STINNER Victor added the comment:

The doc:
https://docs.python.org/dev/library/asyncio-task.html#asyncio.gather
"Cancellation: if the outer Future is cancelled, all children (that have not 
completed yet) are also cancelled. If any child is cancelled, this is treated 
as if it raised CancelledError – the outer Future is not cancelled in this 
case. (This is to prevent the cancellation of one child to cause other children 
to be cancelled.)"

(Sorry, I didn't read your issue yet.)

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<http://bugs.python.org/issue26923>
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