lightning hydra template

We have hosted the application lightning hydra template in order to run this application in our online workstations with Wine or directly.

Quick description about lightning hydra template:

Convenient all-in-one technology stack for deep learning prototyping - allows you to rapidly iterate over new models, datasets and tasks on different hardware accelerators like CPUs, multi-GPUs or TPUs. A collection of best practices for efficient workflow and reproducibility. Thoroughly commented - you can use this repo as a reference and educational resource. Not fitted for data engineering - the template configuration setup is not designed for building data processing pipelines that depend on each other. PyTorch Lightning, a lightweight PyTorch wrapper for high-performance AI research. Think of it as a framework for organizing your PyTorch code. Hydra, a framework for elegantly configuring complex applications. The key feature is the ability to dynamically create a hierarchical configuration by composition and override it through config files and the command line.

Features:

• Predefined Structure is clean and scalable
• Generic, easy-to-adapt tests for speeding up the development
• Automatically test your repo with Github Actions
• All logs (checkpoints, configs, etc.) are stored in a dynamically generated folder structure
• Comes down to 4 simple steps
• Override chosen hyperparameters

Programming Language: Python.
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