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DistributedTrainingStats

oxirs_embed::distributed_training

Struct DistributedTrainingStats 

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pub struct DistributedTrainingStats {
    pub total_epochs: usize,
    pub total_steps: usize,
    pub final_loss: f64,
    pub training_time: f64,
    pub num_workers: usize,
    pub throughput: f64,
    pub communication_time: f64,
    pub computation_time: f64,
    pub num_checkpoints: usize,
    pub num_failures: usize,
    pub loss_history: Vec<f64>,
}
Expand description

Distributed training statistics

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§total_epochs: usize

Total epochs

§total_steps: usize

Total steps

§final_loss: f64

Final loss

§training_time: f64

Training time (seconds)

§num_workers: usize

Number of workers

§throughput: f64

Average throughput (samples/sec)

§communication_time: f64

Communication time (seconds)

§computation_time: f64

Computation time (seconds)

§num_checkpoints: usize

Number of checkpoints saved

§num_failures: usize

Number of worker failures

§loss_history: Vec<f64>

Loss history per epoch

Trait Implementations§

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impl Clone for DistributedTrainingStats

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fn clone(&self) -> DistributedTrainingStats

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 DistributedTrainingStats

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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 DistributedTrainingStats

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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 DistributedTrainingStats

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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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