[−][src]Struct slow_nn::Network
Neural Network struct
Methods
impl Network
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pub fn from_conns(
bias: f64,
inputs: usize,
outputs: usize,
hidden: usize,
conns: &[Connection]
) -> Self
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bias: f64,
inputs: usize,
outputs: usize,
hidden: usize,
conns: &[Connection]
) -> Self
Creates a network from a slice of Connections
pub fn dense(bias: f64, inputs: usize, outputs: usize, layers: &[usize]) -> Self
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Creates a fully connected network with random weights
pub fn predict(&self, input: &[f64], activation: fn(_: f64) -> f64) -> Vec<f64>
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Does a forward pass
pub fn train(
&mut self,
input: &[f64],
expected: &[f64],
activation: fn(_: f64) -> f64,
deactivation: fn(_: f64) -> f64,
loss: fn(_: f64, _: f64) -> f64,
dloss: fn(_: f64, _: f64) -> f64,
lr: f64
) -> f64
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&mut self,
input: &[f64],
expected: &[f64],
activation: fn(_: f64) -> f64,
deactivation: fn(_: f64) -> f64,
loss: fn(_: f64, _: f64) -> f64,
dloss: fn(_: f64, _: f64) -> f64,
lr: f64
) -> f64
Does both forward and backward pass and updates the weights
Trait Implementations
impl<'de> Deserialize<'de> for Network
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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error> where
__D: Deserializer<'de>,
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__D: Deserializer<'de>,
impl Serialize for Network
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Auto Trait Implementations
impl RefUnwindSafe for Network
impl Send for Network
impl Sync for Network
impl Unpin for Network
impl UnwindSafe for Network
Blanket Implementations
impl<T> Any for T where
T: 'static + ?Sized,
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T: 'static + ?Sized,
impl<T> Borrow<T> for T where
T: ?Sized,
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T: ?Sized,
impl<T> BorrowMut<T> for T where
T: ?Sized,
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T: ?Sized,
fn borrow_mut(&mut self) -> &mut T
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impl<T> DeserializeOwned for T where
T: for<'de> Deserialize<'de>,
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T: for<'de> Deserialize<'de>,
impl<T> From<T> for T
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impl<T, U> Into<U> for T where
U: From<T>,
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U: From<T>,
impl<T, U> TryFrom<U> for T where
U: Into<T>,
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U: Into<T>,
type Error = Infallible
The type returned in the event of a conversion error.
fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>
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impl<T, U> TryInto<U> for T where
U: TryFrom<T>,
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U: TryFrom<T>,
type Error = <U as TryFrom<T>>::Error
The type returned in the event of a conversion error.
fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>
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impl<V, T> VZip<V> for T where
V: MultiLane<T>,
V: MultiLane<T>,