COMPOSING TYPE CLASSES

Thursday July 11, 2013

When you are writing a library or any kind of API in Scala, type classes are a great tool to allow for customizable behavior while keeping coupling down to a minimum. But what happens when one method requires several type classes and its signature is starting to look a bit too scary?

Consider the following API method from my riak-scala-client library:

def store(key: String, value: RiakValue): Future[Unit] = ...

The store method takes a key and an instance of RiakValue and stores it in Riak, great. But this puts the burden of creating instances of RiakValue completely on the end user (i.e. some poor application developer). So to to make things a little easier to use we can provide a second version of the store method that takes any value of type T as long as that value can somehow be turned into a RiakValue:

trait RiakSerializer[T] {
  def serialize(t: T): (String, ContentType)
}

def store[T: RiakSerializer](key: String, value: T): Future[Unit] = ...

Of course a type class without a decent default value will still force that poor application developer to always do all the work himself, so we add a default implementation and we make sure that the compiler will see it at the lowest posible priority so that it won’t conflict with user provided custom implementations:

object RiakSerializer extends LowPriorityDefaultRiakSerializerImplicits

trait LowPriorityDefaultRiakSerializerImplicits {
  implicit def stringSerializer = new RiakSerializer[String] {
    def serialize(s: String): (String, ContentType) = (s, ContentTypes.`text/plain`)
  }
}

Great! Now the user can chose to accept the default behavior or he can customize it by providing his own implementation of the type class. A nice example of the power of type classes.

Now for the tricky part. What happens if, in order to create a proper instance of a RiakValue, we need to perform a number of separate actions and we want to user to be able to customize one or more of those actions using type classes while using default behavior for the others?

In my riak-scala-client library, the real method signature for store used to look something like this:

def store[T: RiakSerializer
           : RiakIndexer
           : RiakLinker
           : RiakMetaInfoGenerator](key: String, value: T): Future[Unit] = ...

So the value needs to be serialized but it can optionally be enriched with some secondary indexes, links to other values, and meta attributes.

I can imagine this method signature looks pretty damn scary to most end users. So how can I make this look a bit friendlier to the avarage end user while still allowing power users the same flexibility of customization?

Ideally I’d like the method signature to be as simple as the first version. Something like this:

def store[T: RiakMarshaller](key: String, value: T): Future[Unit] = ...

What I ended up with is something that I’m calling a composed type class, or maybe even a higher order type class. I’m sure the purely functional people will have a much better name for it but I couldn’t find any obvious references to it online.

The idea is to provide a type class that itself is constrained by the other four type classes and which delegates its implementation to the in scope implementations of those typeclasses. Don’t worry, it sounds more complicated than it is!

It looks like this:

sealed abstract class RiakMarshaller[T: RiakSerializer
                                      : RiakIndexer
                                      : RiakLinker
                                      : RiakMetaInfoGenerator] {
  def serialize(t: T): (String, ContentType)
  def index(t: T): Set[RiakIndex]
  def link(t: T): Set[RiakLink]
  def metaInfo(t: T): Set[RiakMetaInfo]
}

object RiakMarshaller {
  implicit def default[T: RiakSerializer
                        : RiakIndexer
                        : RiakLinker
                        : RiakMetaInfoGenerator] = new RiakMarshaller[T] {
    def serialize(t: T): (String, ContentType) = implicitly[RiakSerializer[T]].serialize(t)
    def index(t: T): Set[RiakIndex] = implicitly[RiakIndexer[T]].index(t)
    def link(t: T): Set[RiakLink] = implicitly[RiakLinker[T]].link(t)
    def metaInfo(t: T): Set[RiakMetaInfo] = implicitly[RiakMetaInfoGenerator[T]].metaInfo(t)
  }
}

The RiakMarshaller type class serves as a kind of alias for the other four and just delegates the real work to them. It is implemented as a sealed class because there is no need for extension since people can completely customize its behavior by proving their own implementations of the individual delegate type classes.

Now the method signature of store looks nice and simple again while we retain the flexibility of the scary looking version.

Is this too complicated? I don’t think so. Type classes in general do take a little bit of getting used to for most developers but once you are comfortable with them, the above seems like an obvious extra step and, dare I say it, a simplification.

What do you think? Let me know on Twitter.