pub struct Calibrator { /* private fields */ }Expand description
PTQ Calibrator for collecting statistics and computing quantization parameters
Implementations§
Source§impl Calibrator
impl Calibrator
Sourcepub fn percentile(
bits: usize,
symmetric: bool,
lower: f32,
upper: f32,
max_samples: usize,
) -> Self
pub fn percentile( bits: usize, symmetric: bool, lower: f32, upper: f32, max_samples: usize, ) -> Self
Create new calibrator with percentile method
§Arguments
bits- Number of quantization bitssymmetric- Whether to use symmetric quantizationlower- Lower percentile (e.g., 0.01 for 0.01%)upper- Upper percentile (e.g., 99.99 for 99.99%)max_samples- Maximum number of samples to collect
Sourcepub fn moving_average(bits: usize, symmetric: bool, momentum: f32) -> Self
pub fn moving_average(bits: usize, symmetric: bool, momentum: f32) -> Self
Create new calibrator with moving average method
Sourcepub fn observe_tensor(&mut self, tensor: &Tensor)
pub fn observe_tensor(&mut self, tensor: &Tensor)
Observe a tensor for calibration
Sourcepub fn observe_tensors(&mut self, tensors: &[&Tensor])
pub fn observe_tensors(&mut self, tensors: &[&Tensor])
Observe multiple tensors
Sourcepub fn compute(&self) -> CalibrationResult
pub fn compute(&self) -> CalibrationResult
Compute calibration result
Sourcepub fn num_batches(&self) -> usize
pub fn num_batches(&self) -> usize
Get number of batches observed
Sourcepub fn method(&self) -> &CalibrationMethod
pub fn method(&self) -> &CalibrationMethod
Get calibration method
Trait Implementations§
Source§impl Clone for Calibrator
impl Clone for Calibrator
Source§fn clone(&self) -> Calibrator
fn clone(&self) -> Calibrator
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for Calibrator
impl RefUnwindSafe for Calibrator
impl Send for Calibrator
impl Sync for Calibrator
impl Unpin for Calibrator
impl UnsafeUnpin for Calibrator
impl UnwindSafe for Calibrator
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