Possible ways to replicate an env.

For my research purposes, I'd like to be able to save a env object at it's current state and load it back later on.
When trying to save such an environment using pickle (for example when running agent_runner.py) it does not seems to work as expected.
Is there currently a method in your framework for doing so?