scirs2_neural::interpretation::reporting

Struct ComprehensiveInterpretationReport

pub struct ComprehensiveInterpretationReport<F: Float + Debug> {
    pub basic_report: InterpretationReport<F>,
    pub counterfactual_explanations: Option<Vec<ArrayD<F>>>,
    pub lime_explanations: Option<ArrayD<F>>,
    pub concept_activations: HashMap<String, f64>,
    pub attention_visualizations: HashMap<String, ArrayD<F>>,
    pub feature_visualizations: HashMap<String, ArrayD<F>>,
    pub confidence_estimates: ConfidenceEstimates,
    pub robustness_analysis: Option<RobustnessAnalysis>,
}

Expand description

Comprehensive interpretation report with additional analysis

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§basic_report: InterpretationReport<F>

Basic interpretation report

§counterfactual_explanations: Option<Vec<ArrayD<F>>>

Counterfactual explanations (if available)

§lime_explanations: Option<ArrayD<F>>

LIME explanations (if available)

§concept_activations: HashMap<String, f64>

Concept activation scores

§attention_visualizations: HashMap<String, ArrayD<F>>

Attention visualizations (for transformer models)

§feature_visualizations: HashMap<String, ArrayD<F>>

Feature visualizations

§confidence_estimates: ConfidenceEstimates

Model confidence and uncertainty estimates

§robustness_analysis: Option<RobustnessAnalysis>

Adversarial robustness analysis

Trait Implementations§

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

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

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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<F: Float + Debug> Display for ComprehensiveInterpretationReport<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> Freeze for ComprehensiveInterpretationReport<F>

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impl<F> RefUnwindSafe for ComprehensiveInterpretationReport<F>
where F: RefUnwindSafe,

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impl<F> UnwindSafe for ComprehensiveInterpretationReport<F>
where F: UnwindSafe + RefUnwindSafe,

Blanket 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<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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