使用 XMLInputFormat 在 hadoop 中解析 xml 时不执行我的 hadoop 映射器 class

Question

我是 hadoop 的新手，使用 Hadoop 2.6.0 版本并尝试解析复杂的 XML。搜索了一段时间后，我了解到对于 XML 解析，我们需要编写自定义 InputFormat，它是 mahout 的 XMLInputFormat。我还得到了 this example

的帮助

但是当我运行我的代码在 passig XMLInputformat class 之后，它不会调用我自己的 Mapper class 并且输出文件有 0 个数据如果我使用示例中给出的 XMLInputFormat。

令人惊讶的是，如果我没有将我的 XMLInputFormat class 传递给我的 JOB，那么我的映射器可以正常工作并正确提供输出。有人会在这里帮助指出我在这里缺少的东西吗？

我的作业配置 class 是：

public static void runParserJob(String inputPath, String outputPath) throws IOException {
    LOGGER.info("-----runParserJob()-----Start");
    Configuration configuration = new Configuration();         configuration.set("xmlinput.start",Constants.XML_INPUT_START_TAG_PRODUCT);
    configuration.set("xmlinput.end",Constants.XML_INPUT_END_TAG_PRODUCT);
    configuration.set("io.serializations",Constants.XML_IO_SERIALIZATIONS);

    Job job = new Job(configuration,Constants.JOB_TITLE);
    FileInputFormat.setInputPaths(job, inputPath);
    job.setJarByClass(ParserDriver.class);
    job.setMapperClass(XMLMapper.class);
    job.setNumReduceTasks(0);
    job.setInputFormatClass(XmlInputFormat.class);
    job.setOutputKeyClass(NullWritable.class);
    job.setOutputValueClass(Text.class);
    Path hdfsOutputPath = new Path(outputPath);
    FileOutputFormat.setOutputPath(job, hdfsOutputPath);
    FileSystem dfs = FileSystem.get(hdfsOutputPath.toUri(),configuration);
    /**Using this condition it will create output at same location 
     * by deleting older data in that location**/
    if(dfs.exists(hdfsOutputPath)){
        dfs.delete(hdfsOutputPath,true);
    }
    try{
        job.waitForCompletion(true);
    }catch(InterruptedException ie){
        LOGGER.error("-----Process interrupted in between Exception-----", ie);
    }catch(ClassNotFoundException ce){
        LOGGER.error("-----Class not found while running the job-----",ce);
    }
}

我的XML输入格式Class是：

public class XmlInputFormat extends TextInputFormat{

public static final String START_TAG_KEY = "xmlinput.start";
public static final String END_TAG_KEY = "xmlinput.end";

@Override
public RecordReader<LongWritable,Text> createRecordReader(InputSplit is, TaskAttemptContext tac)  {
    return new XmlRecordReader();
}

public static class XmlRecordReader extends RecordReader<LongWritable, Text>{
    private byte[] startTag;
    private byte[] endTag;
    private long start;
    private long end;
    private FSDataInputStream fsin;
    private DataOutputBuffer buffer = new DataOutputBuffer();
    private LongWritable key = new LongWritable();
    private Text value = new Text();

    @Override
    public void initialize(InputSplit inputSplit, TaskAttemptContext taskAttemptContext)
            throws IOException, InterruptedException {
        FileSplit fileSplit = (FileSplit)inputSplit;
        startTag = taskAttemptContext.getConfiguration().get(START_TAG_KEY).getBytes("utf-8");
        endTag = taskAttemptContext.getConfiguration().get(END_TAG_KEY).getBytes("utf-8");

        start = fileSplit.getStart();
        end = start + fileSplit.getLength();
        Path file = fileSplit.getPath();

        FileSystem hdfs = file.getFileSystem(taskAttemptContext.getConfiguration());
         fsin = hdfs.open(fileSplit.getPath());
         fsin.seek(start);
    }

    @Override
    public boolean nextKeyValue() throws IOException, InterruptedException {
        if(fsin.getPos() < end){
            if(readUntilMatch(startTag,false)){
              try {
                    buffer.write(startTag);
                    if (readUntilMatch(endTag, true)) {
                        value.set(buffer.getData(), 0, buffer.getLength());
                        key.set(fsin.getPos());
                        return true;
                    }
                  } finally {
                    buffer.reset();
                  }
            }
        }
        return false;
    }

    @Override
    public void close() throws IOException {

    }

    @Override
    public LongWritable getCurrentKey() throws IOException,InterruptedException {
        return null;
    }

    @Override
    public Text getCurrentValue() throws IOException, InterruptedException {
        return null;
    }

    @Override
    public float getProgress() throws IOException, InterruptedException {
        return 0;
    }

    private boolean readUntilMatch(byte[] match, boolean withinBlock) throws IOException{
        int i = 0;
        while(true){
            int b = fsin.read();
            //If reaches to EOF
            if(b == -1){
                return false;
            }   
            //If not then save into the buffer.
            if(withinBlock){
                buffer.write(b);
            }
            // check if we're matching:
            if (b == match[i]) {
              i++;
              if (i >= match.length) return true;
            } else i = 0;
            // see if we've passed the stop point:
            if (!withinBlock && i == 0 && fsin.getPos() >= end) return false;
        }
    }

}

}

有人可以帮我吗？提前致谢。如果我哪里出错了，请纠正我。

Answer 1

我不确定您的 XML 结构是什么样的，但是例如，如果您有一个 XML 结构：

<data>
   <product id="101" itemCategory="BER" transaction="PUR">
       <transaction-id>102A5RET</transaction-id>
       <item-name>Blue-Moon-12-PK-BTTLE</item-name>
       <item-purchased>2</item-purchased>
       <item-price>12.99</item-price>
       <time-stamp>2015-04-20 11:12:13 102301</time-stamp>
   </product>
   .
   .
   .
</data>

您的 XMLInputFormat class 需要知道您想使用哪个 XML 节点：

configuration.set("xmlinput.start", "<product") //note only <product
configuration.set("xmlinput.end", "</product>") //note only </product>

希望这会有所帮助！！

使用 XMLInputFormat 在 hadoop 中解析 xml 时不执行我的 hadoop 映射器 class

Not executing my hadoop mapper class while parsing xml in hadoop using XMLInputFormat

java

hadoop

mapreduce

mahout

xml-parsing