torsh_distributed::training_analytics_dashboard

Struct TrainingPerformanceAnalytics

pub struct TrainingPerformanceAnalytics {
    pub current_epoch: u32,
    pub avg_loss: f32,
    pub loss_trend: f32,
    pub cluster_throughput: f32,
    pub throughput_efficiency: f32,
    pub avg_batch_time_ms: u64,
    pub batch_time_variance: f32,
    pub training_stability: f32,
    pub estimated_completion_time: Option<Duration>,
}

Expand description

Training performance analytics

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§current_epoch: u32

Current epoch across all nodes

§avg_loss: f32

Current average loss across nodes

§loss_trend: f32

Loss trend (positive = increasing, negative = decreasing)

§cluster_throughput: f32

Training throughput (samples/second across cluster)

§throughput_efficiency: f32

Throughput efficiency compared to theoretical maximum

§avg_batch_time_ms: u64

Average batch time across nodes (milliseconds)

§batch_time_variance: f32

Batch time variance (indicator of load balance)

§training_stability: f32

Training stability score (0.0 to 1.0)

§estimated_completion_time: Option<Duration>

Estimated time to completion

Trait Implementations§

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impl Clone for TrainingPerformanceAnalytics

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fn clone(&self) -> TrainingPerformanceAnalytics

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 TrainingPerformanceAnalytics

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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 TrainingPerformanceAnalytics

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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 TrainingPerformanceAnalytics

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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

Auto Trait Implementations§

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impl UnwindSafe for TrainingPerformanceAnalytics

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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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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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> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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impl<T, U> Into 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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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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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