Struct HeadAnalysis 

pub struct HeadAnalysis {
    pub model_id: String,
    pub num_heads: usize,
    pub num_layers: usize,
    pub heads: Vec<HeadImportance>,
    pub category_mapping: CategoryMapping,
    pub prune_threshold: f32,
    pub metadata: AnalysisMetadata,
}

Complete analysis of all attention heads

Fields

model_id: String

Model identifier

num_heads: usize

Number of heads per layer

num_layers: usize

Number of layers

heads: Vec<HeadImportance>

Per-head importance data

category_mapping: CategoryMapping

Category mapping derived from analysis

prune_threshold: f32

Global importance threshold for pruning

metadata: AnalysisMetadata

Analysis metadata

Implementations

impl HeadAnalysis

pub fn get_importance( &self, layer: usize, head: usize, ) -> Option<&HeadImportance>

Get importance for a specific head

pub fn important_heads(&self, threshold: f32) -> Vec<&HeadImportance>

Get all heads above importance threshold

pub fn heads_by_category(&self, category: HeadCategory) -> Vec<&HeadImportance>

Get heads by category

pub fn layer_importance(&self) -> Vec<f32>

Get layer-wise importance distribution

pub fn suggested_sparsity(&self, target_overall: f32) -> Vec<f32>

Suggest optimal sparsity per layer based on importance

Trait Implementations

impl Clone for HeadAnalysis

fn clone(&self) -> HeadAnalysis

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for HeadAnalysis

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for HeadAnalysis

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for HeadAnalysis

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

where __S: Serializer,

Serialize this value into the given Serde serializer.