{"repo":"tshu-w/lightning-template","free":true,"listed":false,"github":"https://github.com/tshu-w/lightning-template","clone":"git clone https://github.com/tshu-w/lightning-template.git","description":"PyTorch Lightning template for rapid, scalable and reproducible ML experimentation with best practices.","language":"Python","stars":24,"topics":["lightning","pytorch","pytorch-lightning","template"],"license":"MIT","category":"machine-learning","readme_excerpt":"Lightning-Template A clean and flexible Pytorch Lightning template to kickstart and structure your deep learning project, ensuring efficient workflow, reproducibility, and easy extensibility for rapid experiments. Why Lightning-Template? Pytorch Lightning is a deep learning framework designed for professional AI researchers and engineers, freeing users from boilerplate code ( e.g. , multiple GPUs/TPUs/HPUs training, early stopping, and checkpointing) to focus on going from idea to paper/production. This Lightning template leverages Lightning CLI to separate configuration from source code, guaranteeing reproducibility of experiments, and incorporates many other best practices. + Compared to Lightning-Hydra-Template : Our template provides similar functionality through a simple and straightforward encapsulation of Lightning's built-in CLI, making it suitable for users who prefer minimal setup without an additional Hybra layer. Note: This is an unofficial project that lacks comprehensive test and continuous integration. Quickstart Workflow - how it works Before using this template, please read the basic Pytorch Lightning documentation: Lightning in 15 minutes. 1. Define a Lightning Module (Examples: mnist model.py and glue transformer.py) 2. Define a Lightning DataModule (Examples: mnist datamodule.py and glue datamodule.py) 3. Prepare your experiment configs (Examples: mnist.yaml and mrpc.yaml) 4. Run experiments ( cf. , Configure hyperparameters from the CLI) - To see the avai","default_branch":null,"files":null,"tree":[],"storefront":"/r/tshu-w","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/tshu-w/lightning-template/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}