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OptimizationEfficiency

torsh_distributed::zero_3_cpu_offload::stats

Struct OptimizationEfficiency 

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pub struct OptimizationEfficiency {
    pub compute_time: Duration,
    pub communication_time: Duration,
    pub memory_efficiency: f64,
    pub parameter_update_efficiency: f64,
    pub overall_efficiency: f64,
    pub measurements: u32,
}
Expand description

Optimization efficiency metrics

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§compute_time: Duration

Time spent in computation vs communication

§communication_time: Duration

Time spent in communication

§memory_efficiency: f64

Memory utilization efficiency (0.0 to 1.0)

§parameter_update_efficiency: f64

Parameter update efficiency

§overall_efficiency: f64

Overall training efficiency score

§measurements: u32

Number of efficiency measurements

Implementations§

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impl OptimizationEfficiency

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pub fn new() -> Self

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pub fn record_forward_pass(&mut self, duration: Duration)

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pub fn record_backward_pass(&mut self, duration: Duration)

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pub fn record_optimizer_step(&mut self, duration: Duration, _num_params: usize)

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pub fn record_communication(&mut self, duration: Duration)

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pub fn update_memory_efficiency(&mut self, efficiency: f64)

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pub fn update_parameter_efficiency(&mut self, efficiency: f64)

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pub fn get_compute_ratio(&self) -> f64

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pub fn get_communication_ratio(&self) -> f64

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pub fn get_overall_efficiency(&self) -> f64

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pub fn merge(&mut self, other: &OptimizationEfficiency)

Trait Implementations§

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impl Clone for OptimizationEfficiency

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fn clone(&self) -> OptimizationEfficiency

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 OptimizationEfficiency

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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 OptimizationEfficiency

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fn default() -> Self

Returns the “default value” for a type. 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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