package project.mr;
import com.imooc.bigdata.hadoop.hdfs.mr.project.utils.IPParser;
import com.imooc.bigdata.hadoop.hdfs.mr.project.utils.LogParser;
import org.apache.commons.lang.StringUtils;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import java.io.IOException;
import java.util.Map;
/**
*省份流量统计
**/
public class ProvinceStatApp {
public static void main(String[] args) throws Exception {
Configuration configuration = new Configuration();
// 如果输出目录已经存在,则先删除
FileSystem fileSystem = FileSystem.get(configuration);
Path outputPath = new Path("output/v1/provincestat");
if (fileSystem.exists(outputPath)) {
fileSystem.delete(outputPath, true);
}
Job job = Job.getInstance(configuration);
job.setJarByClass(ProvinceStatApp.class);
job.setMapperClass(MyMapper.class);
job.setReducerClass(MyReducer.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(LongWritable.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(LongWritable.class);
FileInputFormat.setInputPaths(job, new Path("input/trackinfo_20130721.data"));
FileOutputFormat.setOutputPath(job, new Path("output/v1/provincestat"));
job.waitForCompletion(true);
}
static class MyMapper extends Mapper<LongWritable, Text, Text, LongWritable> {
private LogParser parser;
private LongWritable ONE = new LongWritable(1);
@Override
protected void setup(Context context) throws IOException, InterruptedException {
parser = new LogParser();
}
@Override
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String log = value.toString();
Map<String, String> logInfo = parser.parse(log);
if (StringUtils.isNotBlank(logInfo.get("ip"))) {
IPParser.RegionInfo regionInfo = IPParser.getInstance().analyseIp(logInfo.get("ip"));
String province = regionInfo.getProvince();
if (StringUtils.isNotBlank(province)) {
context.write(new Text(province), ONE);
} else {
context.write(new Text("-"), ONE);
}
} else {
context.write(new Text("-"), ONE);
}
}
}
static class MyReducer extends Reducer<Text, LongWritable, Text, LongWritable> {
@Override
protected void reduce(Text key, Iterable<LongWritable> values, Context context) throws IOException, InterruptedException {
long count = 0;
for (LongWritable access : values) {
count++;
}
context.write(key, new LongWritable(count));
}
}
}