Struct ModelParameters

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pub struct ModelParameters {
    pub user_embeddings: Array2<f64>,
    pub item_embeddings: Array2<f64>,
    pub quantum_params: Vec<f64>,
    pub user_bias: Array1<f64>,
    pub item_bias: Array1<f64>,
    pub global_bias: f64,
}

Expand description

Model parameters

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§user_embeddings: Array2<f64>

User embeddings

§item_embeddings: Array2<f64>

Item embeddings

§quantum_params: Vec<f64>

Quantum circuit parameters

§user_bias: Array1<f64>

Bias terms

§item_bias: Array1<f64>§global_bias: f64

Implementations§

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impl ModelParameters

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pub fn new(num_users: usize, num_items: usize, num_factors: usize) -> Self

Create new model parameters

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pub fn get_user_embedding(&self, user_id: usize) -> Result<Array1<f64>>

Get user embedding

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pub fn get_item_embedding(&self, item_id: usize) -> Result<Array1<f64>>

Get item embedding

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pub fn update_embeddings( &mut self, user_id: usize, item_id: usize, gradient: &Array1<f64>, lr: f64, reg: f64, ) -> Result<()>

Update embeddings

Trait Implementations§

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impl Clone for ModelParameters

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fn clone(&self) -> ModelParameters

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for ModelParameters

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ModelParameters

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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

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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

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

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fn __clone_box(&self, _: Private) -> *mut ()

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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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

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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

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