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AdamOptimizer

Struct AdamOptimizer 

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pub struct AdamOptimizer { /* private fields */ }
Expand description

Adam optimizer with bias correction

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impl AdamOptimizer

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pub fn instance_of<V: NapiRaw>(env: Env, value: V) -> Result<bool>

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impl AdamOptimizer

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impl AdamOptimizer

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pub fn new(param_count: u32, learning_rate: f64) -> Self

Create a new Adam optimizer

§Arguments
  • param_count - Number of parameters
  • learning_rate - Learning rate
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pub fn with_betas( param_count: u32, learning_rate: f64, beta1: f64, beta2: f64, ) -> Self

Create with custom betas

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pub fn with_config( param_count: u32, learning_rate: f64, beta1: f64, beta2: f64, epsilon: f64, weight_decay: f64, ) -> Self

Create with full configuration

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pub fn step( &mut self, params: Float32Array, gradients: Float32Array, ) -> Float32Array

Perform an optimization step

§Returns

Updated parameter array

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pub fn reset(&mut self)

Reset optimizer state (momentum terms)

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pub fn learning_rate(&self) -> f64

Get current learning rate

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pub fn set_learning_rate(&mut self, lr: f64)

Set learning rate

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impl FromNapiMutRef for AdamOptimizer

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unsafe fn from_napi_mut_ref( env: napi_env, napi_val: napi_value, ) -> Result<&'static mut Self>

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impl FromNapiRef for AdamOptimizer

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unsafe fn from_napi_ref( env: napi_env, napi_val: napi_value, ) -> Result<&'static Self>

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impl FromNapiValue for &AdamOptimizer

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unsafe fn from_napi_value(env: napi_env, napi_val: napi_value) -> Result<Self>

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fn from_unknown(value: JsUnknown) -> Result<Self, Error>

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impl FromNapiValue for &mut AdamOptimizer

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unsafe fn from_napi_value(env: napi_env, napi_val: napi_value) -> Result<Self>

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fn from_unknown(value: JsUnknown) -> Result<Self, Error>

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impl ObjectFinalize for AdamOptimizer

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fn finalize(self, env: Env) -> Result<(), Error>

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impl ToNapiValue for AdamOptimizer

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impl TypeName for &AdamOptimizer

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impl TypeName for &mut AdamOptimizer

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impl TypeName for AdamOptimizer

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impl ValidateNapiValue for &AdamOptimizer

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unsafe fn validate(env: napi_env, napi_val: napi_value) -> Result<napi_value>

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impl ValidateNapiValue for &mut AdamOptimizer

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unsafe fn validate(env: napi_env, napi_val: napi_value) -> Result<napi_value>

Safety 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> 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> JsValuesTupleIntoVec for T
where T: ToNapiValue,

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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