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Layer

proof_engine::ml::model

Enum Layer

pub enum Layer {
Show 13 variants
    Dense(DenseLayer),
    Conv2D(Conv2DLayer),
    MaxPool(MaxPoolLayer),
    BatchNorm(BatchNormLayer),
    Dropout(DropoutLayer),
    Flatten,
    ReLU,
    Sigmoid,
    Tanh,
    Softmax(usize),
    GELU,
    Residual(ResidualBlock),
    Attention(MultiHeadAttention),
}

Expand description

A single layer in a neural network.

Variants§

Dense(DenseLayer)

Conv2D(Conv2DLayer)

MaxPool(MaxPoolLayer)

BatchNorm(BatchNormLayer)

Dropout(DropoutLayer)

Flatten

ReLU

Sigmoid

Tanh

Softmax(usize)

GELU

Residual(ResidualBlock)

Attention(MultiHeadAttention)

Implementations§

impl Layer

pub fn forward(&self, input: &Tensor) -> Tensor

pub fn parameter_count(&self) -> usize

pub fn name(&self) -> &str

Trait Implementations§

impl Clone for Layer

fn clone(&self) -> Layer

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

impl Debug for Layer

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

impl Freeze for Layer

impl RefUnwindSafe for Layer

impl Send for Layer

impl Sync for Layer

impl Unpin for Layer

impl UnsafeUnpin for Layer

impl UnwindSafe for Layer

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<S> FromSample<S> for S

fn from_sample_(s: S) -> S

impl<T> Instrument for T

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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

fn into(self) -> U

Calls U::from(self).

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

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

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

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

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

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

impl<T, U> ToSample<U> for T
where U: FromSample<T>,

fn to_sample_(self) -> U

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

type Error = Infallible

The type returned in the event of a conversion error.

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

Performs the conversion.

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

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

The type returned in the event of a conversion error.

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

Performs the conversion.

impl<T> WithSubscriber for T

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more

impl<S, T> Duplex<S> for T
where T: FromSample<S> + ToSample<S>,