Struct DistillationStats

Source

pub struct DistillationStats {
    pub initial_accuracy: f32,
    pub final_accuracy: f32,
    pub teacher_accuracy: f32,
    pub compression_ratio: f32,
    pub train_loss_history: Vec<f32>,
    pub val_loss_history: Vec<f32>,
    pub train_acc_history: Vec<f32>,
    pub val_acc_history: Vec<f32>,
    pub epochs_trained: usize,
    pub final_learning_rate: f32,
}

Expand description

Distillation training statistics

Fields§

§initial_accuracy: f32

Initial student accuracy

§final_accuracy: f32

Final student accuracy

§teacher_accuracy: f32

Teacher accuracy (target)

§compression_ratio: f32

Model compression ratio

§train_loss_history: Vec<f32>

Training loss history per epoch

§val_loss_history: Vec<f32>

Validation loss history per epoch

§train_acc_history: Vec<f32>

Training accuracy history per epoch

§val_acc_history: Vec<f32>

Validation accuracy history per epoch

§epochs_trained: usize

Number of epochs trained

§final_learning_rate: f32

Final learning rate

Implementations§

Source §

impl DistillationStats

Source

pub fn accuracy_improvement(&self) -> f32

Returns the accuracy improvement

Source

pub fn accuracy_gap(&self) -> f32

Returns the accuracy gap with teacher

Source

pub fn is_successful(&self) -> bool

Checks if distillation was successful (< 5% accuracy gap)

Source

pub fn best_val_loss(&self) -> f32

Returns the best validation loss

Source

pub fn final_train_loss(&self) -> f32

Returns the final training loss

Trait Implementations§

Source §

impl Clone for DistillationStats

Source §

fn clone(&self) -> DistillationStats

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

Source §

impl Debug for DistillationStats

Source §

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for DistillationStats

Blanket Implementations§

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<T> CloneToUninit for T
where T: Clone,

Source §

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T> Instrument for T

Source §

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

Source §

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

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> otherwise. Read more

Source §

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §