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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 UnsafeUnpin for Quantizer

impl UnwindSafe for Quantizer

Blanket Implementations§

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

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