torsh_quantization::analysis::statistical

Struct AdvancedStatisticalAnalyzer

pub struct AdvancedStatisticalAnalyzer {
    pub sample_size: usize,
    pub confidence_level: f32,
}

Expand description

Advanced statistical analysis for quantization

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§sample_size: usize

Sample size for statistical tests

§confidence_level: f32

Confidence level for statistical tests (default: 0.95)

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impl AdvancedStatisticalAnalyzer

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pub fn new(sample_size: usize, confidence_level: f32) -> Self

Create a new statistical analyzer

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pub fn test_significance( &self, baseline: &[f32], quantized: &[f32], ) -> StatisticalSignificance

Perform statistical significance test

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pub fn generate_comprehensive_report( &self, baseline_accuracy: &[f32], quantized_accuracy: &[f32], schemes: &[QScheme], ) -> ComprehensiveStatisticalReport

Generate comprehensive statistical report

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pub fn assess_risk_level( &self, significance: &StatisticalSignificance, ) -> RiskLevel

Assess risk level based on statistical significance

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impl Default for AdvancedStatisticalAnalyzer

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fn default() -> Self

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

Auto Trait Implementations§

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impl UnwindSafe for AdvancedStatisticalAnalyzer

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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

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

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

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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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