If you ever encounter StackoverflowError when running ALS in Spark’s MLLib, the solution is to turn on checkpointing as follows

sc.setCheckpointDir(‘your_checkpointing_dir/’)

Check out the Jira ticket regarding the issue and pull request below

https://issues.apache.org/jira/browse/SPARK-1006

https://github.com/apache/spark/pull/5076