pub struct ExperimentTracker<B: TrackingBackend> { /* private fields */ }Expand description
Experiment tracker
Manages multiple runs under a single experiment name. Persists run data
through a pluggable TrackingBackend.
Implementations§
Source§impl<B: TrackingBackend> ExperimentTracker<B>
impl<B: TrackingBackend> ExperimentTracker<B>
Sourcepub fn new(experiment_name: impl Into<String>, backend: B) -> Self
pub fn new(experiment_name: impl Into<String>, backend: B) -> Self
Create a new tracker for the given experiment name
Sourcepub fn add_tag(&mut self, key: impl Into<String>, value: impl Into<String>)
pub fn add_tag(&mut self, key: impl Into<String>, value: impl Into<String>)
Add an experiment-level tag
Sourcepub fn experiment_name(&self) -> &str
pub fn experiment_name(&self) -> &str
Get the experiment name
Get experiment-level tags
Sourcepub fn start_run(&mut self, run_name: Option<&str>) -> Result<String>
pub fn start_run(&mut self, run_name: Option<&str>) -> Result<String>
Start a new run, optionally with a human-readable name
Returns the run ID.
Sourcepub fn end_run(&mut self, run_id: &str, status: RunStatus) -> Result<()>
pub fn end_run(&mut self, run_id: &str, status: RunStatus) -> Result<()>
End a run with the given status, persisting it to the backend
Sourcepub fn log_param(&mut self, run_id: &str, key: &str, value: &str) -> Result<()>
pub fn log_param(&mut self, run_id: &str, key: &str, value: &str) -> Result<()>
Log a single parameter (hyperparameter)
Sourcepub fn log_params(
&mut self,
run_id: &str,
params: &HashMap<String, String>,
) -> Result<()>
pub fn log_params( &mut self, run_id: &str, params: &HashMap<String, String>, ) -> Result<()>
Log multiple parameters at once
Sourcepub fn log_metric(
&mut self,
run_id: &str,
key: &str,
value: f64,
step: u64,
) -> Result<()>
pub fn log_metric( &mut self, run_id: &str, key: &str, value: f64, step: u64, ) -> Result<()>
Log a metric value at a given step
Trait Implementations§
Auto Trait Implementations§
impl<B> Freeze for ExperimentTracker<B>where
B: Freeze,
impl<B> RefUnwindSafe for ExperimentTracker<B>where
B: RefUnwindSafe,
impl<B> Send for ExperimentTracker<B>where
B: Send,
impl<B> Sync for ExperimentTracker<B>where
B: Sync,
impl<B> Unpin for ExperimentTracker<B>where
B: Unpin,
impl<B> UnsafeUnpin for ExperimentTracker<B>where
B: UnsafeUnpin,
impl<B> UnwindSafe for ExperimentTracker<B>where
B: UnwindSafe,
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