How to increase the hybrid action space in multi-agent environments

I need to develop a multi-agent cooperative environment where each agent has a mixed action space consisting of discrete and continuous actions. How should I select and modify the corresponding algorithms in DI? Currently, it seems that the mixed action space in DI only supports single-agent situations.