Trainers

MappingTrainer	Training loop for mapping networks.
BatchAdapter	Unpack dataloader batches into (model_inputs, targets).
MappingBatchAdapter	Unpack dict batches with configurable key names.
TupleBatchAdapter	Unpack (inputs, targets) tuples — the standard PyTorch convention.