hybrid_predict_trainer_rs::auto_tuning::controller

Struct AutoTuningUpdate

pub struct AutoTuningUpdate {
    pub health: HealthClassification,
    pub recommendations: Vec<HealthRecommendation>,
    pub plateau_status: PlateauStatus,
    pub layer_clip_factors: HashMap<String, f32>,
    pub warmup_restart: Option<f32>,
    pub progress_pct: f32,
    pub velocity: f32,
    pub acceleration: f32,
    pub gradient_entropy: f32,
    pub prediction_accuracy: f32,
    pub gradient_stability: f32,
    pub health_score: f32,
}

Expand description

Update result from the auto-tuning controller.

Contains recommended actions and state information for the training loop.

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§health: HealthClassification

Overall training health classification.

§recommendations: Vec<HealthRecommendation>

Recommended actions to improve training.

§plateau_status: PlateauStatus

Plateau detection status.

§layer_clip_factors: HashMap<String, f32>

Per-layer gradient clipping factors (if enabled).

Maps layer name to clipping coefficient. Coefficient of 1.0 means no clipping.

§warmup_restart: Option<f32>

Learning rate multiplier for warmup restart (Some(value) if restart is recommended).

§progress_pct: f32

Current training progress percentage (0-100).

§velocity: f32

Loss velocity (negative is good).

§acceleration: f32

Loss acceleration.

§gradient_entropy: f32

Gradient entropy score [0, 1].

§prediction_accuracy: f32

Prediction accuracy score [0, 1].

§gradient_stability: f32

Gradient stability score [0, 1].

§health_score: f32

Overall health score [0, 1].

Implementations§

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impl AutoTuningUpdate

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pub fn should_restart(&self) -> bool

Returns true if a warmup restart is recommended.

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pub fn is_critical(&self) -> bool

Returns true if health is critical and requires immediate action.

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pub fn has_clipping(&self) -> bool

Returns true if any gradient clipping is recommended.

Trait Implementations§

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impl Clone for AutoTuningUpdate

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fn clone(&self) -> AutoTuningUpdate

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 AutoTuningUpdate

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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 AutoTuningUpdate

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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fn downcast(&self) -> &T

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impl<T> From<T> for T

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fn instrument(self, span: Span) -> Instrumented<Self>

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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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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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