Github user ferdonline commented on the issue: https://github.com/apache/spark/pull/9428 That's the reason why I want to checkpoint when they are first calculated. Further transformations use these results several times. Of course it's not a problem per se to calculate twice for the checkpoint, but doing so for 1+TB of data is nonsense and I can't cache.
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