Struct TrainingMetrics

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pub struct TrainingMetrics {
    pub epoch: usize,
    pub steps: usize,
    pub learning_rate: f64,
    pub loss: f64,
    pub loss_avg: f64,
    pub gradient_norm: f64,
    pub steps_per_second: f64,
    pub memory_usage: usize,
    pub convergence_rate: f64,
    pub positive_accuracy: f64,
    pub negative_accuracy: f64,
}

Expand description

Enhanced training metrics and monitoring

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§epoch: usize

Current epoch

§steps: usize

Total training steps

§learning_rate: f64

Current learning rate

§loss: f64

Training loss (negative log likelihood)

§loss_avg: f64

Loss moving average

§gradient_norm: f64

Gradient norm

§steps_per_second: f64

Processing speed (steps per second)

§memory_usage: usize

Memory usage in bytes

§convergence_rate: f64

Convergence indicator (rate of loss change)

§positive_accuracy: f64

Training accuracy on positive samples

§negative_accuracy: f64

Training accuracy on negative samples

Trait Implementations§

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impl Clone for TrainingMetrics

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fn clone(&self) -> TrainingMetrics

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 TrainingMetrics

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

Formats the value using the given formatter. Read more

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impl Default for TrainingMetrics

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl UnwindSafe for TrainingMetrics

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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