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TrainingAnomaly

simular::engine::jidoka

Enum TrainingAnomaly

pub enum TrainingAnomaly {
    NaN {
        location: String,
    },
    ModelCorruption {
        description: String,
    },
    LossSpike {
        current: f64,
        expected: f64,
        z_score: f64,
    },
    GradientExplosion {
        norm: f64,
        threshold: f64,
    },
    GradientVanishing {
        norm: f64,
        threshold: f64,
    },
    SlowConvergence {
        recent_losses: Vec<f64>,
        expected_rate: f64,
    },
    HighVariance {
        variance: f64,
        threshold: f64,
    },
}

Expand description

Training anomaly types for ML simulation.

Variants§

NaN

NaN detected in parameters or loss.

Fields

§location: String

Location of NaN.

ModelCorruption

Model corruption detected.

Fields

§description: String

Description of corruption.

LossSpike

Loss spike detected.

Fields

§current: f64

Current loss value.

§expected: f64

Expected loss value.

§z_score: f64

Z-score of spike.

GradientExplosion

Gradient explosion detected.

Fields

§norm: f64

Gradient norm.

§threshold: f64

Threshold that was exceeded.

GradientVanishing

Gradient vanishing detected.

Fields

§norm: f64

Gradient norm.

§threshold: f64

Threshold that was not met.

SlowConvergence

Slow convergence detected.

Fields

§recent_losses: Vec<f64>

Recent loss values.

§expected_rate: f64

Expected improvement rate.

HighVariance

High variance in loss.

Fields

§variance: f64

Variance value.

§threshold: f64

Threshold.

Trait Implementations§

impl Clone for TrainingAnomaly

fn clone(&self) -> TrainingAnomaly

Returns a duplicate of the value. Read more

1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

impl Debug for TrainingAnomaly

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for TrainingAnomaly

fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

impl Serialize for TrainingAnomaly

fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

impl Freeze for TrainingAnomaly

impl RefUnwindSafe for TrainingAnomaly

impl Send for TrainingAnomaly

impl Sync for TrainingAnomaly

impl Unpin for TrainingAnomaly

impl UnsafeUnpin for TrainingAnomaly

impl UnwindSafe for TrainingAnomaly

Blanket Implementations§

impl<T> Any for T
where T: 'static + ?Sized,

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

impl<T> CloneToUninit for T
where T: Clone,

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T, U> Into<U> for T
where U: From<T>,

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

impl<T> Same for T

type Output = T

Should always be Self

impl<T> ToOwned for T
where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more

impl<T, U> TryFrom<U> for T
where U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,