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zhumingpassional avatar zhumingpassional commented on September 26, 2024 1

we may not set seeds for SB3.

pls submit issues on SB3 github for this question.

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zhumingpassional avatar zhumingpassional commented on September 26, 2024

Stability and reproducibility are two common issues for the RL, since there are many local optima.

I suggest to try some skills, e.g., fix seeds, ensemble strategy, select the best one over multiple agents.

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RupeshKeesaram avatar RupeshKeesaram commented on September 26, 2024

I'll agree, I've tried the seeding for my environment & for the algorithms also but they're not giving me the same results. Is it like even after trying the seeding it's unlikely to produce same results ? or I'm doing anything wrong because of which I'm getting inconsistent results ?

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zhumingpassional avatar zhumingpassional commented on September 26, 2024

I do not know how you set seeds.
I am not sure if current RL lib such as SB3 has opened the seed setting.

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RupeshKeesaram avatar RupeshKeesaram commented on September 26, 2024

Please check the below code snippet, this is what I've tried when you mean seeding.

Screenshot 2023-12-23 114644

@zhumingpassional help me if I'm doing something wrong or if there's something that can be tried on top of this.

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