dendritic_autodiff::ops

Struct Regularization

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pub struct Regularization<RHS, LHS>
where
    RHS: Node,
    LHS: Node,
{
    pub rhs: RefCell<RHS>,
    pub lhs: RefCell<LHS>,
    pub output: RefCell<Value<NDArray<f64>>>,
    pub gradient: RefCell<Value<NDArray<f64>>>,
    pub learning_rate: f64,
}

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§rhs: RefCell<RHS>§lhs: RefCell<LHS>§output: RefCell<Value<NDArray<f64>>>§gradient: RefCell<Value<NDArray<f64>>>§learning_rate: f64

Implementations§

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impl<RHS, LHS> Regularization<RHS, LHS>
where RHS: Node, LHS: Node,

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pub fn new(rhs: RHS, lhs: LHS, learning_rate: f64) -> Self

Create new instance of regularization operation

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pub fn rhs(&self) -> RefMut<'_, dyn Node>

Get right hand side value of regularization operation

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pub fn lhs(&self) -> RefMut<'_, dyn Node>

Get left hand side value of regularization operation

Trait Implementations§

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impl<LHS, RHS> Node for Regularization<RHS, LHS>
where RHS: Node, LHS: Node,

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fn forward(&mut self)

Perform forward pass of regularization operation

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fn backward(&mut self, upstream_gradient: NDArray<f64>)

Perform backward pass of regularization operation

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fn value(&self) -> NDArray<f64>

Get output value of regularization operation

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fn grad(&self) -> NDArray<f64>

Get gradient of regularization operation

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fn set_grad(&mut self, upstream_gradient: NDArray<f64>)

Set gradient of regularization operation

Auto Trait Implementations§

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impl<RHS, LHS> !Freeze for Regularization<RHS, LHS>

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impl<RHS, LHS> !RefUnwindSafe for Regularization<RHS, LHS>

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impl<RHS, LHS> !Send for Regularization<RHS, LHS>

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impl<RHS, LHS> !Sync for Regularization<RHS, LHS>

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impl<RHS, LHS> Unpin for Regularization<RHS, LHS>
where RHS: Unpin, LHS: Unpin,

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impl<RHS, LHS> !UnwindSafe for Regularization<RHS, LHS>

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> 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<U> 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, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.