{"repo":"willyfh/lightning-hydra-boilerplate","free":true,"listed":false,"github":"https://github.com/willyfh/lightning-hydra-boilerplate","clone":"git clone https://github.com/willyfh/lightning-hydra-boilerplate.git","description":"A project boilerplate for deep learning experiments using PyTorch Lightning and Hydra, designed for rapid prototyping, clean configuration management, and scalable research workflows.","language":"Python","stars":11,"topics":["boilerplate","deep-learning","hydra","pytorch","pytorch-lightning","artificial-intelligence","lightning","machine-learning","research-tool"],"license":"MIT","category":"machine-learning","readme_excerpt":"⚡ Lightning-Hydra-Boilerplate A project boilerplate for deep learning experiments using PyTorch Lightning and Hydra, designed for rapid prototyping, clean configuration management, and scalable research workflows. 🔬 This project will continue to be validated through research workflows. While the current functionality is ready for use, ongoing improvements are expected as it evolves through practical use and feedback 🌱. 🚀 Feel free to click \"Use this template\" to start your own project based on this boilerplate! 🔑 Key Features Feature Description ---------------------------- -------------------------------------------------------------------------------------- 📝 Configurable Setup Model, dataset, and training configuration using Hydra . 📊 Logging Default: TensorBoard . Easily switch to other tools via PyTorch Lightning . ⚗️ Hyperparameter Tuning Integration with Optuna for automated hyperparameter search. 🧑‍💻 Callbacks Includes early stopping, checkpointing (best & last), and more via PyTorch Lightning 💡 Accelerator Support Example configs for CPU , DDP , DeepSpeed , and more via PyTorch Lightning 🎯 Scripts Pre-configured training, evaluation, and prediction workflows. 📂 Organized Outputs Logs, checkpoints, configs, and predictions saved in a structured folder. 🔍 Metrics Handling Clean separation of metrics, works with TorchMetrics or custom. 🔧 Dependency Management Uses Poetry for environment and package management. ⚙️ CI Integration Comes with pre-commit hooks a","default_branch":null,"files":null,"tree":[],"storefront":"/r/willyfh","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/willyfh/lightning-hydra-boilerplate/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."}