ipfrs_tensorlogic::meta_learning_optimizer

Struct MetaStats

pub struct MetaStats {
    pub tasks_trained: u64,
    pub meta_updates: u64,
    pub avg_adaptation_loss: f64,
    pub avg_query_loss: f64,
    pub convergence_delta: f64,
}

Expand description

Accumulated statistics for the meta-learning optimizer.

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§tasks_trained: u64

Total number of tasks trained.

§meta_updates: u64

Total number of outer-loop meta-update steps performed.

§avg_adaptation_loss: f64

Running average of inner-loop (support-set) loss.

§avg_query_loss: f64

Running average of outer-loop (query-set) loss.

§convergence_delta: f64

Change in outer loss between the last two meta-updates (for convergence).

Trait Implementations§

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impl Clone for MetaStats

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fn clone(&self) -> MetaStats

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for MetaStats

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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 MetaStats

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fn default() -> MetaStats

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

Auto Trait Implementations§

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impl UnwindSafe for MetaStats

Blanket Implementations§

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impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

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impl<T> Any for T
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Gets the TypeId of self. Read more

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where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

Mutably borrows from an owned value. Read more

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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

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

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Calls U::from(self).

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

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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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