Just wanted to answer my question in case someone else runs into the same
problem.

It is related to the problem discussed here:

http://apache-spark-developers-list.1001551.n3.nabble.com/Lost-executor-on-YARN-ALS-iterations-td7916.html

and here:

https://issues.apache.org/jira/browse/SPARK-2121

seems yarn kills some of the executors as they request more memory than
expected.



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