{"repo":"DavidZhang73/pytorch-lightning-template","free":true,"listed":false,"github":"https://github.com/DavidZhang73/pytorch-lightning-template","clone":"git clone https://github.com/DavidZhang73/pytorch-lightning-template.git","description":"A template for simple deep learning projects using Lightning","language":"Python","stars":33,"topics":["best-practices","config","deep-learning","pytorch","pytorch-lightning","reproducibility","template"],"license":"MIT","category":"machine-learning","readme_excerpt":"Pytorch Lightning Template A template for simple deep learning projects using Lightning English 中文 Introduction PyTorch Lightning is to deep learning project development as MVC frameworks (such as Spring, Django, etc.) are to website development. While it is possible to implement everything from scratch and achieve maximum flexibility (especially since PyTorch and its ecosystem are already quite straightforward), using a framework can help you quickly implement prototypes with guidance from \"best practices\" (personal opinion) to save a lot of boilerplate code through re-usability, and focus on scientific innovation rather than engineering challenges. This template is built using the full Lightning suite, follows the principle of Occam's razor, and is friendly to researchers. It also includes a simple handwritten digit recognition task using the MNIST dataset. The repository also contains some Tips, for reference. \"Best Practice\" Using Pytorch Lightning as a deep learning framework: Most of the deep learning code can be divided into the following three parts([Reference [Chinese]](https://zhuanlan.zhihu.com/p/120331610)): 1. Research code: This part pertains to the model and generally deals with customizations of the model's structure and training. In Lightning , this code is abstracted as the pl.LightningModule class. While dataset definition can also be included in this part, it is not recommended as it is not relevant to the experiment and should be included in pl.LightningD","default_branch":null,"files":null,"tree":[],"storefront":"/r/DavidZhang73","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/DavidZhang73/pytorch-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."}