Struct PoissonNllLossConfig

pub struct PoissonNllLossConfig {
    pub log_input: bool,
    pub full: bool,
    pub eps: f64,
}

Configuration for creating a PoissonNllLoss instance.

This configuration allows customization of the Poisson Negative Log Likelihood (NLL) loss behavior, such as whether the input is in log-space, whether to include the Stirling approximation term, and a small epsilon value to avoid numerical instability.

Fields

log_input: bool

If true, the predictions are expected to be in log-space.

When log_input is true, the loss is computed as:

L(predictions, target) = exp(predictions) - target * predictions

When log_input is false, the loss is computed as:

L(predictions, target) = predictions - target * log(predictions + eps)

full: bool

Whether to compute the full loss, including the Stirling approximation term.

When full is true, the Stirling approximation term is added to the loss:

target * log(target) - target + 0.5 * log(2 * PI * target)

eps: f64

A small value to avoid evaluation of log(0) when log_input is false.

This epsilon value is added to the predictions to ensure numerical stability when computing the logarithm.

Implementations

impl PoissonNllLossConfig

pub fn new() -> PoissonNllLossConfig

Create a new instance of the config.

impl PoissonNllLossConfig

pub fn with_log_input(self, log_input: bool) -> PoissonNllLossConfig

If true, the predictions are expected to be in log-space.

pub fn with_full(self, full: bool) -> PoissonNllLossConfig

Whether to compute the full loss, including the Stirling approximation term.

pub fn with_eps(self, eps: f64) -> PoissonNllLossConfig

A small value to avoid evaluation of log(0) when log_input is false.

impl PoissonNllLossConfig

pub fn init(&self) -> PoissonNllLoss

Initializes a PoissonNllLoss instance with the current configuration.

Panics

• Panics if eps is not a positive number.

Trait Implementations

impl Clone for PoissonNllLossConfig

fn clone(&self) -> PoissonNllLossConfig

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Config for PoissonNllLossConfig

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 PoissonNllLossConfig

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for PoissonNllLossConfig

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

where D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Display for PoissonNllLossConfig

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

Formats the value using the given formatter.

impl Serialize for PoissonNllLossConfig

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.