Python

import netforge_rl registers the ids. CPython 3.12+. Not on PyPI.

python -m pip install 'netforge-rl @ git+https://github.com/reforcemind/NetForge_RL'
# from a clone:
python -m pip install -e ".[dev]"

import netforge_rl
import gymnasium as gym
from pettingzoo import make

env = make('parallel', 'netforge/ransomware-v4', max_ticks=200)
obs, infos = env.reset(seed=0)
actions = {agent: env.action_space(agent).sample() for agent in env.agents}
obs, rewards, term, trunc, infos = env.step(actions)

blue = gym.make('NetForge/Blue-v4', max_ticks=200)

API	Id
PettingZoo parallel	netforge/ransomware-v4	1 Red + 3 Blue
PettingZoo parallel	netforge/arena-v4	same factory
PettingZoo AEC	same ids	turn-based
Gymnasium	NetForge/Blue-v4	one Blue vs scripted Red
Gymnasium	NetForge-v4	alias

Action: MultiDiscrete([32, 100]), mask int8[132]. Blue graph: GraphObservationWrapper.

Extra
(none)	env, CLI, heuristics
dev	ruff, pytest
docs	Sphinx
jax	vectorized surrogate
rllib	RLlib env wrapper
offline	HDF5 export
nlp / llm_clients	SIEM encoder / LLM agents

PettingZoo and Gymnasium