Struct GroupNormConfig

pub struct GroupNormConfig {
    pub num_groups: usize,
    pub num_channels: usize,
    pub epsilon: f64,
    pub affine: bool,
}

Configuration to create a GroupNorm layer using the init function.

Fields

num_groups: usize

The number of groups to separate the channels into

num_channels: usize

The number of channels expected in the input

epsilon: f64

A value required for numerical stability. Default: 1e-5

affine: bool

A boolean value that when set to true, this module has learnable per-channel affine parameters initialized to ones (for weights) and zeros (for biases). Default: true

Implementations

impl GroupNormConfig

pub fn new(num_groups: usize, num_channels: usize) -> Self

Create a new instance of the config.

impl GroupNormConfig

pub fn with_epsilon(self, epsilon: f64) -> Self

A value required for numerical stability. Default: 1e-5

pub fn with_affine(self, affine: bool) -> Self

A boolean value that when set to true, this module has learnable

impl GroupNormConfig

pub fn init<B: Backend>(&self, device: &B::Device) -> GroupNorm<B>

Initialize a new group norm module.

Trait Implementations

impl Clone for GroupNormConfig

fn clone(&self) -> Self

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Config for GroupNormConfig

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

Available on crate feature std only.

Saves the configuration to a file.

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

Available on crate feature std only.

Loads the configuration from a file.

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

Loads the configuration from a binary buffer.

impl Debug for GroupNormConfig

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for GroupNormConfig

fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>

where D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Display for GroupNormConfig

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

Formats the value using the given formatter.

impl Serialize for GroupNormConfig

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

where S: Serializer,

Serialize this value into the given Serde serializer.