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Build Your Own Trainer (BYOT)

This example demonstrates how easy it is to build a fully customizable trainer for your LightningModule using Fabric. It is built upon lightning.fabric for hardware and training orchestration and consists of two files:

  • trainer.py contains the actual MyCustomTrainer implementation
  • run.py contains a script utilizing this trainer for training a very simple MNIST module.

Run

To run this example, call python run.py

Requirements

This example has the following requirements which need to be installed on your python environment:

  • lightning
  • torchmetrics
  • torch
  • torchvision
  • tqdm

to install them with the appropriate versions run:

pip install "lightning>=2.0" "torchmetrics>=0.11" "torchvision>=0.14" "torch>=1.13" tqdm