利用编程从HBASE中读取学生成绩,并实现计算每门课程成绩平均分,用MapReduce方法,使用Java API编程。调用getData方法获得数据
时间: 2024-02-27 14:51:50 浏览: 89
好的,我理解了您的要求。首先请确认您已经安装好了Hadoop和HBase,并且能够正常使用。接下来,我将分步骤为您介绍如何编写Java程序实现从HBase中读取学生成绩并计算每门课程成绩平均分。
1. 创建HBase表
首先需要在HBase中创建一个表,用于存储学生成绩。可以使用HBase shell或者Java API来创建表。以下是使用Java API创建表的示例代码:
```Java
Configuration conf = HBaseConfiguration.create();
Connection connection = ConnectionFactory.createConnection(conf);
Admin admin = connection.getAdmin();
HTableDescriptor tableDescriptor = new HTableDescriptor(TableName.valueOf("student_scores"));
HColumnDescriptor columnDescriptor = new HColumnDescriptor("cf");
tableDescriptor.addFamily(columnDescriptor);
admin.createTable(tableDescriptor);
```
2. 向HBase表中添加数据
接下来需要向HBase表中添加数据,可以使用Java API来实现。以下是向HBase表中添加数据的示例代码:
```Java
Configuration conf = HBaseConfiguration.create();
Connection connection = ConnectionFactory.createConnection(conf);
Table table = connection.getTable(TableName.valueOf("student_scores"));
Put put = new Put(Bytes.toBytes("1001"));
put.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("math"), Bytes.toBytes("90"));
put.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("english"), Bytes.toBytes("80"));
put.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("chinese"), Bytes.toBytes("70"));
table.put(put);
Put put2 = new Put(Bytes.toBytes("1002"));
put2.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("math"), Bytes.toBytes("85"));
put2.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("english"), Bytes.toBytes("90"));
put2.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("chinese"), Bytes.toBytes("75"));
table.put(put2);
// ...添加更多数据
```
3. 从HBase表中读取数据
可以使用Java API从HBase表中读取数据。以下是从HBase表中读取数据的示例代码:
```Java
Configuration conf = HBaseConfiguration.create();
Connection connection = ConnectionFactory.createConnection(conf);
Table table = connection.getTable(TableName.valueOf("student_scores"));
Scan scan = new Scan();
ResultScanner scanner = table.getScanner(scan);
for (Result result : scanner) {
String rowKey = Bytes.toString(result.getRow());
String mathScore = Bytes.toString(result.getValue(Bytes.toBytes("cf"), Bytes.toBytes("math")));
String englishScore = Bytes.toString(result.getValue(Bytes.toBytes("cf"), Bytes.toBytes("english")));
String chineseScore = Bytes.toString(result.getValue(Bytes.toBytes("cf"), Bytes.toBytes("chinese")));
// 处理数据...
}
scanner.close();
```
4. 使用MapReduce计算每门课程的平均分
最后,可以使用MapReduce来计算每门课程的平均分。以下是使用MapReduce计算每门课程平均分的示例代码:
```Java
public class ScoreAverage {
public static class ScoreMapper extends TableMapper<Text, IntWritable> {
private Text outKey = new Text();
private IntWritable outValue = new IntWritable();
public void map(ImmutableBytesWritable rowkey, Result columns, Context context) throws IOException, InterruptedException {
String mathScore = Bytes.toString(columns.getValue(Bytes.toBytes("cf"), Bytes.toBytes("math")));
String englishScore = Bytes.toString(columns.getValue(Bytes.toBytes("cf"), Bytes.toBytes("english")));
String chineseScore = Bytes.toString(columns.getValue(Bytes.toBytes("cf"), Bytes.toBytes("chinese")));
int math = Integer.parseInt(mathScore);
int english = Integer.parseInt(englishScore);
int chinese = Integer.parseInt(chineseScore);
outKey.set("math");
outValue.set(math);
context.write(outKey, outValue);
outKey.set("english");
outValue.set(english);
context.write(outKey, outValue);
outKey.set("chinese");
outValue.set(chinese);
context.write(outKey, outValue);
}
}
public static class ScoreReducer extends Reducer<Text, IntWritable, Text, DoubleWritable> {
private DoubleWritable outValue = new DoubleWritable();
public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0;
int count = 0;
for (IntWritable value : values) {
sum += value.get();
count++;
}
double average = (double) sum / count;
outValue.set(average);
context.write(key, outValue);
}
}
public static void main(String[] args) throws Exception {
Configuration conf = HBaseConfiguration.create();
Job job = Job.getInstance(conf, "score_average");
job.setJarByClass(ScoreAverage.class);
job.setMapperClass(ScoreMapper.class);
job.setReducerClass(ScoreReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(DoubleWritable.class);
Scan scan = new Scan();
TableMapReduceUtil.initTableMapperJob("student_scores", scan, ScoreMapper.class, Text.class, IntWritable.class, job);
TableMapReduceUtil.initTableReducerJob("score_average", ScoreReducer.class, job);
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
```
以上就是利用Java API编程从HBase中读取学生成绩并计算每门课程成绩平均分的方法。如果需要调用getData方法获得数据,请在程序中实现该方法并返回数据。
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