Struct ProblemCharacteristics

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pub struct ProblemCharacteristics {
    pub dataset_size: usize,
    pub input_dim: usize,
    pub output_dim: usize,
    pub problem_type: ProblemType,
    pub gradient_sparsity: f64,
    pub gradient_noise: f64,
    pub memory_budget: usize,
    pub time_budget: f64,
    pub batch_size: usize,
    pub lr_sensitivity: f64,
    pub regularization_strength: f64,
    pub architecture_type: Option<String>,
}

Expand description

Problem characteristics for optimizer selection

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§dataset_size: usize

Dataset size

§input_dim: usize

Input dimensionality

§output_dim: usize

Output dimensionality

§problem_type: ProblemType

Problem type (classification, regression, etc.)

§gradient_sparsity: f64

Gradient sparsity (0.0 = dense, 1.0 = very sparse)

§gradient_noise: f64

Noise level in gradients

§memory_budget: usize

Memory constraints (bytes available)

§time_budget: f64

Computational budget (time constraints)

§batch_size: usize

Batch size being used

§lr_sensitivity: f64

Learning rate range preference

§regularization_strength: f64

Regularization requirements

§architecture_type: Option<String>

Architecture type (if applicable)

Trait Implementations§

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impl Clone for ProblemCharacteristics

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fn clone(&self) -> ProblemCharacteristics

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 ProblemCharacteristics

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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 ProblemCharacteristics

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> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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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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