Skip to main content

MultiLabelClassificationOutput

burn_train

Struct MultiLabelClassificationOutput 

Source 
pub struct MultiLabelClassificationOutput<B: Backend> {
    pub loss: Tensor<B, 1>,
    pub output: Tensor<B, 2>,
    pub targets: Tensor<B, 2, Int>,
}
Expand description

Multi-label classification output adapted for multiple metrics.

Supported metrics:

  • HammingScore
  • Precision (via ConfusionStatsInput)
  • Recall (via ConfusionStatsInput)
  • FBetaScore (via ConfusionStatsInput)
  • Loss

Fields§

§loss: Tensor<B, 1>

The loss.

§output: Tensor<B, 2>

The label logits or probabilities. Shape: [batch_size, num_classes].

§targets: Tensor<B, 2, Int>

The ground truth labels. Shape: [batch_size, num_classes].

Implementations§

Source§

impl<B: Backend> MultiLabelClassificationOutput<B>

Source

pub fn new( loss: Tensor<B, 1>, output: Tensor<B, 2>, targets: Tensor<B, 2, Int>, ) -> Self

Constructs a new MultiLabelClassificationOutput.

Trait Implementations§

Source§

impl<B: Backend> Adaptor<ConfusionStatsInput<B>> for MultiLabelClassificationOutput<B>

Source§

fn adapt(&self) -> ConfusionStatsInput<B>

Adapt the type to be passed to a metric.
Source§

impl<B: Backend> Adaptor<HammingScoreInput<B>> for MultiLabelClassificationOutput<B>

Source§

fn adapt(&self) -> HammingScoreInput<B>

Adapt the type to be passed to a metric.
Source§

impl<B: Backend> Adaptor<LossInput<B>> for MultiLabelClassificationOutput<B>

Source§

fn adapt(&self) -> LossInput<B>

Adapt the type to be passed to a metric.
Source§

impl<B: Backend> ItemLazy for MultiLabelClassificationOutput<B>

Source§

type ItemSync = MultiLabelClassificationOutput<Flex>

Item that is properly synced and ready to be processed by metrics.
Source§

fn sync(self) -> Self::ItemSync

Sync the item.

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Adaptor<()> for T

Source§

fn adapt(&self)

Adapt the type to be passed to a metric.
Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

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

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

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

Source§

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

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

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

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.