我开始使用MapReduce的Hadoop变体,因此对输入和输出都没有任何线索。我理解它在概念上是如何运作的。
我的问题是在我提供的一堆文件中找到一个特定的搜索字符串。我对文件不感兴趣 - 这已经排序了。但是你会怎么去寻求输入?您是否会在该计划的JobConf部分内询问?如果是这样,我将如何将字符串传递给作业?
如果它在map()
函数中,您将如何实现它?每次调用map()
函数时,它不会只是要求搜索字符串吗?
以下是主要方法和JobConf()
部分,可以给您一个想法:
public static void main(String[] args) throws IOException {
// This produces an output file in which each line contains a separate word followed by
// the total number of occurrences of that word in all the input files.
JobConf job = new JobConf();
FileInputFormat.setInputPaths(job, new Path("input"));
FileOutputFormat.setOutputPath(job, new Path("output"));
// Output from reducer maps words to counts.
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(LongWritable.class);
// The output of the mapper is a map from words (including duplicates) to the value 1.
job.setMapperClass(InputMapper.class);
// The output of the reducer is a map from unique words to their total counts.
job.setReducerClass(CountWordsReducer.class);
JobClient.runJob(job);
}
map()
函数:
public void map(LongWritable key, Text value, OutputCollector<Text, LongWritable> output, Reporter reporter) throws IOException {
// The key is the character offset within the file of the start of the line, ignored.
// The value is a line from the file.
//This is me trying to hard-code it. I would prefer an explanation on how to get interactive input!
String inputString = "data";
String line = value.toString();
Scanner scanner = new Scanner(line);
while (scanner.hasNext()) {
if (line.contains(inputString)) {
String line1 = scanner.next();
output.collect(new Text(line1), new LongWritable(1));
}
}
scanner.close();
}
我被引导相信我不需要减速器阶段来解决这个问题。任何建议/解释都非常感谢!
答案 0 :(得分:2)
JobConf
类是Configuration
类的扩展,因此,您可以设置自定义属性:
JobConf job = new JobConf();
job.set("inputString", "data");
...
然后,正如Mapper的文档中所述: Mapper实现可以通过JobConfigurable.configure(JobConf)访问作业的JobConf并初始化它们。这意味着你有在Mapper中重新实现这样的方法,以获得所需的参数:
private static String inputString;
public void configure(JobConf job)
inputString = job.get("inputString");
}
无论如何,这是使用旧的API。使用新的更容易访问配置,因为上下文(以及配置)作为参数传递给map
方法。