How to deploy PyTorch Lightning models to production. A complete guide to serving PyTorch Lightning models at scale
Looking at the machine learning landscape, one of the major trends is the proliferation of projects focused on applying software engineering principles to machine learning. Cortex, for example, recreates the experience of deploying serverless functions, but with inference pipelines. DVC, similarly, implements modern version control and CI/CD pipelines, but for ML.
PyTorch Lightning has a similar philosophy, only applied to training. The frameworks provides a Python wrapper for PyTorch that lets data scientists and engineers write clean, manageable, and performant training code.
As people who built an entire deployment platform in part because we hated writing boilerplate, we’re huge fans of PyTorch Lightning. In that spirit, I’ve put together this guide to deploying PyTorch Lightning models to production. In the process, we’re going to look at a few different options for exporting PyTorch Lightning models for inclusion in your inference pipelines.
There are three ways to export a PyTorch Lightning model for serving:
We can serve all three with Cortex.
PyTorch for Deep Learning | Data Science | Machine Learning | Python. PyTorch is a library in Python which provides tools to build deep learning models. What python does for programming PyTorch does for deep learning. Python is a very flexible language for programming and just like python, the PyTorch library provides flexible tools for deep learning.
PyTorch is a library in Python which provides tools to build deep learning models. What python does for programming PyTorch does for deep learning.
Pytorch is a Deep Learning Library Devoloped by Facebook. it can be used for various purposes such as Natural Language Processing , Computer Vision, etc
What is neuron analysis of a machine? Learn machine learning by designing Robotics algorithm. Click here for best machine learning course models with AI
AI, Machine learning, as its title defines, is involved as a process to make the machine operate a task automatically to know more join CETPA