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ExperimentRun

batuta::experiment::run

Struct ExperimentRun 

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pub struct ExperimentRun {
Show 13 fields
    pub run_id: String,
    pub experiment_name: String,
    pub paradigm: ModelParadigm,
    pub device: ComputeDevice,
    pub platform: PlatformEfficiency,
    pub energy: Option<EnergyMetrics>,
    pub cost: Option<CostMetrics>,
    pub hyperparameters: HashMap<String, Value>,
    pub metrics: HashMap<String, f64>,
    pub tags: Vec<String>,
    pub started_at: String,
    pub ended_at: Option<String>,
    pub status: RunStatus,

}
Expand description

Experiment run with full tracking metadata

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§run_id: String

Unique run ID

§experiment_name: String

Experiment name

§paradigm: ModelParadigm

Model paradigm

§device: ComputeDevice

Compute device used

§platform: PlatformEfficiency

Platform efficiency class

§energy: Option<EnergyMetrics>

Energy metrics

§cost: Option<CostMetrics>

Cost metrics

§hyperparameters: HashMap<String, Value>

Hyperparameters

§metrics: HashMap<String, f64>

Metrics collected

§tags: Vec<String>

Tags for organization

§started_at: String

Start time

§ended_at: Option<String>

End time

§status: RunStatus

Status

Implementations§

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impl ExperimentRun

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pub fn new( run_id: impl Into<String>, experiment_name: impl Into<String>, paradigm: ModelParadigm, device: ComputeDevice, ) -> Self

Create a new experiment run

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pub fn log_metric(&mut self, name: impl Into<String>, value: f64)

Log a metric

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pub fn log_param(&mut self, name: impl Into<String>, value: Value)

Log a hyperparameter

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pub fn complete(&mut self)

Complete the run

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pub fn fail(&mut self)

Mark the run as failed

Trait Implementations§

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impl Clone for ExperimentRun

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fn clone(&self) -> ExperimentRun

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 ExperimentRun

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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 ExperimentRun

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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 ExperimentRun

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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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