scalaz List[StateT].sequence - could not find implicit value for parameter n: scalaz.Applicative

I'm trying to figure out how to use StateT to combine two State state transformers based o开发者_运维问答n a comment on my Scalaz state monad examples answer.

It seems I'm very close but I got an issue when trying to apply sequence.

import scalaz._
import Scalaz._
import java.util.Random

val die = state[Random, Int](r => (r, r.nextInt(6) + 1))

val twoDice = for (d1 <- die; d2 <- die) yield (d1, d2)

def freqSum(dice: (Int, Int)) = state[Map[Int,Int], Int]{ freq =>
  val s = dice._1 + dice._2
  val tuple = s -> (freq.getOrElse(s, 0) + 1)
  (freq + tuple, s)
}

type StateMap[x] = State[Map[Int,Int], x]

val diceAndFreqSum = stateT[StateMap, Random, Int]{ random =>
  val (newRandom, dice) = twoDice apply random
  for (sum <- freqSum(dice)) yield (newRandom, sum)
}

So I got as far as having a StateT[StateMap, Random, Int] that I can unwrap with initial random and empty map states:

val (freq, sum) = diceAndFreqSum ! new Random(1L) apply Map[Int,Int]()
// freq: Map[Int,Int] = Map(9 -> 1)
// sum: Int = 9

Now I'd like to generate a list of those StateT and use sequence so that I can call list.sequence ! new Random(1L) apply Map[Int,Int](). But when trying this I get:

type StT[x] = StateT[StateMap, Random, x]
val data: List[StT[Int]] = List.fill(10)(diceAndFreqSum)
data.sequence[StT, Int]

//error: could not find implicit value for parameter n: scalaz.Applicative[StT]
          data.sequence[StT, Int]
                       ^

Any idea? I can use some help for the last stretch - assuming it's possible.

Ah looking at the scalaz Monad source, I noticed there was an implicit def StateTMonad that confirms that StateT[M, A, x] is a monad for type parameter x. Also monads are applicatives, which was confirmed by looking at the definition of the Monad trait and by poking in the REPL:

scala> implicitly[Monad[StT] <:< Applicative[StT]]
res1: <:<[scalaz.Monad[StT],scalaz.Applicative[StT]] = <function1>

scala> implicitly[Monad[StT]]
res2: scalaz.Monad[StT] = scalaz.MonadLow$$anon$1@1cce278

So this gave me the idea of defining an implicit Applicative[StT] to help the compiler:

type StT[x] = StateT[StateMap, Random, x]
implicit val applicativeStT: Applicative[StT] = implicitly[Monad[StT]]

That did the trick:

val data: List[StT[Int]] = List.fill(10)(diceAndFreqSum)
val (frequencies, sums) =
  data.sequence[StT, Int] ! new Random(1L) apply Map[Int,Int]()

// frequencies: Map[Int,Int] = Map(10 -> 1, 6 -> 3, 9 -> 1, 7 -> 1, 8 -> 2, 4 -> 2)
// sums: List[Int] = List(9, 6, 8, 8, 10, 4, 6, 6, 4, 7)