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AdaptiveThresholds

trustformers_debug::gradient_debugger::monitoring

Struct AdaptiveThresholds 

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pub struct AdaptiveThresholds {
    pub layer_name: String,
    pub vanishing_threshold: f64,
    pub exploding_threshold: f64,
    pub adaptation_rate: f64,
    pub recent_gradients: VecDeque<f64>,
    pub last_updated: DateTime<Utc>,
}
Expand description

Adaptive thresholds for dynamic gradient monitoring

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§layer_name: String§vanishing_threshold: f64§exploding_threshold: f64§adaptation_rate: f64§recent_gradients: VecDeque<f64>§last_updated: DateTime<Utc>

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impl AdaptiveThresholds

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pub fn new( layer_name: String, initial_vanishing: f64, initial_exploding: f64, ) -> Self

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pub fn update_thresholds(&mut self, gradient_norm: f64)

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pub fn check_thresholds(&self, gradient_norm: f64) -> Vec<GradientAlert>

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pub fn from_history(history: &GradientHistory) -> Self

Create adaptive thresholds from gradient history

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impl Clone for AdaptiveThresholds

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fn clone(&self) -> AdaptiveThresholds

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
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impl Debug for AdaptiveThresholds

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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 AdaptiveThresholds

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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 AdaptiveThresholds

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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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