Struct QuantizationStats 

pub struct QuantizationStats {
    pub num_tensors: usize,
    pub memory_saved: u64,
    pub avg_error: f64,
    pub max_error: f64,
    pub type_distribution: Vec<(QuantizationType, usize)>,
}

Quantization statistics for analysis.

Fields

num_tensors: usize

Number of quantized tensors

memory_saved: u64

Total memory saved (in bytes)

avg_error: f64

Average quantization error (MSE)

max_error: f64

Maximum quantization error

type_distribution: Vec<(QuantizationType, usize)>

Distribution of quantization types used

Implementations

impl QuantizationStats

pub fn new() -> Self

Create empty statistics.

pub fn update(&mut self, original_size: u64, compression_ratio: f64, error: f64)

Update statistics with a new quantized tensor.

pub fn memory_reduction_pct(&self, total_memory: u64) -> f64

Get memory reduction percentage.

Trait Implementations

impl Clone for QuantizationStats

fn clone(&self) -> QuantizationStats

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for QuantizationStats

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

Formats the value using the given formatter.

impl Default for QuantizationStats

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for QuantizationStats

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for QuantizationStats

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.