Struct burn::optim::AdaGradConfig

pub struct AdaGradConfig { /* private fields */ }

AdaGrad configuration.

Implementations

impl AdaGradConfig

pub fn new() -> AdaGradConfig

Create a new instance of the config.

impl AdaGradConfig

pub fn with_lr_decay(self, lr_decay: f64) -> AdaGradConfig

Set the default value for the field.

pub fn with_epsilon(self, epsilon: f32) -> AdaGradConfig

Set the default value for the field.

pub fn with_weight_decay( self, weight_decay: Option<WeightDecayConfig> ) -> AdaGradConfig

Set the default value for the field.

pub fn with_grad_clipping( self, grad_clipping: Option<GradientClippingConfig> ) -> AdaGradConfig

Set the default value for the field.

impl AdaGradConfig

pub fn init<B, M>(&self) -> impl Optimizer<M, B>where B: ADBackend, M: ADModule<B>,

Initialize AdaGrad optimizer.

Returns

Returns an optimizer that can be used to optimize a module.

Trait Implementations

impl Clone for AdaGradConfig

fn clone(&self) -> AdaGradConfig

Returns a copy of the value.

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

Performs copy-assignment from source.

impl Config for AdaGradConfig

fn save<P>(&self, file: P) -> Result<(), Error>where P: AsRef<Path>,

Saves the configuration to a file.

fn load<P>(file: P) -> Result<Self, ConfigError>where P: AsRef<Path>,

Loads the configuration from a file.

fn load_binary(data: &[u8]) -> Result<Self, ConfigError>

Loads the configuration from a binary buffer.

impl<'de> Deserialize<'de> for AdaGradConfig

fn deserialize<D>( deserializer: D ) -> Result<AdaGradConfig, <D as Deserializer<'de>>::Error>where D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Display for AdaGradConfig

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter.

impl Serialize for AdaGradConfig

fn serialize<S>( &self, serializer: S ) -> Result<<S as Serializer>::Ok, <S as Serializer>::Error>where S: Serializer,

Serialize this value into the given Serde serializer.