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HyperparameterSensitivity

trustformers_debug::advanced_ml_debugging

Struct HyperparameterSensitivity 

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pub struct HyperparameterSensitivity {
    pub learning_rate_sensitivity: ParameterSensitivity,
    pub batch_size_sensitivity: ParameterSensitivity,
    pub regularization_sensitivity: ParameterSensitivity,
    pub architecture_param_sensitivity: HashMap<String, ParameterSensitivity>,
    pub most_sensitive_params: Vec<String>,
    pub least_sensitive_params: Vec<String>,
    pub interaction_effects: Vec<ParameterInteraction>,
}
Expand description

Hyperparameter sensitivity analysis

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§learning_rate_sensitivity: ParameterSensitivity

Learning rate sensitivity

§batch_size_sensitivity: ParameterSensitivity

Batch size sensitivity

§regularization_sensitivity: ParameterSensitivity

Regularization sensitivity

§architecture_param_sensitivity: HashMap<String, ParameterSensitivity>

Architecture parameter sensitivity

§most_sensitive_params: Vec<String>

Most sensitive parameters

§least_sensitive_params: Vec<String>

Least sensitive parameters

§interaction_effects: Vec<ParameterInteraction>

Parameter interaction effects

Trait Implementations§

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impl Clone for HyperparameterSensitivity

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fn clone(&self) -> HyperparameterSensitivity

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 HyperparameterSensitivity

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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 HyperparameterSensitivity

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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 HyperparameterSensitivity

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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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unsafe fn clone_to_uninit(&self, dest: *mut u8)

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