mabor::train

Struct Learner

pub struct Learner<LC>
where
    LC: LearnerComponents,
{ /* private fields */ }
Expand description

Learner struct encapsulating all components necessary to train a Neural Network model.

To create a learner, use the builder struct.

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impl<LC> Learner<LC>
where LC: LearnerComponents,

pub fn fit<InputTrain, InputValid, OutputTrain, OutputValid>( self, dataloader_train: Arc<dyn DataLoader<<LC as LearnerComponents>::Backend, InputTrain>>, dataloader_valid: Arc<dyn DataLoader<<<LC as LearnerComponents>::Backend as AutodiffBackend>::InnerBackend, InputValid>>, ) -> <LC as LearnerComponents>::Model
where InputTrain: Send + 'static, InputValid: Send, OutputTrain: Send + 'static, OutputValid: Send, <LC as LearnerComponents>::Model: TrainStep<InputTrain, OutputTrain>, <<LC as LearnerComponents>::Model as AutodiffModule<<LC as LearnerComponents>::Backend>>::InnerModule: ValidStep<InputValid, OutputValid>, <LC as LearnerComponents>::EventProcessor: EventProcessor<ItemTrain = OutputTrain, ItemValid = OutputValid>,

Fits the model.

§Arguments
  • dataloader_train - The training dataloader.
  • dataloader_valid - The validation dataloader.
§Returns

The fitted model.

Auto Trait Implementations§

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impl<LC> Freeze for Learner<LC>
where <LC as LearnerComponents>::Model: Freeze, <LC as LearnerComponents>::Optimizer: Freeze, <LC as LearnerComponents>::LrScheduler: Freeze, <LC as LearnerComponents>::EventProcessor: Freeze, <LC as LearnerComponents>::CheckpointerModel: Freeze, <LC as LearnerComponents>::CheckpointerOptimizer: Freeze, <LC as LearnerComponents>::CheckpointerLrScheduler: Freeze, <LC as LearnerComponents>::CheckpointerStrategy: Freeze,

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impl<LC> !RefUnwindSafe for Learner<LC>

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impl<LC> !Send for Learner<LC>

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impl<LC> !Sync for Learner<LC>

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impl<LC> Unpin for Learner<LC>
where <LC as LearnerComponents>::Model: Unpin, <LC as LearnerComponents>::Optimizer: Unpin, <LC as LearnerComponents>::LrScheduler: Unpin, <LC as LearnerComponents>::EventProcessor: Unpin, <LC as LearnerComponents>::CheckpointerModel: Unpin, <LC as LearnerComponents>::CheckpointerOptimizer: Unpin, <LC as LearnerComponents>::CheckpointerLrScheduler: Unpin, <LC as LearnerComponents>::CheckpointerStrategy: Unpin, <<LC as LearnerComponents>::Backend as Backend>::Device: Unpin,

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impl<LC> !UnwindSafe for Learner<LC>

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