-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathPartitionByMultipleOutputs.java
More file actions
141 lines (128 loc) · 5.38 KB
/
PartitionByMultipleOutputs.java
File metadata and controls
141 lines (128 loc) · 5.38 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.KeyValueTextInputFormat;
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 org.apache.hadoop.mapreduce.lib.output.MultipleOutputs;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
import org.json.JSONException;
import org.json.JSONObject;
public class PartitionByMultipleOutputs extends Configured implements Tool
{
public static class MultipleOutputsMapper extends Mapper<LongWritable, Text, Text, Text>
{
public void map(LongWritable mkey, Text mvalue, Context context) throws IOException, InterruptedException
{
try
{
JSONObject jsonObj = new JSONObject(mvalue.toString());
//parse the input data with JSONObject
String articles = (String)jsonObj.get("articles");
// String state = (String)jsonObj.get("state");
// String city = (String)jsonObj.get("city");
// String street = (String)jsonObj.get("street");
// String zip = (String)jsonObj.get("zip");
//
StringBuilder key = new StringBuilder();
key.append(articles);
// key.append("/");
// key.append(state);
// key.append("/");
// key.append(city);
// key.append("/");
// key.append(street);
// key.append("/");
// key.append(zip);
//emitting directory structure as key and input record as value.
context.write(new Text(key.toString()), mvalue);
}
catch (Exception e) {
e.printStackTrace();
}
}
}
public static class MultipleOutputsReducer extends Reducer<Text, Text ,NullWritable, Text>
{
private MultipleOutputs<NullWritable,Text> multipleOutputs;
public void setup(Context context) throws IOException, InterruptedException
{
multipleOutputs = new MultipleOutputs<NullWritable, Text>(context);
}
public void reduce(Text rkey, Iterable<Text> rvalue, Context context) throws IOException, InterruptedException
{
for(Text value : rvalue) {
multipleOutputs.write(NullWritable.get(), value, rkey.toString()); }
}
public void cleanup(Context context) throws IOException, InterruptedException
{
multipleOutputs.close();
}
}
public int run(String[] args) throws Exception
{
// Configuration conf = new Configuration();
Configuration conf = getConf();
JobConf job = new JobConf(conf, PartitionByMultipleOutputs.class);
Path in = new Path(args[0]);
Path out = new Path(args[1]);
FileInputFormat.setInputPaths(job, in);
FileOutputFormat.setOutputPath(job, out);
job.setJobName("PartitionByMultipleOutputs");
job.setMapperClass(MultipleOutputsMapper.class);
job.setReducerClass(MultipleOutputsReducer.class);
job.setInputFormat(KeyValueTextInputFormat.class);
job.setOutputFormat(TextOutputFormat.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
job.set("key.value.separator.in.input.line", ",");
JobClient.runJob(job);
return 0;
// Job job = new Job(conf, "PartitionByMultipleOutputs");
// job.setJarByClass(PartitionByMultipleOutputs.class);
//
// job.setMapperClass(MultipleOutputsMapper.class);
// job.setReducerClass(MultipleOutputsReducer.class);
//
// job.setMapOutputKeyClass(Text.class);
// job.setMapOutputValueClass(Text.class);
//
// job.setOutputKeyClass(NullWritable.class);
// job.setOutputValueClass(Text.class);
// job.setOutputFormatClass(TextOutputFormat.class);
//
job.getConfiguration().set("mapred.child.java.opts","-Xmx2048m");
job.getConfiguration().setInt("mapreduce.map.memory.mb",2048);
job.getConfiguration().setInt("mapreduce.reduce.memory.mb",2048);
job.getConfiguration().set("mapreduce.map.java.opts","-Xmx2048m");
job.getConfiguration().set("mapreduce.reduce.java.opts","-Xmx2048m");
job.getConfiguration().setBoolean("mapreduce.reduce.speculative", true);
// job.setNumReduceTasks(2);
// FileInputFormat.addInputPath(job, new Path(inputpath));
// FileOutputFormat.setOutputPath(job, new Path(outputpath));
//
if(fs.exists(new Path(outputpath)))
{
fs.delete(new Path(outputpath), true);
}
job.waitForCompletion(true);
return 0;
}
public static void main(String[] args) throws Exception
{
int exitCode = ToolRunner.run(new PartitionByMultipleOutputs(), args);
System.exit(exitCode);
}
}