pub struct TransferLearner {
pub source_domains: Vec<SourceDomain>,
pub strategies: Vec<TransferStrategy>,
pub similarity_analyzer: DomainSimilarityAnalyzer,
pub transfer_history: VecDeque<TransferRecord>,
pub adaptation_mechanisms: Vec<AdaptationMechanism>,
}Expand description
Transfer learning system
Fields§
§source_domains: Vec<SourceDomain>Source domains
strategies: Vec<TransferStrategy>Transfer strategies
similarity_analyzer: DomainSimilarityAnalyzerDomain similarity analyzer
transfer_history: VecDeque<TransferRecord>Transfer history
adaptation_mechanisms: Vec<AdaptationMechanism>Adaptation mechanisms
Implementations§
Source§impl TransferLearner
impl TransferLearner
pub fn new() -> Self
pub fn add_source_domain(&mut self, domain: SourceDomain)
pub fn transfer_knowledge( &mut self, target_features: &ProblemFeatures, target_domain: &ProblemDomain, ) -> Result<Vec<TransferableModel>, String>
pub fn adapt_model( &self, model: &mut TransferableModel, target_features: &ProblemFeatures, ) -> Result<(), String>
pub fn evaluate_transfer_success(&self) -> f64
Auto Trait Implementations§
impl Freeze for TransferLearner
impl RefUnwindSafe for TransferLearner
impl Send for TransferLearner
impl Sync for TransferLearner
impl Unpin for TransferLearner
impl UnwindSafe for TransferLearner
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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 moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.