1.测试温度数据下载:
(稍后补充下载地址)
2.将数据上传到hdfs中
3.测试代码为:
MinTemperature
import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; publicclass MinTemperature { publicstaticvoid main(String[] args) throws Exception { if(args.length != 2) { System.err.println("Usage: MinTemperature<input path> <output path>"); System.exit(-1); } Job job = new Job(); job.setJarByClass(MinTemperature.class); job.setJobName("Min temperature"); FileInputFormat.addInputPath(job, new Path(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); job.setMapperClass(MinTemperatureMapper.class); job.setReducerClass(MinTemperatureReducer.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(IntWritable.class); System.exit(job.waitForCompletion(true) ? 0 : 1); } }
MinTemperatureMapper
import java.io.IOException; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper; publicclass MinTemperatureMapper extends Mapper<LongWritable, Text, Text, IntWritable>{ privatestatic final intMISSING = 9999; @Override publicvoid map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { String line = value.toString(); String year = line.substring(15, 19); int airTemperature; if(line.charAt(87) == ‘+‘) { airTemperature = Integer.parseInt(line.substring(88, 92)); } else { airTemperature = Integer.parseInt(line.substring(87, 92)); } String quality = line.substring(92, 93); if(airTemperature != MISSING && quality.matches("[01459]")) { context.write(new Text(year), new IntWritable(airTemperature)); } } }
MinTemperatureReducer
import java.io.IOException; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Reducer; publicclass MinTemperatureReducer extends Reducer<Text, IntWritable, Text, IntWritable> { @Override publicvoid reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { int minValue = Integer.MAX_VALUE; for(IntWritable value : values) { minValue = Math.min(minValue, value.get()); } context.write(key, new IntWritable(minValue)); } }
时间: 2024-10-22 07:39:05