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LearningRateSchedule

trustformers_models::continual_learning

Enum LearningRateSchedule 

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pub enum LearningRateSchedule {
    Constant {
        lr: f32,
    },
    ExponentialDecay {
        initial_lr: f32,
        decay_rate: f32,
    },
    StepDecay {
        initial_lr: f32,
        step_size: usize,
        gamma: f32,
    },
    CosineAnnealing {
        initial_lr: f32,
        t_max: usize,
    },
    WarmRestart {
        initial_lr: f32,
        t_0: usize,
        t_mult: usize,
    },
}
Expand description

Learning rate scheduling for continual learning

Variants§

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Constant

Constant learning rate

Fields

§lr: f32
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ExponentialDecay

Exponential decay

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§initial_lr: f32
§decay_rate: f32
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StepDecay

Step decay

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§initial_lr: f32
§step_size: usize
§gamma: f32
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CosineAnnealing

Cosine annealing

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§initial_lr: f32
§t_max: usize
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WarmRestart

Warm restart

Fields

§initial_lr: f32
§t_0: usize
§t_mult: usize

Trait Implementations§

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impl Clone for LearningRateSchedule

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fn clone(&self) -> LearningRateSchedule

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 LearningRateSchedule

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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 LearningRateSchedule

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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 LearningRateSchedule

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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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fn to_json(&self) -> Result<String, TrustformersError>

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