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LayerSensitivity

Struct LayerSensitivity 

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pub struct LayerSensitivity {
    pub bits_range: Vec<u32>,
    pub mse_per_bits: Vec<f32>,
    pub name: String,
}
Expand description

Sensitivity scores for one layer across multiple bit-widths.

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§bits_range: Vec<u32>

Candidate bit-widths tested (sorted ascending).

§mse_per_bits: Vec<f32>

Quantization MSE at each bit-width (same order as bits_range).

§name: String

Layer name or identifier (optional).

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impl LayerSensitivity

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pub fn mse_at(&self, bits: u32) -> Option<f32>

Return the sensitivity (MSE) for a specific bit-width.

Returns None if the bit-width was not tested.

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pub fn mean_sensitivity(&self) -> f32

Mean sensitivity across all tested bit-widths.

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pub fn is_monotone(&self) -> bool

Returns true if higher bit-widths give lower MSE (monotone sensitivity).

Trait Implementations§

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impl Clone for LayerSensitivity

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fn clone(&self) -> LayerSensitivity

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for LayerSensitivity

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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<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

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<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> 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

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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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.