Github user MLnick commented on the issue: https://github.com/apache/spark/pull/17090 #12574 is a comprehensive solution that also intends to support cross-validation as well as recommending for a subset (or any arbitrary set) of users/items. So it solves [SPARK-10802](https://issues.apache.org/jira/browse/SPARK-13857) and [SPARK-10802](https://issues.apache.org/jira/browse/SPARK-10802) at the same time. That PR is in fully working state. I'm a little surprised to see work done on this rather than deciding on the input/output schema stuff...
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