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LayerGradientInfo

trustformers_debug::visualization::gradient_animation

Struct LayerGradientInfo 

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pub struct LayerGradientInfo {
    pub name: String,
    pub mean_abs_grad: f64,
    pub max_abs_grad: f64,
    pub grad_norm: f64,
    pub is_vanishing: bool,
    pub is_exploding: bool,
    pub flow_intensity: f64,
}
Expand description

Statistics for a single layer captured at one training step.

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§name: String

Layer / parameter name.

§mean_abs_grad: f64

Mean of absolute gradient values.

§max_abs_grad: f64

Maximum absolute gradient value.

§grad_norm: f64

L2 norm of the gradient vector.

§is_vanishing: bool

true when the mean absolute gradient is below the vanishing threshold.

§is_exploding: bool

true when the maximum absolute gradient exceeds the exploding threshold.

§flow_intensity: f64

Normalised flow intensity in [0.0, 1.0] used for visual colour encoding.

Trait Implementations§

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impl Clone for LayerGradientInfo

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fn clone(&self) -> LayerGradientInfo

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for LayerGradientInfo

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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 LayerGradientInfo

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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 LayerGradientInfo

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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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