Enum PruneMethod 

pub enum PruneMethod {
    Magnitude,
    Wanda,
    SparseGpt,
    MinitronDepth,
    MinitronWidth,
}

Pruning method selection.

Each method has different trade-offs between accuracy and computational cost.

Variants

Magnitude

Magnitude-based pruning (Han et al., 2015) Simple, fast, no calibration required.

Wanda

Wanda: Weight and Activation pruning (Sun et al., 2023) Requires calibration data for activation statistics.

SparseGpt

SparseGPT: Hessian-based pruning (Frantar & Alistarh, 2023) Most accurate but computationally expensive.

MinitronDepth

Minitron depth pruning - removes entire layers.

MinitronWidth

Minitron width pruning - removes channels.

Implementations

impl PruneMethod

pub fn requires_calibration(&self) -> bool

Check if this method requires calibration data.

pub fn display_name(&self) -> &'static str

Get the display name for this method.

Trait Implementations

impl Clone for PruneMethod

fn clone(&self) -> PruneMethod

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Copy for PruneMethod

impl Debug for PruneMethod

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

Formats the value using the given formatter.

impl Default for PruneMethod

fn default() -> PruneMethod

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for PruneMethod

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Eq for PruneMethod

impl PartialEq for PruneMethod

fn eq(&self, other: &PruneMethod) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl Serialize for PruneMethod

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

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl StructuralPartialEq for PruneMethod