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ToroidalMask

Struct ToroidalMask 

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pub struct ToroidalMask {
    pub seq_len: usize,
    pub radius: f32,
    pub alpha: f32,
    pub grid_size: usize,
    pub mask_type: MaskType,
}
Expand description

Toroidal attention mask generator.

Creates masks according to Eq. 17 from the paper:

M_Tonnetz(i, j) = 1                        if d_Tonnetz(i, j) ≤ r
                  exp(-α · d_Tonnetz(i,j)) otherwise

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§seq_len: usize

Sequence length

§radius: f32

Locality radius (hard cutoff)

§alpha: f32

Decay rate for soft falloff

§grid_size: usize

Grid size for Tonnetz mapping

§mask_type: MaskType

Mask type variant

Implementations§

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impl ToroidalMask

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pub fn new(seq_len: usize, radius: f32, alpha: f32) -> Self

Create a new toroidal mask configuration (hybrid by default).

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pub fn with_grid( seq_len: usize, radius: f32, alpha: f32, grid_size: usize, ) -> Self

Create with custom grid size.

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pub fn hard_cutoff(seq_len: usize, radius: f32, grid_size: usize) -> Self

Create hard cutoff mask: M(i,j) = 1 if d <= r, else 0

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pub fn soft_exponential(seq_len: usize, alpha: f32, grid_size: usize) -> Self

Create soft exponential mask: M(i,j) = exp(-α * d)

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pub fn value(&self, i: usize, j: usize) -> f32

Compute mask value for position pair (i, j).

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pub fn generate(&self) -> Vec<Vec<f32>>

Generate full mask matrix.

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pub fn generate_doubly_stochastic(&self, iterations: usize) -> Vec<Vec<f32>>

Generate and apply Sinkhorn-Knopp to make doubly-stochastic.

Trait Implementations§

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impl Clone for ToroidalMask

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fn clone(&self) -> ToroidalMask

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 ToroidalMask

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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<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> 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

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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
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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.