Awesome
Kittens: automatic type class derivation for Cats
Kittens is a Scala library which provides instances of type classes from the Cats library for arbitrary
algebraic data types (ADTs) using shapeless-based automatic type class derivation. It also provides utility
functions related to Applicative
such as lift
, traverse
and sequence
to HList
, Record
and case classes.
Kittens is part of the Typelevel family of projects. It is an Open Source project under the Apache License v2, hosted on GitHub. Binary artifacts will be published to the Sonatype OSS Repository Hosting service and synced to Maven Central.
It is available for Scala 2.12 and 2.13, Scala.js 1.5 and Scala Native 0.4.
To get started with sbt, add the following to your build.sbt
file:
libraryDependencies += "org.typelevel" %% "kittens" % "latestVersion" // indicated in the badge below
Scala 2
Instance derivations are available for the following type classes:
Eq
,PartialOrder
,Order
,Hash
Show
, prettyShow
Empty
,EmptyK
(from Alleycats)Semigroup
,CommutativeSemigroup
,SemigroupK
Monoid
,CommutativeMonoid
,MonoidK
Functor
,Contravariant
,Invariant
Pure
(from Alleycats),Apply
,Applicative
Foldable
,Reducible
Traverse
,NonEmptyTraverse
ConsK
(from Alleycats)
See the Type class support matrix for more details.
Derivation examples
scala> import cats.implicits._, cats._, cats.derived._
scala> case class Cat[Food](food: Food, foods: List[Food])
defined class Cat
scala> val cat = Cat(1, List(2, 3))
cat: Cat[Int] = Cat(1,List(2, 3))
Derive Functor
scala> implicit val fc: Functor[Cat] = semiauto.functor
FC: cats.Functor[Cat] = cats.derived.MkFunctor2$$anon$4@1c60573f
scala> cat.map(_ + 1)
res0: Cat[Int] = Cat(2,List(3, 4))
Derive Show
Note that the derived Show
also prints out field names, so it might be preferable to the default toString
:
scala> case class Address(street: String, city: String, state: String)
scala> case class ContactInfo(phoneNumber: String, address: Address)
scala> case class People(name: String, contactInfo: ContactInfo)
scala> val mike = People("Mike", ContactInfo("202-295-3928", Address("1 Main ST", "Chicago", "IL")))
scala> // existing Show instance for Address
scala> implicit val addressShow: Show[Address] =
a => s"${a.street}, ${a.city}, ${a.state}"
scala> implicit val peopleShow: Show[People] = semiauto.show // auto derive Show for People
scala> mike.show
res0: String = People(name = Mike, contactInfo = ContactInfo(phoneNumber = 202-295-3928, address = 1 Main ST, Chicago, IL))
Note that in this example, the derivation generated instances for all referenced classes but still respected the existing instance in scope. For different ways to derive instances, please see Derivation on Scala 2 below.
Sequence examples
Note that to run these examples, you need partial unification enabled.
For Scala 2.12 you should add the following to your build.sbt
:
scalacOptions += "-Ypartial-unification"
scala> import cats.implicits._, cats.sequence._
import cats.implicits._
import cats.sequence._
scala> val f1 = (_: String).length
f1: String => Int = <function1>
scala> val f2 = (_: String).reverse
f2: String => String = <function1>
scala> val f3 = (_: String).toFloat
f3: String => Double = <function1>
scala> val f = sequence(f1, f2, f3)
f: String => shapeless.::[Int,shapeless.::[String,shapeless.::[Float,shapeless.HNil]]] = <function1>
scala> f("42.0")
res0: shapeless.::[Int,shapeless.::[String,shapeless.::[Float,shapeless.HNil]]] = 4 :: 0.24 :: 42.0 :: HNil
//or generic over ADTs
scala> case class MyCase(a: Int, b: String, c: Float)
defined class MyCase
scala> val myGen = sequenceGeneric[MyCase]
myGen: cats.sequence.sequenceGen[MyCase] = cats.sequence.SequenceOps$sequenceGen@63ae3243
scala> val f = myGen(a = f1, b = f2, c = f3)
f: String => MyCase = <function1>
scala> f("42.0")
res1: MyCase = MyCase(4,0.24,42.0)
Traverse works similarly except you need a shapeless.Poly
.
Lift examples
scala> import cats._, implicits._, lift._
import cats._
import implicits._
import lift._
scala> def foo(x: Int, y: String, z: Float) = s"$x - $y - $z"
scala> val lifted = Applicative[Option].liftA(foo _)
lifted: (Option[Int], Option[String], Option[Float]) => Option[String] = <function3>
scala> lifted(Some(1), Some("a"), Some(3.2f))
res0: Option[String] = Some(1 - a - 3.2)
Derivation on Scala 2
There are three options for type class derivation on Scala 2:
cats.derived.auto
, cats.derived.cached
and cats.derived.semiauto
.
The recommended best practice is to use semiauto
:
import cats.derived
implicit val showFoo: Show[Foo] = derived.semiauto.show
This will respect all existing instances even if the field is a type constructor.
For example Show[List[A]]
will use the native Show
instance for List
and derived instance for A
.
And it manually caches the result to val showFoo
.
Auto derivation
import derived.auto.show._
A downside is that it will derive an instance from scratch for every use site, increasing compilation time.
Cached derivation
import derived.cached.show._
Use this one with caution - it caches the derived instance globally. So it's only applicable if the instance is global in the application. This could be problematic for libraries, which have no control over the uniqueness of an instance at use site.
Semiauto derivation (recommended)
implicit val showFoo: Show[Foo] = derived.semiauto.show
A downside is we need to write one for every type that needs an instance.
Scala 3
There are five options for type class derivation on Scala 3.
The recommended way is to import cats.derived.*
and use derives
clauses.
In contrast to Scala 2:
- Cached derivation is not supported (and also not necessary)
- Type Class Derivation is supported
- A
strict
mode is available forsemiauto
andderives
clauses
derives
clause (recommended)
Kittens supports Scala 3's derivation syntax. Similar to Scala 2, instances will be derived recursively if necessary.
import cats.derived.*
// No instances declared for Name
case class Name(value: String)
case class Person(name: Name, age: Int) derives Eq, Show
enum CList[+A] derives Functor:
case CNil
case CCons(head: A, tail: CList[A])
Note that the derives
clause has a fundamental limitation:
it generates an instance that requires the type class for all type parameters, even if not necessary.
The following example shows a rough equivalent of how a derives Monoid
clause is desugared:
case class Concat[+A](left: Vector[A], right: Vector[A])
object Concat:
// Note that the `Monoid[A]` requirement is not needed,
// because `Monoid[Vector[A]]` is defined for any `A`.
given [A: Monoid]: Monoid[Concat[A]] = Monoid.derived
In such cases it is recommended to use semiauto derivation, described below.
Semiauto derivation
This looks similar to semiauto
for Scala 2.
Instances will be derived recursively if necessary.
import cats.derived.semiauto
// No instances declared for Name
case class Name(value: String)
case class Person(name: Name, age: Int)
object Person:
given Eq[Person] = semiauto.eq
given Show[Person] = semiauto.show
enum CList[+A]:
case CNil
case CCons(head: A, tail: CList[A])
object CList:
given Functor[CList] = semiauto.functor
Strict derives
clause
Similar to derives
above, but instances are not derived recursively (except for enums and sealed traits).
Users need to be more explicit about which types implement an instance.
import cats.derived.strict.*
// The instances for Name need to be declared explicitly
case class Name(value: String) derives Eq, Show
case class Person(name: Name, age: Int) derives Eq, Show
// A coproduct type (enum) needs only a top-level declaration
enum CList[+A] derives Functor:
case CNil
case CCons(head: A, tail: CList[A])
The same limitations apply as with the default derives
clause.
Strict semiauto derivation
Similar to semiauto
above, but instances are not derived recursively (except for enums and sealed traits).
Users need to be more explicit about which types implement an instance.
import cats.derived.strict
case class Name(value: String)
case class Person(name: Name, age: Int)
object Person:
// The instances for Name need to be declared explicitly
given Eq[Name] = strict.semiauto.eq
given Show[Name] = strict.semiauto.show
given Eq[Person] = strict.semiauto.eq
given Show[Person] = strict.semiauto.show
enum CList[+A]:
case CNil
case CCons(head: A, tail: CList[A])
object CList:
// A coproduct type (enum) needs only a top-level declaration
given Functor[CList] = semiauto.functor
Auto derivation
This looks similar to auto
for Scala 2.
import cats.derived.auto.eq.given
import cats.derived.auto.show.given
import cats.derived.auto.functor.given
case class Name(value: String)
case class Person(name: Name, age: Int)
enum CList[+A]:
case CNil
case CCons(head: A, tail: CList[A])
Caveats
Nested type constructors
We are currently unable to
derive instances for nested type constructors, such as Functor[[x] =>> List[Set[x]]]
.
Stack safety
Our derived instances are not stack-safe.
This is a departure from the behaviour for Scala 2
because we didn't want to incur the performance penalty of trampolining all instances in cats.Eval
.
If your data-type is recursive or extremely large, then you may want to write instances by hand instead.
Missing features
Kittens for Scala 3 is built on top of Shapeless 3
which has a completely different API than Shapeless 2,
so we don't support features like Sequence
and Lift
.
ConsK
derivation is also not supported, although we expect this to be
added in a future release.
Type class support matrix
Legend:
∀
- all must satisfy a constraint∃
- at least one must satisfy a constraint∃!
- exactly one must satisfy a constraint∧
- both constraints must be satisfied∨
- either constraint must be satisfied
For monomorphic types
Type Class | Case Classes | Sealed Traits | Singleton types |
---|---|---|---|
CommutativeMonoid | ∀ fields: CommutativeMonoid | ✗ | ✗ |
CommutativeSemigroup | ∀ fields: CommutativeSemigroup | ✗ | ✗ |
Empty | ∀ fields: Empty | ∃! variant: Empty | ✗ |
Eq | ∀ fields: Eq | ∀ variants: Eq | ✓ |
Hash | ∀ fields: Hash | ∀ variants: Hash | ✓ |
Monoid | ∀ fields: Monoid | ✗ | ✗ |
Order | ∀ fields: Order | ∀ variants: Order | ✓ |
PartialOrder | ∀ fields: PartialOrder | ∀ variants: PartialOrder | ✓ |
Semigroup | ∀ fields: Semigroup | ✗ | ✗ |
Show | ∀ fields: Show | ∀ variants: Show | ✓ |
ShowPretty | ∀ fields: ShowPretty | ∀ variants: ShowPretty | ✓ |
For polymorphic types
Type Class | Case Classes | Sealed Traits | Constant Types λ[x => T] | Nested Types λ[x => F[G[x]]] |
---|---|---|---|---|
Applicative | ∀ fields: Applicative | ✗ | for T: Monoid | for F: Applicative and G: Applicative |
Apply | ∀ fields: Apply | ✗ | for T: Semigroup | for F: Apply and G: Apply |
Contravariant | ∀ fields: Contravariant | ∀ variants: Contravariant | for any T | for F: Functor and G: Contravariant |
EmptyK | ∀ fields: EmptyK | ∃! variant: EmptyK | for T: Empty | for F: EmptyK and any G ∨ for F: Pure and G: EmptyK |
Foldable | ∀ fields: Foldable | ∀ variants: Foldable | for any T | for F: Foldable and G: Foldable |
Functor | ∀ fields: Functor | ∀ variants: Functor | for any T | for F: Functor and G: Functor ∨ for F: Contravariant and G: Contravariant |
Invariant | ∀ fields: Invariant | ∀ variants: Invariant | for any T | for F: Invariant and G: Invariant |
MonoidK | ∀ fields: MonoidK | ✗ | for T: Monoid | for F: MonoidK and any G ∨ for F: Applicative and G: MonoidK |
NonEmptyTraverse | ∃ field: NonEmptyTraverse ∧ ∀ fields: Traverse | ∀ variants: NonEmptyTraverse | ✗ | for F: NonEmptyTraverse and G: NonEmptyTraverse |
Pure | ∀ fields: Pure | ✗ | for T: Empty | for F: Pure and G: Pure |
Reducible | ∃ field: Reducible ∧ ∀ fields: Foldable | ∀ variants: Reducible | ✗ | for F: Reducible and G: Reducible |
SemigroupK | ∀ fields: SemigroupK | ✗ | for T: Semigroup | for F: SemigroupK and any G ∨ for F: Apply and G: SemigroupK |
Traverse | ∀ fields: Traverse | ∀ variants: Traverse | for any T | for F: Traverse and G: Traverse |
Scala 3 only ↓ | ||||
NonEmptyAlternative | ∀ fields: NonEmptyAlternative | ✗ | ✗ | for F: NonEmptyAlternative and G: Applicative |
Alternative | ∀ fields: Alternative | ✗ | ✗ | for F: Alternative and G: Applicative |
Participation
The Kittens project supports the Scala code of conduct and wants all of its channels (mailing list, Gitter, GitHub, etc.) to be welcoming environments for everyone.
Building kittens
Kittens is built with SBT 1.x, and its master branch is built with Scala 2.13 by default.
Contributors
- Cody Allen ceedubs@gmail.com @fourierstrick
- Georgi Krastev joro.kr.21@gmail.com @Joro_Kr
- Fabio Labella fabio.labella2@gmail.com @SystemFw
- Miles Sabin miles@milessabin.com @milessabin
- Qi Wang Qi77Qi
- Kailuo Wang kailuo.wang@gmail.com @kailuowang
- Tim Spence timothywspence@gmail.com timwspence
- Your name here :-)