ipfrs_tensorlogic::meta_learning_optimizer

Enum MetaAlgorithm

pub enum MetaAlgorithm {
    MAML {
        inner_lr: f64,
        inner_steps: u8,
    },
    ProtoNet,
    Reptile {
        step_size: f64,
    },
    FOMAML {
        inner_lr: f64,
    },
}

Expand description

The meta-learning algorithm variant.

Variants§

§

MAML

Model-Agnostic Meta-Learning (MAML).

Fields

§inner_lr: f64

Inner-loop learning rate.

§inner_steps: u8

Number of inner-loop gradient steps.

§

ProtoNet

Prototypical Networks (ProtoNet).

§

Reptile

Reptile (first-order meta-learner via parameter interpolation).

Fields

§step_size: f64

Interpolation step size toward each task’s adapted params.

§

FOMAML

First-Order MAML (omit second-order terms).

Fields

§inner_lr: f64

Inner-loop learning rate.

Trait Implementations§

Source §

impl Clone for MetaAlgorithm

Source §

fn clone(&self) -> MetaAlgorithm

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more

Source §

impl Debug for MetaAlgorithm

Source §

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for MetaAlgorithm

Blanket Implementations§

Source §

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source §

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source §

impl<T> CloneToUninit for T
where T: Clone,

Source §

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T> Instrument for T

Source §

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

Source §

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §