Save and load the state of preprocessed text
You've finished preprocessing a dataset of agricultural questions and answers to help farmers look up common issues in the field. To save your progress, you decide to create and load checkpoints of the preprocessed text data.
Some data has been preloaded:
dataloadercontains a preprocessed dataset of agricultural questions and answersAcceleratorhas been imported fromaccelerate
Deze oefening maakt deel uit van de cursus
Efficient AI Model Training with PyTorch
Oefeninstructies
- Save a checkpoint of the preprocessed data in
checkpoint_dir. - Load a checkpoint from
checkpoint_dir.
Praktische interactieve oefening
Probeer deze oefening eens door deze voorbeeldcode in te vullen.
accelerator = Accelerator()
dataloader = accelerator.prepare(dataloader)
checkpoint_dir = Path("preprocess_checkpoint")
# Save a checkpoint of the data
____.____(checkpoint_dir)
# Load from the checkpoint
____.____(checkpoint_dir)