>
> SO I tried the above (why doesn't union or ++ have the same behavior
> btw?)


I don't think there is a good reason for this.  I'd open a JIRA.


> and it works, but is slow because the original Rdds are not
> cached and files must be read from disk.
>
> I also discovered you can recover the InMemoryCached versions of the
> Rdds using sqlContext.table("table1").
>

Yeah, this is an unfortunate consequence of the way we handle caching.
 I've opened this JIRA for the 1.2 roadmap:
https://issues.apache.org/jira/browse/SPARK-3212

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