Nn

Struct Nn 

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pub struct Nn {
    pub id: Arc<str>,
    pub synaptic_weights: DVector<f32>,
    pub bias: f32,
    pub inputs: Vec<String>,
    pub activation_level: f32,
    pub tau: f32,
    pub learning_threshold: f32,
    pub learning_rate: f32,
    pub tanh_alpha: f32,
    pub neuron_type: NeuronType,
}
Expand description

§Fields

  • synaptic_weights - A vector of synaptic weights.
  • bias - A synaptic bias for the neuron.
  • inputs - A list of input neurons.
  • activation_level - The neuron’s activation level.
  • tau - The neuron’s time constant.
  • learning_threshold - The neuron’s learning threshold.
  • learning_rate - The neuron’s learning rate.
  • tanh_alpha - The neuron’s hyperbolic tangent alpha parameter.
  • neuron_type - The type of the neuron: Input, Output, or Hidden.

§Example

// code example here

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§id: Arc<str>§synaptic_weights: DVector<f32>§bias: f32§inputs: Vec<String>§activation_level: f32§tau: f32§learning_threshold: f32§learning_rate: f32§tanh_alpha: f32§neuron_type: NeuronType

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impl Nn

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pub fn propagate(&mut self, input: f32)

Propagates the input through the neuron to compute the next state.

§Arguments
  • input -f32
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pub fn output_value(&self) -> f32

Returns the output value of the neuron.

§Returns

The output value as a floating-point number.

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pub fn mutate<R: Rng>(&mut self, rng: &mut R, epsilon: f32, sd: f32)

Performs mutation on the neuron

§Arguments
  • rng - thread_rng
  • epsilon - mutation rate
  • sd - the standard deviation of a normal distribution used to sample changes

Trait Implementations§

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impl Clone for Nn

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fn clone(&self) -> Nn

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 Nn

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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 From<Arc<NeuronalEneCode<'_>>> for Nn

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fn from(ene: Arc<NeuronalEneCode<'_>>) -> Self

Converts to this type from the input type.

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impl Freeze for Nn

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impl RefUnwindSafe for Nn

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impl Send for Nn

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impl Sync for Nn

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impl Unpin for Nn

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impl UnwindSafe for Nn

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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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impl<T> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToOwned for T
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

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<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

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

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> Ungil for T
where T: Send,