Lindor 🍬✨

Lindor, sweet serpent,

Furry, cute, yet not for feasts,

Tempting, but untouched.

About

Lindor (originally LoneLearner) is a machine learning snake that won 1st place 🏆 in the RBC Summer 2023 Battlesnake tournament. The snake is trained using reinforcement learning in conjunction with a supervisor that error checks moves in deployment.

After winning the tournament Lindor was released to the global arena it quickly climbed the ranks in standard and duels reaching a global rank of 14th in standard.

Testing and Development

What's included?

• API (Written in Golang with the Fiber framework)
• Python RL w/API (PPO-clip inference server using FastAPI)
• Python RL Notebooks (for model training and visualization)
• Treesearch (Mini-max C++ treesearch with heuristics)
• Treesearch Sidecar

How it works

How it was trained

Name Origin

;))

Inspiration

Future Improvements

• consider migrating frameworks!
• upgrading treesearch algo (multi-threading)

Benchmark and Playing Strength

Other Repos

Benchmark - Nathan13888/bs-benchmark