pub struct DistributedTrainingCoordinator { /* private fields */ }Expand description
Distributed training coordinator
Implementations§
Source§impl DistributedTrainingCoordinator
impl DistributedTrainingCoordinator
Sourcepub async fn new(config: DistributedTrainingConfig) -> Result<Self>
pub async fn new(config: DistributedTrainingConfig) -> Result<Self>
Create a new distributed training coordinator
Sourcepub async fn register_worker(&self, worker_info: WorkerInfo) -> Result<()>
pub async fn register_worker(&self, worker_info: WorkerInfo) -> Result<()>
Register a worker
Sourcepub async fn deregister_worker(&self, worker_id: usize) -> Result<()>
pub async fn deregister_worker(&self, worker_id: usize) -> Result<()>
Deregister a worker
Sourcepub async fn update_worker_status(
&self,
worker_id: usize,
status: WorkerStatus,
) -> Result<()>
pub async fn update_worker_status( &self, worker_id: usize, status: WorkerStatus, ) -> Result<()>
Update worker status
Sourcepub async fn train<M: EmbeddingModel>(
&mut self,
model: &mut M,
epochs: usize,
) -> Result<DistributedTrainingStats>
pub async fn train<M: EmbeddingModel>( &mut self, model: &mut M, epochs: usize, ) -> Result<DistributedTrainingStats>
Coordinate distributed training
Sourcepub async fn load_checkpoint(
&self,
checkpoint_id: &str,
) -> Result<TrainingCheckpoint>
pub async fn load_checkpoint( &self, checkpoint_id: &str, ) -> Result<TrainingCheckpoint>
Load training checkpoint
Sourcepub async fn get_worker_stats(&self) -> HashMap<usize, WorkerInfo>
pub async fn get_worker_stats(&self) -> HashMap<usize, WorkerInfo>
Get worker statistics
Sourcepub async fn get_stats(&self) -> DistributedTrainingStats
pub async fn get_stats(&self) -> DistributedTrainingStats
Get training statistics
Sourcepub async fn monitor_workers(&self) -> Result<()>
pub async fn monitor_workers(&self) -> Result<()>
Monitor worker health (heartbeat check)
Auto Trait Implementations§
impl Freeze for DistributedTrainingCoordinator
impl !RefUnwindSafe for DistributedTrainingCoordinator
impl Send for DistributedTrainingCoordinator
impl Sync for DistributedTrainingCoordinator
impl Unpin for DistributedTrainingCoordinator
impl !UnwindSafe for DistributedTrainingCoordinator
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