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GradientFlowStats

trustformers_core::autodiff::debugger

Struct GradientFlowStats 

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pub struct GradientFlowStats {
    pub nodes_with_gradients: usize,
    pub nodes_requiring_gradients: usize,
    pub average_gradient_magnitude: f32,
    pub max_gradient_magnitude: f32,
    pub min_gradient_magnitude: f32,
    pub vanishing_gradient_nodes: Vec<NodeId>,
    pub exploding_gradient_nodes: Vec<NodeId>,
}
Expand description

Statistics about gradient flow

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§nodes_with_gradients: usize

Nodes with gradients

§nodes_requiring_gradients: usize

Nodes requiring gradients

§average_gradient_magnitude: f32

Average gradient magnitude

§max_gradient_magnitude: f32

Maximum gradient magnitude

§min_gradient_magnitude: f32

Minimum gradient magnitude

§vanishing_gradient_nodes: Vec<NodeId>

Nodes with vanishing gradients

§exploding_gradient_nodes: Vec<NodeId>

Nodes with exploding gradients

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impl Clone for GradientFlowStats

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fn clone(&self) -> GradientFlowStats

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 GradientFlowStats

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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 GradientFlowStats

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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 GradientFlowStats

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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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🔬This is a nightly-only experimental API. (clone_to_uninit)
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