华东师范大学 大数据技术与工程 数据系统与平台方向可能的程序代码
时间: 2024-09-11 11:04:41 浏览: 65
华东师范大学的大数据技术与工程专业,特别是在数据系统与平台方向,可能会涉及到的程序代码示例通常包括处理大数据的库、框架以及相关的系统管理部分。例如:
1. **Hadoop MapReduce** 或 **Spark**: 这是用于大规模分布式计算的数据处理模型,Java代码可能像这样:
```java
import org.apache.hadoop.mapreduce.*;
public class WordCount {
public static class TokenizerMapper extends Mapper<Object, Text, Text, IntWritable> {
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
// ...这里处理输入文本,分割并映射成键值对...
}
}
public static class IntSumReducer extends Reducer<Text,IntWritable,Text,IntWritable> {
private IntWritable result = new IntWritable();
public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0;
for (IntWritable val : values) {
sum += val.get();
}
result.set(sum);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
Job job = Job.getInstance(Configuration.create(), "word count");
job.setJarByClass(WordCount.class);
job.setMapperClass(TokenizerMapper.class);
job.setCombinerClass(IntSumReducer.class);
job.setReducerClass(IntSumReducer.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
```
2. **NoSQL数据库操作**(如MongoDB):
```javascript
db.collection.find({ /* 查询条件 */ }).toArray();
```
3. **Apache Kafka消费者/生产者**:
```java
Properties props = new Properties();
props.put("bootstrap.servers", "localhost:9092");
KafkaConsumer<String, String> consumer = new KafkaConsumer<>(props);
consumer.subscribe(Arrays.asList("my-topic"));
while (true) {
ConsumerRecords<String, String> records = consumer.poll(Duration.ofMillis(100));
for (ConsumerRecord<String, String> record : records)
System.out.printf("offset = %d, key = %s, value = %s%n", record.offset(), record.key(), record.value());
}
```
请注意,实际的项目代码会更复杂,包含错误处理、日志记录等,并且会在特定的教学环境中结合理论知识进行讲解和实践。如果你需要进一步了解如何编写这样的代码,可以查阅相关课程资料或参考开源项目。
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