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@wassname
Last active June 28, 2022 22:53
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Combinatorics permutatons and product in javascript using lodash.js (like python's itertools)
/**
* Lodash mixins for combinatorics
* by: wassname & visangela
* url: https://gist.github.com/wassname/a882ac3981c8e18d2556/edit
* lodash contrib issue: https://github.com/node4good/lodash-contrib/issues/47
* lic: same as lodash
* Inspired by python itertools: https://docs.python.org/2.7/library/itertools.html
*
* Usage:
* permutations([0,1,2],2) // [[0,1],[0,2],[1,0],[1,2],[2,0],[2,1]]
* combinations([0,1,2],2) // [[0,1],[0,2],[1,2]]
* combinations_with_replacement([0,1,2],2)// [[0,0],[0,1],[0,2],[1,1],[1,2],[2,2]]
* product([0,1,2],[0,1,2]) // [[0,0],[0,1],[0,2],[1,0],[1,1],[1,2],[2,0],[2,1],[2,2]]
*
* Multiple input types:
* product('me','hi')
* product({who:['me','you'],say:['hi','by']})
* product(['me','you'],['hi','by'])
* product(['me','hi'])
* combinations([0,1,2,3],2)
* permutations([1,2,3],2)
* permutations('cat',2)
*/
var _ = require('lodash')
/**
* Generate all combination of arguments when given arrays or strings
* e.g. [['Ben','Jade','Darren'],['Smith','Miller']] to [['Ben','Smith'],[..]]
* e.g. 'the','cat' to [['t', 'c'],['t', 'a'], ...]
**/
function _cartesianProductOf(args) {
if (arguments.length>1) args=_.toArray(arguments);
// strings to arrays of letters
args=_.map(args, opt=>typeof opt==='string'?_.toArray(opt):opt)
return _.reduce(args, function(a, b) {
return _.flatten(_.map(a, function(x) {
return _.map(b, function(y) {
return _.concat(x,[y]);
});
}), true);
}, [ [] ]);
}
/** Generate all combination of arguments from objects
* {Object} opts - An object or arrays with keys describing options {firstName:['Ben','Jade','Darren'],lastName:['Smith','Miller']}
* {Array} - An array of objects e.g. [{firstName:'Ben',LastName:'Smith'},{..]
**/
function _cartesianProductObj(optObj){
var keys = _.keys(optObj);
var opts = _.values(optObj);
var combs = _cartesianProductOf(opts);
return _.map(combs,function(comb){
return _.zipObject(keys,comb);
});
}
/**
* Generate the cartesian product of input objects, arrays, or strings
*
*
* product('me','hi')
* // => [["m","h"],["m","i"],["e","h"],["e","i"]]
*
* product([1,2,3],['a','b','c']
* // => [[1,"a"],[1,"b"],[1,"c"],[2,"a"],[2,"b"],[2,"c"],[3,"a"],[3,"b"],[3,"c"]]
*
* product({who:['me','you'],say:['hi','by']})
* // => [{"who":"me","say":"hi"},{"who":"me","say":"by"},{"who":"you","say":"hi"},{"who":"you","say":"by"}]
*
* // It also takes in a single array of args
* product(['me','hi'])
* // => [["m","h"],["m","i"],["e","h"],["e","i"]]
*/
function product(opts){
if (arguments.length===1 && !_.isArray(opts))
return _cartesianProductObj(opts)
else if (arguments.length===1)
return _cartesianProductOf(opts)
else
return _cartesianProductOf(arguments)
}
/**
* Generate permutations, in all possible orderings, with no repeat values
*
*
* permutations([1,2,3],2)
* // => [[1,2],[1,3],[2,1],[2,3],[3,1],[3,2]
*
* permutations('cat',2)
* // => [["c","a"],["c","t"],["a","c"],["a","t"],["t","c"],["t","a"]]
*/
function permutations(obj, n){
if (typeof obj=='string') obj = _.toArray(obj)
n = n?n:obj.length
// make n copies of keys/indices
let nInds=[];
for (var j = 0; j < n; j++) {nInds.push(_.keys(obj)) }
// get product of the indices, then filter to remove the same key twice
// var arrangements = product(nInds).filter(pair=>pair[0]!==pair[1]) // this line only removes duplicates from the first two elements.
let arrangements = product(nInds);
let out=[]
for (let j=0; j< arrangements.length;j++ ) {
let outt = arrangements[j].filter((value, index, self)=> {return self.indexOf(value) === index})
if (outt.length === arrangements[j].length) out.push(outt)
}
return _.map(out,indices=>_.map(indices,i=>obj[i]))
}
/**
* Generate n combinations of an object with no repeat values in each combination.
*
*
* combinations([0,1,2,3],2)
* // => [[0,1],[0,2],[0,3],[1,2],[1,3],[2,3]]
*/
function combinations(obj,n){
/* filter out keys out of order, e.g. [0,1] is ok but [1,0] isn't */
function isSorted(arr) {
return _.every(arr, function (value, index, array) {
return index === 0 || String(array[index - 1]) <= String(value);
});
}
// array with n copies of the keys of obj
return _(permutations(_.keys(obj),n))
.filter(isSorted)
.map(indices=>_.map(indices,i=>obj[i]))
.value()
}
/**
* Generate n combinations with repeat values.
*
*
* combinations_with_replacement([0,1,2,3],2)
* // => [[0,0],[0,1],[0,2],[0,3],[1,1],[1,2],[1,3],[2,2],[2,3],[3,3]]
*/
function combinations_with_replacement(obj,n){
if (typeof obj=='string') obj = _.toArray(obj)
n = n?n:obj.length
// make n copies of keys/indices
for (var j = 0, nInds=[]; j < n; j++) {nInds.push(_.keys(obj)) }
// get product of the indices, then filter to keep elements in order
var arrangements = product(nInds).filter(pair=>pair[0]<=pair[1])
return _.map(arrangements,indices=>_.map(indices,i=>obj[i]))
}
module.exports={combinations_with_replacement,combinations,product,permutations}
// mocha unit tests
import {expect} from 'chai'
import {combinations,product,permutations,combinations_with_replacement} from './products'
describe('products', function () {
describe('product', function () {
it('should work for test data', function () {
expect(product('me','hi'))
.eql([["m","h"],["m","i"],["e","h"],["e","i"]])
expect(product(['me','hi']))
.eql([["m","h"],["m","i"],["e","h"],["e","i"]])
expect(product({who:['me','you'],say:['hi','by']}))
.eql([{"who":"me","say":"hi"},{"who":"me","say":"by"},{"who":"you","say":"hi"},{"who":"you","say":"by"}])
expect(product(['me','you'],['hi','by']))
.eql([["me","hi"],["me","by"],["you","hi"],["you","by"]])
})
})
describe('combinations', function () {
it('should work for test data', function () {
expect(combinations([1,2,3],2)).eql([[1,2],[1,3],[2,3]])
});
})
describe('combinations_with_replacement', function () {
it('should work for test data', function () {
expect(combinations_with_replacement([1,2,3],2)).eql([[1,1],[1,2],[1,3],[2,2],[2,3],[3,3]])
});
})
describe('permutations', function () {
it('should work for test data', function () {
expect(permutations([1,2,3],2))
.eql([[1,2],[1,3],[2,1],[2,3],[3,1],[3,2]])
expect(permutations([1,2,3],3))
.eql([[1, 2, 3], [1, 3, 2], [2, 1, 3], [2, 3, 1], [3, 1, 2], [3, 2, 1]])
expect(permutations('cat',2))
.eql([["c","a"],["c","t"],["a","c"],["a","t"],["t","c"],["t","a"]])
});
})
})
@smihael
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smihael commented Apr 28, 2018

I think, there is a bug. Permutations should be without repetition. There are six permutations of the set {1,2,3}, namely: (1,2,3), (1,3,2), (2,1,3), (2,3,1), (3,1,2), and (3,2,1), but

permutations([1,2,3]) returns:
[ [ 1, 2, 1 ],
[ 1, 2, 2 ],
[ 1, 2, 3 ],
[ 1, 3, 1 ],
[ 1, 3, 2 ],
[ 1, 3, 3 ],
[ 2, 1, 1 ],
[ 2, 1, 2 ],
[ 2, 1, 3 ],
[ 2, 3, 1 ],
[ 2, 3, 2 ],
[ 2, 3, 3 ],
[ 3, 1, 1 ],
[ 3, 1, 2 ],
[ 3, 1, 3 ],
[ 3, 2, 1 ],
[ 3, 2, 2 ],
[ 3, 2, 3 ] ]

@wassname
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Author

Oh you're right. Cheers for checking that.

Let me know if you see any other bugs. Then I'll fix them and add them to lodash-contrib.

@GerkinDev
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Please, make a lib with it. I need it so hard for one of my projects. And I'ld be glad to help for Typescript ;)

@visangela
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I think the current code only works under the case of n=2, there are still bugs in the code, which lead to errors when generating permutations and combinations with n >=3. To make the code fully functional with any n, the following modifications apply:

function permutations(obj, n){
    if (typeof obj=='string') obj = _.toArray(obj)
    n = n?n:obj.length
    // make n copies of keys/indices
    let nInds=[];
    for (var j = 0; j < n; j++) {nInds.push(_.keys(obj)) }
    // get product of the indices, then filter to remove the same key twice
    // var arrangements = product(nInds).filter(pair=>pair[0]!==pair[1]) // this line only removes duplicates from the first two elements.
    let arrangements = product(nInds);
    let out=[]
    for (let j=0; j< arrangements.length;j++ ) {
        let outt = arrangements[j].filter((value, index, self)=> {return self.indexOf(value) === index})
        if (outt.length === arrangements[j].length) out.push(outt)
    }
    return _.map(out,indices=>_.map(indices,i=>obj[i]))
}

with above changes, both the combinations function and permutations function work well, further comments are welcomed!

@wassname
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wassname commented Dec 8, 2019

Thanks I added that. I also tested it on this jsfiddle and it works well.

@wassname
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wassname commented Dec 8, 2019

PR to be added to lodash contrib here node4good/lodash-contrib#56

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