Struct PruningStats 

pub struct PruningStats {
    pub total_params: usize,
    pub active_params: usize,
    pub pruning_ratio: f64,
    pub iterations: usize,
    pub per_layer_stats: HashMap<String, LayerPruningStats>,
}

Statistics about pruned model.

Fields

total_params: usize

Total number of parameters before pruning

active_params: usize

Number of parameters after pruning

pruning_ratio: f64

Pruning ratio achieved

iterations: usize

Number of pruning iterations performed

per_layer_stats: HashMap<String, LayerPruningStats>

Per-layer pruning statistics

Implementations

impl PruningStats

pub fn compression_ratio(&self) -> f64

Calculate compression ratio (original size / pruned size).

pub fn flops_reduction(&self) -> f64

Calculate FLOPs reduction (approximate).

pub fn summary(&self) -> String

Pretty print pruning statistics.

Trait Implementations

impl Clone for PruningStats

fn clone(&self) -> PruningStats

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for PruningStats

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for PruningStats

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for PruningStats

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

where __S: Serializer,

Serialize this value into the given Serde serializer.