Struct TensorDistributionStats

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pub struct TensorDistributionStats {
    pub min_val: f32,
    pub max_val: f32,
    pub mean: f32,
    pub std_dev: f32,
    pub percentiles: BTreeMap<i32, f32>,
    pub sparsity: f32,
    pub outlier_ratio: f32,
    pub num_elements: usize,
}

Expand description

Tensor distribution statistics

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§min_val: f32§max_val: f32§mean: f32§std_dev: f32§percentiles: BTreeMap<i32, f32>§sparsity: f32§outlier_ratio: f32§num_elements: usize

Implementations§

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impl TensorDistributionStats

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pub fn recommend_quantization_scheme(&self) -> QuantizationScheme

Recommend optimal quantization scheme based on distribution

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pub fn is_quantizable(&self, min_dynamic_range: f32) -> bool

Check if tensor is suitable for quantization

Trait Implementations§

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impl Clone for TensorDistributionStats

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fn clone(&self) -> TensorDistributionStats

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 Debug for TensorDistributionStats

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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 UnwindSafe for TensorDistributionStats

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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where T: ?Sized,

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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

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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> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self> ⓘ

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

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Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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Calls U::from(self).

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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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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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