TropicalMatrix

Struct TropicalMatrix 

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pub struct TropicalMatrix<T>
where T: Float,
{ /* private fields */ }
Expand description

Tropical matrix operations for attention mechanisms

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impl<T> TropicalMatrix<T>
where T: Float,

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pub fn rows(&self) -> usize

Get number of rows

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pub fn cols(&self) -> usize

Get number of columns

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pub fn get(&self, i: usize, j: usize) -> Option<TropicalNumber<T>>

Get element at position (i, j)

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pub fn new(rows: usize, cols: usize) -> TropicalMatrix<T>

Create new tropical matrix

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pub fn from_log_probs(log_probs: &[Vec<T>]) -> TropicalMatrix<T>

Create from log-probability matrix (common in attention)

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pub fn mul(&self, other: &TropicalMatrix<T>) -> TropicalMatrix<T>

Tropical matrix multiplication

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pub fn determinant(&self) -> TropicalNumber<T>

Tropical determinant (maximum over all permutations)

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pub fn to_attention_scores(&self) -> Vec<Vec<T>>

Convert to attention scores (softmax → max operation)

Trait Implementations§

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impl<T> Clone for TropicalMatrix<T>
where T: Clone + Float,

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fn clone(&self) -> TropicalMatrix<T>

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<T> Debug for TropicalMatrix<T>
where T: Debug + Float,

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for TropicalMatrix<T>

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impl<T> RefUnwindSafe for TropicalMatrix<T>
where T: RefUnwindSafe,

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impl<T> Send for TropicalMatrix<T>
where T: Send,

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impl<T> Sync for TropicalMatrix<T>
where T: Sync,

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impl<T> Unpin for TropicalMatrix<T>
where T: Unpin,

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impl<T> UnwindSafe for TropicalMatrix<T>
where T: UnwindSafe,

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> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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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.