scirs2_neural::interpretation::explanations

Struct LIMEExplainer

pub struct LIMEExplainer<F: Float + Debug> {
    pub num_perturbations: usize,
    pub neighborhood_size: f64,
    pub regularization_strength: f64,
    pub random_seed: u64,
    pub cached_perturbations: HashMap<String, Vec<ArrayD<F>>>,
}

Expand description

LIME (Local Interpretable Model-agnostic Explanations) explainer

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§num_perturbations: usize

Number of perturbations to generate

§neighborhood_size: f64

Size of local neighborhood

§regularization_strength: f64

Regularization strength for sparse explanations

§random_seed: u64

Random seed for reproducibility

§cached_perturbations: HashMap<String, Vec<ArrayD<F>>>

Cached perturbations for efficiency

Implementations§

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impl<F> LIMEExplainer<F>
where F: Float + Debug + 'static + ScalarOperand + FromPrimitive + Sum + Clone + Copy,

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pub fn new( num_perturbations: usize, neighborhood_size: f64, regularization_strength: f64, random_seed: u64, ) -> Self

Create a new LIME explainer

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pub fn explain_instance( &mut self, input: &ArrayD<F>, _target_class: Option<usize>, ) -> Result<ArrayD<F>>

Generate local explanation using LIME

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pub fn generate_perturbations(&mut self, input: &ArrayD<F>) -> Vec<ArrayD<F>> ⓘ

Generate perturbations around input

Trait Implementations§

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impl<F: Clone + Float + Debug> Clone for LIMEExplainer<F>

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fn clone(&self) -> LIMEExplainer<F>

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl<F: Debug + Float + Debug> Debug for LIMEExplainer<F>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<F> UnwindSafe for LIMEExplainer<F>
where F: RefUnwindSafe,

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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<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 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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