Tag Archives: Pit encountered in big data learning

[Solved] org.apache.spark.SparkException: Kryo serialization failed: Buffer overflow

The following errors are reported when running spark task:

21/10/09 14:56:32 ERROR Executor: Exception in task 1.0 in stage 2.0 (TID 4)
org.apache.spark.SparkException: Kryo serialization failed: Buffer overflow. Available: 0, required: 93. To avoid this, increase spark.kryoserializer.buffer.max value.
	at org.apache.spark.serializer.KryoSerializerInstance.serialize(KryoSerializer.scala:299)
	at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:265)
	at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
	at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
	at java.lang.Thread.run(Thread.java:748)
21/10/09 14:56:32 INFO TaskSetManager: Starting task 2.0 in stage 2.0 (TID 5, localhost, partition 2,NODE_LOCAL, 2262 bytes)
21/10/09 14:56:32 INFO Executor: Running task 2.0 in stage 2.0 (TID 5)
21/10/09 14:56:32 INFO ShuffleBlockFetcherIterator: Getting 1 non-empty blocks out of 1 blocks
21/10/09 14:56:32 WARN TaskSetManager: Lost task 1.0 in stage 2.0 (TID 4, localhost): org.apache.spark.SparkException: Kryo serialization failed: Buffer overflow. Available: 0, required: 93. To avoid this, increase spark.kryoserializer.buffer.max value.
	at org.apache.spark.serializer.KryoSerializerInstance.serialize(KryoSerializer.scala:299)
	at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:265)
	at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
	at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
	at java.lang.Thread.run(Thread.java:748)

21/10/09 14:56:32 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms
21/10/09 14:56:32 ERROR TaskSetManager: Task 1 in stage 2.0 failed 1 times; aborting job

Solution:

### Task submission plus parameters
--conf  spark.kryoserializer.buffer.max=2048m  spark.kryoserializer.buffer=512m