Spark Kafka Structured Streaming: Issue - Concurrent update to the log. Multiple streaming jobs detected

Spark Kafka Structured Streaming: Issue - Concurrent update to the log. Multiple streaming jobs detected



I am experimenting running structured streaming from kafka source and sinking them back to kafka topics.



In my current set up, I am scheduling two spark jobs via spark-submit.



Each job reads from it's own unique Kafka topic. But both of them write to a shared topic.



My current spark-defaults.conf includes:


spark.streaming.concurrentJobs 5
spark.scheduler.mode FAIR



When both jobs are scheduled independently, they work as expected. However, when I try to schedule them together, by submitting one after the other, the job submitted first stops responding with logs:


java.lang.AssertionError: assertion failed: Concurrent update to the log. Multiple streaming jobs detected for 10
at scala.Predef$.assert(Predef.scala:170)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$org$apache$spark$sql$execution$streaming$MicroBatchExecution$$constructNextBatch$1.apply$mcV$sp(MicroBatchExecution.scala:339)



Are there some confs that I am missing? How do we schedule concurrent jobs writing to the same Kafka topic in Spark? Appreciate your thoughts.



Edit: writing to the same Kafka topic



Edit: Formatted Question Title






How do you build a SparkSession?

– Jacek Laskowski
Sep 14 '18 at 5:02


SparkSession






Each of the jobs has it's own SparkSession. The main Object builds the SparkSession (using SparkSession.builder) and does its Kafka read, compute, and Kafka write.

– irrelevantUser
Sep 14 '18 at 8:05





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