Github user felixcheung commented on the issue: https://github.com/apache/spark/pull/19373 to clarify, what I mean is the issue is caused by checkpointing being lazy - so therefore if you remove the previous checkpoint before the new checkpoint is started or completed, this fails. so the fix might be to change to call `checkpoint()` to `checkpoint(eager: true)` - this ensures by the time checkpoint call is returned the checkpointing is completed.
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