pub struct QuantumRecommender {
pub user_profiles: HashMap<usize, UserProfile>,
/* private fields */
}Expand description
Main quantum recommender system
Fields§
§user_profiles: HashMap<usize, UserProfile>User profiles
Implementations§
Source§impl QuantumRecommender
impl QuantumRecommender
Sourcepub fn new(config: QuantumRecommenderConfig) -> Result<Self>
pub fn new(config: QuantumRecommenderConfig) -> Result<Self>
Create new quantum recommender system
Sourcepub fn add_interaction(
&mut self,
user_id: usize,
item_id: usize,
rating: f64,
context: Option<InteractionContext>,
) -> Result<()>
pub fn add_interaction( &mut self, user_id: usize, item_id: usize, rating: f64, context: Option<InteractionContext>, ) -> Result<()>
Add user-item interaction
Sourcepub fn recommend(
&self,
user_id: usize,
n_items: usize,
options: RecommendationOptions,
) -> Result<Vec<Recommendation>>
pub fn recommend( &self, user_id: usize, n_items: usize, options: RecommendationOptions, ) -> Result<Vec<Recommendation>>
Get recommendations for a user
Sourcepub fn train(
&mut self,
train_data: &[(usize, usize, f64)],
val_data: Option<&[(usize, usize, f64)]>,
epochs: usize,
) -> Result<TrainingHistory>
pub fn train( &mut self, train_data: &[(usize, usize, f64)], val_data: Option<&[(usize, usize, f64)]>, epochs: usize, ) -> Result<TrainingHistory>
Train the recommender system
Sourcepub fn predict(&self, user_id: usize, item_id: usize) -> Result<f64>
pub fn predict(&self, user_id: usize, item_id: usize) -> Result<f64>
Predict rating for user-item pair
Sourcepub fn evaluate(
&self,
test_data: &[(usize, usize, f64)],
) -> Result<EvaluationMetrics>
pub fn evaluate( &self, test_data: &[(usize, usize, f64)], ) -> Result<EvaluationMetrics>
Evaluate on test data
Sourcepub fn metrics(&self) -> &RecommenderMetrics
pub fn metrics(&self) -> &RecommenderMetrics
Get performance metrics
Trait Implementations§
Source§impl Clone for QuantumRecommender
impl Clone for QuantumRecommender
Source§fn clone(&self) -> QuantumRecommender
fn clone(&self) -> QuantumRecommender
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for QuantumRecommender
impl !RefUnwindSafe for QuantumRecommender
impl !Send for QuantumRecommender
impl !Sync for QuantumRecommender
impl Unpin for QuantumRecommender
impl !UnwindSafe for QuantumRecommender
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> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
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.