ashleve/lightning-hydra-template - OSS Alternative - Discover Top Open Source Alternatives to Popular Software
Deep Learning Project Template
5.2k 2026-05-09

ashleve/lightning-hydra-template

A user-friendly template integrating PyTorch Lightning and Hydra to streamline deep learning experimentation and development.

Core Features

Minimal boilerplate for ML projects.
Flexible configuration with Hydra for rapid experimentation.
Support for various accelerators (multi-GPU, TPU, SLURM).
Integrated MLOps tools and experiment tracking (Tensorboard, W&B, etc.).
Thoroughly commented code for educational purposes.

Detailed Introduction

Lightning-Hydra-Template is a robust and user-friendly boilerplate designed to accelerate deep learning project development. It seamlessly integrates PyTorch Lightning for high-performance AI research and Hydra for elegant, dynamic configuration management. This template significantly reduces boilerplate code, enabling rapid experimentation, easy addition of models and datasets, and flexible training across diverse hardware. It serves as an excellent learning resource with well-commented code and provides a collection of MLOps tools and best practices, making it ideal for model prototyping and structured ML workflows.

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