Enum FewShotAlgorithm 

pub enum FewShotAlgorithm {
    Prototypical,
    Matching,
    MamlAdaptation,
    DistanceWeightedKnn,
}

Few-shot learning algorithm to apply when predicting a query.

All four variants share the same fit/predict surface so callers can swap algorithms without touching surrounding code. See the module-level documentation for a brief overview of each algorithm’s semantics.

Variants

Prototypical

Prototypical Networks — class prototypes via the mean embedding of each performance-quantile bucket.

Matching

Matching Networks — attention-weighted nearest neighbours over the entire support set.

MamlAdaptation

MAML-style fast adaptation on a linear adapter (one weight per embedding dimension plus a bias).

DistanceWeightedKnn

Distance-weighted KNN regression over the k_shot closest support points.

Trait Implementations

impl Clone for FewShotAlgorithm

fn clone(&self) -> Self

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Copy for FewShotAlgorithm

impl Debug for FewShotAlgorithm

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for FewShotAlgorithm

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Eq for FewShotAlgorithm

impl Hash for FewShotAlgorithm

fn hash<__H: Hasher>(&self, state: &mut __H)

Feeds this value into the given Hasher.

fn hash_slice<H>(data: &[Self], state: &mut H)

where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher.

impl PartialEq for FewShotAlgorithm

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

Equality operator ==.

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

Inequality operator !=.

impl Serialize for FewShotAlgorithm

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 FewShotAlgorithm