I've never seen the ReplSuite test OoMing with IBM's latest SDK for Java 
but have always noticed this particular test failing with the following 
instead:

java.lang.AssertionError: assertion failed: deviation too large: 
0.8506807397223823, first size: 180392, second size: 333848

This particular test could be improved and I don't think it should hold up 
releases, I've commented on [SPARK-14558] already a while back and the 
discussion ended with: 

"A better check would be to run with and without the closure cleaner 
change
-> Yea, this is what I did locally, but how to write a test for it?"

It will fail in this particular way reliably with Open/Oracle JDK as well 
if you were to use Kryo.

We don't see this test failing (either OoM or the above failure) with 
OpenJDK 8 in our test farm, this is with OpenJDK 1.8.0_51-b16 and I'm 
running with -Xmx4g -Xss2048k -Dspark.buffer.pageSize 1048576.

All other Spark unit tests pass (we see a grand total of 11980 tests) 
except for the Kafka stress test already mentioned, various 
platforms/operating systems including big-endian.

I've never seen the NoSuchMethod error mentioned in JavaUDFSuite and 
haven't seen the failure Alan mentions below either.

I also have performance data to share (HiBench and SparkSqlPerf with 
TPC-DS queries) comparing this release to Spark 2.0.2, I'll wait until the 
next RC before commenting (it is positive), looks like we'll have another 
as this RC2 vote should be closed by now and in RC3 we'd also have the 
[SPARK-18091] fix included to prevent a test's generated code exceeding 
the 64k constant pool size limit.




From:   akchin <akc...@us.ibm.com>
To:     dev@spark.apache.org
Date:   13/12/2016 19:51
Subject:        Re: [VOTE] Apache Spark 2.1.0 (RC2)



Hello, 

I am seeing this error as well except during "define case class and create
Dataset together with paste mode *** FAILED ***" 
Starts throwing OOM and GC errors after running for several minutes. 





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Alan Chin 
IBM Spark Technology Center 
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