Solved:
Call spark-submit with

--driver-memory 512m --driver-java-options
"-Dspark.memory.useLegacyMode=true -Dspark.shuffle.memoryFraction=0.2
-Dspark.storage.memoryFraction=0.6 -Dspark.storage.unrollFraction=0.2"

Thanks to:
https://issues.apache.org/jira/browse/SPARK-14367



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