What is the space complexity of the python sort?

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深忆病人
深忆病人 2021-01-12 11:19

What space complexity does the python sort take? I can\'t find any definitive documentation on this anywhere

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  • 2021-01-12 11:50

    Space complexity is defined as how much additional space the algorithm needs in terms of the N elements. And even though according to the docs, the sort method sorts a list in place, it does use some additional space, as stated in the description of the implementation:

    timsort can require a temp array containing as many as N//2 pointers, which means as many as 2*N extra bytes on 32-bit boxes. It can be expected to require a temp array this large when sorting random data; on data with significant structure, it may get away without using any extra heap memory.

    Therefore the worst case space complexity is O(N) and best case O(1)

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  • 2021-01-12 11:51

    Python's built in sort method is a spin off of merge sort called Timsort, more information here - https://en.wikipedia.org/wiki/Timsort.

    It's essentially no better or worse than merge sort, which means that its run time on average is O(n log n) and its space complexity is Ω(n)

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