sc2

sc2 is a library for simulating and training agents in the StarCraft II learning environment.

To install the package, run the following commands:

git clone git@github.com:Liberty3000/sc2.git
cd sc2
pip install -e .

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Micro-Strategy Training Algorithms

Algorithm	Module	Class	Reference
Monte-Carlo Policy Gradient	reinforce	REINFORCE	arXiv:1701.07274
Advantage Actor-Critic	a2c	A2C	arXiv:1602.01783
Asynchronous Advantage Actor-Critic	a3c	A3C	arXiv:1602.01783
Deep Deterministic Policy Gradients	ddpg	DDPG	arXiv:1509.02971
Proximal Policy Optimization	ppo	PPO	arXiv:1707.06347
Generative Adversarial Imitation Learning	gail	GAIL	arXiv:1606.03476
State-Action-Reward-State-Action	sarsa	SARSA	arXiv:1701.07274
Deep Q-Network	dqn	DQN	arXiv:1312.5602

Macro-Strategy Training Algorithms

Algorithm	Module	Class	Reference
Tabular SARSA	table	Table	arXiv:1701.07274
Tabular Q-Learning	table	Table	arXiv:1701.07274