{"repo":"ashleve/lightning-hydra-template","free":true,"listed":false,"github":"https://github.com/ashleve/lightning-hydra-template","clone":"git clone https://github.com/ashleve/lightning-hydra-template.git","description":"PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡","language":"Python","stars":5333,"topics":["pytorch-lightning","project-structure","config","deep-learning","hydra","template","pytorch","reproducibility","best-practices","mlops"],"license":null,"category":"machine-learning","readme_excerpt":"Lightning-Hydra-Template A clean template to kickstart your deep learning project 🚀⚡🔥 Click on Use this template to initialize new repository. Suggestions are always welcome! 📌 Introduction Why you might want to use it: ✅ Save on boilerplate Easily add new models, datasets, tasks, experiments, and train on different accelerators, like multi-GPU, TPU or SLURM clusters. ✅ Education Thoroughly commented. You can use this repo as a learning resource. ✅ Reusability Collection of useful MLOps tools, configs, and code snippets. You can use this repo as a reference for various utilities. Why you might not want to use it: ❌ Things break from time to time Lightning and Hydra are still evolving and integrate many libraries, which means sometimes things break. For the list of currently known problems visit this page. ❌ Not adjusted for data engineering Template is not really adjusted for building data pipelines that depend on each other. It's more efficient to use it for model prototyping on ready-to-use data. ❌ Overfitted to simple use case The configuration setup is built with simple lightning training in mind. You might need to put some effort to adjust it for different use cases, e.g. lightning fabric. ❌ Might not support your workflow For example, you can't resume hydra-based multirun or hyperparameter search. Note : Keep in mind this is unofficial community project. Main Technologies PyTorch Lightning - a lightweight PyTorch wrapper for high-performance AI research. Think of it ","default_branch":null,"files":null,"tree":[],"storefront":"/r/ashleve","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ashleve/lightning-hydra-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."}