Logo Questions Linux Laravel Mysql Ubuntu Git Menu
 

Extracting polymorphic types in json4s

Tags:

scala

json4s

I am using json4s to work with JSON objects in my Scala code. I want to convert JSON data to an internal representation. The following learning test illustrates my problem:

"Polimorphic deserailization" should "be possible" in {
    import org.json4s.jackson.Serialization.write
    val json =
      """
        |{"animals": [{
        |  "name": "Pluto"
        |  }]
        |}
      """.stripMargin
    implicit val format = Serialization.formats(ShortTypeHints(List(classOf[Dog], classOf[Bird])))
    val animals = parse(json) \ "animals"
    val ser = write(Animals(Dog("pluto") :: Bird(canFly = true) :: Nil))
    System.out.println(ser)
    // animals.extract[Animal] shouldBe Dog("Pluto") // Does not deserialize, because Animal cannot be constructed
}

Suppose there is a JSON object which has a list of Animals. Animal is an abstract type, and hence cannot be instantiated. Instead, I want to parse the JSON structure to return either Dog or Bird objects. They have a different signature:

case class Dog(name: String) extends Animal
case class Bird(canFly: Boolean) extends Animal

Because their signature is distinct, they can be identified without having a class Tag in the JSON object. (To be precise, the JSON structure I receive does not provide those tags).

I tried to serialize a list of Animal objects (see the code). The result is: Ser: {"animals":[{"jsonClass":"Dog","name":"pluto"},{"jsonClass":"Bird","canFly":true}]}

As you can see, when serializing, json4s adds the class-tag jsonClass.

How can I deserialize a JSON object that does not provide such a tag? Is it possible to achieve this by extending TypeHints?

I also found a similar question: [json4s]:Extracting Array of different objects with a solution that somehow uses generics instead of subclassing. However, if I understand correctly, this solution does not allow to simply pass the json object and have an internal representation. Instead I would need to select the form that is not None (while checking all possible Types in the inheritance hiearchy. This is a bit tedious, since I have multiple Polymorphic classes at different depths in the JSON structure.

like image 535
Kulu Limpa Avatar asked Sep 22 '14 18:09

Kulu Limpa


1 Answers

Ultimately, on the project that lead to this question, I agreed with the guy creating the serialized JSON on adding type hints for all polymorphic types. In retrospect this solution is probably the cleanest because it enables future extension of the JSON schema without dangers of introducing ambiguity.

Nevertheless, there exists a fairly simple solution (not just a workaround) to the actual problem.

The type org.json4s.Formats, which is an implicit value in our scope, provides a function +(org.json4s.Serializer[A]). This function allows us to add new custom serializers. So for each polymorphic supertype (in our case this concerns only Animal), we can define a custom serializer. In our example, where we have

trait Animal
case class Dog(name: String) extends Animal
case class Bird(canFly: Boolean) extends Animal

a custom serializer that operates without type hints would look as follows:

class AnimalSerializer extends CustomSerializer[Animal](format => ( {
  case JObject(List(JField("name", JString(name)))) => Dog(name)
  case JObject(List(JField("canFly", JBool(canFly)))) => Bird(canFly)
}, {
  case Dog(name) => JObject(JField("name", JString(name)))
  case Bird(canFly) => JObject(JField("canFly", JBool(canFly)))
}))

Thanks to the function + we can add multiple custom serializers, while keeping the default serializers.

case class AnimalList(animals: List[Animal])

val json =
  """
    |{"animals": [
    |  {"name": "Pluto"},
    |  {"name": "Goofy"},
    |  {"canFly": false},
    |  {"name": "Rover"}
    |  ]
    |}
  """.stripMargin
implicit val format = Serialization.formats(NoTypeHints) + new AnimalSerializer
println(parse(json).extract[AnimalList])

prints

AnimalList(List(Dog(Pluto), Dog(Goofy), Bird(false), Dog(Rover)))
like image 99
Kulu Limpa Avatar answered Oct 29 '22 11:10

Kulu Limpa