https://github.com/twitter/the-algorithm-ml

Source code for Twitter's Recommendation Algorithm
https://github.com/twitter/the-algorithm-ml

Last synced: 5 days ago
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Source code for Twitter's Recommendation Algorithm

• Host: GitHub
• URL: https://github.com/twitter/the-algorithm-ml
• Owner: twitter
• License: agpl-3.0
• Created: 2023-03-27T15:51:49.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-07-10T12:48:24.000Z (4 months ago)
• Last Synced: 2024-10-16T05:21:58.168Z (19 days ago)
• Language: Python
• Homepage: https://blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm
• Size: 106 KB
• Stars: 10,071
• Watchers: 100
• Forks: 2,204
• Open Issues: 55
• Metadata Files:
  • Readme: README.md
  • License: COPYING

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README

        
This project open sources some of the ML models used at Twitter.

Currently these are:

1. The "For You" Heavy Ranker (projects/home/recap).

2. TwHIN embeddings (projects/twhin) https://arxiv.org/abs/2202.05387

This project can be run inside a python virtualenv. We have only tried this on Linux machines and because we use torchrec it works best with an Nvidia GPU. To setup run

`./images/init_venv.sh` (Linux only).

The READMEs of each project contain instructions about how to run each project.