我有一个spark作业,它基于两个表进行正确的联接,读取和联接非常快,但是当尝试将联接结果插入cassandra db时,它是如此之慢。插入1000行需要30多分钟,插入9行记录需要3分钟。请在下面查看我的配置。我们有3个cassandra和spark节点,并为所有节点安装了spark。我对Spark非常陌生,无法理解出了什么问题。 ı可以使用小于1秒(超过2000行)的dse驱动程序插入相同大小的数据。感谢您的时间和帮助!
火花提交:
"dse -u " + username + " -p " + password + " spark-submit --class com.SparkJoin --executor-memory=20G " +
"SparkJoinJob-1.0-SNAPSHOT.jar " + filterMap.toString() + "
Spark核心版本:2.7.2
spark-cassandra-connector_2.11:2.3.1
spark-sql_2.11:2.3.1
Spark Conf
SparkConf conf = new SparkConf(true).setAppName("Appname");
conf.set("spark.cassandra.connection.host", host);
conf.set("spark.cassandra.auth.username", username);
conf.set("spark.cassandra.auth.password", password);
conf.set("spark.network.timeout", "600s");
conf.set("spark.cassandra.connection.keep_alive_ms", "25000");
conf.set("spark.cassandra.connection.timeout_ms", "5000000");
conf.set("spark.sql.broadcastTimeout", "5000000");
SparkContext sc = new SparkContext(conf);
SparkSession sparkSession = SparkSession.builder().sparkContext(sc).getOrCreate();
SQLContext sqlContext = sparkSession.sqlContext();
sqlContext.setConf("spark.cassandra.connection.host", host);
sqlContext.setConf("spark.cassandra.auth.username", username);
sqlContext.setConf("spark.cassandra.auth.password", password);
sqlContext.setConf("spark.network.timeout", "600s");
sqlContext.setConf("spark.cassandra.connection.keep_alive_ms", "2500000");
sqlContext.setConf("spark.cassandra.connection.timeout_ms", "5000000");
sqlContext.setConf("spark.sql.broadcastTimeout", "5000000");
sqlContext.setConf("spark.executor.heartbeatInterval", "5000000");
sqlContext.setConf("spark.sql.crossJoin.enabled", "true");
获取左右表;
Dataset<Row> resultsFrame = sqlContext.sql("select * from table where conditions");
return resultsFrame.map((MapFunction<Row, JavaObject>) row -> {
// some operations here
return obj;
}, Encoders.bean(JavaObject.class)
);
加入
Dataset<Row> result = RigtTableJavaRDD.join(LeftTableJavaRDD,
(LeftTableJavaRDD.col("col1").minus(RigtTableJavaRDD.col("col2"))).
between(new BigDecimal("0").subtract(twoHundredMilliseconds), new BigDecimal("0").add(twoHundredMilliseconds))
.and(LeftTableJavaRDD.col("col5").equalTo(RigtTableJavaRDD.col("col6")))
, "right");
插入结果
CassandraJavaUtil.javaFunctions(resultRDD.javaRDD()).
writerBuilder("keyspace", "table", CassandraJavaUtil.mapToRow(JavaObject.class)).
saveToCassandra();