Struct Chain

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pub struct Chain {
    pub size: usize,
    pub discount_factor: f64,
}
Expand description

Chain Environment

Consists of n states in a line with 2 actions.

  • Action 0 moves back to the start for 2 reward.
  • Action 1 moves forward for 0 reward in all states but the last. In the last state, taking action 1 is a self-transition with 10 reward.
  • Every action has a 0.2 chance of “slipping” and taking the opposite action.

Described in “Bayesian Q-learning” by Dearden, Friedman and Russel (1998)

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§size: usize§discount_factor: f64

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impl Chain

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pub const fn new(size: usize, discount_factor: f64) -> Self

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impl Clone for Chain

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fn clone(&self) -> Chain

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for Chain

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Default for Chain

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for Chain

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl EnvStructure for Chain

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type ObservationSpace = IndexSpace

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type ActionSpace = IndexedTypeSpace<Move>

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type FeedbackSpace = IntervalSpace<Reward>

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fn observation_space(&self) -> Self::ObservationSpace

Space containing all possible observations. Read more
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fn action_space(&self) -> Self::ActionSpace

The space of all possible actions. Read more
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fn feedback_space(&self) -> Self::FeedbackSpace

The space of all possible feedback. Read more
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fn discount_factor(&self) -> f64

A discount factor applied to future feedback. Read more
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impl Environment for Chain

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type State = usize

Environment state type. Not necessarily observable by the agent.
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type Observation = usize

Observation of the state provided to the agent.
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type Action = Move

Action selected by the agent.
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type Feedback = Reward

Feedback provided to a learning agent as the result of each step. Reward, for example. Read more
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fn initial_state(&self, _: &mut Prng) -> Self::State

Sample a state for the start of a new episode. Read more
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fn observe(&self, state: &Self::State, _: &mut Prng) -> Self::Observation

Generate an observation for a given state.
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fn step( &self, state: Self::State, action: &Self::Action, rng: &mut Prng, _: &mut dyn StatsLogger, ) -> (Successor<Self::State>, Self::Feedback)

Perform a state transition in reponse to an action. Read more
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fn run<T, L>( self, actor: T, seed: SimSeed, logger: L, ) -> Steps<Self, T, Prng, L>
where T: Actor<Self::Observation, Self::Action>, L: StatsLogger, Self: Sized,

Run this environment with the given actor.
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impl PartialEq for Chain

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fn eq(&self, other: &Chain) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl Serialize for Chain

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl CloneBuild for Chain

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impl Copy for Chain

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impl StructuralPartialEq for Chain

Auto Trait Implementations§

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impl Freeze for Chain

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impl RefUnwindSafe for Chain

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impl Send for Chain

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impl Sync for Chain

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impl Unpin for Chain

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impl UnwindSafe for Chain

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> AsAny for T
where T: Any,

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fn as_any(&self) -> &(dyn Any + 'static)

Convert into an Any trait reference.
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> BuildEnv for T

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type Observation = <T as Environment>::Observation

Environment observation type.
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type Action = <T as Environment>::Action

Environment action type.
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type Feedback = <T as Environment>::Feedback

Environment feedback type.
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type ObservationSpace = <T as EnvStructure>::ObservationSpace

Environment observation space type.
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type ActionSpace = <T as EnvStructure>::ActionSpace

Environment action space type.
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type FeedbackSpace = <T as EnvStructure>::FeedbackSpace

Environment feedback space type.
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type Environment = T

Type of environment to build
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fn build_env( &self, _: &mut ChaCha8Rng, ) -> Result<<T as BuildEnv>::Environment, BuildEnvError>

Build an environment instance. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Same for T

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type Output = T

Should always be Self
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> Wrap for T

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fn wrap<W>(self, wrapper: W) -> Wrapped<Self, W>

Wrap in the given wrapper.
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impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

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impl<T> Pomdp for T
where T: Environment<Feedback = Reward>,

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impl<T> PomdpStructure for T
where T: EnvStructure<FeedbackSpace = IntervalSpace<Reward>>,