pub struct LinearCurriculum { /* private fields */ }Expand description
Linear curriculum that increases difficulty over epochs
Difficulty increases linearly from start_difficulty to end_difficulty
over ramp_epochs epochs.
§Example
use entrenar::train::{LinearCurriculum, CurriculumScheduler};
let mut curriculum = LinearCurriculum::new(0.3, 1.0, 10);
// Initially at start difficulty
assert!((curriculum.difficulty() - 0.3).abs() < 1e-5);
// After 5 epochs at 100% accuracy
for _ in 0..5 {
curriculum.step(0, 1.0);
}
assert!(curriculum.difficulty() > 0.5);Implementations§
Trait Implementations§
Source§impl Clone for LinearCurriculum
impl Clone for LinearCurriculum
Source§fn clone(&self) -> LinearCurriculum
fn clone(&self) -> LinearCurriculum
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl CurriculumScheduler for LinearCurriculum
impl CurriculumScheduler for LinearCurriculum
Source§fn difficulty(&self) -> f32
fn difficulty(&self) -> f32
Get the current difficulty level (0.0 = easiest, 1.0 = hardest)
Source§fn step(&mut self, _epoch: usize, _accuracy: f32)
fn step(&mut self, _epoch: usize, _accuracy: f32)
Advance the curriculum based on training progress
Source§fn sample_weight(&self, sample_difficulty: f32) -> f32
fn sample_weight(&self, sample_difficulty: f32) -> f32
Get sample weight for a given difficulty score Read more
Source§fn include_sample(&self, sample_difficulty: f32) -> bool
fn include_sample(&self, sample_difficulty: f32) -> bool
Check if sample should be included at current difficulty
Auto Trait Implementations§
impl Freeze for LinearCurriculum
impl RefUnwindSafe for LinearCurriculum
impl Send for LinearCurriculum
impl Sync for LinearCurriculum
impl Unpin for LinearCurriculum
impl UnsafeUnpin for LinearCurriculum
impl UnwindSafe for LinearCurriculum
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