RegressionLayer

block_graph::burn

Struct RegressionLayer 

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pub struct RegressionLayer { /* private fields */ }
Expand description

layer for converting loss to regression output

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impl<B: Backend> AI<LossOutput<B>, RegressionOutput<B>> for RegressionLayer

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fn forward(&self, lossoutput: LossOutput<B>) -> RegressionOutput<B>

applies to the input
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fn forward_mut(&mut self, input: X) -> Y

applies to the input, possibly updating internal caches
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impl Clone for RegressionLayer

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fn clone(&self) -> RegressionLayer

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 RegressionLayer

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

Formats the value using the given formatter. Read more
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impl Decompose for RegressionLayer

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type Decomposition = ()

the decomposed type
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fn compose(_decomposition: Self::Decomposition) -> Self

recreates from the decomposition
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fn decompose(self)

owned decomposition
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fn decompose_cloned(&self)

decomposition that copies data
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impl Default for RegressionLayer

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fn default() -> RegressionLayer

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for RegressionLayer

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Op for RegressionLayer

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type Output = RegressionOutput<NdArray>

suggested output type to help with composition coherence. Ideally, Self should implement AI<X,Self::Output> for some X
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fn chain<B>(self, b: B) -> Sequential<(Self, B)>
where Self: Sized, Sequential<(Self, B)>: Op,

sequences with another ai operation
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fn duplicate(self) -> Duplicate<Self>
where Duplicate<Self>: Op, Self: Sized,

wraps with a duplicate operation
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fn fix_type<Z>(self) -> SetType<Self, Z, Z>
where Self: AI<Z, Z> + Sized,

set type but with the same input and output
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fn flatten<R: Clone>(self, args: R) -> Flatten<Self, R>
where Flatten<Self, R>: Op, Self: Sized,

wraps with a flatten layer
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fn forward_fixed<Z>(&self, input: Z) -> Z
where Self: AI<Z, Z> + Sized,

applies to the input
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fn forward_fixed_mut<Z>(&mut self, input: Z) -> Z
where Self: AI<Z, Z> + Sized,

applies to the input
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fn forward_typed<W, Z>(&self, input: W) -> Z
where Self: AI<W, Z> + Sized,

applies to the input
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fn forward_typed_mut<W, Z>(&mut self, input: W) -> Z
where Self: AI<W, Z> + Sized,

applies to the input, possibly updating internal caches
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fn infer_autoregressive<X, Y>(self, input: X) -> Autoregression<Self, Y> ⓘ
where Self: AI<X, Y> + AI<Y, Y> + Sized, Y: Clone,

creates an autoregressive inference
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fn map<B>(self, b: B) -> Map<Sequential<(Self, B)>>
where Map<Sequential<(Self, B)>>: Op, Self: Sized, Sequential<(Self, B)>: Op,

applies the operation to every output
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fn optional(self) -> Option<Self>
where Self: Sized,

creates an optional operation
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fn reshape<R: Clone>(self, args: R) -> Reshape<Self, R>
where Reshape<Self, R>: Op, Self: Sized,

wraps with a reshape layer
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fn residual(self) -> Residual<Self>
where Residual<Self>: Op, Self: Sized,

wraps in a residual layer
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fn set_type<W, Z>(self) -> SetType<Self, W, Z>
where Self: AI<W, Z> + Sized,

sets the input output types
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fn to_each(self) -> Map<Self>
where Map<Self>: Op, Self: Sized,

wraps with a map operation
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fn wrap_inner(self) -> Inner<Self>
where Self: Sized,

wraps the inner value so it can be unwrapped with unwrap inner
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fn zip<B>(self, b: B) -> Zip<(Self, B)>
where Self: Sized, Zip<(Self, B)>: Op,

zips with another ai operation
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impl Serialize for RegressionLayer

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl Copy for RegressionLayer

Auto Trait Implementations§

Blanket Implementations§

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impl<T> Adaptor<()> for T

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fn adapt(&self)

Adapt the type to be passed to a metric.
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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> 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> 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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Shortcuts for T
where T: Op + ?Sized,

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fn classification(self) -> Classification<Self>
where Classification<Self>: Op, Self: Sized,

wraps in a classification wrapper
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fn regression(self) -> Regression<Self>
where Regression<Self>: Op, Self: Sized,

wraps in a regression wrapper
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fn wrap(self) -> Wrapped<Self>
where Self: Wrappable,

wraps in a burn wrapper
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,