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trait ActionValueFn[Obs, A, T] extends AnyRef

Along with StateValueFn, this is the main trait in tabular reinforcement learning for tracking the value of an (observation, action) pair.

Obs

Observation returned by the State instances tracked by ActionValueFn.

A

Action type on the State instances tracked by ActionValueFn.

T

type of values tracked by ActionValueFn.

Self Type
ActionValueFn[Obs, A, T]
Source
ActionValueFn.scala
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Abstract Value Members

  1. abstract def actionValue(obs: Obs, a: A): T

    Returns the stored value associated with the given obs, a pair.

  2. abstract def seen(obs: Obs): Iterable[A]

    Returns an iterable of all actions available from the supplied observation associated with any tracked value T.

  3. abstract def seenStates: Iterable[Obs]

    Returns an Iterable of all observations associated with some internally tracked value T.

  4. abstract def update(obs: Obs, action: A, value: T): ActionValueFn[Obs, A, T]

    Absorb a new value for the supplied obs, action pair.

    Absorb a new value for the supplied obs, action pair. The behavior of this function is implementation dependent; some might ignore the value, some might merge it in to an existing set of values, some might completely replace the stored state.

Concrete Value Members

  1. final def !=(arg0: Any): Boolean
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  2. final def ##(): Int
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  3. final def ==(arg0: Any): Boolean
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  4. final def asInstanceOf[T0]: T0
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  5. def clone(): AnyRef
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  6. final def eq(arg0: AnyRef): Boolean
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  7. def equals(arg0: Any): Boolean
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  8. def finalize(): Unit
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    @throws( classOf[java.lang.Throwable] )
  9. def fold[U](prepare: (U) ⇒ T, present: (T) ⇒ U): ActionValueFn[Obs, A, U]

    Transforms this ActionValueFn into a new instance that applies the supplied prepare to all incoming values before they're learned, and presents tracked T instances using the present fn before returning them via actionValue.

  10. final def getClass(): Class[_]
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  11. def hashCode(): Int
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  12. final def isInstanceOf[T0]: Boolean
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  13. def mergeable(implicit T: Semigroup[T]): ActionValueFn[Obs, A, T]

    Returns an ActionValueFn instance that uses the supplied semigroup T to merge values into this current ActionValueFn.

    Returns an ActionValueFn instance that uses the supplied semigroup T to merge values into this current ActionValueFn.

    T

    Semigroup instance used to merge values.

  14. final def ne(arg0: AnyRef): Boolean
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  15. final def notify(): Unit
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  16. final def notifyAll(): Unit
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  17. final def synchronized[T0](arg0: ⇒ T0): T0
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  18. def toEvaluator[R, S[_]]: ActionValue[Obs, A, R, T, S]

    TODO fill in.

  19. def toString(): String
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  20. final def wait(): Unit
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  21. final def wait(arg0: Long, arg1: Int): Unit
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  22. final def wait(arg0: Long): Unit
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