MetaPlasticity

Struct MetaPlasticity 

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pub struct MetaPlasticity {
    pub base_learning_rate: f64,
    pub learning_rate: f64,
    pub tau_meta: f64,
    pub activity_threshold: f64,
    /* private fields */
}
Expand description

Meta-plasticity: plasticity of plasticity.

Learning rate adapts based on recent synaptic activity.

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§base_learning_rate: f64

Base learning rate.

§learning_rate: f64

Current learning rate (modulated).

§tau_meta: f64

Time constant for meta-plasticity (ms).

§activity_threshold: f64

Threshold for meta-plasticity.

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impl MetaPlasticity

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pub fn new() -> Self

Create new meta-plasticity with default parameters.

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pub fn update(&mut self, activity: f64, dt: f64)

Update meta-plasticity based on synaptic activity.

§Arguments
  • activity - Current synaptic activity level
  • dt - Time step (ms)
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pub fn get_learning_rate(&self) -> f64

Get current learning rate.

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pub fn reset(&mut self)

Reset meta-plasticity state.

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impl Clone for MetaPlasticity

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fn clone(&self) -> MetaPlasticity

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 MetaPlasticity

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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 MetaPlasticity

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fn default() -> Self

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

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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, 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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where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

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Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.