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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