Spark sql读取数据库和ES数据进行处理代码

import java.util.HashMap;
import java.util.List;
import java.util.Map;import org.apache.log4j.Level;
import org.apache.log4j.Logger;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.sql.DataFrame;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SQLContext;import com.dinpay.bdp.rcp.domain.FlowMain;
import com.dinpay.bdp.rcp.util.CodisUtil;
import com.dinpay.bdp.rcp.util.Constant;
import com.google.gson.Gson;import redis.clients.jedis.Jedis;/**
* 首页的数据，定时Job定时刷新
*/
public class MainFlowProcedure{
private static Logger logger = Logger.getLogger(MainFlowProcedure.class.getSimpleName()); public static void main(String[] args) { //屏蔽日志
Logger.getLogger("org.apache.spark").setLevel(Level.WARN); //配置SparkConf
SparkConf conf = new SparkConf().setAppName("MainFlowProcedure").setMaster("local[2]");
JavaSparkContext sc =new JavaSparkContext(conf);
SQLContext sqlContext = new SQLContext(sc); registerTable(sqlContext,"t_sys_attention_library");
registerTable(sqlContext,"t_sys_big_order");
registerTable(sqlContext,"t_sys_doubtful_order");
registerTable(sqlContext,"t_rc_event");
registerESTable(sqlContext, "t_order"); sqlContext.sql("select merchant_id,count(order_id) as txcnt ,sum(tx_money) as txamount from t_order group by merchant_id")
.registerTempTable("t_order_merchant"); sqlContext.sql("select t2.merchant_id,count(t1.order_id) as bigcnt from t_sys_big_order t1 join t_order t2 on t1.order_id = t2.order_id group by t2.merchant_id")
.registerTempTable("t_big_merchant"); sqlContext.sql("select t2.merchant_id,count(t1.order_id) as dbtcnt from t_sys_doubtful_order t1 join t_order t2 on t1.order_id = t2.order_id group by t2.merchant_id")
.registerTempTable("t_doubt_merchant"); sqlContext.sql("select merchant_id,count(*) as rccnt from t_rc_event group by merchant_id")
.registerTempTable("t_rc_merchant"); sqlContext.sql("select t1.merchant_id,t2.txcnt,t3.dbtcnt,t4.bigcnt,t2.txamount,t5.rccnt from t_sys_attention_library t1 left join t_order_merchant t2 on t1.merchant_id = t2.merchant_id left join t_doubt_merchant t3 on t1.merchant_id = t3.merchant_id left join t_big_merchant t4 on t1.merchant_id = t4.merchant_id left join t_rc_merchant t5 on t1.merchant_id = t5.merchant_id")
.registerTempTable("t_attention");
//生成结果集
DataFrame resultDF =sqlContext.sql("select t.merchant_id,t.txcnt,t.dbtcnt,t.bigcnt,t.txamount,t.rccnt from t_attention t"); List<FlowMain> flowMains = resultDF.javaRDD().map(new Function<Row,FlowMain>(){public FlowMain call(Row row){
FlowMain flowMain = new FlowMain();
flowMain.setMerchantId(row.getString(0));
flowMain.setTxCnt(row.isNullAt(1)?0:row.getInt(1));
flowMain.setSuspectCnt(row.isNullAt(2)?0:row.getInt(2));
flowMain.setBigAmountCnt(row.isNullAt(3)?0:row.getInt(3));
flowMain.setTxAmount(row.isNullAt(4)?0.0:row.getDouble(4));
flowMain.setTxRate("偏高");
flowMain.setRcEventCnt(row.isNullAt(5)?0:row.getInt(5));
return flowMain;
}
}).collect(); Gson gson = new Gson();
String res = gson.toJson(flowMains);
//连接codis进行操作,每次将新生成的数据，放到对应的key中
Jedis jedis = CodisUtil.getJedis() ;
jedis.set("mainFlow", res);
logger.info("插入到Codis数据完成！！！");
sc.stop();
} //获取数据库的表注册为临时表
private static void registerTable(SQLContext sqlContext,String dbtable){
Map<String,String> mcOptions =new HashMap<String, String>();
mcOptions.put("url", Constant.URL);
mcOptions.put("driver", Constant.DRIVER);
mcOptions.put("dbtable", dbtable);
mcOptions.put("user", Constant.USER);
mcOptions.put("password", Constant.PASSWD);
DataFrame jdbcDF = sqlContext.read().format("jdbc").options(mcOptions).load();
jdbcDF.registerTempTable(dbtable);
} //获取ElasticSearch中的索引注册为表
private static void registerESTable(SQLContext sqlContext,String index){
Map<String,String> esOptions =new HashMap<String, String>();
esOptions.put("es.nodes", Constant.ESNODES);
esOptions.put("es.port", Constant.ESPORT);
esOptions.put("es.index.auto.create", "true"); DataFrame OrderDF = sqlContext.read().format("org.elasticsearch.spark.sql")
.options(esOptions)
.load(index+"/"+index);
OrderDF.registerTempTable(index);
} }