RandomRotation

Struct RandomRotation 

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pub struct RandomRotation { /* private fields */ }
Available on crate feature linalg only.
Expand description

A distance-perserving transformation from N-dimensions to N-dimensions.

This struct materializes a full NxN transformation matrix and mechanically applies transformations via matrix multiplication.

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impl RandomRotation

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pub fn new<R>(dim: NonZeroUsize, target_dim: TargetDim, rng: &mut R) -> Self
where R: Rng + ?Sized,

Construct a new RandomRotation that transforms input vectors of dimension dim.

The parameter rng is used to randomly sample the transformation matrix.

The following dimensionalities will be configured depending on the value of target:

  • TargetDim::Same
    • self.input_dim() == dim.get()
    • self.output_dim() == dim.get()
  • TargetDim::Natural
    • self.input_dim() == dim.get()
    • self.output_dim() == dim.get()
  • TargetDim::Override
    • self.input_dim() == dim.get()
    • self.output_dim(): The value provided by the override.

Sub-sampling occurs if self.output_dim() is less than self.input_dim().

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pub fn input_dim(&self) -> usize

Return the input dimension for the transformation.

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pub fn output_dim(&self) -> usize

Return the output dimension for the transformation.

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pub fn preserves_norms(&self) -> bool

Return whether or not the transform preserves norms.

For this transform, norms are not preserved when the output dimensionality is less than the input dimensionality.

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pub fn transform_into( &self, dst: &mut [f32], src: &[f32], ) -> Result<(), TransformFailed>

Perform the transformation of the src vector into the dst vector.

§Errors

Returns an error if

  • src.len() != self.input_dim().
  • dst.len() != self.output_dim().

Trait Implementations§

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impl Clone for RandomRotation

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fn clone(&self) -> RandomRotation

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 RandomRotation

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

Formats the value using the given formatter. Read more

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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

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<T> ByRef<T> for T

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fn by_ref(&self) -> &T

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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> Generator<T> for T
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fn generate(&mut self) -> T

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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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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,

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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

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unsafe fn drop(ptr: usize)

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type Owned = T

The resulting type after obtaining ownership.
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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
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type Error = <U as TryFrom<T>>::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
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fn vzip(self) -> V

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