See this accompanying article for implementation details.
Bots that perform policy actions based on Roblox pixel video input.
Bots for Murder Mystery 2 to collect coins are available.
Windows systems only. GPU is required for Yolov5-based detector otherwise it will be unbearably slow.
Packages and versions I used are listed in requirements.txt.
Game-specific codes are under bots/ directory, with one folder per bot.
Generic functions that are shared by all bots are outside of the bots directory.
roblox/directory contains API to capture screens, emulate keyboard/mouse controls and other helper functions.yolo/directory contains Yolov5 and wrapper functions.
The bot is located at bots/mm2_yolo_coin_collector. Run by command
cd bots/mm2_yolo_coin_collector/
python main.py
All pretrained weights are under weights/ directory.
The bot either walks to the coins, if detected, or perform random motions.
This network is trained to detect standard golden colored coins. You can run this bot by
python main.py --weights weights/yolo_coin_m_v3.pt
under bots/mm2_yolo_coin_collector directory.
This network is trained to detect
- standard gold coins
- 2020 Christmas coins
- Other players
When other players are detected, the bot will try to move away from them to avoid getting murdered.
You can run this bot by
cd bots/mm2_yolo_coin_collector
python main.py --weights weights/yolo_coin_person_m_v2.pt
See accompanying article.
