RealTimeGradientMonitor

trustformers_debug::gradient_debugger::monitoring

Struct RealTimeGradientMonitor 

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pub struct RealTimeGradientMonitor {
    pub layer_name: String,
    pub current_gradient_norm: f64,
    pub gradient_velocity: f64,
    pub gradient_acceleration: f64,
    pub stability_window: VecDeque<f64>,
    pub anomaly_score: f64,
}
Expand description

Real-time gradient monitoring

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§layer_name: String§current_gradient_norm: f64§gradient_velocity: f64§gradient_acceleration: f64§stability_window: VecDeque<f64>§anomaly_score: f64

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impl RealTimeGradientMonitor

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pub fn new(layer_name: String) -> Self

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pub fn update(&mut self, new_gradient_norm: f64)

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pub fn get_stability_score(&self) -> f64

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pub fn is_stable(&self, threshold: f64) -> bool

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pub fn is_oscillating(&self) -> bool

Trait Implementations§

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impl Clone for RealTimeGradientMonitor

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fn clone(&self) -> RealTimeGradientMonitor

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 RealTimeGradientMonitor

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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<'de> Deserialize<'de> for RealTimeGradientMonitor

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

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for RealTimeGradientMonitor

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

Serialize this value into the given Serde serializer. Read more

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