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Project Description
TimSort is relatively new sorting algorithm invented by Tim Peters in 2002, which is a hybrid of adaptive MergeSort and InsertionSort. It is not worse than QuickSort which modified version is used as default sorting algorithm in .NET. TimSort's average case performance is O(n log n) (same as QuickSort) but both best case and worst case performances are bettern then QuickSort: O(n) and O(n log n) respectively (QuickSort is O(n log n) and O(n^2)).
This implementation is a C# translation of Josh Bloch's Java implementation of TimSort.
Wikipedia: http://en.wikipedia.org/wiki/Timsort
Josh Bloch's Java implementation: http://gee.cs.oswego.edu/cgi-bin/viewcvs.cgi/jsr166/src/main/java/util/TimSort.java?view=co
TimSort takes advantage of two facts:
data we sort is often already partially sorted
comparison might be expensive (complex Compare method) while swapping elements is cheap (swapping pointers)
When comparison gets slower (for example, comparing complex objects) TimSort increases its advantage over QuickSort.
Array of 5368709 items, quick compare function: (actually: int.CompareTo(int))
Random data
Builtin: 1859.4927ms
TimSort: 1773.2582ms
Generally ascending data (80% chance that next item is greater than previous one)
Builtin: 1166.6400ms;
TimSort: 247.1780ms
Generally descending data (80% chance that next item is smaller than previous one)
Builtin: 1190.5521ms
TimSort: 571.7132ms
NOTE: TimSort's performance is the same for random data, but is significantly better for already ordered data.
Array of 536870 items, quite slow compare function (I actually added Thread.Sleep(0) to it):
Random data
Builtin: 6117.1032ms
TimSort: 4578.1129ms
Generally ascending data (80% chance that next item is greater than previous one)
Builtin: 5323.7977ms
TimSort: 841.0910ms
Generally descending data (80% chance that next item is smaller than previous one)
Builtin: 5321.9103ms
TimSort: 1094.5267ms
NOTE: TimSort's performance is better than QuickSort's when compare function is slow, even for random data.
Python's listobject.c – the C implementation of Timsort used in CPython
https://github.com/python/cpython/blob/master/Objects/listobject.c
https://sikasjc.github.io/2018/07/25/timsort/
http://hg.savannah.gnu.org/hgweb/octave/file/0486a29d780f/liboctave/util/oct-sort.cc
https://csharp.hotexamples.com/examples/-/List/TimSort/php-list-timsort-method-examples.html