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Using CatFrames for inference is fairly straightforward and is already well documented.
That being said, using CatFrames to reconstruct a stack of frames when sampling from the replay buffer is not so straightforward I find (subjective) and is not explicitly documentd for images (objective).
Using frame stacking for Visual RL is very common practice so I feel like the community would benefit from getting a better documentation on how to use CatFrames for images.
Solution
Provide a clear documentation that explains everything in details (no magic flags/magic values) on how to use CatFrames with a data collector and replay buffer (both extend and sample() method should be shown) for images.
I have created a gist of my attempt to use CatFrames for images and while the inference part works, the stack frames retrieved from the replay buffer do not make sense.
Motivation
Using CatFrames for inference is fairly straightforward and is already well documented.
That being said, using CatFrames to reconstruct a stack of frames when sampling from the replay buffer is not so straightforward I find (subjective) and is not explicitly documentd for images (objective).
Using frame stacking for Visual RL is very common practice so I feel like the community would benefit from getting a better documentation on how to use CatFrames for images.
Solution
Provide a clear documentation that explains everything in details (no magic flags/magic values) on how to use CatFrames with a data collector and replay buffer (both extend and sample() method should be shown) for images.
I have created a gist of my attempt to use CatFrames for images and while the inference part works, the stack frames retrieved from the replay buffer do not make sense.
https://gist.github.com/AlexandreBrown/fe378f26a87bdc40c5995dcc7d42f482
Any help on how to make the last part where we sample from the replay buffer return the correct CatFrames data is appreciated.
Contributions
I am willing to work on the PR for the documentation update if someone can help me get the MVP script working.
Checklist
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