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MetricsLogger

Struct MetricsLogger 

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pub struct MetricsLogger { /* private fields */ }
Expand description

Metrics logger that aggregates and logs training metrics.

Collects metrics and logs them using multiple backends.

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impl MetricsLogger

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pub fn new() -> Self

Create a new metrics logger.

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pub fn add_backend<B: LoggingBackend + Clone + Debug + 'static>( &mut self, backend: B, )

Add a logging backend.

§Arguments
  • backend - Backend to add
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pub fn log_metric(&mut self, name: &str, value: f64) -> TrainResult<()>

Log a scalar metric to all backends.

§Arguments
  • name - Metric name
  • value - Metric value
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pub fn accumulate_metric(&mut self, name: &str, value: f64)

Accumulate a metric value (for averaging over batch).

§Arguments
  • name - Metric name
  • value - Metric value
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pub fn log_accumulated_metrics(&mut self) -> TrainResult<()>

Log accumulated metrics (average) and clear accumulation.

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pub fn log_message(&mut self, message: &str) -> TrainResult<()>

Log a text message to all backends.

§Arguments
  • message - Text message
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pub fn step(&mut self)

Increment the step counter.

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pub fn set_step(&mut self, step: usize)

Set the current step.

§Arguments
  • step - Step number
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pub fn current_step(&self) -> usize

Get the current step.

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pub fn flush(&mut self) -> TrainResult<()>

Flush all backends.

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pub fn num_backends(&self) -> usize

Get the number of backends.

Trait Implementations§

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impl Debug for MetricsLogger

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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 MetricsLogger

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

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impl<T, U> TryFrom<U> for T
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type Error = Infallible

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type Error = <U as TryFrom<T>>::Error

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impl<V, T> VZip<V> for T
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fn vzip(self) -> V