Glenn Langford added the comment:

Under the hood, the behaviour of as_completed is quite different. So there is 
no guarantee it would behave the same.

In any event, with millions of tasks you might consider Celery (I haven't used 
it myself):
http://www.celeryproject.org

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<http://bugs.python.org/issue20319>
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