DOOMFORMER用DOOM机制实现Transformer
一名创作者推出实验项目DOOMFORMER，以《DOOM》游戏机制和巫毒娃娃执行Transformer的数学运算，而非依赖常规数值库。创作者称，该系统可识别画在《DOOM》地图上的MNIST数字、进行决策，并在大量游戏实例中游玩《DOOM》。这些能力及实验规模尚未得到独立复现或基准测试验证。
DOOMFORMER探索了用游戏机制表达Transformer计算的新路径，但实际性能仍未得到独立验证。
Instead of trying to run DOOM on things, I have instead decided to use DOOM (many, many, many doom games actually) to create a transformer. For a lot of the math required I essentially had to use DOOM game mechanics and voodoo dolls (DOOM is turing complete btw) and exchange them with the actual operations, essentially creating an alternative to NumPy (a 65000x slower one). Thus, I am proud to present DOOMFORMER. Here are a list of things DOOMFORMER can do :
It can classify MNIST digits, even if you write these digits on the map!
It can talk(kinda)
You can use it to make decisions, so, it can play DOOM. Yes! You can play DOOM with thousands of DOOM games now! The marine's mind can be controlled by DOOM, playing on a map generated by DOOMFORMER. Truly, the possibilities are endless, and even larger-scale training of DOOMFORMER could be done on a measly T4.
If anyone would like to help me scale this up and make crazier things, I'd love to work together.