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DriftAction

Enum DriftAction 

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pub enum DriftAction {
    NotifyOnly,
    ReduceConfidence,
    ResetModel,
    ResetPreprocessor,
    ReplaceWithBaseline,
    IncreaseAdaptationRate,
}
Expand description

The action to take when drift is detected.

This enum is returned by a DriftStrategy and executed by DriftAwareModel.

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NotifyOnly

Record the event but do not change model behavior. This is the safest default and should be used when the cost of a wrong reset exceeds the cost of a slow adaptation.

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ReduceConfidence

Lower the confidence associated with subsequent predictions. The interpretation is left to the caller (e.g. widen prediction intervals or flag predictions as uncertain).

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ResetModel

Reset the wrapped model’s parameters to their initial state. Use when the concept drift is severe enough that relearning from scratch is faster than incremental adaptation.

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ResetPreprocessor

Reset the preprocessor’s running statistics (e.g. StandardScaler mean and variance). Useful when feature distributions have shifted but the target relationship remains similar.

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ReplaceWithBaseline

Replace the current model with a baseline model. The replacement logic is handled by the caller; this action signals intent.

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IncreaseAdaptationRate

Increase the model’s adaptation rate (e.g. raise the learning rate) so it can relearn faster on the new distribution. The exact mechanism is model-dependent.

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impl DriftAction

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pub const fn as_str(&self) -> &'static str

Returns a short, stable string identifier.

Possible values: "notify_only", "reduce_confidence", "reset_model", "reset_preprocessor", "replace_with_baseline", "increase_adaptation_rate".

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pub const fn is_destructive(self) -> bool

Returns true if this action modifies the model or preprocessor state.

NotifyOnly and ReduceConfidence return false; all others return true.

Trait Implementations§

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impl Clone for DriftAction

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fn clone(&self) -> DriftAction

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
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impl Copy for DriftAction

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impl Debug for DriftAction

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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 DriftAction

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fn default() -> DriftAction

Returns the “default value” for a type. Read more
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impl Eq for DriftAction

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impl PartialEq for DriftAction

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

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl StructuralPartialEq for DriftAction

Auto Trait Implementations§

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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> 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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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

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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
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fn vzip(self) -> V