torsh_functional::optimization::adaptive

Struct TensorCharacteristics

pub struct TensorCharacteristics {
    pub size: usize,
    pub condition_number: f32,
    pub sparsity: f32,
    pub numerical_precision: f32,
    pub memory_layout_score: f32,
    pub computational_complexity: f32,
}

Expand description

Tensor characteristics for algorithm selection

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§size: usize

Number of elements in the tensor

§condition_number: f32

Condition number estimate (ratio of largest to smallest singular value)

§sparsity: f32

Sparsity ratio (fraction of zero elements)

§numerical_precision: f32

Numerical precision characteristics

§memory_layout_score: f32

Memory layout efficiency

§computational_complexity: f32

Computational complexity estimate

Implementations§

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impl TensorCharacteristics

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pub fn analyze(tensor: &Tensor) -> TorshResult<Self>

Analyze tensor characteristics

Trait Implementations§

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impl Clone for TensorCharacteristics

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fn clone(&self) -> TensorCharacteristics

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 TensorCharacteristics

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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 UnwindSafe for TensorCharacteristics

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 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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