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Shapeless: Generic.Aux

I'm trying to understand how Generic works (and TypeClass too). The github wiki is very sparse on examples and documentation. Is there a canonical blog post / documentation page describing Generic and TypeClass in detail?

In concrete, what is the difference between these two methods?:

def find1[T](implicit gen: Generic[T]): Generic[T] = gen
def find2[T](implicit gen: Generic[T]): Generic[T] { type Repr = gen.Repr } = gen

given

object Generic {
  type Aux[T, Repr0] = Generic[T] { type Repr = Repr0 }
  def apply[T](implicit gen: Generic[T]): Aux[T, gen.Repr] = gen
  implicit def materialize[T, R]: Aux[T, R] = macro GenericMacros.materialize[T, R]
}
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Juanpa Avatar asked Nov 15 '15 22:11

Juanpa


1 Answers

The issues involved in how Generic and TypeClass are implemented and what they do are different enough that they probably deserve separate questions, so I'll stick to Generic here.

Generic provides a mapping from case classes (and potentially similar types) to heterogeneous lists. Any case class has a unique hlist representation, but any given hlist corresponds to a very, very large number of potential case classes. For example, if we have the following case classes:

case class Foo(i: Int, s: String)
case class Bar(x: Int, y: String)

The hlist representation provided by Generic for both Foo and Bar is Int :: String :: HNil, which is also the representation for (Int, String) and any other case classes we could define with these two types in this order.

(As a side note, LabelledGeneric allows us to distinguish between Foo and Bar, since it includes the member names in the representation as type-level strings.)

We generally want to be able to specify the case class and let Shapeless figure out the (unique) generic representation, and making Repr a type member (instead of a type parameter) allows us to do this pretty cleanly. If the hlist representation type were a type parameter, then your find methods would have to have a Repr type parameter as well, which means that you wouldn't be able to specify only the T and have the Repr inferred.

Making Repr a type member makes sense only because the Repr is uniquely determined by the first type parameter. Imagine a type class like Iso[A, B] that witnesses that A and B are isomorphic. This type class is very similar to Generic, but A doesn't uniquely dermine B—we can't just ask "what is the type that's isomorphic to A?"—so it wouldn't be useful to make B a type member (although we could if we really wanted to—Iso[A] just wouldn't really mean anything).

The problem with type members is that they're easy to forget, and once they're gone, they're gone forever. The fact that the return type of your find1 isn't refined (i.e. doesn't include the type member) means that the Generic instance it returns is pretty much useless. For example, the static type of res0 here might as well be Any:

scala> import shapeless._
import shapeless._

scala> def find1[T](implicit gen: Generic[T]): Generic[T] = gen
find1: [T](implicit gen: shapeless.Generic[T])shapeless.Generic[T]

scala> case class Foo(i: Int, s: String)
defined class Foo

scala> find1[Foo].to(Foo(1, "ABC"))
res0: shapeless.Generic[Foo]#Repr = 1 :: ABC :: HNil

scala> res0.head
<console>:15: error: value head is not a member of shapeless.Generic[Foo]#Repr
              res0.head
                   ^

When Shapeless's Generic.materialize macro creates the Generic[Foo] instance we're asking for, it's statically typed as a Generic[Foo] { type Repr = Int :: String :: HNil }, so the gen argument that the compiler hands to find1 has all the static information we need. The problem is that we then explicitly up-cast that type to a plain old unrefined Generic[Foo], and from that point on the compiler doesn't know what the Repr is for that instance.

Scala's path-dependent types give us a way not to forget the refinement without adding another type parameter to our method. In your find2, the compiler statically knows the Repr for the incoming gen, so when you say that the return type is Generic[T] { type Repr = gen.Repr }, it will be able to keep track of that information:

scala> find2[Foo].to(Foo(1, "ABC"))
res2: shapeless.::[Int,shapeless.::[String,shapeless.HNil]] = 1 :: ABC :: HNil

scala> res2.head
res3: Int = 1

To sum up: Generic has a type parameter T that uniquely determines its type member Repr, Repr is a type member instead of a type parameter so that we don't have to include it in all of our type signatures, and path-dependent types make this possible, allowing us to keep track of Repr even though it's not in our type signatures.

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Travis Brown Avatar answered Dec 04 '22 22:12

Travis Brown