On Jan 11, 2016, at 9:53 AM, srinivas devaki <mr.eightnotei...@gmail.com> wrote:

> On Jan 11, 2016 12:18 AM, "Sven R. Kunze" <srku...@mail.de> wrote:
>> Indeed. I already do the sweep method as you suggested. ;)
>> 
>> Additionally, you provided me with a reasonable condition when to do the
> sweep in order to achieve O(log n). Thanks much for that. I currently used
> a time-bases approached (sweep each 20 iterations).
>> 
>> PS: Could you add a note on how you got to the condition (
> 2*self.useless_b > len(self.heap_b))?
>> 
> 
> oh that's actually simple,
> that condition checks if more than half of heap is useless items.
> the sweep complexity is O(len(heap)), so to keep the extra amortized
> complexity as O(1), we have to split that work(virtually) with O(len(heap))
> operations, so when our condition becomes true we have done len(heap)
> operations, so doing a sweep at that time means we splitted that
> work(O(len(heap))) with every operation.

Jumping in late, but...

If you want something that 'just works', you can use HeapDict:

http://stutzbachenterprises.com/

I've used it in the past, and it works quite well.  I haven't tested its 
asymptotic performance though, so you might want to check into that.

Thanks,
Cem Karan
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