Struct CalibrationData

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pub struct CalibrationData {
    pub min: f32,
    pub max: f32,
    pub mean: f32,
    pub std_dev: f32,
    pub num_samples: usize,
    /* private fields */
}

Expand description

Calibration data collected from sample inputs.

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§min: f32

Minimum value seen.

§max: f32

Maximum value seen.

§mean: f32

Mean value.

§std_dev: f32

Standard deviation.

§num_samples: usize

Number of samples.

Implementations§

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impl CalibrationData

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pub fn new(tensor: &Tensor<f32>, num_bins: usize) -> Self

Creates new calibration data from initial tensor.

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pub fn update(&mut self, tensor: &Tensor<f32>)

Updates calibration data with more samples.

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pub fn dynamic_range(&self) -> f32

Returns the dynamic range.

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pub fn symmetric_scale(&self, quant_type: QuantType) -> f32

Computes the optimal scale for symmetric quantization.

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pub fn asymmetric_scale(&self, quant_type: QuantType) -> (f32, f32)

Computes the optimal scale for asymmetric quantization.

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pub fn percentile(&self, p: f32) -> f32

Returns the percentile value from the histogram.

Trait Implementations§

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impl Clone for CalibrationData

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fn clone(&self) -> CalibrationData

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 CalibrationData

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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 CalibrationData

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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