Skip to main content

ExplorationConfig

Struct ExplorationConfig 

Source
pub struct ExplorationConfig {
    pub epsilon: f64,
}
Expand description

Epsilon-greedy start-rung exploration: a fraction epsilon of requests start at a uniformly-random rung so that propensities are logged and IPS/SNIPS off-policy estimates are valid (Horvitz-Thompson 1952; SNIPS: Swaminathan & Joachims 2015). The bandit still observes all gate verdicts — including from exploration draws — so learning is uninterrupted.

Every request under this policy records policy.propensity in the trace: the probability the logging policy had of choosing the start rung it actually chose. Old traces (before this field was added) serialize byte-identically (propensity is omitted when None).

Absent (default) → deterministic policy — no exploration, no propensity recorded, byte-identical to today.

Fields§

§epsilon: f64

Fraction of requests routed to a uniformly-random start rung instead of the greedy choice. Must be finite and in (0, 0.5]; validated by Config::parse. A small epsilon (0.05–0.1) is usually enough: it keeps learning alive and makes IPS/SNIPS estimates valid at low cost in exploration waste.

Trait Implementations§

Source§

impl Clone for ExplorationConfig

Source§

fn clone(&self) -> ExplorationConfig

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for ExplorationConfig

Source§

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

Formats the value using the given formatter. Read more
Source§

impl<'de> Deserialize<'de> for ExplorationConfig

Source§

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

Deserialize this value from the given Serde deserializer. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

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

Mutably borrows from an owned value. Read more
Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

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
Source§

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

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

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.