New Combinatoric Functions
Sunday, July 25, 2010
Combinatorics can provide some useful functions when working with sequences. In Factor, these are mostly defined in the math.combinatorics vocabulary.
USE: math.combinatorics
Inspired by some functions from clojure.contrib, I recently contributed two additional combinatoric words to the Factor project (although not with the same lazy semantics that the Clojure version has).
all-subsets:
The first word, all-subsets
, returns all
subsets of a given sequence. This
can be calculated by iteratively taking n
combinations of items from
the sequence, where n
goes from 0
(the empty set) to length
(the
sequence itself).
First, we observe how this works by experimenting with the all-combinations word:
IN: scratchpad { 1 2 } 0 all-combinations .
{ { } }
IN: scratchpad { 1 2 } 1 all-combinations .
{ { 1 } { 2 } }
IN: scratchpad { 1 2 } 2 all-combinations .
{ { 1 2 } }
By running it with various n
, we have produced all of the subsets of
the { 1 2 }
sequence. Using a
[0,b]
range (from 0 to the length of the sequence), we
make a
sequence of subsets:
: all-subsets ( seq -- subsets )
dup length [0,b] [
[ dupd all-combinations [ , ] each ] each
] { } make nip ;
The all-subsets
word can then be demonstrated by:
IN: scratchpad { 1 2 3 } all-subsets .
{ { } { 1 } { 2 } { 3 } { 1 2 } { 1 3 } { 2 3 } { 1 2 3 } }
selections:
Another useful function, selections
, returns all the ways of taking
n
(possibly the same) elements from a sequence.
First, we observe that there are two base cases:
- If we want all ways of taking
0
elements from the sequence, we have only{ }
(the empty sequence). - If we want all ways of taking
1
element from the sequence, we essentially have a sequence for each element in the input sequence.
If we take more elements from the sequence, we need to apply the
cartesian-product
word (which returns all possible pairs of elements from two sequences)
n-1
times. For example, if we wanted to see all possible selections of
2
elements from a sequence, run the cartesian-product once:
IN: scratchpad { 1 2 3 } dup cartesian-product concat .
{
{ 1 1 }
{ 1 2 }
{ 1 3 }
{ 2 1 }
{ 2 2 }
{ 2 3 }
{ 3 1 }
{ 3 2 }
{ 3 3 }
}
Using these observations, we can build the selections
word:
: (selections) ( seq n -- selections )
dupd [ dup 1 > ] [
swap pick cartesian-product [
[ [ dup length 1 > [ flatten ] when , ] each ] each
] { } make swap 1 -
] while drop nip ;
: selections ( seq n -- selections )
{
{ 0 [ drop { } ] }
{ 1 [ 1array ] }
[ (selections) ]
} case ;
This can be demonstrated by:
IN: scratchpad { 1 2 } 2 selections .
{ { 1 1 } { 1 2 } { 2 1 } { 2 2 } }
Note: we have defined this to take element order into account, so
{ 1 2 }
and { 2 1 }
are different possible results. Also, it could
be argued that the result for { 1 2 3 } 1 selections
should be
{ 1 2 3 } [ 1array ] map
– perhaps it should change to that in the
future.
This was committed to the main repository recently.
Update: A comment by Jon Harper showed me a way to improve
all-subsets
. Based on that, I also made some changes to selections
(perhaps it could be improved even more):
: all-subsets ( seq -- subsets )
dup length [0,b] [ all-combinations ] with map concat ;
: (selections) ( seq n -- selections )
[ [ 1array ] map dup ] [ 1 - ] bi* [
cartesian-product concat [ { } concat-as ] map
] with times ;
: selections ( seq n -- selections )
dup 0 > [ (selections) ] [ 2drop { } ] if ;