{"repo":"pytorch/ignite","free":true,"listed":false,"github":"https://github.com/pytorch/ignite","clone":"git clone https://github.com/pytorch/ignite.git","description":"High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.","language":"Python","stars":4775,"topics":["pytorch","neural-network","python","machine-learning","deep-learning","metrics","hacktoberfest","closember"],"license":"BSD-3-Clause","category":"machine-learning","readme_excerpt":":--- ・ ・ TL;DR Ignite is a high-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently. Click on the image to see complete code Features - Less code than pure PyTorch while ensuring maximum control and simplicity - Library approach and no program's control inversion - Use ignite where and when you need - Extensible API for metrics, experiment managers, and other components Table of Contents - Table of Contents - Why Ignite? - Simplified training and validation loop - Power of Events & Handlers - Execute any number of functions whenever you wish - Built-in events filtering - Stack events to share some actions - Custom events to go beyond standard events - Out-of-the-box metrics - Installation - Nightly releases - Docker Images - Using pre-built images - Getting Started - Documentation - Additional Materials - Examples - Tutorials - Reproducible Training Examples - Communication - User feedback - Contributing - Projects using Ignite - Citing Ignite - About the team & Disclaimer Why Ignite? Ignite is a library that provides three high-level features: - Extremely simple engine and event system - Out-of-the-box metrics to easily evaluate models - Built-in handlers to compose training pipeline, save artifacts and log parameters and metrics Simplified training and validation loop No more coding for/while loops on epochs and iterations. Users instantiate engines and run them. Example Power of Events & Handlers The cool thing with hand","default_branch":null,"files":null,"tree":[],"storefront":"/r/pytorch","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/pytorch/ignite/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."}