DistributedTrainingConfig

oxirs_embed::distributed_training

Struct DistributedTrainingConfig 

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pub struct DistributedTrainingConfig {
    pub strategy: DistributedStrategy,
    pub aggregation: AggregationMethod,
    pub backend: CommunicationBackend,
    pub fault_tolerance: FaultToleranceConfig,
    pub gradient_compression: bool,
    pub compression_ratio: f32,
    pub mixed_precision: bool,
    pub gradient_clip: Option<f32>,
    pub warmup_epochs: usize,
    pub pipeline_parallelism: bool,
    pub num_microbatches: usize,
}
Expand description

Distributed training configuration

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§strategy: DistributedStrategy

Distributed strategy

§aggregation: AggregationMethod

Gradient aggregation method

§backend: CommunicationBackend

Communication backend

§fault_tolerance: FaultToleranceConfig

Fault tolerance configuration

§gradient_compression: bool

Enable gradient compression

§compression_ratio: f32

Compression ratio (0.0-1.0)

§mixed_precision: bool

Enable mixed precision training

§gradient_clip: Option<f32>

Gradient clipping threshold

§warmup_epochs: usize

Warmup epochs before full distribution

§pipeline_parallelism: bool

Enable pipeline parallelism

§num_microbatches: usize

Number of microbatches for pipeline

Trait Implementations§

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impl Clone for DistributedTrainingConfig

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fn clone(&self) -> DistributedTrainingConfig

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 DistributedTrainingConfig

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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 Default for DistributedTrainingConfig

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for DistributedTrainingConfig

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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 DistributedTrainingConfig

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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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