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by alecco
4070 days ago
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Radix sort is amazing, but it's kinda O(n log n), see https://en.wikipedia.org/wiki/Radix_sort#Efficiency > Radix sort complexity is O(wn) for n keys which are integers of
> word size w. Sometimes w is presented as a constant, which would
> make radix sort better (for sufficiently large n) than the best
> comparison-based sorting algorithms, which all perform O(n log n)
> comparisons to sort n keys. However, in general w cannot be
> considered a constant: if all n keys are distinct, then w has to
> be at least log n for a random-access machine to be able to store
> them in memory, which gives at best a time complexity O(n log n).[2]
> That would seem to make radix sort at most equally efficient as the
> best comparison-based sorts (and worse if keys are much longer than
> log n).
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The big advantage of Radix sort is not O(wn), it's that Radix sort linearly accesses its values in memory. This means that you can take full advantage of DDR read speeds since the prefetcher will run ahead of your cache misses to get you the data(or if you're smart you can prefetch yourself).
DDR fetch speeds are on the order of hundreds to thousands of cycles and that's where Radix's performance gain comes from.