Struct QuantizationMetrics

Source

pub struct QuantizationMetrics {
    pub mse: f64,
    pub snr_db: f64,
    pub psnr_db: f64,
    pub compression_ratio: f64,
    pub original_size: usize,
    pub quantized_size: usize,
}

Expand description

Quantization performance metrics

Fields§

§mse: f64

Mean Squared Error

§snr_db: f64

Signal-to-Noise Ratio (dB)

§psnr_db: f64

Peak Signal-to-Noise Ratio (dB)

§compression_ratio: f64

Compression ratio

§original_size: usize

Original tensor size in bytes

§quantized_size: usize

Quantized tensor size in bytes

Implementations§

Source §

impl QuantizationMetrics

Source

pub fn is_acceptable(&self, min_snr_db: f64, max_mse: f64) -> bool

Check if quantization quality is acceptable

Source

pub fn memory_savings(&self) -> f64

Get memory savings ratio

Trait Implementations§

Source §

impl Clone for QuantizationMetrics

Source §

fn clone(&self) -> QuantizationMetrics

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

Source §

impl Debug for QuantizationMetrics

Source §

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for QuantizationMetrics

Blanket Implementations§

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

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

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

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

Source §

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

Mutably borrows from an owned value. Read more

Source §

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

Source §

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

Source §

impl<T> CloneToUninit for T
where T: Clone,

Source §

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

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

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

Source §

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

Source §