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Archive for May, 2008

Lazy Error Handling in Java, Part 2: Thrower is a Monad

Posted by Rúnar on May 22, 2008

In Part 1, we talked about the Thrower interface, and how we could use it to separate error handling from the code that produces those errors. We also saw how we could exploit generics to create a functor that can promote an existing function to a function that can handle and throw errors.

In this post, we’ll see that the greatest benefit of Thrower is the ability to compose and sequence computations; even computations that may fail, all the while staying type-safe. We’ll introduce some new functions which allow us to perform a kind of Thrower arithmetic that in turn will let us manipulate values tucked away in Throwers, without ever having to extract from them, and without any exceptions being thrown or caught.

The ingredients we need are exactly the ingredients needed for a monad. That is: A type construction, a unit function, and a binding operation. The first ingredient, type construction, we already have. The Thrower interface is generic, so it lets us create a type Thrower<A, E> for any type A, given some Throwable type E.

The unit function is simple enough. It just creates a new Thrower that completely preserves the value that we put in it:

  
  public static <A, E extends Throwable> Thrower<A, E> unit(final A a) {
    return new Thrower<A, E>() {
      public A extract() {
        return a;
      }
    };
  }

The final ingredient for our Thrower monad is the bind function. It takes a Thrower and feeds its result to a function that returns another Thrower:

  
  public static <A, B, E extends Throwable> Thrower<B, E>
  bind(final Thrower<A, E> a, final F<A, Thrower<B, E>> f) {
    return new Thrower<B, E>() {
      public B extract() throws E {
        return f.f(a.extract()).extract();
      }
    };
  }

Check what this actually does. It creates a new Thrower, whose extract() method calls the extract() method on the first Thrower and applies the function f to the result. Nothing actually happens when we call bind, except that a new future call to the provided function is created. So we’re applying f to the contents of the Thrower a, but not suffering any consequences until later, whenever we decide to call extract() on the result of bind.

Note that we can only compose, in this manner, Throwers that throw the same Throwable type. To combine Throwers of different kinds of exceptions, you would need to return a Thrower<Thrower<A,E1>,E2>>, or something like a Thrower2<B,E1,E2> which can throw either E1 or E2. You cannot create a new generic Throwable like MyException<E1, E2> as the disjoint union of two Throwables, since subclasses of Throwable are not allowed to be generic due to Java’s runtime type erasure. Normally, I don’t care about the types of exceptions to that level of detail anyway, so if I need to work with different species of them, I just use the Exception type. That’s exactly what we’ll do in the example further down.

Now, notice the second argument to bind:

          
  final F<A, Thrower<B, E>> f

This is a pretty useful kind of thing. It’s a function that takes an A and either returns a B or throws an E. So it’s kind of like a Thrower that takes an argument. It’s actually a Kleisli Arrow for the Thrower monad. This is something we’ll need often, so let’s make them easy for ourselves to create:

  
  public abstract class Partial<A, B, E extends Throwable> implements F<A, Thrower<B, E>> {

  protected abstract B run(final A a) throws E;

    public final Thrower<B, E> f(final A a) {
      final Partial<A, B, E> self = this;
      return new Thrower<B, E>() {
        public B extract() throws E {
          return self.run(a);
        }
      };
    }
  }
   

It’s called Partial because it models a partial function, a function whose result is undefined for some values (i.e. it might throw an exception instead of returning a value). We’ve abstracted away all the Thrower stuff (it’s always going to work the same anyway), so concrete subclasses will only have to override the run method and do what a partial function would: turn an A into a B or throw an E.

It might seem that this has taken us full circle, that this was all an exercise in futility if we’re back to just writing methods that throw exceptions. But no, what we have so far actually gives us a lot of power under the hood.

For the token contrived example, let’s say that you have an abstract class which models an action to get some object from the network given a URLConnection, possibly throwing a network error:

    
  public abstract class NetTalker<A> extends Partial<URLConnection, A, Exception> {}

Even though this class has no body, its intent is very clear. Users of our API will just have to to override run to do something useful with a connection. But NetTalkers just use connections; the construction of URLConnections will be implementation-specific. We’ll use another class:

  
  public abstract class URLConnector extends Partial<URL, URLConnection, Exception> {}

Where concrete subclasses create different concrete URLConnections. To get an A from a URL, given some URLConnector c (that knows how to make HttpURLConnections) and some NetTalker n, we can do the following:

          
  Thrower<A, Exception> t = bind(c.f("http://foo.bar"), n);

Again, this doesn’t give you the object of type A, it merely gives you a Thrower which either returns the A or throws an exception. It’s lazy. You can take t and bind it to a Partial that takes an A and, say, writes it to a file, again returning a lazy Thrower. Then, when something calls extract() on it, the whole enchilada of operations will be executed in one go.

Or, if you have a whole list of Throwers, you could turn them into a Thrower that returns a list:

  

  public static <A, E extends Throwable> Thrower<List<A>, E> sequence(final List<Thrower<A, E>> ts)
  {
    return ts.foldRight(Throwers.<List<A>, E> unit(List.<A>nil()),
      Throwers.<A, List<A>, List<A>, E> liftM2(List.<A> cons()));
  }

The above collapses an entire list of throwers into a single thrower that returns all their results in one list. Here, List is a fj.data.List from Functional Java, not java.util.List, although this can be made to work quite easily with the Java Collections Framework by defining nil(), cons(), and foldRight(). liftM2 is almost exactly like fmap from Part 1, except that it lifts functions of arity-2.

We’ve only had a slight taste of what we can do with monads, even in Java, and there are relationships between fmap, bind, and unit that are worth understanding in detail. As you can see, it’s a powerful abstraction that can be applied to a wide variety of problems. It doesn’t stop with Throwers. Notice that NetTalker is also a generic type, with a single type parameter. Yes, it too is a functor. It too can be a monad, and can be composed as we did with Throwers. In fact, here’s fmap for NetTalker:

 
  public static <A,B> F<NetTalker<A>, NetTalker<B>>
    fmap(final F<A,B> f) {
      return new F<NetTalker<A>, NetTalker<B>>() {
        public NetTalker<B> f(final NetTalker<A> a) {
          return new NetTalker<B>() {
            public B run(URLConnection u) throws Exception {
              return f.f(a.f(u));
            }
          };
        }
      };
    }

I wonder what other types are monadic.

Unfortunately, you’ll find that you can’t write a generic Monad class in Java. Poor Java’s type system is not sophisticated enough to understand higher-kinded types, nor would that be sane without type inference in the compiler, which Java also lacks. You will have to write bind and unit for every kind of monad that you need, as well as all operations based on them (fmap, sequence, etc.), or dispense with the type system (in which case you may as well be writing Ruby), or switch to Scala.

I hope you enjoyed this little journey through monads and exceptions in Java. In Part 3 of this series, we will look at how we can remove try, catch, and throws entirely from our code, in favor of unit, bind, fmap, and join.

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Lazy Error Handling in Java, Part 1: The Thrower Functor

Posted by Rúnar on May 16, 2008

How many try/catch blocks have you written in your day? Hundreds? Thousands? How many of the catch blocks look exactly the same? Is try/catch synonymous with copy/paste? Well, you may have written your last catch block. Follow me.

Let’s say that you’re coding in Java, and you want to call some code that might throw Exceptions, but you don’t want to be bothered with catching or throwing those exceptions in your code. Or you may want to call some existing code that doesn’t handle exceptions, passing it something that has methods which may throw exceptions. This can get ugly really fast, and you may end up with “throws Exception” declarations in places where you don’t want them, or try/catch blocks where you’re not sure whether to log the error or throw an unchecked exception, or what.

But, despair not. From very simple ingredients, we can conjure up powerful functional-style error handling to save the day. The first ingredient is a generic interface that declares, in its type expression, the exception thrown by its method:


  public interface Thrower<A, E extends Throwable>
   {public A extract() throws E;}
 

What we’re saying here is that there’s some operation preformed by extract() that returns an A and might throw an E. But the operation won’t take place (and won’t throw anything) until extract() is actually called.

What is such a thing useful for? Well, you could implement this interface, take parameters in a constructor, and perform some calculation in extract(). For example, reading a file and possibly throwing an IOException. But that’s a naive view of what generic interfaces are for. Thrower has higher aspirations than that. It’s not just an interface. It’s a functor. Observe:

  
  public static <A,B,E extends Throwable> F<Thrower<A,E>, Thrower<B,E>> fmap
    (final F<A,B> f)
    {return new F<Thrower<A,E>, Thrower<B,E>>()
      {public Thrower<B, E> f(final Thrower<A, E> a)
        {return new Thrower<B,E>()
          {public B extract() throws E
            {return f.f(a.extract());}};}};}
 

OK, so this is a static method on which class? It doesn’t matter, let’s say we put it in a utility class called Throwers (remembering to make it final and its constructor private). Just look at the type signature for now. The interface F<A,B> is from Functional Java, and it’s just an interface with one method B f(A a). So what fmap does is take a function from A to B, and return a function from Thrower<A,E> to Thrower<B,E>. In other words: fmap promotes the function f so that it works with computation that may throw checked errors, without f having been written to handle errors.

The implementation should be self-explanatory, albeit verbose (this is Java, after all). We construct an anonymous function to return, implementing its only method, which returns a new thrower which in turn yields the result of applying the function f to the contents extracted from the original thrower. It sounds a lot more complicated than it looks, so just read the code. All we’re doing is taking the A from a Thrower, turning it into a B, and wrapping that in another Thrower. If taking the A from the Thrower fails with an exception, we’ll carry that exception into the new Thrower.

The important thing to note here is that nothing actually happens until you call extract() on the resulting Thrower. Values of types F and Thrower are data structures that represent a computation to be carried out in the future. Anybody can pass Throwers around, but only a try/catch block, or a method that throws a Throwable of the right type may actually call extract() on it to run its computation and get its value. Java’s type system ensures that you can’t go wrong (although, as for unchecked exceptions, you’re on your own).

A simple example is in order. Just to illustrate the point, not to do anything very useful. This program reuses a function designed to operate on strings, so that it operates on operations that result in strings but might throw exceptions. The exception handling is done somewhere else, in ErrorHandler, outside of the main program, in an error handling library function called extractFrom, which we assume knows the right thing to do. Note that the main program has no try/catch block at all.

  
  public class Foo
   {public static void main (String[] args)
     {Thrower<String,IOException> readLn = new Thrower<String,IOException>()
       {public String extract() throws IOException
         {return new BufferedReader(new InputStreamReader(System.in)).readLine();}};
      System.out.printLn(ErrorHandler.extractFrom(Throwers.fmap(length).f(readLn)));}

    // A first-class function to get a String's length.
    public F<String,Integer> length = new F<String,Integer>()
     {public Integer f(final String s)
       {return s.length();}}}
 

That’s right. You don’t have to handle exceptions at all in your code, even though you’re performing actions that throw exceptions. You just pass the buck to somebody who knows how to handle exceptions. It’s like outsourcing without the funny accents. OK, so you’re not really performing any IO actions, at least not syntactically speaking. ErrorHandler is doing that for you as well, since it’s the one calling extract() on the Thrower. This doesn’t make a difference to the compiled program except that the execution stack (and hence the stack trace, should things go terribly wrong) will look a bit different. If this makes you uncomfortable, here’s your hat and there’s the door. If you’ve ever used “Inversion of Control”, then this should be nothing new. In fact, in real life, you’ll want to inject something like ErrorHandler as a dependency, using Guice, or Spring, or something similar.

So there you go. That’s lazy error handling in Java, in a nutshell. But there’s more to come, as Thrower has higher aspirations still. It’s not just a functor. It’s a monad. We’ll talk about that in the next post.

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A Terser Right Fold in Java

Posted by Rúnar on May 8, 2008

By using Functional Java’s F2 and F3 interfaces, (functions of arity 2 and 3, respectively), I was able to make the right fold in Java look downright terse:


 public static <A, B> B foldr(final F2<A, B, B> f, B z, List<A> xs)
   {return fold(curry(new F3<F<B, B>, A, B, B>()
                 {public B f(final F<B, B> k, A a, B b)
                   {return k.f(f.f(a, b));}}),
                Function.<B> id(), xs).f(z);}
 

The curry method simply coerces an F3<A, B, C, D> by returning the equivalent F<A, F<B, F<C, D>>>.

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