在MapReduce编程模型中,Mapper是负责处理输入数据并生成中间结果的类。在MapReduce框架中,Mapper接收一个键值对(key-value)的数据集合,然后根据特定的条件进行筛选和转换,最后将符合条件的数据输出到Reducer。
在MapReduce程序中,查询条件通常通过Mapper的输入参数或者配置文件中的配置项来指定。以下是如何在MapReduce程序中使用查询条件的步骤:
1. 定义Mapper类:首先,你需要定义一个Mapper类,该类继承自`org.apache.hadoop.mapreduce.Mapper`类。在Mapper类的构造函数中,你需要传入一个`Context`对象,这个对象用于与Reducer进行通信。同时,你还需要设置Mapper的输入参数,这些参数将在Mapper类中进行处理。
```java
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
import java.io.IOException;
public class MyMapper extends Mapper
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String[] words = value.toString().split("s+");
for (String word : words) {
if (word.equalsIgnoreCase("query")) {
word.set(one);
} else {
word.set(word);
}
}
context.write(word, one);
}
}
```
2. 配置查询条件:在Mapper类的构造函数中,你可以设置输入参数,这些参数将在Mapper类中进行处理。例如,你可以在Mapper类的构造函数中传入一个字符串数组,该数组包含了所有需要查询的条件。
```java
public MyMapper(Configuration conf) {
super(conf);
this.conf = conf;
this.inputFormatClass = TextInputFormat.class;
this.outputFormatClass = IntWritableOutputFormat.class;
this.numReduceTasks = 1;
this.joinKeyType = LongWritable.class;
this.joinValueType = Text.class;
this.mapOutputKeyType = Text.class;
this.mapOutputValueType = IntWritable.class;
this.mapOutputCompressor = true;
this.mapOutputCompressorCoder = true;
this.mapOutputCompressorOutputKeyType = LongWritable.class;
this.mapOutputCompressorOutputValueType = IntWritable.class;
this.mapOutputCompressorOutputKeyCoder = true;
this.mapOutputCompressorOutputValueCoder = true;
this.mapOutputCompressorOutputKeyCompressor = true;
this.mapOutputCompressorOutputValueCompressor = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this.mapOutputCompressorOutputKeyCompressorCoder = true;
this.mapOutputCompressorOutputValueCompressorCoder = true;
this