Github user davies commented on the pull request: https://github.com/apache/spark/pull/11327#issuecomment-200959288 @tgravescs The current change is good for your case, I'm thinking that maybe we could do better. The LocationIterator has a bad smell, it may call getPreferredLocs() many times on the same partition, which could be expensive as you mentioned, we should only call getPreferredLocs() on a partition once, by caching the result of it, or get rid of LocationIterator totally. Since we will call getPreferredLocs on every partition of previous RDD, we could eaglely call them in the beginning, partition all the partitions into two groups: with prefered location and without, do different things on them. This approach should solve all the cases that 1) all partition have locs 2) some partitions have locs 3) none of partiions have locs. Hopefully, this could be done in less than 10 seconds in your case.
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