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) -> GroupNormConfig

Create a new instance of the config.

Arguments

Required Arguments

num_groups

The number of groups to separate the channels into

num_channels

The number of channels expected in the input

Default Arguments

epsilon

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

• Defaults to 1e-5

affine

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

• Defaults to true

impl GroupNormConfig

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

Sets the value for the field epsilon.

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

• Defaults to 1e-5

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

Sets the value for the field affine.

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

• Defaults to true

impl GroupNormConfig

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

Initialize a new group norm module.

Trait Implementations

impl Clone for GroupNormConfig

fn clone(&self) -> GroupNormConfig

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>(&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 Debug for GroupNormConfig

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

Formats the value using the given formatter.

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

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

where D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Display for GroupNormConfig

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

Formats the value using the given formatter.

impl From<GroupNormConfig> for NormalizationConfig

fn from(config: GroupNormConfig) -> NormalizationConfig

Converts to this type from the input type.

impl Serialize for GroupNormConfig

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.