ElemOp

Enum ElemOp 

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pub enum ElemOp {
Show 17 variants Neg, Abs, Exp, Log, Sin, Cos, Sqrt, Sqr, Recip, Tanh, Sigmoid, ReLU, Gelu, Elu, Selu, Softplus, Sign,
}
Expand description

Element-wise operation types

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Neg

Negation: -x

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Abs

Absolute value: |x|

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Exp

Exponential: e^x

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Log

Natural logarithm: ln(x)

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Sin

Sine: sin(x)

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Cos

Cosine: cos(x)

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Sqrt

Square root: sqrt(x)

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Sqr

Power of 2: x^2

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Recip

Reciprocal: 1/x

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Tanh

Hyperbolic tangent: tanh(x)

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Sigmoid

Sigmoid: 1 / (1 + e^(-x))

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ReLU

Rectified Linear Unit: max(0, x)

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Gelu

Gaussian Error Linear Unit: x * Φ(x) where Φ is the CDF of standard normal Approximation: 0.5 * x * (1 + tanh(sqrt(2/π) * (x + 0.044715 * x^3)))

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Elu

Exponential Linear Unit: x if x > 0, else e^x - 1

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Selu

Scaled Exponential Linear Unit: scale * (x if x > 0, else alpha * (e^x - 1)) where scale ≈ 1.0507, alpha ≈ 1.67326

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Softplus

Softplus: ln(1 + e^x)

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Sign

Sign function: -1 if x < 0, 0 if x == 0, 1 if x > 0

Trait Implementations§

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impl Clone for ElemOp

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fn clone(&self) -> ElemOp

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 ElemOp

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl Freeze for ElemOp

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impl RefUnwindSafe for ElemOp

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impl Send for ElemOp

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impl Sync for ElemOp

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impl Unpin for ElemOp

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impl UnwindSafe for ElemOp

Blanket Implementations§

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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> 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