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AutoParallelismConfig

trustformers_training::auto_parallelism

Struct AutoParallelismConfig 

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pub struct AutoParallelismConfig {
    pub enabled: bool,
    pub selection_algorithm: SelectionAlgorithm,
    pub optimization_objective: OptimizationObjective,
    pub hardware_constraints: HardwareConstraints,
    pub model_constraints: ModelConstraints,
    pub performance_requirements: PerformanceRequirements,
    pub evaluation_method: EvaluationMethod,
    pub dynamic_adaptation: bool,
    pub adaptation_frequency: usize,
}
Expand description

Automatic Parallelism Selection Configuration

This system automatically chooses the optimal parallelism strategy based on:

  • Model architecture and size
  • Hardware configuration
  • Memory constraints
  • Communication bandwidth
  • Performance requirements

Fields§

§enabled: bool

Enable automatic parallelism selection

§selection_algorithm: SelectionAlgorithm

Strategy selection algorithm

§optimization_objective: OptimizationObjective

Performance optimization objective

§hardware_constraints: HardwareConstraints

Hardware constraints

§model_constraints: ModelConstraints

Model constraints

§performance_requirements: PerformanceRequirements

Performance requirements

§evaluation_method: EvaluationMethod

Strategy evaluation method

§dynamic_adaptation: bool

Whether to use dynamic adaptation during training

§adaptation_frequency: usize

Adaptation frequency (number of steps)

Trait Implementations§

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impl Clone for AutoParallelismConfig

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fn clone(&self) -> AutoParallelismConfig

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 AutoParallelismConfig

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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 AutoParallelismConfig

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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 AutoParallelismConfig

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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 AutoParallelismConfig

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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)
Performs copy-assignment from self to dest. Read more
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where T: Serialize + for<'de> Deserialize<'de>,

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

Serialize to JSON string
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