How can I make Cartesian product with Java 8 streams?

Alex Paransky picture Alex Paransky · Aug 21, 2015 · Viewed 19.1k times · Source

I have the following collection type:

Map<String, Collection<String>> map;

I would like to create unique combinations of each of map.size() from a single value in the collection for each Key.

For example suppose the map looks like the following:

A, {a1, a2, a3, ..., an}
B, {b1, b2, b3, ..., bn}
C, {c1, c2, c3, ..., cn}

The result I would like to get would a List<Set<String>> result, looking similar to (ordering is not important, it just needs to be a 'complete' result consisting of all possible combinations):

{a1, b1, c1},
{a1, b1, c2},
{a1, b1, c3},
{a1, b2, c1},
{a1, b2, c2},
{a1, b2, c3},
...
{a2, b1, c1},
{a2, b1, c2},
...
{a3, b1, c1},
{a3, b1, c2},
...
{an, bn, cn}

This is basically a counting problem, but I would like to see if a solution is possible using Java 8 streams.

Answer

Tagir Valeev picture Tagir Valeev · Aug 21, 2015

You can solve this using the recursive flatMap chain.

First as we need to move back and forth by the map values, it's better to copy them to the ArrayList (this is not the deep copy, in your case it's ArrayList of 3 elements only, so the additional memory usage is low).

Second, to maintain a prefix of previously visited elements, let's create a helper immutable Prefix class:

private static class Prefix<T> {
    final T value;
    final Prefix<T> parent;

    Prefix(Prefix<T> parent, T value) {
        this.parent = parent;
        this.value = value;
    }

    // put the whole prefix into given collection
    <C extends Collection<T>> C addTo(C collection) {
        if (parent != null)
            parent.addTo(collection);
        collection.add(value);
        return collection;
    }
}

This is very simple immutable linked list which can be used like this:

List<String> list = new Prefix<>(new Prefix<>(new Prefix<>(null, "a"), "b"), "c")
                          .addTo(new ArrayList<>()); // [a, b, c];

Next, let's create the internal method which chains flatMaps:

private static <T, C extends Collection<T>> Stream<C> comb(
        List<? extends Collection<T>> values, int offset, Prefix<T> prefix,
        Supplier<C> supplier) {
    if (offset == values.size() - 1)
        return values.get(offset).stream()
                     .map(e -> new Prefix<>(prefix, e).addTo(supplier.get()));
    return values.get(offset).stream()
            .flatMap(e -> comb(values, offset + 1, new Prefix<>(prefix, e), supplier));
}

Looks like recursion, but it's more complex: it doesn't call itself directly, but passed lambda which calls the outer method. Parameters:

  • values: the List of original values (new ArrayList<>(map.values) in your case).
  • offset: the current offset within this list
  • prefix: the current prefix of length offset (or null if offset == 0). It contains currently selected elements from the collections list.get(0), list.get(1) up to list.get(offset-1).
  • supplier: the factory method to create the resulting collection.

When we reached the end of the values list (offset == values.size() - 1), we map the elements of the last collection from the values to the final combination using the supplier. Otherwise we use the flatMap which for each intermediate element enlarges the prefix and calls the comb method again for the next offset.

Finally here's public method to use this feature:

public static <T, C extends Collection<T>> Stream<C> ofCombinations(
        Collection<? extends Collection<T>> values, Supplier<C> supplier) {
    if (values.isEmpty())
        return Stream.empty();
    return comb(new ArrayList<>(values), 0, null, supplier);
}

A usage example:

Map<String, Collection<String>> map = new LinkedHashMap<>(); // to preserve the order
map.put("A", Arrays.asList("a1", "a2", "a3", "a4"));
map.put("B", Arrays.asList("b1", "b2", "b3"));
map.put("C", Arrays.asList("c1", "c2"));

ofCombinations(map.values(), LinkedHashSet::new).forEach(System.out::println);

We collect individual combinations to the LinkedHashSet again to preserve the order. You can use any other collection instead (e.g. ArrayList::new).