MattStammers/

vizdoom_deathmatch_bots

A(n) APPO model trained on the doom_deathmatch_bots environment.

This model was trained using Sample-Factory 2.0: https://github.com/alex-petrenko/sample-factory. Documentation for how to use Sample-Factory can be found at https://www.samplefactory.dev/

After installing Sample-Factory, download the model with:

To run the model after download, use the enjoy script corresponding to this environment:

You can also upload models to the Hugging Face Hub using the same script with the --push_to_hub flag. See https://www.samplefactory.dev/10-huggingface/huggingface/ for more details

To continue training with this model, use the train script corresponding to this environment:

Note, you may have to adjust --train_for_env_steps to a suitably high number as the experiment will resume at the number of steps it concluded at.

I have now trained over 10 Doom models. This one is definitely the most powerful/dangerous one so far. It unlike the others has learned a variety of techniques which make it hard to kill.

It seems to prefer the shotgun and sometimes minigun - when it has either it will often fell 3 or 4 bots in quick succession. When in a tight spot it will swivel around quickly and shoot.

I suspect it would be quite challenging to beat in a game.