pub struct DistillationConfig {
pub temperature: f32,
pub alpha: f32,
pub use_soft_targets: bool,
pub use_feature_matching: bool,
pub feature_match_layers: Vec<(String, String)>,
}Expand description
Knowledge distillation configuration
Fields§
§temperature: f32Temperature for softening probability distributions
alpha: f32Weight for distillation loss (alpha) Final loss = alpha * distillation_loss + (1 - alpha) * student_loss
use_soft_targets: boolWhether to use soft targets
use_feature_matching: boolWhether to use intermediate feature matching
feature_match_layers: Vec<(String, String)>Layers to match features (teacher_layer, student_layer)
Implementations§
Source§impl DistillationConfig
impl DistillationConfig
Sourcepub fn with_temperature(self, temperature: f32) -> Self
pub fn with_temperature(self, temperature: f32) -> Self
Set temperature
Sourcepub fn with_alpha(self, alpha: f32) -> Self
pub fn with_alpha(self, alpha: f32) -> Self
Set alpha (distillation weight)
Sourcepub fn with_feature_matching(self) -> Self
pub fn with_feature_matching(self) -> Self
Enable feature matching
Sourcepub fn add_feature_match(
self,
teacher_layer: String,
student_layer: String,
) -> Self
pub fn add_feature_match( self, teacher_layer: String, student_layer: String, ) -> Self
Add feature matching pair
Trait Implementations§
Source§impl Clone for DistillationConfig
impl Clone for DistillationConfig
Source§fn clone(&self) -> DistillationConfig
fn clone(&self) -> DistillationConfig
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for DistillationConfig
impl Debug for DistillationConfig
Source§impl Default for DistillationConfig
impl Default for DistillationConfig
Source§impl<'de> Deserialize<'de> for DistillationConfig
impl<'de> Deserialize<'de> for DistillationConfig
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Auto Trait Implementations§
impl Freeze for DistillationConfig
impl RefUnwindSafe for DistillationConfig
impl Send for DistillationConfig
impl Sync for DistillationConfig
impl Unpin for DistillationConfig
impl UnsafeUnpin for DistillationConfig
impl UnwindSafe for DistillationConfig
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Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
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impl<T> CloneToUninit for Twhere
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impl<T> DeserializeOwned for Twhere
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impl<T> IntoEither for T
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fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
Converts
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Source§fn read_from_little_endian(read: &mut R) -> Result<Self, Error>
fn read_from_little_endian(read: &mut R) -> Result<Self, Error>
Read this value from the supplied reader. Same as
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The inverse inclusion map: attempts to construct
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Checks if
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