Github user MLnick commented on the issue:

    https://github.com/apache/spark/pull/14524
  
    I tend to agree the default should be a new random seed, and it is more 
consistent with other libs. But @jkbradley seemed to explicitly want things to 
default to reproducible behavior in 
[SPARK-7678](https://issues.apache.org/jira/browse/SPARK-7678) and 
[SPARK-7511](https://issues.apache.org/jira/browse/SPARK-7511).


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