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christopherhesse avatar christopherhesse commented on June 14, 2024 2

Well it's not threadsafe for one, so if you called in different threads at the same time, I'm not really sure what would happen.

Should you call it multiple times in a single thread? Well if you call it with the same global args each time, maybe nothing bad would happen, especially if you didn't create the environment until after you called it multiple times.

So you said you inited it multiple times for train/test, which means that, if both are in the same process, it's likely either your test environment is the same as your train environment or vice versa since it is using global state (for instance USE_HIGH_DIF). If that's not an issue for you, carry on. If it is an issue, I'd recommend running two different processes. You can even isolate just the environment in a subprocess, like how SubprocVecEnv works, though I don't think we have anything that does that currently.

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ankeshanand avatar ankeshanand commented on June 14, 2024

Thanks, I was re-initing Coinrun when switching b/w train and test to have the right global state, but you're right thread safety might be a problem. I will try isolating them within separate sub-processes, thanks for the tip!

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ankeshanand avatar ankeshanand commented on June 14, 2024

I wrote a quick wrapper to wrap a coinrun env inside a subprocess (pretty similar to SubprocVecEnv). https://gist.github.com/ankeshanand/24d6f45d17cc44a9e0c9d71a636d537e

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christopherhesse avatar christopherhesse commented on June 14, 2024

Nice! Is there a reason it doesn't just use SubprocVecEnv?

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ankeshanand avatar ankeshanand commented on June 14, 2024

This is pretty similar to SubprocVecEnv albeit some minor differences.

From what I got, SubprocVecEnv expects a list of env_fns and converts them into a VecEnv. In this case, we already have a VecEnv (and thus don't need the unsqueeze when doing step) that we want to wrap in a subprocess.

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christopherhesse avatar christopherhesse commented on June 14, 2024

Oh right, unfortunate. There's some functionality in the multiprocessing module to do some of this already, but it seems to not handle properties well at the very least.

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