pub struct TrainConfig {
pub max_grad_norm: Option<f32>,
pub log_interval: usize,
pub save_interval: Option<usize>,
pub checkpoint_dir: Option<PathBuf>,
pub mixed_precision: bool,
pub gradient_accumulation_steps: usize,
}Expand description
Training configuration
Fields§
§max_grad_norm: Option<f32>Maximum gradient norm for clipping (None = no clipping)
log_interval: usizePrint training progress every N steps
save_interval: Option<usize>Save checkpoint every N epochs
checkpoint_dir: Option<PathBuf>Directory to save checkpoints
mixed_precision: boolUse mixed precision training
gradient_accumulation_steps: usizeGradient accumulation steps (1 = no accumulation)
Simulates larger batch sizes by accumulating gradients over multiple mini-batches before performing an optimizer step. Effective batch size = batch_size * gradient_accumulation_steps
Implementations§
Source§impl TrainConfig
impl TrainConfig
Sourcepub fn with_grad_clip(self, max_norm: f32) -> Self
pub fn with_grad_clip(self, max_norm: f32) -> Self
Set gradient clipping norm
Sourcepub fn without_grad_clip(self) -> Self
pub fn without_grad_clip(self) -> Self
Disable gradient clipping
Sourcepub fn with_log_interval(self, interval: usize) -> Self
pub fn with_log_interval(self, interval: usize) -> Self
Set logging interval
Sourcepub fn with_checkpoints(self, interval: usize, dir: PathBuf) -> Self
pub fn with_checkpoints(self, interval: usize, dir: PathBuf) -> Self
Set checkpoint saving
Sourcepub fn with_gradient_accumulation(self, steps: usize) -> Self
pub fn with_gradient_accumulation(self, steps: usize) -> Self
Set gradient accumulation steps
Simulates larger batch sizes by accumulating gradients over multiple mini-batches before performing an optimizer step. Effective batch size = batch_size * gradient_accumulation_steps
Trait Implementations§
Source§impl Clone for TrainConfig
impl Clone for TrainConfig
Source§fn clone(&self) -> TrainConfig
fn clone(&self) -> TrainConfig
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)
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source. Read moreSource§impl Debug for TrainConfig
impl Debug for TrainConfig
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impl Freeze for TrainConfig
impl RefUnwindSafe for TrainConfig
impl Send for TrainConfig
impl Sync for TrainConfig
impl Unpin for TrainConfig
impl UnsafeUnpin for TrainConfig
impl UnwindSafe for TrainConfig
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