Struct LossOutput

Source

pub struct LossOutput<B: Backend> { /* private fields */ }

Expand description

general loss output for being converted into other loss outputs

Implementations§

Source §

impl<B: Backend> LossOutput

Source

pub fn loss(&self) -> Value

references the loss

Source

pub fn new(loss: Value, output: Value, target: Value) -> Self

creates a new loss output

Source

pub fn output(&self) -> Value

gets the output

Source

pub fn target(&self) -> Value

gets the target

Trait Implementations§

Source §

impl<B: Backend> AI<(Value, Value), LossOutput> for CrossEntropyLayer

Source §

fn forward(&self, (output, target): (Value, Value)) -> LossOutput

applies to the input

Source §

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

applies to the input, possibly updating internal caches

Source §

impl<B: Backend> AI<(Value, Value), LossOutput> for SquaredErrorLayer

Source §

fn forward(&self, (output, target): (Value, Value)) -> LossOutput

applies to the input

Source §

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

applies to the input, possibly updating internal caches

Source §

impl<B: Backend> AI<LossOutput, ClassificationOutput> for ClassificationLayer

Source §

fn forward(&self, lossoutput: LossOutput) -> ClassificationOutput

applies to the input

Source §

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

applies to the input, possibly updating internal caches

Source §

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

Source §

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

applies to the input

Source §

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

applies to the input, possibly updating internal caches

Source §

impl<B: Clone + Backend> Clone for LossOutput

Source §

fn clone(&self) -> LossOutput

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

Source §

impl<B: Debug + Backend> Debug for LossOutput

Source §

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

Formats the value using the given formatter. Read more

Source §

impl<B: Backend> Decompose for LossOutput

Source §

type Decomposition = (Value, Value, Value)

the decomposed type

Source §

fn compose((loss, output, target): Self::Decomposition) -> Self

recreates from the decomposition

Source §

fn decompose(self) -> Self::Decomposition

owned decomposition

Source §

fn decompose_cloned(&self) -> Self::Decomposition

decomposition that copies data

Source §

impl<'de, B: Backend> Deserialize<'de> for LossOutput

Source §

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

Deserialize this value from the given Serde deserializer. Read more

Source §

impl<B: Backend> Serialize for LossOutput

Source §

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

Serialize this value into the given Serde serializer. Read more

Source §

impl<B: Backend> Wrappable for LossOutput

Source §

type B = B

Source §

type With<C: Backend> = LossOutput<C>

Auto Trait Implementations§

§

impl Freeze for LossOutput
where ::BoolTensorPrimitive: Freeze, ::IntTensorPrimitive: Freeze, ::FloatTensorPrimitive: Freeze, ::QuantizedTensorPrimitive: Freeze,

§

impl RefUnwindSafe for LossOutput
where ::BoolTensorPrimitive: RefUnwindSafe, ::IntTensorPrimitive: RefUnwindSafe, ::FloatTensorPrimitive: RefUnwindSafe, ::QuantizedTensorPrimitive: RefUnwindSafe,

§

impl Send for LossOutput

§

impl Sync for LossOutput

§

impl Unpin for LossOutput
where ::BoolTensorPrimitive: Unpin, ::IntTensorPrimitive: Unpin, ::FloatTensorPrimitive: Unpin, ::QuantizedTensorPrimitive: Unpin,

§

impl UnwindSafe for LossOutput
where ::BoolTensorPrimitive: UnwindSafe, ::IntTensorPrimitive: UnwindSafe, ::FloatTensorPrimitive: UnwindSafe, ::QuantizedTensorPrimitive: UnwindSafe,

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> CloneToUninit for T
where T: Clone,

Source §

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

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T, U> Into 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> ToOwned for T
where T: Clone,

Source §

type Owned = T

The resulting type after obtaining ownership.

Source §

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

Source §

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more

Source §

impl<T, U> TryFrom 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>::Error>

Performs the conversion.

Source §

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

Source §

type Error = >::Error

The type returned in the event of a conversion error.

Source §

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

Performs the conversion.

Source §

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source §

fn vzip(self) -> V

Source §

LossOutput

Struct LossOutput Copy item path

Implementations§

impl<B: Backend> LossOutput<B>

pub fn loss(&self) -> Value<B>

pub fn new(loss: Value<B>, output: Value<B>, target: Value<B>) -> Self

pub fn output(&self) -> Value<B>

pub fn target(&self) -> Value<B>

Trait Implementations§

impl<B: Backend> AI<(Value<B>, Value<B>), LossOutput<B>> for CrossEntropyLayer

fn forward(&self, (output, target): (Value<B>, Value<B>)) -> LossOutput<B>

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

impl<B: Backend> AI<(Value<B>, Value<B>), LossOutput<B>> for SquaredErrorLayer

fn forward(&self, (output, target): (Value<B>, Value<B>)) -> LossOutput<B>

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

impl<B: Backend> AI<LossOutput<B>, ClassificationOutput<B>> for ClassificationLayer

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

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

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

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

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

impl<B: Clone + Backend> Clone for LossOutput<B>

fn clone(&self) -> LossOutput<B>

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

impl<B: Debug + Backend> Debug for LossOutput<B>

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

impl<B: Backend> Decompose for LossOutput<B>

type Decomposition = (Value<B>, Value<B>, Value<B>)

fn compose((loss, output, target): Self::Decomposition) -> Self

fn decompose(self) -> Self::Decomposition

fn decompose_cloned(&self) -> Self::Decomposition

impl<'de, B: Backend> Deserialize<'de> for LossOutput<B>

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

impl<B: Backend> Serialize for LossOutput<B>

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

impl<B: Backend> Wrappable for LossOutput<B>

type B = B

type With<C: Backend> = LossOutput<C>

Auto Trait Implementations§

impl<B> Freeze for LossOutput<B>where <B as Backend>::BoolTensorPrimitive: Freeze, <B as Backend>::IntTensorPrimitive: Freeze, <B as Backend>::FloatTensorPrimitive: Freeze, <B as Backend>::QuantizedTensorPrimitive: Freeze,

impl<B> RefUnwindSafe for LossOutput<B>where <B as Backend>::BoolTensorPrimitive: RefUnwindSafe, <B as Backend>::IntTensorPrimitive: RefUnwindSafe, <B as Backend>::FloatTensorPrimitive: RefUnwindSafe, <B as Backend>::QuantizedTensorPrimitive: RefUnwindSafe,

impl<B> Send for LossOutput<B>

impl<B> Sync for LossOutput<B>

impl<B> Unpin for LossOutput<B>where <B as Backend>::BoolTensorPrimitive: Unpin, <B as Backend>::IntTensorPrimitive: Unpin, <B as Backend>::FloatTensorPrimitive: Unpin, <B as Backend>::QuantizedTensorPrimitive: Unpin,

impl<B> UnwindSafe for LossOutput<B>where <B as Backend>::BoolTensorPrimitive: UnwindSafe, <B as Backend>::IntTensorPrimitive: UnwindSafe, <B as Backend>::FloatTensorPrimitive: UnwindSafe, <B as Backend>::QuantizedTensorPrimitive: UnwindSafe,

Blanket Implementations§

impl<T> Adaptor<()> for T

fn adapt(&self)

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

fn type_id(&self) -> TypeId

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

fn borrow(&self) -> &T

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

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

impl<T> CloneToUninit for Twhere T: Clone,

unsafe fn clone_to_uninit(&self, dest: *mut u8)

impl<T> From<T> for T

fn from(t: T) -> T

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

fn into(self) -> U

impl<T> IntoEither for T

fn into_either(self, into_left: bool) -> Either<Self, Self>

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>where F: FnOnce(&Self) -> bool,

impl<T> Pointable for T

const ALIGN: usize

type Init = T

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

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

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

unsafe fn drop(ptr: usize)

impl<T> ToOwned for Twhere T: Clone,

type Owned = T

fn to_owned(&self) -> T

fn clone_into(&self, target: &mut T)

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

type Error = Infallible

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

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

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

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

Struct LossOutput

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

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

impl<B> Freeze for LossOutput<B>
where <B as Backend>::BoolTensorPrimitive: Freeze, <B as Backend>::IntTensorPrimitive: Freeze, <B as Backend>::FloatTensorPrimitive: Freeze, <B as Backend>::QuantizedTensorPrimitive: Freeze,

impl<B> RefUnwindSafe for LossOutput<B>
where <B as Backend>::BoolTensorPrimitive: RefUnwindSafe, <B as Backend>::IntTensorPrimitive: RefUnwindSafe, <B as Backend>::FloatTensorPrimitive: RefUnwindSafe, <B as Backend>::QuantizedTensorPrimitive: RefUnwindSafe,

impl<B> Unpin for LossOutput<B>
where <B as Backend>::BoolTensorPrimitive: Unpin, <B as Backend>::IntTensorPrimitive: Unpin, <B as Backend>::FloatTensorPrimitive: Unpin, <B as Backend>::QuantizedTensorPrimitive: Unpin,

impl<B> UnwindSafe for LossOutput<B>
where <B as Backend>::BoolTensorPrimitive: UnwindSafe, <B as Backend>::IntTensorPrimitive: UnwindSafe, <B as Backend>::FloatTensorPrimitive: UnwindSafe, <B as Backend>::QuantizedTensorPrimitive: UnwindSafe,

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

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

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

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

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

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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

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

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

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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