Monday, October 06, 2008

Unlimited Cartesian Product in Java - part 2

(This is the second part, see part 1).

Here is the code that implements Cartesian product in Java. The implementation amounts to providing the following methods of class Cartesian:

 
public static <X, XS extends Iterable<X>>
Iterable<Iterable<X>> product(final XS... xss) {
return product(Arrays.asList(xss));
}

public static <X, XS extends Iterable<X>>
Iterable<Iterable<X>> product(final Iterable<XS> xss) {
return new Cartesian<X, XS>().calculateProduct(xss);
}


So we could write code like this:


Iterable<Iterable<Integer>> theProduct =
Cartesian.product(Arrays.asList(
Arrays.asList(1, 2, 3),
Arrays.asList(4, 5, 6)));
assertEquals(9, Set(actual).size());


and like this:


Iterable<Iterable<Integer>> theProduct =
Cartesian.product(
Arrays.asList(1, 2, 3),
Arrays.asList(4, 5, 6));


Note that we could not use Iterable<Iterable<X>>, since, imagine, in this case we could not even build a product of Set<Set<X>>.

How do we calculateProduct? The idea is that we define it by recursion. If we have X0, X1,..., Xn, we define product(X0, X1,..., Xn) as X0 x product(X1, X1,..., Xn); and if the sequence is actually empty, we return a singleton,
new ArrayList<Iterable>() {{
add(Collections.EMPTY_LIST);
}};
(I use crazybob's contraption to build the singleton).


private Iterable<Iterable<X>>
calculateProduct(final Iterable<XS> xss) {
if (xss.iterator().hasNext()) {
Pair<XS, Iterable<XS>> pair = split(xss);
XS head = pair.x();
Iterable<XS> tail = pair.y();
return appendComponentToProduct(head, calculateProduct(tail));
} else {
return new ArrayList<Iterable<X>>() {{
add(Collections.EMPTY_LIST);
}};
}
}


Here I use two methods, split and appendComponentToProduct. The first one is obvious (okay, it's an exercise if you are a beginner); the second one is here. See what it does: we have a component, X0, say,
[1, 2, 3]
, and a product of previous components X1 x ... x Xn, which is an iterable of iterables, e.g. [[4, 5], [5, 6]]; we need to append elements of X0 to all elements of the partial product. That appendage function is called consWith: it takes an x and appends it to all partial product elements. We apply this function to the whole X0; what we receive has to be flattened to produce a list of tuples [x0, x1, ..., xn]


private Iterable<Iterable<X>>
appendComponentToProduct(
XS component,
Iterable<Iterable<X>> partialProduct) {
// E.g. [1, 2, 3], [[4, 6], [5, 6]] ->
// [[[1, 4, 6], [1, 5, 6]], [[2, 4, 6], [2, 5, 6]], [[3, 4, 6], [3, 5, 6]]] ->
// [[1, 4, 6], [1, 5, 6], [2, 4, 6], [2, 5, 6], [3, 4, 6], [3, 5, 6]]
return flatten(consWith(partialProduct).map(component));


Flattening is, again, a trivial exercise; let's take a look at our consWith. It is a method that returns a function (which we apply to the component X0:


public <ElementOfProduct extends Iterable<X>>
Function<X, Iterable<Iterable<X>>>
consWith(final Iterable<ElementOfProduct> pxs) {
return new Function<X, Iterable<Iterable<X>>>() {
// takes an x, returns a function appending x to sequences
public Iterable<Iterable<X>> apply(final X x) {
// Takes a sequence [x1, x2, ...], returns [x, x1, x2, ...]
return new Function<ElementOfProduct, Iterable<X>>() {
public Iterable<X> apply(ElementOfProduct y) {
return concat(Arrays.asList(x), y);
}
}.map(pxs);
}
};
}


A little bit dizzy? It's okay. We have arrived to the summit.

This is Higher Order Java!

3 comments:

  1. This comment has been removed by the author.

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  2. Figuring out and completing this code may have taught me more Java than an entire semester of formal instruction. :)

    ReplyDelete
  3. For other solutions, see Stack Overflow.

    ReplyDelete