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3-StudentGrades.java
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79 lines (66 loc) · 2.75 KB
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import org.apache.hadoop.conf.Configuration;
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.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.StringTokenizer;
public class StudentGrades {
// Mapper Class
public static class GradeMapper extends Mapper<Object, Text, Text, Text> {
public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
String[] fields = line.split(",");
if (fields.length == 3) {
String studentID = fields[0].trim();
String studentName = fields[1].trim();
int marks;
try {
marks = Integer.parseInt(fields[2].trim());
} catch (NumberFormatException e) {
return; // Skip invalid records
}
// Assign Grade
String grade;
if (marks >= 90) {
grade = "A";
} else if (marks >= 80) {
grade = "B";
} else if (marks >= 70) {
grade = "C";
} else if (marks >= 60) {
grade = "D";
} else {
grade = "F";
}
// Output: (StudentID, Name - Grade)
context.write(new Text(studentID), new Text(studentName + " - " + grade));
}
}
}
// Reducer Class
public static class GradeReducer extends Reducer<Text, Text, Text, Text> {
public void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
for (Text val : values) {
context.write(key, val);
}
}
}
// Driver Class
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = Job.getInstance(conf, "student grades");
job.setJarByClass(StudentGrades.class);
job.setMapperClass(GradeMapper.class);
job.setReducerClass(GradeReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}