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[Bugfix] Fix VecNorm eps usage #2866

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Description

In the documentation, eps in VecNorm is described to be the lower bound of std, but it is done before the sqrt() operation, meaning if eps = 0.0001 then the lower bound of std is 0.01. There is also an additional clamp in the return. I kept the clamp in the std so that it can be the same value when using to_observation_norm().

Motivation and Context

From reading the docstring, I set the eps based on my interpretation, but the actual value was different than I expected.

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pytorch-bot bot commented Mar 22, 2025

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2866

Note: Links to docs will display an error until the docs builds have been completed.

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