• Stars
    star
    145
  • Rank 254,144 (Top 6 %)
  • Language
    Scala
  • License
    Apache License 2.0
  • Created over 9 years ago
  • Updated over 8 years ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

compile-time typechecked akka actors

banner

Build Status Coverage Maven Gitter Apache License

Note: For Akka 2.4, you have to add -a24 to the version number. For example 1.1.0 becomes 1.1.0-a24. The first version available for Akka 2.4 is 1.4.0.

libraryDependencies ++= List(
  "de.knutwalker" %% "typed-actors" % "1.6.0",
  "de.knutwalker" %% "typed-actors-creator" % "1.6.0"
)

Motivation

One critique of Akka, that comes up every now and then is the lack of type safety. Actors essentially represent a PartialFunction[Any, Unit] which is, from a type point of view, something of the worst you can have. It tells you nothing useful; Anything can go in, it might or might not be processed and if so, anything anywhere anytime can happen. It forgoes all the benefits of a statically typed language. There are many reasons for this though, amongst others: location transparency and context.become. While its true that only Any allows us to model everything that can happen, it doesn't mean that everything will always happen. Not every actor gets moved around between different nodes and changes its behavior to something completely unrelated over and over again.

So, why not tell the compiler that we know something about certain actors and have it help us? We're in a statically typed language after all. We're used to compiler support when it comes to refactoring, design and composition. Why forgo this for the sake of a feature I don't want to use.

Hence, Typed Actors!

Akka underwent some experiments itself, for example from typed-channels and typed-actors to akka-typed. Especially the last approach, Akka Typed is really nice and the benefit of having an ActorRef[A] lead to the creation of this library.

Typed Actors has the following goals:

  • add a compile-time layer to existing ActorRefs with minimal runtime overhead
  • be compatible with all of the existing Akka modules, traits, and extensions in terms of composition and behavior

and the following non-goals:

  • enforce an impenetrable mantle of types, don't fight the users knowledge about the actor system, those are dynamic after all
  • support Java

So, let's dive in.

Basic Usage

To use Typed Actors, import the following:

import de.knutwalker.akka.typed._

The underscore/wildcard import is important to bring some implicit classes into scope. These classes enable the actual syntax to use typed actors. Also, Typed Actors shadows some names from akka.actor, so you need to make sure, that you add this import after your akka imports.

import akka.actor._
import de.knutwalker.akka.typed._

Actor Definition

Using Typed Actors is, at first, similar to regular actors. It is always a good idea to define your message protocol.

sealed trait MyMessage
case class Foo(foo: String) extends MyMessage
case class Bar(bar: String) extends MyMessage

case object SomeOtherMessage

With that, define a regular actor.

class MyActor extends Actor {
  def receive = {
    case Foo(foo) => println(s"received a Foo: $foo")
    case Bar(bar) => println(s"received a Bar: $bar")
  }
}

Actor Creation

Now, use Props and ActorOf. These are now the ones from de.knutwalker.akka.typed, not from akka.actor.

scala> implicit val system = ActorSystem("foo")
system: akka.actor.ActorSystem = akka://foo

scala> val props = Props[MyMessage, MyActor]
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val ref = ActorOf(props, name = "my-actor")
ref: de.knutwalker.akka.typed.package.ActorRef[props.Message] = Actor[akka://foo/user/my-actor#-260681439]

This will give you an ActorRef[MyMessage].

There are three possible ways to create a Props, mirroring the constructors from akka.actor.Props.

scala> val props = Props[MyMessage, MyActor]
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val props = Props[MyMessage, MyActor](new MyActor)
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> val props = Props[MyMessage, MyActor](classOf[MyActor])
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

Sending messages

Sending messages to a typed actor is the same as sending messages to an untyped on, you use !.

scala> ref ! Foo("foo")
received a Foo: foo

scala> ref ! Bar("bar")
received a Bar: bar

If you try to send a message from a different protocol, you will get a compile error. Hooray, benefit!

scala> ref ! SomeOtherMessage
<console>:31: error: type mismatch;
 found   : SomeOtherMessage.type
 required: ref.Message
    (which expands to)  MyMessage
       ref ! SomeOtherMessage
             ^

Ask pattern

Typed actors support the ask pattern, ?, without imports and the returned Future is properly typed. In order to achieve this, instead of sending an already instantiated type, you send a function that, given the properly typed sender, will return the message. This is usually achieved with a separate parameter list on a case class (message), typically called replyTo.

case class MyResponse(payload: String)
case class MyMessage(payload: String)(val replyTo: ActorRef[MyResponse])

If you define your messages this way, you can left out the last parameter list and will get the required function. To respond, use message.replyTo instead of sender() to get the properly typed sender. Although, to be fair, sender() will be the same actor, it's just the untyped version. Finally, ? requires an implicit Timeout, just like the regular, untyped ask.

import scala.concurrent.duration._
import akka.util.Timeout

class MyActor extends Actor {
  def receive = {
    case m@MyMessage(payload) => m.replyTo ! MyResponse(payload)
  }
}
implicit val timeout: Timeout = 1.second
scala> val ref = ActorOf(Props[MyMessage, MyActor])
ref: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/$a#-1898850520]

scala> val future = ref ? MyMessage("foo")
future: scala.concurrent.Future[MyResponse] = scala.concurrent.impl.Promise$DefaultPromise@75cf45c8

scala> val response = scala.concurrent.Await.result(future, 1.second)
response: MyResponse = MyResponse(foo)

Next up, learn how to mix multiple unrelated messages into the checked type.

Union typed actors

Unrelated Messages

The actor messages before were defined as a sealed trait so that the actor can deal with all subclasses of this trait. That way the actor can deal with multiple types of messages. This works great if you're in control of the messages, unfortunately this is not always the case. Sometimes you have to write an actor that receives multiple messages that are not part of the same sealed trait, possibly because you don't own said messages. To still use Typed Actors, you could use Any, which is just as bad as using untyped actors directly. Alternatively, you could use a sum type like Either, define the actor as ActorRef[Either[A, B]] and pattern match on the either in the receive block. This has some drawbacks though. First, listing more than 2 different messages with Either gets very tedious and you'll probably start writing specific custom sum types for each different set of messages and end up with sealed traits that do nothing but wrap other messages and are thus just noisy boilerplate. Second, there is a runtime overhead involved of wrapping and unwrapping the message in the sum type, i.e. you have to apply and unapply the Left/Right instances. Third, and probably the most disruptive one, you cannot send any of the summed types directly but have to wrap them at tellsite, coupling the actor to the chosen sum type. This also means, that you cannot write proxy-like actors that sit in-between other actors because you have to change the messages.

Typed Actors offer an easy alternative, that solves all the aforementioned problems: Union Types. Both, ActorRef[A] and Props[A], have a or[B] method, that turns those types into an ActorRef[A | B] or a Props[A | B], respectively. A | B is a so called union type (also sometimes called a disjoint or discriminated union) meaning it is either A or B. In this regard, it serves the same purpose as Either[A, B], but it is a pure type-level construct. There is no runtime value possible for A | B, it is intended to be used a phantom type to allow the compiler to apply specific constraints on certain methods. You, as a library user, needn't worry about this; just read A | B as A or B. As a side note, the implementation is different than the one provided by Miles, referenced in the link above and, dare I say, simpler; it's not based on Curry-Howard isomorphism and doesn't require unicode to type.

You can call or multiple times, creating an ever-growing union type. For example ActorRef[A].or[B].or[C].or[D] yields ActorRef[A | B | C | D], which just reads A or B or C or D. There is no restriction on the length (certainly not at 22), although compile times will suffer for very large union types. This solves the first problem, enumerating many types just works naturally. To be fair, this is mainly due to the infix notation. You could write A Either B Either C as well, but that's just weird while A | B | C comes naturally. As mentioned before, | is a pure typelevel construct—there is no runtime value, not event a simple wrapper. This fact solves both, the aforementioned second and third issue. Since there is not even a valid runtime representation, there can be no overhead and there is no wrapping required at tellsite. Okay, enough theory – lets see union types in action.

Union types

First, let's define some unrelated messages. Note that these are not part of a sealed trait hierarchy.

case class Foo(foo: String)
case class Bar(bar: String)
case class Baz(baz: String)
case object SomeOtherMessage

Now, let's define an actor that receives all of these messages.

class MyActor extends Actor {
  def receive = {
    case Foo(foo) => println(s"received a Foo: $foo")
    case Bar(bar) => println(s"received a Bar: $bar")
    case Baz(baz) => println(s"received a Baz: $baz")
  }
}

Define a Props for one of those messages.

scala> val props: Props[Foo] = Props[Foo, MyActor]
props: de.knutwalker.akka.typed.Props[Foo] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

Now just list the other message types using or, either on the Props or on a created ActorRef.

scala> val props2: Props[Foo | Bar] = props.or[Bar]
props2: de.knutwalker.akka.typed.Props[de.knutwalker.akka.typed.|[Foo,Bar]] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val ref2: ActorRef[Foo | Bar] = ActorOf(props2, name = "my-actor")
ref2: de.knutwalker.akka.typed.ActorRef[de.knutwalker.akka.typed.|[Foo,Bar]] = Actor[akka://foo/user/my-actor#-1800143858]

scala> val ref: ActorRef[Foo | Bar | Baz] = ref2.or[Baz]
ref: de.knutwalker.akka.typed.ActorRef[de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz]] = Actor[akka://foo/user/my-actor#-1800143858]

Now you can send either one of the messages that are listed in the union type.

scala> ref ! Foo("foo")
received a Foo: foo

scala> ref ! Bar("bar")
received a Bar: bar

scala> ref ! Baz("baz")
received a Baz: baz

And if you try to send a message that is not part of the type union, you will get a compile error.

scala> ref ! SomeOtherMessage
<console>:32: error: Cannot prove that message of type SomeOtherMessage.type is a member of ref.Message.
       ref ! SomeOtherMessage
           ^

As you can see, there are no wrappers involved. When you send the message, the compiler checks that the message you want to send is part of the union and if this checks succeeds, the compiler will allow the call to ! (by not failing to compile). Since there can be no runtime value of the union type, there is a clear distinction for the dispatch to the check if the message itself is the specified type or a subtype thereof and the check if the message is part of the specified union type.

You can turn an actor that accepts an union type into of its subcases with only:

scala> ref.only[Foo]
res4: de.knutwalker.akka.typed.package.ActorRef[Foo] = Actor[akka://foo/user/my-actor#-1800143858]

scala> ref.only[Bar]
res5: de.knutwalker.akka.typed.package.ActorRef[Bar] = Actor[akka://foo/user/my-actor#-1800143858]

scala> ref.only[Baz]
res6: de.knutwalker.akka.typed.package.ActorRef[Baz] = Actor[akka://foo/user/my-actor#-1800143858]

Which checks the untion type as well.

scala> ref.only[SomeOtherMessage]
<console>:31: error: not found: type SomeOtherMessage
       ref.only[SomeOtherMessage]
                ^

Union types will return later; for now, the next part is to learn how to interact with the less safer parts of Akka.

Unsafe Usage

scala> val typedRef = ActorOf[MyMessage](props, name = "my-actor")
typedRef: de.knutwalker.akka.typed.ActorRef[MyMessage] = Actor[akka://foo/user/my-actor#-760225152]

Autoreceived Messages

Some messages are automatically handled by some actors and need or cannot be provided in the actors type. One example is PoisonPill. To sent those kind of messages anyway, use unsafeTell.

scala> typedRef.unsafeTell(PoisonPill)

Switch Between Typed and Untyped

Also, some Akka APIs require you to pass an untyped ActorRef (the regular ActorRef). You can easily turn your typed actor into an untyped one bu using untyped.

scala> val untypedRef = typedRef.untyped
untypedRef: de.knutwalker.akka.typed.package.UntypedActorRef = Actor[akka://foo/user/my-actor#-760225152]

For convenience, akka.actor.ActorRef is type aliased as de.knutwalker.akka.typed.UntypedActorRef. Similarly, you can turn any untyped ref into a typed one using typed.

scala> val typedAgain = untypedRef.typed[MyMessage]
typedAgain: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/my-actor#-760225152]

As scala tends to infer Nothing as the most specific bottom type, you want to make sure to always provide a useful type.

scala> untypedRef.typed
res1: de.knutwalker.akka.typed.package.ActorRef[Nothing] = Actor[akka://foo/user/my-actor#-760225152]

Compiletime only

There are no compiler checks to make sure, that the given actually is able to receive that kind of message. This signifies the point, that Typed Actors are really just a compile-time wrapper and do not carry any kind of runtime information. To further demonstrate this, you can see that both instances are actually the very same (despite the scalac warning).

scala> typedRef eq untypedRef
<console>:29: warning: AnyRef{type Message = MyMessage; type Self = de.knutwalker.akka.typed.UntypedActorRef} and akka.actor.ActorRef are unrelated: they will most likely never compare equal
       typedRef eq untypedRef
                ^
res2: Boolean = true

Divergence

This also means, that it is possible to diverge from the specified type with context.become.

scala> class MyOtherActor extends Actor {
     |   def receive = LoggingReceive {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |     case Bar(bar) => context become LoggingReceive {
     |       case SomeOtherMessage => println("received some other message")
     |     }
     |   }
     | }
defined class MyOtherActor

scala> val otherRef = ActorOf(Props[MyMessage, MyOtherActor], "my-other-actor")
otherRef: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/my-other-actor#253923972]

scala> otherRef ! Foo("foo")
[DEBUG] received handled message Foo(foo)

received a Foo: foo
scala> otherRef ! Bar("bar")
[DEBUG] received handled message Bar(bar)

scala> otherRef ! Foo("baz")
[DEBUG] received unhandled message Foo(baz)

scala> otherRef.untyped ! SomeOtherMessage
[DEBUG] received handled message SomeOtherMessage
received some other message

Making sure, that this cannot happen is outside of the scope of Typed Actors. There is, however, a TypedActor trait which tries to provide some help. Learn about it next.

TypedActor

Having a typed reference to an actor is one thing, but how can we improve type-safety within the actor itself? Typed Actors offers a trait called TypedActor which you can extend from instead of Actor. TypedActor itself extends Actor but contains an abstract type member and typed receive method instead of just an untyped receive method. In order to use the TypedActor, you have to extend TypedActor.Of[_] and provide your message type via type parameter.

scala> class MyActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |     case Bar(bar) => println(s"received a Bar: $bar")
     |   }
     | }
defined class MyActor

scala> val ref = ActorOf(Props[MyMessage, MyActor], name = "my-actor")
ref: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/my-actor#-685633214]

scala> ref ! Foo("foo")
received a Foo: foo

scala> ref ! Bar("bar")
received a Bar: bar

If you match on messages from a different type, you will get a compile error.

scala> class MyActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = {
     |     case SomeOtherMessage => println("received some other message")
     |   }
     | }
<console>:22: error: pattern type is incompatible with expected type;
 found   : SomeOtherMessage.type
 required: MyActor.this.Message
    (which expands to)  MyMessage
           case SomeOtherMessage => println("received some other message")
                ^

Divergence

Similar to the untyped actor, context.become is not hidden and can still lead to diverging actors.

scala> class MyOtherActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |     case Bar(bar) => context become LoggingReceive {
     |       case SomeOtherMessage => println("received some other message")
     |     }
     |   }
     | }
defined class MyOtherActor

scala> val otherRef = ActorOf(Props[MyMessage, MyOtherActor], "my-other-actor")
otherRef: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/my-other-actor#-1609403868]

scala> otherRef ! Foo("foo")

scala> otherRef ! Bar("bar")
[DEBUG] received handled message Foo(foo)
received a Foo: foo
[DEBUG] received handled message Bar(bar)

scala> otherRef ! Foo("baz")
[DEBUG] received unhandled message Foo(baz)

scala> otherRef.untyped ! SomeOtherMessage
[DEBUG] received handled message SomeOtherMessage
received some other message

More Typing

The TypedActor offers some more methods that ought to help with keeping within the defined type bound. There is typedSelf, which is the typed version of the regular self. Then there is typedBecome, the typed version of context.become. It takes a partial receive function, much like typedReceive.

Using typedBecome, diverging from the type bound is no longer possible

scala> class MyOtherActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |     case Bar(bar) => typedBecome {
     |       case SomeOtherMessage => println("received some other message")
     |     }
     |   }
     | }
<console>:31: error: pattern type is incompatible with expected type;
 found   : SomeOtherMessage.type
 required: MyOtherActor.this.Message
    (which expands to)  MyMessage
             case SomeOtherMessage => println("received some other message")
                  ^

You can event get exhaustiveness checks from the compiler by using the Total wrapper.

scala> class MyOtherActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = Total {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |   }
     | }
<console>:25: warning: match may not be exhaustive.
It would fail on the following input: Bar(_)
         def typedReceive = Total {
                                  ^
defined class MyOtherActor

Please be aware of a bug feature that wouldn't fail on non-exhaustive checks. If you use guards in your matchers, the complete pattern is optimistically treated as exhaustive; See SI-5365, SI-7631, and SI-9232. Note the missing non-exhaustiveness warning in the next example.

scala> val False = false
False: Boolean = false

scala> class MyOtherActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = Total {
     |     case Foo(foo) if False =>
     |   }
     | }
defined class MyOtherActor

Unfortunately, this cannot be worked around by library code. Even worse, this would not result in a unhandled message but in a runtime match error.

Working with Union Types

Union typed before were declared on an already existing Props or ActorRef but how can we use union types together with TypedActor?

case class Foo(foo: String)
case class Bar(bar: String)
case class Baz(baz: String)
case object SomeOtherMessage

(We're shadowing the previous definition of Foo and Bar here, they are reverted after this chapter).

Since union types are implemented at the type-level, there is no runtime value possible that would allow us to discriminate between those subtypes when running the receive block.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = {
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |     case Bar(bar) => println(s"received a Bar: $bar")
     |     case Baz(baz) => println(s"received a Baz: $baz")
     |   }
     | }
<console>:29: error: constructor cannot be instantiated to expected type;
 found   : Foo
 required: de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz]
           case Foo(foo) => println(s"received a Foo: $foo")
                ^
<console>:30: error: constructor cannot be instantiated to expected type;
 found   : Bar
 required: de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz]
           case Bar(bar) => println(s"received a Bar: $bar")
                ^
<console>:31: error: constructor cannot be instantiated to expected type;
 found   : Baz
 required: de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz]
           case Baz(baz) => println(s"received a Baz: $baz")
                ^

We have to do this discrimination at type-level as well. Don't worry, it's less complicated as that sound. As a side note, sum types like Either are sometimes referred to as tagged union, the tag being the thing that would help us to discrimite at runtime – our union type is an untagged union instead.

The basics stay the same, you still extends TypedActor.Of and implement typedReceive but this time using either Union or TotalUnion. Use Union if you only cover some of the union types cases and TotalUnion if you want to cover all cases. The compiler can perform exhaustiveness checks on the latter. Both methods return a builder-style object that has an on method that must be used to enumerate the individual subcases of the union type and you close with a call to apply.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .on[Foo]{ case Foo(foo) => println(s"received a Foo: $foo") }
     |     .on[Bar]{ case Bar(bar) => println(s"received a Bar: $bar") }
     |     .on[Baz]{ case Baz(baz) => println(s"received a Baz: $baz") }
     |     .apply
     | }
defined class MyActor

Or if you have a total function for the cases, there is a shortcut:

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .total[Foo]{ foo ⇒ println(s"received a Foo: $foo.foo") }
     |     .total[Bar]{ bar ⇒ println(s"received a Bar: $bar.bar") }
     |     .total[Baz]{ baz ⇒ println(s"received a Baz: $baz.baz") }
     |     .apply
     | }
defined class MyActor

You have to provide at least one case, you cannot define an empty behavior.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .apply
     | }
<console>:29: error: Cannot prove that de.knutwalker.akka.typed.TypedActor.MkPartialUnionReceive.Empty =:= de.knutwalker.akka.typed.TypedActor.MkPartialUnionReceive.NonEmpty.
           .apply
            ^

If you remove one of those cases it still compiles, since Union does not check for exhaustiveness.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .on[Foo]{ case Foo(foo) => println(s"received a Foo: $foo") }
     |     .on[Baz]{ case Baz(baz) => println(s"received a Baz: $baz") }
     |     .apply
     | }
defined class MyActor

If you switch to TotalUnion you can see the compiler message telling that something is missing. Unfortunately it doesn't tell you which case is missing exactly, although that might change in the future.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = TotalUnion
     |     .on[Foo]{ case Foo(foo) => println(s"received a Foo: $foo") }
     |     .on[Baz]{ case Baz(baz) => println(s"received a Baz: $baz") }
     |     .apply
     | }
<console>:31: error: Cannot prove that de.knutwalker.akka.typed.|[Foo,Baz] contains the same members as de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz].
           .apply
            ^

You can even leave out the call to apply.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .on[Foo]{ case Foo(foo) ⇒ println(s"received a Foo: $foo") }
     |     .on[Baz]{ case Baz(baz) ⇒ println(s"received a Baz: $baz") }
     | }
defined class MyActor

Which is true for TotalUnion as well.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = TotalUnion
     |     .on[Foo]{ case Foo(foo) ⇒ println(s"received a Foo: $foo") }
     |     .on[Bar]{ case Bar(bar) ⇒ println(s"received a Bar: $bar") }
     |     .on[Baz]{ case Baz(baz) ⇒ println(s"received a Baz: $baz") }
     | }
defined class MyActor

As you can see, you basically provide a receive block for all relevant subtypes of the union. One such receive block is typed in its input, though you cannot use the Total helper as this one is fixed on the complete message type, the union type itself in this case.

scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .on[Foo](Total { case Foo(foo) => println(s"received a Foo: $foo") })
     |     .apply
     | }
<console>:29: error: constructor cannot be instantiated to expected type;
 found   : Foo
 required: de.knutwalker.akka.typed.|[de.knutwalker.akka.typed.|[Foo,Bar],Baz]
           .on[Foo](Total { case Foo(foo) => println(s"received a Foo: $foo") })
                                 ^

At any rate, the Props and ActorRef from this TypedActor are union typed as well.

scala> val props = PropsFor[MyActor]
props: de.knutwalker.akka.typed.Props[MyActor#Message] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val ref = ActorOf(props)
ref: de.knutwalker.akka.typed.package.ActorRef[props.Message] = Actor[akka://foo/user/$a#222597801]

scala> ref ! Foo("foo")
[DEBUG] received handled message Foo(foo)
received a Foo: foo

scala> ref ! Bar("bar")
[DEBUG] received handled message Bar(bar)
received a Bar: bar

scala> ref ! Baz("baz")
[DEBUG] received handled message Baz(baz)
received a Baz: baz
scala> ref ! SomeOtherMessage
<console>:32: error: Cannot prove that message of type SomeOtherMessage.type is a member of ref.Message.
       ref ! SomeOtherMessage
           ^

If you want to context.become with a union type there are some options.

  1. You can use the Union/TotalUnion helper as described earlier.
  2. You can use unionBecome if you only want to cover one particular case. It is a shortcut for typedBecome(Union.on[Msg]{ case ... }.apply)
scala> class MyActor extends TypedActor.Of[Foo | Bar | Baz] {
     |   def typedReceive: TypedReceive = Union
     |     .on[Foo]{
     |        case Foo(foo) =>
     |        unionBecome.on[Bar] {
     |          case Bar(bar) => println(s"received a Boo: $bar")
     |        }
     |     }
     |     .apply
     | }
defined class MyActor

Stateless actor from a total function

The companion object TypedActor has an apply method that wraps a total function in an actor and returns a prop for this actor.

scala> val ref = ActorOf(TypedActor[MyMessage] {
     |   case Foo(foo) => println(s"received a Foo: $foo")
     |   case Bar(bar) => println(s"received a Bar: $bar")
     | })
ref: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/$b#509742201]

Low-level TypedActor

You can also directly extend TypedActor, in which case you have to implement the abstract type Message. The Of constructor just does this for you by getting all information from the defined type parameter. You want to use this you need the TypedActor as a trait, for example when mixing it together with other Actor traits, like PersistenActor. For normal use-case, extending TypedActor.Of[_] is encouraged.

scala> import scala.reflect.classTag
import scala.reflect.classTag

scala> class MyTypedActor extends TypedActor {
     |   type Message = MyMessage
     | 
     |   def typedReceive = {
     |     case Foo(foo) =>
     |   }
     | }
defined class MyTypedActor

You can even override the receive method, if you have to, using the untypedFromTyped method.

scala> class MyTypedActor extends TypedActor {
     |   type Message = MyMessage
     | 
     |   override def receive =
     |     untypedFromTyped(typedReceive)
     | 
     |   def typedReceive = {
     |     case Foo(foo) =>
     |   }
     | }
defined class MyTypedActor

Using this, you can mix a TypedActor and a PersistentActor together.

scala> import akka.persistence.PersistentActor
import akka.persistence.PersistentActor

scala> class TypedPersistentActor extends TypedActor with PersistentActor with ActorLogging {
     |   type Message = MyMessage
     | 
     |   def persistenceId: String = "typed-persistent-id"
     | 
     |   val receiveRecover: Receive = akka.actor.Actor.emptyBehavior
     | 
     |   val typedReceive: TypedReceive = {
     |     case foo: Foo =>
     |       persist(foo)(f => context.system.eventStream.publish(foo))
     |   }
     | 
     |   val receiveCommand: Receive =
     |     untypedFromTyped(typedReceive)
     | 
     |   override def receive: Receive =
     |     receiveCommand
     | }
defined class TypedPersistentActor

Going back to untyped land

Sometimes you have to receive messages that are outside of your protocol. A typical case is Terminated, but other modules and patterns have those messages as well. You can use Untyped to specify a regular untyped receive block, just as if receive were actually the way to go. Untyped also works with union types without any special syntax.

scala> class MyOtherActor extends TypedActor.Of[MyMessage] {
     |   def typedReceive = Untyped {
     |     case Terminated(ref) => println(s"$ref terminated")
     |     case Foo(foo) => println(s"received a Foo: $foo")
     |   }
     | }
defined class MyOtherActor

With Untyped, you won't get any compiler support, it is meant as an escape hatch; If you find yourself using Untyped all over the place, consider just using a regular Actor instead.

Next, learn more ways to create Props.

Building Props

Message Type Derivation

When creating a props for a TypeActor, we can derive the message type and thus reduce the amount of type annotation we have to write. This is done with PropsFor.

Consider this typed actor.

class MyActor extends TypedActor.Of[MyMessage] {
  def typedReceive = {
    case Foo(foo) => println(s"received a Foo: $foo")
  }
}

Using Props we have to repeat the information, that this actor only accepts messages of type MyMessage, although the compiler knows about this.

scala> Props[MyMessage, MyActor] // MyMessage is repetitive
res0: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> Props(new MyActor) // message type derives as Nothing
res1: de.knutwalker.akka.typed.package.Props[Nothing] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> Props[MyMessage, MyActor](new MyActor) // MyMessage and MyActor are repetitive
res2: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> Props(classOf[MyActor]) // message type derives as Nothing
res3: Object{type Message = Nothing; type Self = akka.actor.Props} = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> Props[MyMessage, MyActor](classOf[MyActor]) // MyMessage and MyActor are repetitive
res4: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

When you have a TypedActor, you can use PropsFor instead of Props to use the type information embedded in TypedActor#Message.

scala> PropsFor[MyActor]
res5: de.knutwalker.akka.typed.Props[MyActor#Message] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> PropsFor(new MyActor)
res6: de.knutwalker.akka.typed.package.Props[MyActor#Message] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> PropsFor(classOf[MyActor])
res7: Object{type Message = MyMessage; type Self = akka.actor.Props} = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

Of course, some of these cases can also be mitigated by using type ascription on the result type.

scala> val props: Props[MyMessage] = Props(new MyActor)
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> val props: Props[MyMessage] = Props(classOf[MyActor])
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val props: Props[MyMessage] = PropsFor[MyActor]
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> val props: Props[MyMessage] = PropsFor(new MyActor)
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> val props: Props[MyMessage] = PropsFor(classOf[MyActor])
props: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

Type Currying for Props

PropsFor only works with a TypedActor. There is yet another way to create a Props, that has the type information curried, PropsOf. With PropsOf, you apply once with the message type and then use one of the three ways to create a Props. This works for all actors

scala> PropsOf[MyMessage][MyActor]
res8: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

scala> PropsOf[MyMessage](new MyActor)
res9: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> PropsOf[MyMessage](classOf[MyActor])
res10: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class MyActor,List())

Next, look at how you can improve type safety even further.

Typed Creator

When creating a Props, the preferred way is to use the (Class[_], Any*) overload, since this one does not create a closure. If you create a props from within an Actor using the (=> Actor) overload, you accidentally close over the ActorContext, that's shared state you don't want. The problem with the constructor using Class, you don't get any help from the compiler. If you change one parameter, there is nothing telling you to change the Props constructor but the eventual runtime error (from your tests, hopefully).

Using shapeless, we can try to fix this issue.

Using the creator module

The types creator lives in a separate module that you have to include first.

libraryDependencies += "de.knutwalker" %% "typed-actors-creator" % "1.6.0"

Next, you have to use the TypedActor trait and you have to make your actor a case class. This is necessary, so that shapeless' generic machinery can pick up the required constructor parameters.

case class MyActor(param: String) extends TypedActor.Of[MyMessage] {
  def typedReceive = {
    case Foo(foo) => println(s"$param - received a Foo: $foo")
    case Bar(bar) => println(s"$param - received a Bar: $bar")
  }
}

Next, use the Typed constructor. It takes one type parameter, which is supposed to be your TypedActor. Now you can use two methods, props and create. Both accept the same arguments as the constructor of your TypedActor and will either return a typed Props or typed ActorRef, respectively (thanks to some shapeless magic).

scala> Typed[MyActor].props("Bernd")
res0: de.knutwalker.akka.typed.Props[MyMessage] = Props(Deploy(,Config(SimpleConfigObject({})),NoRouter,NoScopeGiven,,),class akka.actor.TypedCreatorFunctionConsumer,List(class MyActor, <function0>))

scala> Typed[MyActor].create("Bernd")
res1: de.knutwalker.akka.typed.ActorRef[MyMessage] = Actor[akka://foo/user/$a#-228053190]

scala> ActorOf(Typed[MyActor].props("Bernd"), "typed-bernd")
res2: de.knutwalker.akka.typed.package.ActorRef[MyMessage] = Actor[akka://foo/user/typed-bernd#1603161306]

Wrong invocations are greeted with a compile error instead of a runtime error!

scala> Typed[MyActor].create()
<console>:26: error: type mismatch;
 found   : shapeless.HNil
 required: shapeless.::[String,shapeless.HNil]
       Typed[MyActor].create()
                            ^

scala> Typed[MyActor].create("Bernd", "Ralf")
<console>:26: error: type mismatch;
 found   : shapeless.::[String("Bernd"),shapeless.::[String("Ralf"),shapeless.HNil]]
 required: shapeless.::[String,shapeless.HNil]
       Typed[MyActor].create("Bernd", "Ralf")
                            ^

scala> Typed[MyActor].create(42)
<console>:26: error: type mismatch;
 found   : shapeless.::[Int(42),shapeless.HNil]
 required: shapeless.::[String,shapeless.HNil]
       Typed[MyActor].create(42)
                            ^

Hooray, Benefit!

As you can see, shapeless leaks in the error messages, but you can still easily see what parameters are wrong. This technique uses whitebox macros under the hood, which means that support from IDEs such as IntelliJ will be meager, so prepare for red, squiggly lines. If you open autocomplete on a Typed[MyActor], you won't see the create or props methods but createProduct and propsProduct. This is a leaky implementation as well, better just ignore it and type against those IDE errors.

The next bits are about the internals and some good pratices..

Implementation Notes

Typed Actors are implemented as a type tag, a structural type refinement. This is very similar to scalaz.@@ and a little bit to shapeless.tag.@@ The message type is put together with the surrounding type (ActorRef or Props) into a special type, that exists only at compile time. It carries enough type information for the compiler reject certain calls to tell while not requiring any wrappers at runtime.

The actual methods are provided by an implicit ops wrapper that extends AnyVal, so that there is no runtime overhead as well.

The union type is inspired by shapeless' HNil or Coproduct. The main differences are: 1) There is no runtime, value-level representation and as such, there is no Inr/Inl/:: constructor, it's just the type | (instead of :: or :+: for HList and Coproduct, respectively). 2) It doesn't have an end type, a base case like HNil or CNil. Other than that, the operations around the union type are similar to what you would write if you'd define a function for an HList: There is a typeclass representing the function and some implicit induction steps that recurse on the type. There are some other union type implementations out there, including the one that is offered by shapeless itself but they often just focus on offering membership testing as functionality, while Typed Actors also includes a union set comparison to check whether two union types cover the same elements without them being defined in the same order.

Good Practices

Typed Actors does not try to prevent you from doing fancy things and shooting yourself in the foot, it rather wants to give you a way so you can help yourself in keeping your sanity. That is, you can always switch between untyped and typed actors, even if the type information is not actually corresponding to the actors implementation. It is up to you to decide how much safety you want to trade in for flexibility. That being said, you get the most benefit by using the TypedActor with the Typed Creator and only on the typedReceive and typedBecome methods with the Total wrapper. Depending on the situation, you can fairly fine-tune the amount of untypedness you want to have.

One other thing that is frequently causing trouble is sender(). For one, it's not referentially transparent, return the sender of whatever message the Actor is currently processing. This is causing trouble when the sender() call happens for example in a callback attached to a Future. The other thing is, it's always an untyped actor and knowledge about the protocol has to be implicitly kept in the head of the developer. For that reasons, it is a good idea to always provide a replyTo: ActorRef[A] field in the message itself and refrain from using sender(), ideally ever.

An example of how this could look like. First, the counter example using sender() as a quasi status quo. To have a sensible sender() available, we're gonna use akka.actor.Inbox.

import akka.actor.ActorDSL._
val box = inbox()

This is a typical request reply cycle using sender().

case class MyMessage(payload: Int)
case class MyResponse(payload: String)
case class MyActor() extends TypedActor.Of[MyMessage] {
  def typedReceive = {
    case MyMessage(payload) => sender() ! payload.toString
  }
}
scala> val ref = Typed[MyActor].create()
ref: de.knutwalker.akka.typed.ActorRef[MyMessage] = Actor[akka://foo/user/$a#466697111]

scala> box.send(ref.untyped, MyMessage(42))

Note that there already is a bug, as the return message was not wrapped in MyResponse.

scala> val MyResponse(response) = box.receive()
scala.MatchError: 42 (of class java.lang.String)
  ... 394 elided

Here's how that looks using the replyTo pattern.

case class MyResponse(payload: String)
case class MyMessage(payload: Int)(val replyTo: ActorRef[MyResponse])
case class MyActor() extends TypedActor.Of[MyMessage] {
  def typedReceive = {
    case m@MyMessage(payload) => m.replyTo ! MyResponse(payload.toString)
  }
}
scala> val ref = Typed[MyActor].create()
ref: de.knutwalker.akka.typed.ActorRef[MyMessage] = Actor[akka://foo/user/$b#1300424475]

scala> ref ! MyMessage(42)(box.receiver.typed)

scala> val MyResponse(response) = box.receive()
response: String = 42

Let's try to reproduce the bug from earlier.

scala> case class MyActor() extends TypedActor.Of[MyMessage] {
     |   def typedReceive = {
     |     case m@MyMessage(payload) => m.replyTo ! payload.toString
     |   }
     | }
<console>:27: error: type mismatch;
 found   : String
 required: m.replyTo.Message
    (which expands to)  MyResponse
           case m@MyMessage(payload) => m.replyTo ! payload.toString
                                                            ^

Now the compiler has caught the bug, benefit!

The replyTo pattern is also important in Akka Typed.

Comparison with Akka Typed

The Akka Typed project is a module of Akka (as of 2.4) which aims to provide typesafe actors as well. Akka typed takes a completely different approach, mirroring most of the untyped API and ultimately offering a completely new API to define your actors behavior. Currently, this implementation sits on top of untyped They are currently actors. Let me add that I really like Akka Typed and having worked with it for some time lead me to think about how to bring type safety to the rest of Akka.

Akka Typed is not only about a typed ActorRef[A], there's much more that's changed and is reason to use Akka Typed, both in general and over Typed Actors. It separates the behavior of your actors from its execution model, making them really easy to test; You can just use a synchronous stub execution model and you get to test just the behavior without concerning yourself about the how-to-test-this-async-thingy. The new behavior API is not just a convoluted PartialFunction[A, Unit] but allows you to split your behavior into nice little pieces and have them composed together. Akka Typed's getting rid of some old (and bad) habits as well; sender() is gone, as are lifecycle methods that have to be overridden, even the Actor trait itself is gone. It's messages and behavior all the way down!

Those are all concerns that Typed Actor will never deal with, this is one important difference: Typed Actors is a possibility to add some compile-time checking while Akka Typed is a completely new API. Understandingly, Akka Typed is better at hiding their untyped implementation, nothing in the public API leads to the fact that something like an untyped actor could even exist.

On the other hand, having Akka Typed as a separate module means it is difficult to use the typed API with other modules. Most APIs expect an akka.actor.ActorRef and you can't get one from a akka-typed actor (well, you can, but it's dirty). This also applies to things like ActorLogging and Stash. Typed Actors doesn't try to prevent you from going untyped and as there is no different runtime representation, it can be easily used with all existing akka modules. However, if you mix typed/untyped code too much, you run into unhandled messages or maybe even runtime class cast exceptions or match errors (which ought to be bugs then, really).

Typed Actors makes it easy to deal with multiple types of messages, not just one A thanks to its Union type support. Joining multiple behavior requires them to be of the same type, although you can get far with a little bit of type-fu. Basically, you can take advantage of the covariant nature of ActorRef[-A] (in Typed Actors, ActorRef is actually invariant) and create phantom intersection types (A with B) and upcast at tellsite. It is, however, something different whether you as the library user has to know how to fu or I as the library author know so you don't have to.

Also, Akka Typed is concerned with Java interop, which Typed Actors is not. Nevertheless, Akka Typed is a – in my opinion – really nice project and its new API is a major improvement over the default Actor. The resulting patterns, like replyTo are a good idea to use with Typed Actors as well.

That concludes the Usage Guide. I guess the only thing left is to go on hAkking!

Disclaimer

Typed Actor is operating on a best-effort basis to catch unsafe usages of actors at compile time, as such, it may fail to succeed in this effort. It is no replacement for tests and some interoperability issue when combining multiple scala features can lead to code that should not compile, but passes anyway; Therefore the author disclaims all warranty or liability of any kind.

Know unpleasantries

Due to PartialFunction being contravariant in its input, Receive <: TypedReceive is true. If you have a receive block that is statically known to be a Receive it can be passed without any warning to typedReceive or other methods that actually accept a TypedReceive. This is a failed compiler check, there is no runtime error (if it is, it's a bug).

Scala sometime fails to perform exhaustiveness checks for total functions an various grounds. For example, val f: String => Unit = { case "foo" => () } compiles just fine. The exhaustiveness guarantees of various total combinators rely soley on scalac for their checks. Therefore, if scalac doesn't warn, Typed Actors also doesn't warn.

License

This code is open source software licensed under the Apache 2.0 License.

More Repositories

1

transducers-scala

Transducers are a way to build reusable transformations.
Scala
66
star
2

dbpedia-neo4j

Imports DBPedia dumps into Neo4j
Scala
30
star
3

akka-stream-json

Scala
28
star
4

hystrix-play

Playground for using Hystrix together with the playframework
Scala
22
star
5

play-bigpipe-with-rxjava-hystrix

Activator Template for BigPipe with Play, RxJava, and Hystrix
HTML
20
star
6

rx-redis

Reactive Redis client on top of RxJava on Netty
Scala
16
star
7

lenient-semver

Lenient parser for Semantic Version numbers in Rust
Rust
8
star
8

git-drive

Support for switching git authors and co-authors
Rust
7
star
9

sbt-knutwalker

Scala
5
star
10

macstats

Rust
5
star
11

algebras

Reusable, composable, reasonably priced algebras for typeful effects and composable applications
Scala
5
star
12

knutwalker.github.io

Static content for
CSS
3
star
13

dswarm-docker

Dockerfiles for D:SWARM
Shell
3
star
14

forecast-io-scala

Scala wrapper library for the v2 Forecast API provided by The Dark Sky Company, LLC. Based on https://github.com/MartinSeeler/forecast-io-wrapper
Scala
3
star
15

covidd

Render current covid data for Dresden in the terminal
Rust
3
star
16

fuzzy-select

Fuzzy select prompt for Rust using nucleo
Rust
3
star
17

typeclass-101

Scala
2
star
18

aoc2021

Advent Of Code 2021 Solutions
Rust
2
star
19

aoc

Advent Of Code solutions
Rust
2
star
20

git-coprs

Checkout a Github PR with fuzzy selection
Rust
2
star
21

crox

Implementation of the Crustacean's Lox (crox) following the book 'crafting interpreters' in Rust 🦀
Rust
2
star
22

akka-html-docset

Dash docset for the HTML documentation of akka
JavaScript
2
star
23

oformlig

tbd
Scala
2
star
24

validation

Scala
2
star
25

alfred-numbers-converter

Alfred Workflow to convert numbers between different bases
Rust
2
star
26

NtParser

A simple and performant N-Triples parser for the JVM
Scala
2
star
27

hocker

Docker manager thingy
Haskell
2
star
28

neo4j-testcontainers-rs

Neo4j module for testcontainers-rs
Rust
2
star
29

sea-of-stars-autosplitter

An Autospliiter for Sea Of Stars
Rust
2
star
30

rs-meetup-async

For https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/297376712/
Rust
2
star
31

google-closure-stylesheets

Mirror of SVN repository
Java
2
star
32

google-closure-linter

Mirror of SVN repository
Python
1
star
33

aoc2020

Advent of Code 2020 Solutions
Rust
1
star
34

alfred-amzn-link

Alfred Workflow to cleanup an Amazon URL
Rust
1
star
35

typed-talk

Scala
1
star
36

sessionizer

Tmux session manager
Rust
1
star
37

netty-vbuf

Variable length encoding ByteBuf implementation
Java
1
star
38

scala-orbit

Orbital simulator in Scala
Scala
1
star
39

sbt-knutwalker.g8

Giter8 template for me
Scala
1
star
40

sbt-jeopardy

Scala
1
star
41

elliot

Typed actors defined by behaviors
Rust
1
star
42

luschy

Scala
1
star
43

latest-version

Check deps.dev for the latest version of artifacts
Rust
1
star
44

kommandozeile

Collection of gimmicks to use when writing a CLI application
Rust
1
star
45

jdkman

Personalised sdkman frontend specialized for Java
Rust
1
star
46

danger-noodle

Snake Clone in Rust, with Bevy
Rust
1
star
47

bacon-number

Calculates the Bacon Number based upon the Neo4j example data
Python
1
star
48

ligrust

Ligra implementation in Rust
Rust
1
star
49

ff7-simulator

Scala
1
star
50

wordle-solvers

Solve a Wordle puzzle based on a provided word list
Rust
1
star
51

roa

CLI for mataroa.blog
Rust
1
star