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Quantizer

tensorlogic_train

Struct Quantizer

pub struct Quantizer;

Expand description

Main quantizer for model compression.

Implementations§

impl Quantizer

pub fn quantize_tensor( tensor: &ArrayView2<'_, f32>, config: &QuantizationConfig, ) -> QuantizedTensor

Quantizes a 2D tensor using the specified configuration.

§Arguments

tensor - Input floating-point tensor
config - Quantization configuration

§Returns

Quantized tensor with parameters

pub fn dequantize_tensor(quantized: &QuantizedTensor) -> Array2<f32>

Dequantizes a quantized tensor back to float32.

§Arguments

quantized - Quantized tensor with parameters

§Returns

Dequantized floating-point tensor

pub fn compression_ratio(config: &QuantizationConfig) -> f32

Computes the compression ratio achieved by quantization.

pub fn quantization_error( original: &ArrayView2<'_, f32>, quantized: &QuantizedTensor, ) -> f32

Estimates the quantization error (MSE) for a tensor.

Auto Trait Implementations§

impl Freeze for Quantizer

impl RefUnwindSafe for Quantizer

impl Send for Quantizer

impl Sync for Quantizer

impl Unpin for Quantizer

impl UnwindSafe for Quantizer

Blanket Implementations§

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

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