Struct OptimizerBenchmarkSummary

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pub struct OptimizerBenchmarkSummary<A: Float> {Show 15 fields
    pub optimizer: OptimizerIdentifier,
    pub successful_runs: usize,
    pub total_runs: usize,
    pub success_rate: f64,
    pub mean_convergence_time: Duration,
    pub std_convergence_time: Duration,
    pub mean_final_value: A,
    pub std_final_value: A,
    pub mean_iterations: f64,
    pub std_iterations: f64,
    pub mean_gradient_norm: A,
    pub std_gradient_norm: A,
    pub convergence_curves: Vec<Vec<A>>,
    pub memory_stats: MemoryStats,
    pub gpu_utilization: Option<f64>,
}

Expand description

Summary statistics for an optimizer across multiple runs

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§optimizer: OptimizerIdentifier

Optimizer identifier

§successful_runs: usize

Number of successful runs

§total_runs: usize

Total runs attempted

§success_rate: f64

Success rate (0.0 to 1.0)

§mean_convergence_time: Duration

Mean convergence time

§std_convergence_time: Duration

Standard deviation of convergence time

§mean_final_value: A

Mean final function value

§std_final_value: A

Standard deviation of final function value

§mean_iterations: f64

Mean iterations to convergence

§std_iterations: f64

Standard deviation of iterations

§mean_gradient_norm: A

Mean final gradient norm

§std_gradient_norm: A

Standard deviation of gradient norm

§convergence_curves: Vec<Vec<A>>

Convergence curves (one per run)

§memory_stats: MemoryStats

Memory usage statistics

§gpu_utilization: Option<f64>

GPU utilization (if applicable)

Trait Implementations§

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impl<A: Clone + Float> Clone for OptimizerBenchmarkSummary<A>

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fn clone(&self) -> OptimizerBenchmarkSummary<A>

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<A: Debug + Float> Debug for OptimizerBenchmarkSummary<A>

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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<A> UnwindSafe for OptimizerBenchmarkSummary<A>
where A: 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 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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