("Field size should be 8", 8, fieldRefs.size());
      for (int j = 0; j < fieldRefs.size(); j++) {
        Object fieldData = oi.getStructFieldData(row, fieldRefs.get(j));
        Object standardWritableData =
            ObjectInspectorUtils.copyToStandardObject(
                fieldData,
                fieldRefs.get(j).getFieldObjectInspector(),
                ObjectInspectorCopyOption.WRITABLE);
        if (i == 0) {
          assertEquals("Field " + i, standardWritableData, expectedRecord_1[j]);
        } else {
          assertEquals("Field " + i, standardWritableData, expectedRecord_2[j]);
        }
      }
    }

    reader.close();
  }