pub enum Activation {
Show 17 variants
Gelu,
GeluApprox,
Silu,
Relu,
Sigmoid,
Tanh,
Exp,
Log,
Sqrt,
Rsqrt,
Neg,
Abs,
Sin,
Cos,
Tan,
Atan,
Round,
}Expand description
Unary element-wise activation functions.
Variants§
Gelu
GeluApprox
Silu
Relu
Sigmoid
Tanh
Exp
Log
Sqrt
Rsqrt
Neg
Abs
Sin
sin(x). Backward: dx = upstream · cos(x).
Cos
cos(x). Backward: dx = -upstream · sin(x).
Tan
tan(x). Backward: dx = upstream · sec²(x) = upstream · (1 + tan²(x)).
Atan
atan(x). Backward: dx = upstream · (1 / (1 + x²)).
Round
Round to nearest integer (half-to-even), in f32.
Forward: x.round(). Backward: STE — treats as identity, so
the gradient passes through unchanged. Useful as a primitive
for composing custom quantization schemes (Mul-by-recip-scale
→ Round → Clamp → Mul-by-scale = a hand-rolled FakeQuantize
that the elementwise-region pass can fuse into a single kernel).
Trait Implementations§
Source§impl Clone for Activation
impl Clone for Activation
Source§fn clone(&self) -> Activation
fn clone(&self) -> Activation
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for Activation
impl Debug for Activation
Source§impl<'de> Deserialize<'de> for Activation
impl<'de> Deserialize<'de> for Activation
Source§fn deserialize<__D>(
__deserializer: __D,
) -> Result<Activation, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(
__deserializer: __D,
) -> Result<Activation, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Source§impl Hash for Activation
impl Hash for Activation
Source§impl PartialEq for Activation
impl PartialEq for Activation
Source§fn eq(&self, other: &Activation) -> bool
fn eq(&self, other: &Activation) -> bool
Tests for
self and other values to be equal, and is used by ==.Source§impl Serialize for Activation
impl Serialize for Activation
Source§fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
Serialize this value into the given Serde serializer. Read more
impl Copy for Activation
impl Eq for Activation
impl StructuralPartialEq for Activation
Auto Trait Implementations§
impl Freeze for Activation
impl RefUnwindSafe for Activation
impl Send for Activation
impl Sync for Activation
impl Unpin for Activation
impl UnsafeUnpin for Activation
impl UnwindSafe for Activation
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§fn equivalent(&self, key: &K) -> bool
fn equivalent(&self, key: &K) -> bool
Compare self to
key and return true if they are equal.Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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