Composing validating functions in Scala

问题

Suppose I need to write a validating function Validate[A]:

type Status[A] = Validation[List[String], A]
type Validate[A] = A => Status[A] // should be Kleisli

The function returns either a Success with the input if the input is valid or a Failure with the list of errors if it is not.

For example,

val isPositive: Validate[Int] = {x: Int =>
  if (x > 0) x.success else List(s"$x is not positive").failure 
}

val isEven: Validate[Int] = {x: Int =>
  if (x % 2 == 0) x.success else List(s"$x is not even").failure
}

Since Validation is a semigroup Validate is semigroup too and (if I define it as Kleisli) I can compose validating functions as follows:

val isEvenPositive = isEven |+| isPositive

Suppose now that I need to validate X:

case class X(x1: Int, // should be positive 
             x2: Int) // should be even

Since Validation is an applicative functor Validate is an applicative functor too.

val x: Validate[X] = (isPositive |@| isEven)(X.apply)

Does it make sense ?

回答1:

You can compose validations when the left hand type is a semigroup. Your List works, but scalaz provides a built in type ValidationNel[L, R] = Validation[NonEmptyList[L], R] which you should use instead. There's several convenience functions like aValidation.toValidationNel for lifting values with single errors. The composed Validation will have a left hand side with all failures accumulated or a right hand with the success applied to your function

def foo: ValidationNel[String, Int]
def bar: ValidationNel[String, Double]
val composed: ValidationNel[String, Double] = foo(input) |@| bar(input) apply { (i: Int, d: Double) => i * d }

If you're looking for composition to a new single function in the shape of (V as shorthand for Validation)

(A => V[L, B], A => V[L, C]) => (A => V[L, (B, C)])

Then I'm not quite sure of the right way. It feels like there should be a combinator or two that would do just this but I haven't found it.

I have managed to write this composition, but I feel like there might be a better way.

  def composeV[A, B, C, L: Semigroup](f: A => Validation[L, B], g: A => Validation[L, C]): A => Validation[L, (B, C)] = {
    import scalaz.syntax.arrow._
    import scalaz.syntax.apply._
    import scalaz.std.function.function1Instance
    val oneInput: (A) => (Validation[L, B], Validation[L, C]) = f &&& g
    oneInput andThen {
      case (vb, vc) =>
        vb |@| vc apply { case x: (B, C) => x }
    }
  }

Here's another way:

def composeV[A, B, C, L: Semigroup](f: A => Validation[L, B], g: A => Validation[L, C]): A => Validation[L, (B, C)] = {
  import scalaz.syntax.apply._
  import scalaz.std.function.function1Instance
  f |@| g apply { case (vb, vc) =>
    vb |@| vc apply { case x: (B, C) => x }
  }
}

来源：https://stackoverflow.com/questions/30527740/composing-validating-functions-in-scala

标签

scala

validation

scalaz