Sorting and Related Functions¶
Julia has an extensive, flexible API for sorting and interacting with already-sorted arrays of values. For many users, sorting in standard ascending order, letting Julia pick reasonable default algorithms will be sufficient:
julia> sort([2,3,1])
3-element Int64 Array:
1
2
3
You can easily sort in reverse order as well:
julia> sort([2,3,1], rev=true)
3-element Int64 Array:
3
2
1
To sort an array in-place, use the “bang” version of the sort function:
julia> a = [2,3,1];
julia> sort!(a);
julia> a
3-element Int64 Array:
1
2
3
Instead of directly sorting an array, you can compute a permutation of the array’s indices that puts the array into sorted order:
julia> v = randn(5)
5-element Float64 Array:
0.587746
-0.870797
-0.111843
1.08793
-1.25061
julia> p = sortperm(v)
5-element Int64 Array:
5
2
3
1
4
julia> v[p]
5-element Float64 Array:
-1.25061
-0.870797
-0.111843
0.587746
1.08793
Arrays can easily be sorted acording to an arbitrary transformation of their values:
julia> sort(v, by=abs)
5-element Float64 Array:
-0.111843
0.587746
-0.870797
1.08793
-1.25061
Or in reverse order by a transformation:
julia> sort(v, by=abs, rev=true)
5-element Float64 Array:
-1.25061
1.08793
-0.870797
0.587746
-0.111843
Reasonable sorting algorithms are used by default, but you can choose other algorithms as well:
julia> sort(v, alg=InsertionSort)
5-element Float64 Array:
-1.25061
-0.870797
-0.111843
0.587746
1.08793
Sorting Functions¶
- sort!(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Sort the vector v in place. QuickSort is used by default for numeric arrays while MergeSort is used for other arrays. You can specify an algorithm to use via the alg keyword (see Sorting Algorithms for available algorithms). The by keyword lets you provide a function that will be applied to each element before comparison; the lt keyword allows providing a custom “less than” function; use rev=true to reverse the sorting order. These options are independent and can be used together in all possible combinations: if both by and lt are specified, the lt function is applied to the result of the by function; rev=true reverses whatever ordering specified via the by and lt keywords.
- sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Variant of sort! that returns a sorted copy of v leaving v itself unmodified.
- sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])
Sort a multidimensional array A along the given dimension.
- sortperm(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Return a permutation vector of indices of v that puts it in sorted order. Specify alg to choose a particular sorting algorithm (see Sorting Algorithms). MergeSort is used by default, and since it is stable, the resulting permutation will be the lexicographically first one that puts the input array into sorted order – i.e. indices of equal elements appear in ascending order. If you choose a non-stable sorting algorithm such as QuickSort, a different permutation that puts the array into order may be returned. The order is specified using the same keywords as sort!.
- sortrows(A, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Sort the rows of matrix A lexicographically.
- sortcols(A, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Sort the columns of matrix A lexicographically.
Order-Related Functions¶
- issorted(v, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Test whether a vector is in sorted order. The by, lt and rev keywords modify what order is considered to be sorted just as they do for sort.
- searchsorted(a, x, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Returns the range of indices of a which compare as equal to x according to the order specified by the by, lt and rev keywords, assuming that a is already sorted in that order. Returns an empty range located at the insertion point if a does not contain values equal to x.
- searchsortedfirst(a, x, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Returns the index of the first value in a greater than or equal to x, according to the specified order. Returns length(a)+1 if x is greater than all values in a.
- searchsortedlast(a, x, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Returns the index of the last value in a less than or equal to x, according to the specified order. Returns 0 if x is less than all values in a.
- select!(v, k, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Partially sort the vector v in place, according to the order specified by by, lt and rev so that the value at index k (or range of adjacent values if k is a range) occurs at the position where it would appear if the array were fully sorted. If k is a single index, that values is returned; if k is a range, an array of values at those indices is returned. Note that select! does not fully sort the input array, but does leave the returned elements where they would be if the array were fully sorted.
- select(v, k, [by=<transform>,] [lt=<comparison>,] [rev=false])¶
Variant of select! which copies v before partially sorting it, thereby returning the same thing as select! but leaving v unmodified.
Sorting Algorithms¶
There are currently three sorting algorithms available in base Julia:
- InsertionSort
- QuickSort
- MergeSort
InsertionSort is an O(n^2) stable sorting algorithm. It is efficient for very small n, and is used internally by QuickSort.
QuickSort is an O(n log n) sorting algorithm which is in-place, very fast, but not stable – i.e. elements which are considered equal will not remain in the same order in which they originally appeared in the array to be sorted. QuickSort is the default algorithm for numeric values, including integers and floats.
MergeSort is an O(n log n) stable sorting algorithm but is not in-place – it requires a temporary array of equal size to the input array – and is typically not quite as fast as QuickSort. It is the default algorithm for non-numeric data.
The sort functions select a reasonable default algorithm, depending on the type of the array to be sorted. To force a specific algorithm to be used for sort or other soring functions, supply alg=<algorithm> as a keyword argument after the array to be sorted.