Yahoo! Finance
Yahoo! Finance是互联网领先的商业新闻和金融数据网站,它是Yahoo!的一部分,并提供金融新闻,市场统计数据,国际市场数据,和任何人都可以访问的金融资源的其他信息。如果您是注册的Yahoo! 用户,那么你可以自定义Yahoo! Finance利用其某些产品。Yahoo! Finance API用于查询来自Yahoo!的金融数据,不过这个API只能显示15分钟前的数据,并每隔1分钟更新一次数据库,以访问当前股票相关信息。 现在让我们来看一个公司的实时情况,看看股票价值低于100时如何发出警报。
创建Spout
Spout的目的是获取上市公司的详细信息并将股票价格发送给Bolt。 可以使用以下程序代码创建Spout:
代码
YahooFinanceSpout.java
import java.util.*;
import java.io.*;
import java.math.BigDecimal;
//import yahoofinace packages
import yahoofinance.YahooFinance;
import yahoofinance.Stock;
import org.apache.storm.tuple.Fields;
import org.apache.storm.tuple.Values;
import org.apache.storm.topology.IRichSpout;
import org.apache.storm.topology.OutputFieldsDeclarer;
import org.apache.storm.spout.SpoutOutputCollector;
import org.apache.storm.task.TopologyContext;
public class YahooFinanceSpout implements IRichSpout {
private SpoutOutputCollector collector;
private boolean completed = false;
private TopologyContext context;
@Override
public void open(Map conf, TopologyContext context, SpoutOutputCollector collector){
this.context = context;
this.collector = collector;
}
@Override
public void nextTuple() {
try {
Stock stock = YahooFinance.get("INTC");
BigDecimal price = stock.getQuote().getPrice();
this.collector.emit(new Values("INTC", price.doubleValue()));
stock = YahooFinance.get("GOOGL");
price = stock.getQuote().getPrice();
this.collector.emit(new Values("GOOGL", price.doubleValue()));
stock = YahooFinance.get("AAPL");
price = stock.getQuote().getPrice();
this.collector.emit(new Values("AAPL", price.doubleValue()));
} catch(Exception e) {}
}
@Override
public void declareOutputFields(OutputFieldsDeclarer declarer) {
declarer.declare(new Fields("company", "price"));
}
@Override
public void close() {}
public boolean isDistributed() {
return false;
}
@Override
public void activate() {}
@Override
public void deactivate() {}
@Override
public void ack(Object msgId) {}
@Override
public void fail(Object msgId) {}
@Override
public Map<String, Object> getComponentConfiguration() {
return null;
}
}
创建Bolt
这里Bolt的目的是当股票价格低于100时给出警报。当股价跌破100时,它使用Java Map对象将临界(cutoff)价格限制警报设置为true; 否则为false。 完整的程序代码如下:
代码
PriceCutOffBolt.java
import java.util.HashMap;
import java.util.Map;
import org.apache.storm.tuple.Fields;
import org.apache.storm.tuple.Values;
import org.apache.storm.task.OutputCollector;
import org.apache.storm.task.TopologyContext;
import org.apache.storm.topology.IRichBolt;
import org.apache.storm.topology.OutputFieldsDeclarer;
import org.apache.storm.tuple.Tuple;
public class PriceCutOffBolt implements IRichBolt {
Map<String, Integer> cutOffMap;
Map<String, Boolean> resultMap;
private OutputCollector collector;
@Override
public void prepare(Map conf, TopologyContext context, OutputCollector collector) {
this.cutOffMap = new HashMap <String, Integer>();
this.cutOffMap.put("INTC", 100);
this.cutOffMap.put("AAPL", 100);
this.cutOffMap.put("GOOGL", 100);
this.resultMap = new HashMap<String, Boolean>();
this.collector = collector;
}
@Override
public void execute(Tuple tuple) {
String company = tuple.getString(0);
Double price = tuple.getDouble(1);
if(this.cutOffMap.containsKey(company)){
Integer cutOffPrice = this.cutOffMap.get(company);
if(price < cutOffPrice) {
this.resultMap.put(company, true);
} else {
this.resultMap.put(company, false);
}
}
collector.ack(tuple);
}
@Override
public void cleanup() {
for(Map.Entry<String, Boolean> entry:resultMap.entrySet()){
System.out.println(entry.getKey()+" : " + entry.getValue());
}
}
@Override
public void declareOutputFields(OutputFieldsDeclarer declarer) {
declarer.declare(new Fields("cut_off_price"));
}
@Override
public Map<String, Object> getComponentConfiguration() {
return null;
}
}
提交Topology
代码
YahooFinanceStorm.java
import org.apache.storm.tuple.Fields;
import org.apache.storm.tuple.Values;
import org.apache.storm.Config;
import org.apache.storm.LocalCluster;
import org.apache.storm.topology.TopologyBuilder;
public class YahooFinanceStorm {
public static void main(String[] args) throws Exception{
Config config = new Config();
config.setDebug(true);
TopologyBuilder builder = new TopologyBuilder();
builder.setSpout("yahoo-finance-spout", new YahooFinanceSpout());
builder.setBolt("price-cutoff-bolt", new PriceCutOffBolt())
.fieldsGrouping("yahoo-finance-spout", new Fields("company"));
LocalCluster cluster = new LocalCluster();
cluster.submitTopology("YahooFinanceStorm", config, builder.createTopology());
Thread.sleep(10000);
cluster.shutdown();
}
}
编译并运行应用程序
完成的应用程序包括3个Java类:
-
YahooFinanceSpout.java
-
PriceCutOffBolt.java
-
YahooFinanceStorm.java
编译命令:
javac -cp “/path/to/storm/apache-storm-0.9.5/lib/*”:”/path/to/yahoofinance/lib/*” *.java
运行命令:
javac -cp “/path/to/storm/apache-storm-0.9.5/lib/*”:”/path/to/yahoofinance/lib/*”:.
YahooFinanceStorm
输出
输出类似以下信息:
GOOGL : false
AAPL : false
INTC : true