Struct BinaryCrossEntropyLossConfig
pub struct BinaryCrossEntropyLossConfig {
pub weights: Option<Vec<f32>>,
pub smoothing: Option<f32>,
pub logits: bool,
}
Expand description
Configuration to create a Binary Cross-entropy loss using the init function.
Fields§
§weights: Option<Vec<f32>>
Create weighted binary cross-entropy with a weight for each class.
The loss of a specific sample will simply be multiplied by its label weight.
smoothing: Option<f32>
Create binary cross-entropy with label smoothing according to When Does Label Smoothing Help?.
Hard labels {0, 1} will be changed to y_smoothed = y(1 - a) + a / num_classes
.
Alpha = 0 would be the same as default.
logits: bool
Treat the inputs as logits, applying a sigmoid activation when computing the loss.
Implementations§
§impl BinaryCrossEntropyLossConfig
impl BinaryCrossEntropyLossConfig
pub fn new() -> BinaryCrossEntropyLossConfig
pub fn new() -> BinaryCrossEntropyLossConfig
Create a new instance of the config.
§impl BinaryCrossEntropyLossConfig
impl BinaryCrossEntropyLossConfig
pub fn with_logits(self, logits: bool) -> BinaryCrossEntropyLossConfig
pub fn with_logits(self, logits: bool) -> BinaryCrossEntropyLossConfig
Treat the inputs as logits, applying a sigmoid activation when computing the loss.
pub fn with_weights(
self,
weights: Option<Vec<f32>>,
) -> BinaryCrossEntropyLossConfig
pub fn with_weights( self, weights: Option<Vec<f32>>, ) -> BinaryCrossEntropyLossConfig
Set the default value for the field.
pub fn with_smoothing(
self,
smoothing: Option<f32>,
) -> BinaryCrossEntropyLossConfig
pub fn with_smoothing( self, smoothing: Option<f32>, ) -> BinaryCrossEntropyLossConfig
Set the default value for the field.
§impl BinaryCrossEntropyLossConfig
impl BinaryCrossEntropyLossConfig
pub fn init<B>(
&self,
device: &<B as Backend>::Device,
) -> BinaryCrossEntropyLoss<B>where
B: Backend,
pub fn init<B>(
&self,
device: &<B as Backend>::Device,
) -> BinaryCrossEntropyLoss<B>where
B: Backend,
Initialize Binary Cross-entropy loss.
Trait Implementations§
§impl Clone for BinaryCrossEntropyLossConfig
impl Clone for BinaryCrossEntropyLossConfig
§fn clone(&self) -> BinaryCrossEntropyLossConfig
fn clone(&self) -> BinaryCrossEntropyLossConfig
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
source
. Read more§impl Config for BinaryCrossEntropyLossConfig
impl Config for BinaryCrossEntropyLossConfig
§impl Debug for BinaryCrossEntropyLossConfig
impl Debug for BinaryCrossEntropyLossConfig
§impl<'de> Deserialize<'de> for BinaryCrossEntropyLossConfig
impl<'de> Deserialize<'de> for BinaryCrossEntropyLossConfig
§fn deserialize<D>(
deserializer: D,
) -> Result<BinaryCrossEntropyLossConfig, <D as Deserializer<'de>>::Error>where
D: Deserializer<'de>,
fn deserialize<D>(
deserializer: D,
) -> Result<BinaryCrossEntropyLossConfig, <D as Deserializer<'de>>::Error>where
D: Deserializer<'de>,
§impl Display for BinaryCrossEntropyLossConfig
impl Display for BinaryCrossEntropyLossConfig
§impl Serialize for BinaryCrossEntropyLossConfig
impl Serialize for BinaryCrossEntropyLossConfig
§fn serialize<S>(
&self,
serializer: S,
) -> Result<<S as Serializer>::Ok, <S as Serializer>::Error>where
S: Serializer,
fn serialize<S>(
&self,
serializer: S,
) -> Result<<S as Serializer>::Ok, <S as Serializer>::Error>where
S: Serializer,
Auto Trait Implementations§
impl Freeze for BinaryCrossEntropyLossConfig
impl RefUnwindSafe for BinaryCrossEntropyLossConfig
impl Send for BinaryCrossEntropyLossConfig
impl Sync for BinaryCrossEntropyLossConfig
impl Unpin for BinaryCrossEntropyLossConfig
impl UnwindSafe for BinaryCrossEntropyLossConfig
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